Sansqrit Visual Engine - 639 Blocks, Canvas Guide, User Cookbook

Q: What is Sansqrit Visual Engine?

Sansqrit Visual Engine is the drag-and-drop block canvas for the Sansqrit DSL. It lets users build quantum, data, AI, chemistry, finance, logistics, climate, and scientific workflows visually, then run or export generated Sansqrit code.

Q: How many visual blocks are documented?

This page documents 639 blocks across 54 registry categories, generated from the active Sansqrit block registry.

Q: How do connectors work?

Blocks expose typed input and output ports. Drag from an output port to a compatible input port to create a wire. The compiler orders connected blocks and emits Sansqrit DSL code.

Q: Can users override generated code?

Yes. Blocks include code override and bypass controls where supported. Override lets advanced users provide custom Sansqrit DSL while keeping the block in the workflow.

Q: Can the visual engine handle large quantum examples?

Yes. The quantum register blocks use sparse sharded execution for large local examples, including 120+ qubit workflows that rely on sampling and top-N summaries.

What This Page Covers

Build Visually, Run As Sansqrit

The Visual Engine is a typed canvas that turns blocks and wires into executable Sansqrit DSL. It covers quantum computing, ETL, data science, AI, molecular modeling, finance, logistics, climate, cybersecurity, networking, visualization, and automation workflows.

Documented Properties

Input Ports

Output Ports

Registry Families

Canvas Cookbook

1. Add Blocks

Open the block library, search by name or domain, then drag a block onto the canvas. Source blocks start workflows; transform blocks need wires; output blocks show results.

2. Configure Properties

Click a block to open its property panel. Numeric fields set qubits, shots, thresholds, iterations, limits, or angles. Select fields choose algorithms, formats, modes, and strategies.

3. Connect Wires

Drag from an output port to an input port. Purple ports carry quantum registers, cyan ports carry datasets, green ports carry results, and gray ports accept flexible values.

4. Align And Organize

Use align to clean a workflow after placing blocks. Keep left-to-right flow: sources first, transforms in the middle, measurements, charts, exports, or logs at the end.

5. Run And Inspect

Run compiles the graph into Sansqrit DSL, executes it, and prints logs, histograms, tables, charts, model metrics, or quantum state summaries in the output area.

6. Save And Reuse

Tabs and autosave preserve progress. Jobs create timestamped snapshots. Examples can be loaded into the canvas, studied, edited, and reused as templates.

Library

Search 600+ blocks by domain, gate, data source, model, chart, file type, or algorithm.

Quantum Register

n_qubits=120
name=q

Properties

Change category colors, tune parameters, bypass blocks, override generated code, and inspect outputs.

Connector And UI Guide

Port Direction

Inputs are on the left side of a block.
Outputs are on the right side of a block.
Start with source/register blocks and wire toward outputs.

Wire Meaning

A wire transfers the produced value into the next block.
The compiler uses wires to order execution.
Deleting a wire breaks only the data dependency, not the block.

Block Controls

Bypass comments the block out of generated code.
Try/catch keeps a workflow running when supported.
Print I/O helps debug intermediate values.

Port Type	Meaning	Typical Source
`register`	Quantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.	Quantum Register
`quantum`	Quantum state, circuit, or qubit-level value used by quantum gate and algorithm blocks.	Any compatible upstream block
`dataset`	Tabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.	CSV, Excel, JSON, SQL, XML readers
`result`	Execution result, histogram, table, model score, computed object, or structured output.	Any compatible upstream block
`number`	Numeric scalar such as a qubit index, angle, shot count, threshold, loss, score, or hyperparameter.	Any compatible upstream block
`string`	Text value such as a filename, label, URL, column name, prompt, molecule name, or expression.	Any compatible upstream block
`any`	Flexible value. The receiving block accepts the object that is compatible with its operation.	Any compatible upstream block
`model`	Machine learning model, fitted estimator, embedding model, or algorithm object.	Train/model blocks
`classical`	Classical bit register or classical control signal produced by measurement or control blocks.	Any compatible upstream block
`array`	List-like collection such as vectors, features, samples, tokens, or batched values.	Any compatible upstream block
`dict`	Dictionary or JSON-style object with named fields.	Any compatible upstream block

Generated Code And Execution

Each block stores metadata used by the visual compiler: an identifier, category, icon, color, parameters, input ports, output ports, and a Sansqrit code generator. When you run the canvas, the graph is topologically ordered, block parameters are substituted, connected values are referenced, and the resulting Sansqrit DSL program is executed by the interpreter.

Run

Executes the generated DSL and streams outputs, tables, charts, measurements, and logs.

Compile

Shows the generated Sansqrit code so advanced users can audit or export it.

Override

Lets a block keep its visual position while replacing its generated statement with custom DSL.

let q = qubits(120)
H(q[0])
CNOT(q[9], q[10])
let sv = statevector(q, top_n=16)
let result = measure_all(q, shots=64)
print(result.histogram)

Complete Block Catalog

Search, filter, and expand any block below. Every card is generated from the active block registry, including properties, connector types, use cases, and generated-code patterns.

No blocks match this search. Try a category name, block id, parameter key, algorithm, file type, or domain term.

🔬Algorithms32 blocks 🔌API Connectors16 blocks AEROApplied - Aerospace & Simulation5 blocks BIOApplied - Biomedical & Genomics20 blocks CLMApplied - Climate & Environment7 blocks FINApplied - Finance & Risk12 blocks MATApplied - Materials & Energy11 blocks MOLApplied - Molecular & Chemistry14 blocks NETApplied - Networks & Telecom3 blocks OPTApplied - Optimization & Logistics10 blocks PHYApplied - Physics & Quantum Matter11 blocks QMLApplied - Quantum ML & AI11 blocks SECApplied - Quantum Security6 blocks 🌌Astrophysics5 blocks 📊Benchmarking5 blocks 🧬Biology & Genomics23 blocks ⬡Chemistry25 blocks ⌨Classical Control7 blocks 🌍Climate & Environment12 blocks ☁Cloud Storage4 blocks 👁Computer Vision15 blocks ⇄Data Transform15 blocks 🗄Databases5 blocks 💊Drug Discovery8 blocks 🛡Error Mitigation5 blocks ⚙Execution Control5 blocks 📁File Sources8 blocks λFunctions4 blocks ✨GenAI & LLMs24 blocks 🖥Hardware Export5 blocks 📝Logging & Debug8 blocks 🤖Machine Learning27 blocks ⟡Materials Science5 blocks ∑Math & Numerics17 blocks MMeasurement13 blocks 🏥Medical Imaging4 blocks 📝NLP & Text AI16 blocks ~Noise Models14 blocks ⬆Optimisation18 blocks 📤Output & Display16 blocks ⚡Physics20 blocks ∿Pulse Level5 blocks 🛡Quantum Error Correction15 blocks 📈Quantum Finance14 blocks ⚛Quantum Gates50 blocks 📦Quantum Registers3 blocks 🤖Robotics & Control12 blocks 🔒Security & Auth4 blocks ⊕Sharding Engine4 blocks "String & Regex7 blocks 🔧Utilities18 blocks 💉Vaccine & Immunology6 blocks $Variables10 blocks

🔬

quantum_algo

Algorithms

Use this family to construct, transform, measure, simulate, export, or analyze quantum circuits and sharded registers.

32 blocks

001 / Algorithms

QFT

qft_block

Quantum Fourier Transform. O(n²) CP+H gates. Core of Shor's and QPE.

What It Does

Use QFT when you need quantum Fourier Transform. O(n²) CP+H gates. Core of Shor's and QPE.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`n_qubits` Qubits	number	`4`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 20
`offset` Offset	number	`0`	Numeric configuration used during code generation or execution. Range: 0 to 199
`inverse` Inverse QFT	bool	`false`	Turns an optional behavior on or off for this block.
`swap_bits` Bit reversal	bool	`true`	Selects the qubit, bit, control, target, or helper register position used by the block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

qft(q, n_qubits=4, offset=0)

002 / Algorithms

VQE

vqe_block

Variational Quantum Eigensolver. Minimises ⟨ψ(θ)|H|ψ(θ)⟩. Exact gradients via parameter-shift: ∂f/∂θ=[f(θ+π/2)-f(θ-π/2)]/2.

What It Does

Use VQE when you need variational Quantum Eigensolver. Minimises ⟨ψ(θ)|H|ψ(θ)⟩. Exact gradients via parameter-shift: ∂f/∂θ=[f(θ+π/2)-f(θ-π/2)]/2.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`hamiltonian` Hamiltonian	string	`H2`	Configuration value used by this block when generating Sansqrit DSL code.
`ansatz` Ansatz	select	`UCCSD`	Chooses from supported modes for predictable generated code. Options: UCCSD, HEA, RealAmplitudes, EfficientSU2
`n_layers` Layers	number	`1`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 20
`optimizer` Optimizer	select	`COBYLA`	Chooses from supported modes for predictable generated code. Options: COBYLA, SPSA, Adam
`max_iter` Max iterations	number	`1000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 100000
`shots` Shots	number	`1000`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 1 to 100000
`live_dashboard` Live dashboard	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output	string	`vqe_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
Ground state energyclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let vqe_result = vqe("H2", ansatz="UCCSD", shots=1000)

003 / Algorithms

QAOA

qaoa_block

Quantum Approximate Optimization. p layers alternating cost+mixer. MaxCut, TSP, portfolio.

What It Does

Use QAOA when you need quantum Approximate Optimization. p layers alternating cost+mixer. MaxCut, TSP, portfolio.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`cost_hamiltonian` Cost Hamiltonian	string	`ZZ+Z`	Configuration value used by this block when generating Sansqrit DSL code.
`mixer` Mixer	select	`X`	Chooses from supported modes for predictable generated code. Options: X, XY, custom
`p_layers` p layers	number	`1`	Numeric configuration used during code generation or execution. Range: 1 to 20
`optimizer` Optimizer	select	`COBYLA`	Chooses from supported modes for predictable generated code. Options: COBYLA, SPSA
`shots` Shots	number	`1000`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 100 to 100000
`output_var` Output	string	`qaoa_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let qaoa_result = qaoa(p=1, shots=1000)

004 / Algorithms

Grover's Search

grover_block

O(√N) oracle queries vs O(N) classical. H^N creates dense state — sparse engine minimal benefit here.

What It Does

Use Grover's Search when you need o(√N) oracle queries vs O(N) classical. H^N creates dense state — sparse engine minimal benefit here.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_qubits` Search qubits	number	`4`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 20
`marked_states` Marked states	json	`[7]`	Configuration value used by this block when generating Sansqrit DSL code.
`n_iterations` Iterations (0=auto)	number	`0`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0 to 100
`shots` Shots	number	`1000`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 100 to 10000
`output_var` Output	string	`grover_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let grover_result = grover(n_qubits=4, marked=[7])

005 / Algorithms

Shor's Algorithm

shor_block

Exponential speedup over best classical. Uses QFT + QPE. Factors N in O((log N)³) gates.

What It Does

Use Shor's Algorithm when you need exponential speedup over best classical. Uses QFT + QPE. Factors N in O((log N)³) gates.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`N` Number to factor	number	`15`	Numeric configuration used during code generation or execution. Range: 3 to 1000000
`shots` Shots	number	`1024`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 100 to 100000
`output_var` Output	string	`factors`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let factors = shor_factor(15)

006 / Algorithms

QPE

qpe_block

Quantum Phase Estimation. Estimates eigenphase φ of unitary U|ψ⟩=e^(2πiφ)|ψ⟩.

What It Does

Use QPE when you need quantum Phase Estimation. Estimates eigenphase φ of unitary U|ψ⟩=e^(2πiφ)|ψ⟩.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_precision` Precision qubits	number	`4`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 20
`shots` Shots	number	`1000`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 100 to 100000
`output_var` Output phase	string	`phase`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let phase = qpe(unitary, n_precision=4)

007 / Algorithms

HHL

hhl_block

HHL linear systems Ax=b. O(log(N)κ²) vs classical O(Nκ). For ML, PDE, finance.

What It Does

Use HHL when you need hHL linear systems Ax=b. O(log(N)κ²) vs classical O(Nκ). For ML, PDE, finance.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`matrix_A` Matrix A	string	`A`	Configuration value used by this block when generating Sansqrit DSL code.
`vector_b` Vector b	string	`b`	Configuration value used by this block when generating Sansqrit DSL code.
`n_qubits` Register size	number	`4`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 20
`output_var` Output	string	`x_sol`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let x_sol = hhl(A, b)

008 / Algorithms

Quantum SVM

qsvm_block

Quantum kernel SVM: uses circuit overlap to compute kernel matrix.

What It Does

Use Quantum SVM when you need quantum kernel SVM: uses circuit overlap to compute kernel matrix.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`feature_map` Feature map	select	`ZZ`	Chooses the data column or feature used for filtering, plotting, grouping, training, or prediction. Options: ZZ, Pauli, custom
`n_features` Features	number	`2`	Chooses the data column or feature used for filtering, plotting, grouping, training, or prediction. Range: 1 to 20
`shots` Shots	number	`1024`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 100 to 10000
`X_train` Training data	string	`X_train`	Configuration value used by this block when generating Sansqrit DSL code.
`y_train` Labels	string	`y_train`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output model	string	`qsvm_model`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let qsvm_model = qsvm(X_train, y_train)

009 / Algorithms

Quantum RNG

qrng_block

True random numbers from quantum measurement — genuinely random via quantum uncertainty.

What It Does

Use Quantum RNG when you need true random numbers from quantum measurement — genuinely random via quantum uncertainty.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_bits` Bits	number	`8`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 64
`format` Format	select	`int`	Chooses from supported modes for predictable generated code. Options: bits, int, float, bytes
`output_var` Output	string	`rand_val`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let rand_val = qrng(n_bits=8)

010 / Algorithms

Bernstein-Vazirani

bv_block

Finds hidden string s in f(x)=s·x(mod2). Single oracle query vs O(n) classical.

What It Does

Use Bernstein-Vazirani when you need finds hidden string s in f(x)=s·x(mod2). Single oracle query vs O(n) classical.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_qubits` Qubits	number	`4`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 20
`secret` Secret string	string	`1010`	Configuration value used by this block when generating Sansqrit DSL code.
`shots` Shots	number	`100`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 1 to 10000
`output_var` Output	string	`secret_found`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let secret_found = bernstein_vazirani(n=4)

011 / Algorithms

Deutsch-Jozsa

dj_block

Constant-or-balanced oracle. Single quantum query vs O(2^(n-1)+1) classical.

What It Does

Use Deutsch-Jozsa when you need constant-or-balanced oracle. Single quantum query vs O(2^(n-1)+1) classical.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_qubits` Qubits	number	`3`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 20
`oracle` Oracle	select	`balanced_random`	Chooses from supported modes for predictable generated code. Options: constant_0, constant_1, balanced_random
`output_var` Output	string	`dj_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let dj_result = deutsch_jozsa(n=3)

012 / Algorithms

Quantum Walk

qwalk_block

Quantum walk on graphs: quadratic speedup over classical random walk.

What It Does

Use Quantum Walk when you need quantum walk on graphs: quadratic speedup over classical random walk.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`graph` Graph	select	`line`	Chooses from supported modes for predictable generated code. Options: line, cycle, complete, hypercube
`n_vertices` Vertices	number	`8`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 2 to 100
`n_steps` Steps	number	`10`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 1000
`output_var` Output	string	`walk_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let walk_result = quantum_walk(graph="line", n=8)

013 / Algorithms

Quantum Teleportation

teleport_block

Transfers quantum state via entanglement + 2 classical bits. Does NOT clone (No-Cloning).

What It Does

Use Quantum Teleportation when you need transfers quantum state via entanglement + 2 classical bits. Does NOT clone (No-Cloning).

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`source` Source	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`epr_a` EPR qubit A	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`epr_b` EPR qubit B	qubit	`2`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output	string	`tele_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let tele_result = teleport(q[0], q[1], q[2])

014 / Algorithms

Amplitude Estimation

amp_est_block

Quadratic speedup over Monte Carlo. Used in option pricing.

What It Does

Use Amplitude Estimation when you need quadratic speedup over Monte Carlo. Used in option pricing.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_eval` Eval qubits	number	`5`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 20
`method` Method	select	`IQAE`	Chooses the algorithmic behavior or transformation strategy. Options: canonical, IQAE, MLAE
`output_var` Output	string	`amplitude`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let amplitude = amplitude_estimation(oracle, n_eval=5)

015 / Algorithms

VQD

vqd_block

Variational Quantum Deflation: compute excited state energies by orthogonality constraint.

What It Does

Use VQD when you need variational Quantum Deflation: compute excited state energies by orthogonality constraint.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`hamiltonian` Hamiltonian	string	`H`	Configuration value used by this block when generating Sansqrit DSL code.
`k_states` Number of states k	number	`3`	Numeric configuration used during code generation or execution. Range: 2 to 20
`ansatz` Ansatz	select	`EfficientSU2`	Chooses from supported modes for predictable generated code. Options: UCCSD, EfficientSU2
`shots` Shots	number	`1000`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 100 to 100000
`output_var` Energies	string	`excited_states`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let excited_states = vqd("H", k=3)

016 / Algorithms

QITE

qite_block

Quantum Imaginary Time Evolution: e^(-βH)|ψ⟩ for state preparation.

What It Does

Use QITE when you need quantum Imaginary Time Evolution: e^(-βH)|ψ⟩ for state preparation.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`hamiltonian` Hamiltonian	string	`H`	Configuration value used by this block when generating Sansqrit DSL code.
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`beta` Imaginary time β	number	`1`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0.01 to 100
`db` Step size Δβ	number	`0.05`	Numeric configuration used during code generation or execution. Range: 0.001 to 1
`output_var` Ground state	string	`qite_state`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let qite_state = qite(q, H, beta=1)

017 / Algorithms

qDRIFT

qdrift_block

Randomised first-order Hamiltonian simulation. Fewer gates than Trotterisation.

What It Does

Use qDRIFT when you need randomised first-order Hamiltonian simulation. Fewer gates than Trotterisation.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`hamiltonian_var` Hamiltonian	string	`H`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`time` Simulation time t	number	`1`	Numeric configuration used during code generation or execution. Range: 0 to 1000
`n_samples` Samples N	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 10000
`output_var` Result	string	`qdrift_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let qdrift_result = qdrift(q, H, t=1, N=100)

018 / Algorithms

Hamiltonian Simulation

qsim_block

Simulate quantum system time evolution: Trotter, LCU, qubitisation, QSVT.

What It Does

Use Hamiltonian Simulation when you need simulate quantum system time evolution: Trotter, LCU, qubitisation, QSVT.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`hamiltonian_var` Hamiltonian	string	`H`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`time` Simulation time t	number	`1`	Numeric configuration used during code generation or execution. Range: 0 to 1000
`method` Method	select	`Trotter-2`	Chooses the algorithmic behavior or transformation strategy. Options: Trotter-1, Trotter-2, LCU, qubitization, QSVT
`error` Target error ε	number	`0.001`	Numeric configuration used during code generation or execution. Range: 1e-10 to 1
`output_var` Final state	string	`sim_state`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let sim_state = hamiltonian_sim(q, H, t=1)

019 / Algorithms

QSVT

qsvt_block

Quantum Singular Value Transformation: unified framework for quantum algorithms.

What It Does

Use QSVT when you need quantum Singular Value Transformation: unified framework for quantum algorithms.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`block_encoding_var` Block encoding	string	`block_enc`	Configuration value used by this block when generating Sansqrit DSL code.
`poly_coeff_var` Polynomial coefficients	string	`poly`	Configuration value used by this block when generating Sansqrit DSL code.
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output	string	`qsvt_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let qsvt_result = qsvt(q, block_enc)

020 / Algorithms

Quantum Walk Search

quantum_walk_search

Quantum walk-based search for marked vertices. √N speedup over classical random walk.

What It Does

Use Quantum Walk Search when you need quantum walk-based search for marked vertices. √N speedup over classical random walk.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`graph_type` Graph type	select	`hypercube`	Chooses the algorithmic behavior or transformation strategy. Options: hypercube, johnson, complete_bipartite
`n_vertices` Vertices	number	`256`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 4 to 65536
`n_marked` Marked vertices	number	`1`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 100
`shots` Shots	number	`1000`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 100 to 100000
`output_var` Found vertex	string	`qw_search`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let qw_search = qw_search("hypercube", n=256)

021 / Algorithms

Quantum Counting

quantum_counting

Count marked elements in database. Uses QPE + Grover oracle.

What It Does

Use Quantum Counting when you need count marked elements in database. Uses QPE + Grover oracle.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_qubits` Search space qubits	number	`5`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 20
`n_precision` Precision qubits	number	`5`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 3 to 20
`oracle_fn` Oracle function	string	`oracle`	Configuration value used by this block when generating Sansqrit DSL code.
`shots` Shots	number	`1000`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 100 to 10000
`output_var` Count	string	`count_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let count_result = quantum_counting(n=5)

022 / Algorithms

Quantum Arithmetic

quantum_arith

Quantum adder, multiplier, comparator for arithmetic circuits.

What It Does

Use Quantum Arithmetic when you need quantum adder, multiplier, comparator for arithmetic circuits.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_bits` Bit width	number	`4`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 20
`operation` Operation	select	`add`	Chooses from supported modes for predictable generated code. Options: add, subtract, multiply, compare, mod_exp
`reg_a` Register A	string	`a`	Configuration value used by this block when generating Sansqrit DSL code.
`reg_b` Register B	string	`b`	Configuration value used by this block when generating Sansqrit DSL code.
`reg_out` Output register	string	`c`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register AregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
Register BregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

ResultregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

# quantum_add(a, b, c)

023 / Algorithms

Quantum LDPC

quantum_ldpc

Quantum LDPC codes: good codes with constant rate and distance. Next-gen fault tolerance.

What It Does

Use Quantum LDPC when you need quantum LDPC codes: good codes with constant rate and distance. Next-gen fault tolerance.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_physical` Physical qubits	number	`144`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 4 to 10000
`k_logical` Logical qubits	number	`12`	Numeric configuration used during code generation or execution. Range: 1 to 500
`output_var` Code	string	`ldpc_code`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let ldpc_code = quantum_ldpc(n=144, k=12)

024 / Algorithms

QRAM

qram_block

Quantum Random Access Memory: superposition memory access. Bucket-brigade or fanout architecture.

What It Does

Use QRAM when you need quantum Random Access Memory: superposition memory access. Bucket-brigade or fanout architecture.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Classical data	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`architecture` Architecture	select	`bucket_brigade`	Chooses from supported modes for predictable generated code. Options: bucket_brigade, fanout, hybrid
`n_address` Address qubits	number	`4`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 30
`output_var` Quantum data	string	`qram`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let qram = qram(data, n_addr=4)

025 / Algorithms

Quantum Gibbs State

variational_gibbs

Prepare Gibbs thermal state ρ∝e^(-βH) using variational or QITE methods.

What It Does

Use Quantum Gibbs State when you need prepare Gibbs thermal state ρ∝e^(-βH) using variational or QITE methods.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`hamiltonian` Hamiltonian	string	`H`	Configuration value used by this block when generating Sansqrit DSL code.
`beta` Inverse temperature β	number	`1`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0.001 to 100
`method` Method	select	`variational`	Chooses the algorithmic behavior or transformation strategy. Options: variational, QITE, METTS
`output_var` Gibbs state	string	`gibbs_state`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let gibbs_state = gibbs_state(H, beta=1)

026 / Algorithms

Quantum Linear System

quantum_linear_sys

VQLS: Variational Quantum Linear Solver for Ax=b without full HHL overhead.

What It Does

Use Quantum Linear System when you need vQLS: Variational Quantum Linear Solver for Ax=b without full HHL overhead.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`A_var` Matrix A	string	`A`	Configuration value used by this block when generating Sansqrit DSL code.
`b_var` Vector b	string	`b`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`VQLS`	Chooses the algorithmic behavior or transformation strategy. Options: HHL, VQLS, CG_quantum
`shots` Shots	number	`1000`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 100 to 100000
`output_var` Solution	string	`x_qls`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let x_qls = quantum_linear_solve(A, b)

027 / Algorithms

Quantum GAN

qgan_block

Quantum Generative Adversarial Network for quantum state generation.

What It Does

Use Quantum GAN when you need quantum Generative Adversarial Network for quantum state generation.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_qubits` Qubits	number	`4`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 2 to 20
`n_layers` Generator layers	number	`3`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 20
`epochs` Epochs	number	`500`	Numeric configuration used during code generation or execution. Range: 10 to 100000
`training_data_var` Training states	string	`train_states`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Generator	string	`qgan_gen`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let qgan_gen = qgan(n_qubits=4, epochs=500)

028 / Algorithms

Classical Shadows

shadow_tomo

Efficient property estimation via classical shadows: O(log M) snapshots for M observables.

What It Does

Use Classical Shadows when you need efficient property estimation via classical shadows: O(log M) snapshots for M observables.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`shadow_type` Shadow type	select	`Pauli`	Chooses the algorithmic behavior or transformation strategy. Options: Pauli, Clifford, matchgate
`n_shadows` Snapshots K	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 100000
`observables` Observables	json	`["Z0","Z1","Z0Z1"]`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Estimates	string	`shadow_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let shadow_result = classical_shadows(q, K=100)

029 / Algorithms

Quantum Bootstrap

quantum_bootstrap

Statistical bootstrapping for quantum measurement uncertainties.

What It Does

Use Quantum Bootstrap when you need statistical bootstrapping for quantum measurement uncertainties.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`measurement_var` Measurement results	string	`results`	Configuration value used by this block when generating Sansqrit DSL code.
`n_bootstrap` Bootstrap samples	number	`1000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 100 to 100000
`confidence` Confidence interval	number	`0.95`	Numeric configuration used during code generation or execution. Range: 0.5 to 0.9999
`output_var` CI bounds	string	`bootstrap_ci`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let bootstrap_ci = quantum_bootstrap(results, n=1000)

030 / Algorithms

Quantum Kernel

quant_kernel

Compute quantum kernel matrix K(xᵢ,xⱼ)=|⟨φ(xᵢ)|φ(xⱼ)⟩|² for ML.

What It Does

Use Quantum Kernel when you need compute quantum kernel matrix K(xᵢ,xⱼ)=|⟨φ(xᵢ)|φ(xⱼ)⟩|² for ML.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`X_var` Input data	string	`X`	Configuration value used by this block when generating Sansqrit DSL code.
`feature_map` Feature map	select	`ZZFeatureMap`	Chooses the data column or feature used for filtering, plotting, grouping, training, or prediction. Options: ZZFeatureMap, PauliFeatureMap, Custom
`n_qubits` Qubits	number	`4`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 20
`reps` Repetitions	number	`2`	Numeric configuration used during code generation or execution. Range: 1 to 10
`output_var` Kernel matrix	string	`K`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let K = quantum_kernel(X, map="ZZFeatureMap")

031 / Algorithms

Many-Body Localisation

mbl_sim

Simulate many-body localisation phase transition in disordered spin chains.

What It Does

Use Many-Body Localisation when you need simulate many-body localisation phase transition in disordered spin chains.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_spins` Spins	number	`10`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 4 to 30
`disorder_W` Disorder W	number	`2.5`	Numeric configuration used during code generation or execution. Range: 0 to 20
`J_coupling` Coupling J	number	`1`	Numeric configuration used during code generation or execution. Range: 0 to 10
`n_time_steps` Time steps	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 10000
`output_var` Entanglement entropy	string	`mbl_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let mbl_result = mbl_sim(n=10, W=2.5)

032 / Algorithms

VQLS

vqls_block

Variational Quantum Linear Solver: hybrid approach for linear systems without QRAM.

What It Does

Use VQLS when you need variational Quantum Linear Solver: hybrid approach for linear systems without QRAM.

Canvas color: #2563EB. Category: quantum_algo.

How To Use

Drag the block from Algorithms into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`A_var` Matrix A (Pauli decomp)	string	`A_pauli`	Configuration value used by this block when generating Sansqrit DSL code.
`b_state_var` b state circuit	string	`b_circuit`	Configuration value used by this block when generating Sansqrit DSL code.
`ansatz` Ansatz	select	`EfficientSU2`	Chooses from supported modes for predictable generated code. Options: EfficientSU2, TwoLocal
`shots` Shots	number	`1000`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 100 to 100000
`output_var` Solution state	string	`vqls_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let vqls_result = vqls(A_pauli, b_circuit)

🔌

api

API Connectors

Use this family to connect visual programs to APIs, notifications, services, and integration endpoints.

16 blocks

001 / API Connectors

HTTP GET

http_get

HTTP GET with headers, query params, timeout, retry.

What It Does

Use HTTP GET when you need hTTP GET with headers, query params, timeout, retry.

Canvas color: #0284C7. Category: api.

How To Use

Drag the block from API Connectors into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`url` URL	string	`https://api.example.com/data`	Points to an external service or local API endpoint. Check credentials and network access before running.
`headers` Headers	json	`{}`	Configuration value used by this block when generating Sansqrit DSL code.
`params` Query params	json	`{}`	Configuration value used by this block when generating Sansqrit DSL code.
`timeout_ms` Timeout (ms)	number	`30000`	Numeric configuration used during code generation or execution. Range: 100 to 300000
`retries` Retries	number	`3`	Numeric configuration used during code generation or execution. Range: 0 to 10
`output_var` Output variable	string	`response`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let response = http_get("https://api.example.com/data")

002 / API Connectors

HTTP POST

http_post

HTTP POST with JSON or form body.

What It Does

Use HTTP POST when you need hTTP POST with JSON or form body.

Canvas color: #0284C7. Category: api.

How To Use

Drag the block from API Connectors into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`url` URL	string	`https://api.example.com/submit`	Points to an external service or local API endpoint. Check credentials and network access before running.
`headers` Headers	json	`{"Content-Type":"application/json"}`	Configuration value used by this block when generating Sansqrit DSL code.
`body_var` Body variable	string	`payload`	Configuration value used by this block when generating Sansqrit DSL code.
`body_type` Body type	select	`json`	Chooses the algorithmic behavior or transformation strategy. Options: json, form, multipart
`timeout_ms` Timeout (ms)	number	`30000`	Numeric configuration used during code generation or execution. Range: 100 to 300000
`output_var` Output variable	string	`response`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let response = http_post("https://api.example.com/submit", payload)

003 / API Connectors

GraphQL

graphql_block

Execute GraphQL queries and mutations.

What It Does

Use GraphQL when you need execute GraphQL queries and mutations.

Canvas color: #0284C7. Category: api.

How To Use

Drag the block from API Connectors into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`endpoint` GraphQL endpoint	string	`https://api.example.com/graphql`	Points to an external service or local API endpoint. Check credentials and network access before running.
`query` GraphQL query	code	`query { user { id name } }`	Raw code text interpreted by the Sansqrit DSL runtime.
`variables` Variables	json	`{}`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output	string	`gql_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let gql_result = graphql("https://api.example.com/graphql", `query { user { id name } }`)

004 / API Connectors

Webhook Sender

webhook_block

POST to webhook URL (Slack, Discord, Teams, custom).

What It Does

Use Webhook Sender when you need pOST to webhook URL (Slack, Discord, Teams, custom).

Canvas color: #0284C7. Category: api.

How To Use

Drag the block from API Connectors into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`webhook_url` Webhook URL	string	`empty`	Points to an external service or local API endpoint. Check credentials and network access before running.
`payload_var` Payload variable	string	`message`	Configuration value used by this block when generating Sansqrit DSL code.
`platform` Platform	select	`Slack`	Chooses from supported modes for predictable generated code. Options: generic, Slack, Discord, Teams
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

webhook_post("", message)

005 / API Connectors

Apache Kafka

kafka_block

Produce and consume Kafka messages.

What It Does

Use Apache Kafka when you need produce and consume Kafka messages.

Canvas color: #0284C7. Category: api.

How To Use

Drag the block from API Connectors into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`broker` Broker	string	`localhost:9092`	Configuration value used by this block when generating Sansqrit DSL code.
`topic` Topic	string	`sanskrit-events`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`operation` Operation	select	`produce`	Chooses from supported modes for predictable generated code. Options: produce, consume
`message_var` Message variable	string	`msg`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output	string	`kafka_msg`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let kafka_msg = kafka_produce("sanskrit-events", msg)

006 / API Connectors

Email (SMTP)

email_block

Send email via SMTP. Supports HTML body, attachments.

What It Does

Use Email (SMTP) when you need send email via SMTP. Supports HTML body, attachments.

Canvas color: #0284C7. Category: api.

How To Use

Drag the block from API Connectors into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`to` To address	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`subject` Subject	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`body_var` Body variable	string	`email_body`	Configuration value used by this block when generating Sansqrit DSL code.
`html` HTML body	bool	`true`	Turns an optional behavior on or off for this block.
`smtp_host_var` SMTP host env var	string	`SMTP_HOST`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

send_email("", "", email_body)

007 / API Connectors

gRPC Client

grpc_block

Call gRPC services with protobuf message serialisation.

What It Does

Use gRPC Client when you need call gRPC services with protobuf message serialisation.

Canvas color: #0284C7. Category: api.

How To Use

Drag the block from API Connectors into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`endpoint` gRPC endpoint	string	`localhost:50051`	Points to an external service or local API endpoint. Check credentials and network access before running.
`service` Service name	string	`MyService`	Configuration value used by this block when generating Sansqrit DSL code.
`method` RPC method	string	`GetData`	Chooses the algorithmic behavior or transformation strategy.
`request_var` Request message	string	`request`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Response	string	`grpc_response`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let grpc_response = grpc_call("localhost:50051", "MyService.GetData", request)

008 / API Connectors

MQTT

mqtt_block

IoT messaging: publish/subscribe to MQTT broker.

What It Does

Use MQTT when you need ioT messaging: publish/subscribe to MQTT broker.

Canvas color: #0284C7. Category: api.

How To Use

Drag the block from API Connectors into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`broker` MQTT broker	string	`mqtt://localhost:1883`	Configuration value used by this block when generating Sansqrit DSL code.
`topic` Topic	string	`sanskrit/results`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`operation` Operation	select	`publish`	Chooses from supported modes for predictable generated code. Options: publish, subscribe, listen
`payload_var` Payload	string	`message`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Received message	string	`mqtt_msg`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let mqtt_msg = mqtt_publish("mqtt://localhost:1883", "sanskrit/results")

009 / API Connectors

WebSocket Client

websocket_client

WebSocket client for real-time bidirectional communication.

What It Does

Use WebSocket Client when you need webSocket client for real-time bidirectional communication.

Canvas color: #0284C7. Category: api.

How To Use

Drag the block from API Connectors into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`url` WebSocket URL	string	`ws://localhost:8080`	Points to an external service or local API endpoint. Check credentials and network access before running.
`message_var` Message to send	string	`msg`	Configuration value used by this block when generating Sansqrit DSL code.
`timeout_ms` Timeout (ms)	number	`30000`	Numeric configuration used during code generation or execution. Range: 100 to 300000
`output_var` Response	string	`ws_response`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let ws_response = ws_send("ws://localhost:8080", msg)

010 / API Connectors

S3 Streaming Upload

s3_stream

Stream-upload large files to S3 using multipart upload.

What It Does

Use S3 Streaming Upload when you need stream-upload large files to S3 using multipart upload.

Canvas color: #0284C7. Category: api.

How To Use

Drag the block from API Connectors into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`large_data`	Configuration value used by this block when generating Sansqrit DSL code.
`bucket` S3 bucket	string	`my-bucket`	Configuration value used by this block when generating Sansqrit DSL code.
`key` Object key	string	`output/result.parquet`	Configuration value used by this block when generating Sansqrit DSL code.
`part_size_mb` Part size (MB)	number	`10`	Numeric configuration used during code generation or execution. Range: 5 to 5000
`output_var` Upload result	string	`s3_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let s3_result = s3_stream_upload("my-bucket", "output/result.parquet", large_data)

011 / API Connectors

SFTP

sftp_block

Secure file transfer via SFTP.

What It Does

Use SFTP when you need secure file transfer via SFTP.

Canvas color: #0284C7. Category: api.

How To Use

Drag the block from API Connectors into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`host` Hostname	string	`sftp.example.com`	Configuration value used by this block when generating Sansqrit DSL code.
`port` Port	number	`22`	Numeric configuration used during code generation or execution. Range: 1 to 65535
`username_var` Username env var	string	`SFTP_USER`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`key_file_var` Key file env var	string	`SFTP_KEY`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`operation` Operation	select	`upload`	Chooses from supported modes for predictable generated code. Options: upload, download, list, delete
`remote_path` Remote path	string	`/data/`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`local_path` Local path	string	`./output.csv`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

sftp_upload("sftp.example.com", "/data/", "./output.csv")

012 / API Connectors

Prometheus Push

prometheus_push

Push metrics to Prometheus Pushgateway.

What It Does

Use Prometheus Push when you need push metrics to Prometheus Pushgateway.

Canvas color: #0284C7. Category: api.

How To Use

Drag the block from API Connectors into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`pushgateway_url` Pushgateway URL	string	`http://localhost:9091`	Points to an external service or local API endpoint. Check credentials and network access before running.
`job_name` Job name	string	`sanskrit_experiment`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`metric_name` Metric name	string	`vqe_energy`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`value_var` Value	string	`energy`	Configuration value used by this block when generating Sansqrit DSL code.
`labels_var` Labels dict	string	`labels`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

prometheus_push("vqe_energy", energy)

013 / API Connectors

Slack Notification

slack_message

Send formatted Slack message with blocks and attachments.

What It Does

Use Slack Notification when you need send formatted Slack message with blocks and attachments.

Canvas color: #0284C7. Category: api.

How To Use

Drag the block from API Connectors into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`channel` Channel	string	`#experiments`	Configuration value used by this block when generating Sansqrit DSL code.
`message_var` Message text	string	`msg`	Configuration value used by this block when generating Sansqrit DSL code.
`use_blocks` Use Block Kit	bool	`false`	Turns an optional behavior on or off for this block.
`webhook_var` Webhook env var	string	`SLACK_WEBHOOK`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

Message timestampclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

slack_send("#experiments", msg)

014 / API Connectors

arXiv Fetch

arxiv_fetch

Fetch paper metadata and abstracts from arXiv API.

What It Does

Use arXiv Fetch when you need fetch paper metadata and abstracts from arXiv API.

Canvas color: #0284C7. Category: api.

How To Use

Drag the block from API Connectors into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`query` Search query	string	`quantum error correction 2025`	Configuration value used by this block when generating Sansqrit DSL code.
`max_results` Max results	number	`10`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 200
`sort_by` Sort by	select	`relevance`	Chooses from supported modes for predictable generated code. Options: relevance, lastUpdatedDate, submittedDate
`output_var` Papers	string	`arxiv_papers`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let arxiv_papers = arxiv_search("quantum error correction 2025", n=10)

015 / API Connectors

PubMed Fetch

pubmed_fetch

Fetch biomedical literature from NCBI PubMed.

What It Does

Use PubMed Fetch when you need fetch biomedical literature from NCBI PubMed.

Canvas color: #0284C7. Category: api.

How To Use

Drag the block from API Connectors into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`query` Search query	string	`CRISPR cancer therapy`	Configuration value used by this block when generating Sansqrit DSL code.
`max_results` Max results	number	`10`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 1000
`email` NCBI email (required)	string	`user@example.com`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Articles	string	`pubmed_results`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let pubmed_results = pubmed_search("CRISPR cancer therapy", n=10)

016 / API Connectors

Discord Webhook

discord_block

Send notifications to Discord channel via webhook.

What It Does

Use Discord Webhook when you need send notifications to Discord channel via webhook.

Canvas color: #0284C7. Category: api.

How To Use

Drag the block from API Connectors into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`webhook_var` Webhook env var	string	`DISCORD_WEBHOOK`	Configuration value used by this block when generating Sansqrit DSL code.
`content_var` Message content	string	`msg`	Configuration value used by this block when generating Sansqrit DSL code.
`username` Bot username	string	`Sanskrit Bot`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`tts` Text to speech	bool	`false`	Turns an optional behavior on or off for this block.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

discord_send(msg)

AERO

domain_aerospace

Applied - Aerospace & Simulation

Use this family to build prediction, embedding, agent, model-evaluation, and learning workflows.

5 blocks

001 / Applied - Aerospace & Simulation

Satellite Orbit Optimization

applied_satellite_orbit_optimization

Optimize orbit parameters for coverage, fuel, collision risk, and mission goals. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Satellite Orbit Optimization when you need optimize orbit parameters for coverage, fuel, collision risk, and mission goals. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #475569. Category: domain_aerospace.

How To Use

Drag the block from Applied - Aerospace & Simulation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_aerospace`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Satellite Orbit Optimization`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Lambert solver`	Chooses the algorithmic behavior or transformation strategy. Options: Lambert solver, Genetic optimizer, MPC station keeping, Quantum annealing
`objective` Objective	string	`minimize delta-v`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_68`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_68 = applied_solver(problem="Satellite Orbit Optimization", domain="domain_aerospace", method="Lambert solver", objective="minimize delta-v", samples=25)
print(result_68)

002 / Applied - Aerospace & Simulation

Spacecraft Trajectory Planning

applied_spacecraft_trajectory_planning

Plan multi-body transfers, gravity assists, launch windows, and fuel budgets. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Spacecraft Trajectory Planning when you need plan multi-body transfers, gravity assists, launch windows, and fuel budgets. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #475569. Category: domain_aerospace.

How To Use

Drag the block from Applied - Aerospace & Simulation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_aerospace`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Spacecraft Trajectory Planning`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Direct collocation`	Chooses the algorithmic behavior or transformation strategy. Options: Direct collocation, Patched conics, Low-thrust optimizer, RL trajectory
`objective` Objective	string	`minimize fuel`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_69`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_69 = applied_solver(problem="Spacecraft Trajectory Planning", domain="domain_aerospace", method="Direct collocation", objective="minimize fuel", samples=25)
print(result_69)

003 / Applied - Aerospace & Simulation

Aerodynamic Flow Simulation CFD

applied_aerodynamic_flow_simulation_cfd

Run or surrogate CFD for lift, drag, pressure fields, and design optimization. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Aerodynamic Flow Simulation CFD when you need run or surrogate CFD for lift, drag, pressure fields, and design optimization. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #475569. Category: domain_aerospace.

How To Use

Drag the block from Applied - Aerospace & Simulation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_aerospace`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Aerodynamic Flow Simulation CFD`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`RANS surrogate`	Chooses the algorithmic behavior or transformation strategy. Options: RANS surrogate, LES coarse model, PINN CFD, Adjoint optimization
`objective` Objective	string	`maximize lift-to-drag`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_70`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_70 = applied_solver(problem="Aerodynamic Flow Simulation CFD", domain="domain_aerospace", method="RANS surrogate", objective="maximize lift-to-drag", samples=25)
print(result_70)

004 / Applied - Aerospace & Simulation

Rocket Engine Combustion Modeling

applied_rocket_engine_combustion_modeling

Model injector mixing, chamber stability, heat flux, and performance. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Rocket Engine Combustion Modeling when you need model injector mixing, chamber stability, heat flux, and performance. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #475569. Category: domain_aerospace.

How To Use

Drag the block from Applied - Aerospace & Simulation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_aerospace`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Rocket Engine Combustion Modeling`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Chemical equilibrium`	Chooses the algorithmic behavior or transformation strategy. Options: Chemical equilibrium, CFD surrogate, Combustion instability model, Bayesian calibration
`objective` Objective	string	`maximize specific impulse`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_71`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_71 = applied_solver(problem="Rocket Engine Combustion Modeling", domain="domain_aerospace", method="Chemical equilibrium", objective="maximize specific impulse", samples=25)
print(result_71)

005 / Applied - Aerospace & Simulation

Vehicle Crash Test Simulation

applied_vehicle_crash_test_simulation

Simulate crash energy absorption, injury metrics, and structural constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Vehicle Crash Test Simulation when you need simulate crash energy absorption, injury metrics, and structural constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #475569. Category: domain_aerospace.

How To Use

Drag the block from Applied - Aerospace & Simulation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_aerospace`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Vehicle Crash Test Simulation`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Finite element surrogate`	Chooses the algorithmic behavior or transformation strategy. Options: Finite element surrogate, DOE response surface, Topology optimization, Bayesian calibration
`objective` Objective	string	`minimize injury metric`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_72`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_72 = applied_solver(problem="Vehicle Crash Test Simulation", domain="domain_aerospace", method="Finite element surrogate", objective="minimize injury metric", samples=25)
print(result_72)

BIO

domain_biomed

Applied - Biomedical & Genomics

Use this family to build prediction, embedding, agent, model-evaluation, and learning workflows.

20 blocks

001 / Applied - Biomedical & Genomics

Protein-Protein Interaction Networks

applied_protein_protein_interaction_networks

Build PPI graphs, score centrality, infer modules, and prioritize targets. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Protein-Protein Interaction Networks when you need build PPI graphs, score centrality, infer modules, and prioritize targets. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Protein-Protein Interaction Networks`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Graph clustering`	Chooses the algorithmic behavior or transformation strategy. Options: Graph clustering, Node2Vec, GNN link prediction, Network propagation
`objective` Objective	string	`maximize target centrality`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_26`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_26 = applied_solver(problem="Protein-Protein Interaction Networks", domain="domain_biomed", method="Graph clustering", objective="maximize target centrality", samples=25)
print(result_26)

002 / Applied - Biomedical & Genomics

Allosteric Regulation Modeling

applied_allosteric_regulation_modeling

Find allosteric sites and estimate ligand-driven conformational shifts. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Allosteric Regulation Modeling when you need find allosteric sites and estimate ligand-driven conformational shifts. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Allosteric Regulation Modeling`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`MD covariance network`	Chooses the algorithmic behavior or transformation strategy. Options: MD covariance network, Elastic network model, Pocket graph search, Free energy proxy
`objective` Objective	string	`maximize modulation score`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_27`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_27 = applied_solver(problem="Allosteric Regulation Modeling", domain="domain_biomed", method="MD covariance network", objective="maximize modulation score", samples=25)
print(result_27)

003 / Applied - Biomedical & Genomics

Antibody-Antigen Binding Dynamics

applied_antibody_antigen_binding_dynamics

Rank antibody designs by affinity, epitope coverage, and developability. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Antibody-Antigen Binding Dynamics when you need rank antibody designs by affinity, epitope coverage, and developability. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Antibody-Antigen Binding Dynamics`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Rosetta interface`	Chooses the algorithmic behavior or transformation strategy. Options: Rosetta interface, MD stability proxy, Paratope GNN, Docking rescoring
`objective` Objective	string	`maximize neutralization proxy`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_28`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_28 = applied_solver(problem="Antibody-Antigen Binding Dynamics", domain="domain_biomed", method="Rosetta interface", objective="maximize neutralization proxy", samples=25)
print(result_28)

004 / Applied - Biomedical & Genomics

De Novo Protein Design

applied_de_novo_protein_design

Generate protein scaffolds satisfying fold, function, and stability constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use De Novo Protein Design when you need generate protein scaffolds satisfying fold, function, and stability constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`De Novo Protein Design`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Diffusion design`	Chooses the algorithmic behavior or transformation strategy. Options: Diffusion design, RosettaDesign, ProteinMPNN, Quantum-inspired sequence search
`objective` Objective	string	`maximize stability and function`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_29`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_29 = applied_solver(problem="De Novo Protein Design", domain="domain_biomed", method="Diffusion design", objective="maximize stability and function", samples=25)
print(result_29)

005 / Applied - Biomedical & Genomics

Viral Capsid Assembly Simulation

applied_viral_capsid_assembly_simulation

Model capsid subunit assembly, energetics, defects, and inhibition points. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Viral Capsid Assembly Simulation when you need model capsid subunit assembly, energetics, defects, and inhibition points. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Viral Capsid Assembly Simulation`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Coarse-grained MD`	Chooses the algorithmic behavior or transformation strategy. Options: Coarse-grained MD, Kinetic assembly model, Graph assembly model, Monte Carlo
`objective` Objective	string	`minimize malformed assembly`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_30`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_30 = applied_solver(problem="Viral Capsid Assembly Simulation", domain="domain_biomed", method="Coarse-grained MD", objective="minimize malformed assembly", samples=25)
print(result_30)

006 / Applied - Biomedical & Genomics

Drug Toxicity Prediction

applied_drug_toxicity_prediction

Predict hERG, hepatotoxicity, mutagenicity, and safety liabilities. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Drug Toxicity Prediction when you need predict hERG, hepatotoxicity, mutagenicity, and safety liabilities. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Drug Toxicity Prediction`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Tox21 ensemble`	Chooses the algorithmic behavior or transformation strategy. Options: Tox21 ensemble, Graph neural tox model, ADMET rules, Conformal predictor
`objective` Objective	string	`minimize toxicity risk`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_31`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_31 = applied_solver(problem="Drug Toxicity Prediction", domain="domain_biomed", method="Tox21 ensemble", objective="minimize toxicity risk", samples=25)
print(result_31)

007 / Applied - Biomedical & Genomics

In-Silico Clinical Trials

applied_in_silico_clinical_trials

Simulate virtual cohorts, endpoints, variability, and trial power. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use In-Silico Clinical Trials when you need simulate virtual cohorts, endpoints, variability, and trial power. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`In-Silico Clinical Trials`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Agent cohort simulation`	Chooses the algorithmic behavior or transformation strategy. Options: Agent cohort simulation, Bayesian trial model, PK/PD population model, Digital twin
`objective` Objective	string	`maximize trial power`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_32`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_32 = applied_solver(problem="In-Silico Clinical Trials", domain="domain_biomed", method="Agent cohort simulation", objective="maximize trial power", samples=25)
print(result_32)

008 / Applied - Biomedical & Genomics

Personalized Genomic Sequencing

applied_personalized_genomic_sequencing

Prioritize variants, pathways, pharmacogenomic flags, and clinical actionability. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Personalized Genomic Sequencing when you need prioritize variants, pathways, pharmacogenomic flags, and clinical actionability. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Personalized Genomic Sequencing`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Variant annotation`	Chooses the algorithmic behavior or transformation strategy. Options: Variant annotation, Polygenic risk scoring, Pathway enrichment, Rare variant burden
`objective` Objective	string	`maximize actionable evidence`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_33`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_33 = applied_solver(problem="Personalized Genomic Sequencing", domain="domain_biomed", method="Variant annotation", objective="maximize actionable evidence", samples=25)
print(result_33)

009 / Applied - Biomedical & Genomics

Metabolomics Pathway Analysis

applied_metabolomics_pathway_analysis

Map metabolites to pathways, enrichment, flux hints, and biomarkers. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Metabolomics Pathway Analysis when you need map metabolites to pathways, enrichment, flux hints, and biomarkers. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Metabolomics Pathway Analysis`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Pathway enrichment`	Chooses the algorithmic behavior or transformation strategy. Options: Pathway enrichment, Flux balance proxy, Network propagation, Bayesian biomarker model
`objective` Objective	string	`maximize biomarker confidence`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_34`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_34 = applied_solver(problem="Metabolomics Pathway Analysis", domain="domain_biomed", method="Pathway enrichment", objective="maximize biomarker confidence", samples=25)
print(result_34)

010 / Applied - Biomedical & Genomics

Pharmacokinetics Modeling

applied_pharmacokinetics_modeling

Fit absorption, distribution, metabolism, excretion, and exposure metrics. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Pharmacokinetics Modeling when you need fit absorption, distribution, metabolism, excretion, and exposure metrics. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Pharmacokinetics Modeling`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Compartment model`	Chooses the algorithmic behavior or transformation strategy. Options: Compartment model, PBPK model, Population PK, Neural ODE
`objective` Objective	string	`match exposure target`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_35`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_35 = applied_solver(problem="Pharmacokinetics Modeling", domain="domain_biomed", method="Compartment model", objective="match exposure target", samples=25)
print(result_35)

011 / Applied - Biomedical & Genomics

Pharmacodynamics Modeling

applied_pharmacodynamics_modeling

Model dose-response, Emax, EC50, biomarkers, and efficacy windows. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Pharmacodynamics Modeling when you need model dose-response, Emax, EC50, biomarkers, and efficacy windows. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Pharmacodynamics Modeling`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Emax model`	Chooses the algorithmic behavior or transformation strategy. Options: Emax model, Indirect response, PK/PD linked model, Bayesian dose response
`objective` Objective	string	`maximize therapeutic index`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_36`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_36 = applied_solver(problem="Pharmacodynamics Modeling", domain="domain_biomed", method="Emax model", objective="maximize therapeutic index", samples=25)
print(result_36)

012 / Applied - Biomedical & Genomics

Blood-Brain Barrier Permeability

applied_blood_brain_barrier_permeability

Predict CNS penetration from chemistry and transporter descriptors. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Blood-Brain Barrier Permeability when you need predict CNS penetration from chemistry and transporter descriptors. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Blood-Brain Barrier Permeability`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`QSAR BBB model`	Chooses the algorithmic behavior or transformation strategy. Options: QSAR BBB model, Graph neural classifier, Rule-based ADMET, Uncertainty ensemble
`objective` Objective	string	`maximize CNS probability`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_37`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_37 = applied_solver(problem="Blood-Brain Barrier Permeability", domain="domain_biomed", method="QSAR BBB model", objective="maximize CNS probability", samples=25)
print(result_37)

013 / Applied - Biomedical & Genomics

Drug Repurposing Screens

applied_drug_repurposing_screens

Rank existing compounds against new targets using signatures and networks. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Drug Repurposing Screens when you need rank existing compounds against new targets using signatures and networks. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Drug Repurposing Screens`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Connectivity Map`	Chooses the algorithmic behavior or transformation strategy. Options: Connectivity Map, Knowledge graph ranking, Docking screen, Multi-omics matching
`objective` Objective	string	`maximize repurposing score`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_38`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_38 = applied_solver(problem="Drug Repurposing Screens", domain="domain_biomed", method="Connectivity Map", objective="maximize repurposing score", samples=25)
print(result_38)

014 / Applied - Biomedical & Genomics

Vaccine Adjuvant Design

applied_vaccine_adjuvant_design

Optimize adjuvant candidates for immune activation and tolerability. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Vaccine Adjuvant Design when you need optimize adjuvant candidates for immune activation and tolerability. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Vaccine Adjuvant Design`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Immune response surrogate`	Chooses the algorithmic behavior or transformation strategy. Options: Immune response surrogate, Multi-objective screen, TLR pathway model, Bayesian optimization
`objective` Objective	string	`maximize immunogenicity`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_39`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_39 = applied_solver(problem="Vaccine Adjuvant Design", domain="domain_biomed", method="Immune response surrogate", objective="maximize immunogenicity", samples=25)
print(result_39)

015 / Applied - Biomedical & Genomics

CRISPR-Cas9 Target Optimization

applied_crispr_cas9_target_optimization

Design guide RNAs with on-target strength and off-target safety. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use CRISPR-Cas9 Target Optimization when you need design guide RNAs with on-target strength and off-target safety. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`CRISPR-Cas9 Target Optimization`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Azimuth score`	Chooses the algorithmic behavior or transformation strategy. Options: Azimuth score, CFD specificity, DeepCRISPR, PAM-aware search
`objective` Objective	string	`maximize specificity`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_40`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_40 = applied_solver(problem="CRISPR-Cas9 Target Optimization", domain="domain_biomed", method="Azimuth score", objective="maximize specificity", samples=25)
print(result_40)

016 / Applied - Biomedical & Genomics

Microbiome Functional Analysis

applied_microbiome_functional_analysis

Infer microbial pathways, strain functions, dysbiosis, and intervention targets. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Microbiome Functional Analysis when you need infer microbial pathways, strain functions, dysbiosis, and intervention targets. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Microbiome Functional Analysis`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Metagenomic pathway model`	Chooses the algorithmic behavior or transformation strategy. Options: Metagenomic pathway model, Community FBA, Differential abundance, Graph embedding
`objective` Objective	string	`maximize functional signal`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_41`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_41 = applied_solver(problem="Microbiome Functional Analysis", domain="domain_biomed", method="Metagenomic pathway model", objective="maximize functional signal", samples=25)
print(result_41)

017 / Applied - Biomedical & Genomics

Neurological Pathway Simulation

applied_neurological_pathway_simulation

Simulate neural pathways, perturbations, and therapeutic intervention points. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Neurological Pathway Simulation when you need simulate neural pathways, perturbations, and therapeutic intervention points. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Neurological Pathway Simulation`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Neural mass model`	Chooses the algorithmic behavior or transformation strategy. Options: Neural mass model, Connectome graph, ODE pathway model, Bayesian network
`objective` Objective	string	`minimize symptom proxy`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_42`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_42 = applied_solver(problem="Neurological Pathway Simulation", domain="domain_biomed", method="Neural mass model", objective="minimize symptom proxy", samples=25)
print(result_42)

018 / Applied - Biomedical & Genomics

Cancer Immunotherapy Targeting

applied_cancer_immunotherapy_targeting

Prioritize neoantigens, checkpoints, tumor microenvironment targets, and combinations. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Cancer Immunotherapy Targeting when you need prioritize neoantigens, checkpoints, tumor microenvironment targets, and combinations. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Cancer Immunotherapy Targeting`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Neoantigen ranking`	Chooses the algorithmic behavior or transformation strategy. Options: Neoantigen ranking, Immune graph model, Survival model, Combination optimizer
`objective` Objective	string	`maximize response probability`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_43`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_43 = applied_solver(problem="Cancer Immunotherapy Targeting", domain="domain_biomed", method="Neoantigen ranking", objective="maximize response probability", samples=25)
print(result_43)

019 / Applied - Biomedical & Genomics

Post-Translational Modification Modeling

applied_post_translational_modification_modeling

Predict phosphorylation, glycosylation, acetylation, and downstream effects. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Post-Translational Modification Modeling when you need predict phosphorylation, glycosylation, acetylation, and downstream effects. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Post-Translational Modification Modeling`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Motif model`	Chooses the algorithmic behavior or transformation strategy. Options: Motif model, Kinase network model, Protein language model, Mass spec fusion
`objective` Objective	string	`maximize PTM confidence`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_44`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_44 = applied_solver(problem="Post-Translational Modification Modeling", domain="domain_biomed", method="Motif model", objective="maximize PTM confidence", samples=25)
print(result_44)

020 / Applied - Biomedical & Genomics

Protein Aggregation Dynamics

applied_protein_aggregation_dynamics

Model aggregation propensity, nucleation, fibril growth, and inhibitors. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Protein Aggregation Dynamics when you need model aggregation propensity, nucleation, fibril growth, and inhibitors. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DB2777. Category: domain_biomed.

How To Use

Drag the block from Applied - Biomedical & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_biomed`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Protein Aggregation Dynamics`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Coarse-grained MD`	Chooses the algorithmic behavior or transformation strategy. Options: Coarse-grained MD, Kinetic nucleation model, Sequence aggregation score, Monte Carlo
`objective` Objective	string	`minimize aggregation risk`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_45`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_45 = applied_solver(problem="Protein Aggregation Dynamics", domain="domain_biomed", method="Coarse-grained MD", objective="minimize aggregation risk", samples=25)
print(result_45)

CLM

domain_climate

Applied - Climate & Environment

Use this family to build prediction, embedding, agent, model-evaluation, and learning workflows.

7 blocks

001 / Applied - Climate & Environment

Weather Pattern Prediction

applied_weather_pattern_prediction

Forecast weather regimes, extremes, uncertainty, and impact windows. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Weather Pattern Prediction when you need forecast weather regimes, extremes, uncertainty, and impact windows. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #166534. Category: domain_climate.

How To Use

Drag the block from Applied - Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_climate`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Weather Pattern Prediction`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Numerical weather fusion`	Chooses the algorithmic behavior or transformation strategy. Options: Numerical weather fusion, Temporal transformer, Analog ensemble, Graph neural weather
`objective` Objective	string	`minimize forecast error`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_101`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_101 = applied_solver(problem="Weather Pattern Prediction", domain="domain_climate", method="Numerical weather fusion", objective="minimize forecast error", samples=25)
print(result_101)

002 / Applied - Climate & Environment

Global Climate Modeling

applied_global_climate_modeling

Model climate scenarios, forcings, feedbacks, and regional outcomes. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Global Climate Modeling when you need model climate scenarios, forcings, feedbacks, and regional outcomes. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #166534. Category: domain_climate.

How To Use

Drag the block from Applied - Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_climate`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Global Climate Modeling`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Earth system surrogate`	Chooses the algorithmic behavior or transformation strategy. Options: Earth system surrogate, Energy balance model, CMIP emulator, Physics-informed ML
`objective` Objective	string	`minimize scenario error`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_102`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_102 = applied_solver(problem="Global Climate Modeling", domain="domain_climate", method="Earth system surrogate", objective="minimize scenario error", samples=25)
print(result_102)

003 / Applied - Climate & Environment

Ocean Current Simulation

applied_ocean_current_simulation

Simulate circulation, eddies, transport, and coupling to atmosphere. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Ocean Current Simulation when you need simulate circulation, eddies, transport, and coupling to atmosphere. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #166534. Category: domain_climate.

How To Use

Drag the block from Applied - Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_climate`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Ocean Current Simulation`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Shallow water model`	Chooses the algorithmic behavior or transformation strategy. Options: Shallow water model, Ocean GNN, Data assimilation, Navier-Stokes surrogate
`objective` Objective	string	`minimize current error`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_103`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_103 = applied_solver(problem="Ocean Current Simulation", domain="domain_climate", method="Shallow water model", objective="minimize current error", samples=25)
print(result_103)

004 / Applied - Climate & Environment

Polar Ice Sheet Modeling

applied_polar_ice_sheet_modeling

Estimate ice dynamics, melt rates, sea-level contribution, and uncertainty. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Polar Ice Sheet Modeling when you need estimate ice dynamics, melt rates, sea-level contribution, and uncertainty. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #166534. Category: domain_climate.

How To Use

Drag the block from Applied - Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_climate`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Polar Ice Sheet Modeling`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Ice flow model`	Chooses the algorithmic behavior or transformation strategy. Options: Ice flow model, Basal friction inversion, Climate emulator, Bayesian calibration
`objective` Objective	string	`minimize mass-balance error`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_104`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_104 = applied_solver(problem="Polar Ice Sheet Modeling", domain="domain_climate", method="Ice flow model", objective="minimize mass-balance error", samples=25)
print(result_104)

005 / Applied - Climate & Environment

Urban Heat Island Mitigation

applied_urban_heat_island_mitigation

Optimize trees, albedo, shade, ventilation, and cooling interventions. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Urban Heat Island Mitigation when you need optimize trees, albedo, shade, ventilation, and cooling interventions. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #166534. Category: domain_climate.

How To Use

Drag the block from Applied - Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_climate`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Urban Heat Island Mitigation`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Microclimate simulation`	Chooses the algorithmic behavior or transformation strategy. Options: Microclimate simulation, GIS optimization, Surrogate CFD, Multi-objective planning
`objective` Objective	string	`minimize heat exposure`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_105`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_105 = applied_solver(problem="Urban Heat Island Mitigation", domain="domain_climate", method="Microclimate simulation", objective="minimize heat exposure", samples=25)
print(result_105)

006 / Applied - Climate & Environment

Fertilizer Usage Optimization

applied_fertilizer_usage_optimization

Optimize fertilizer timing, yield, runoff, emissions, and cost. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Fertilizer Usage Optimization when you need optimize fertilizer timing, yield, runoff, emissions, and cost. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #166534. Category: domain_climate.

How To Use

Drag the block from Applied - Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_climate`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Fertilizer Usage Optimization`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Crop model`	Chooses the algorithmic behavior or transformation strategy. Options: Crop model, Bayesian optimization, Remote sensing fusion, RL prescription
`objective` Objective	string	`maximize yield per nitrogen`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_106`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_106 = applied_solver(problem="Fertilizer Usage Optimization", domain="domain_climate", method="Crop model", objective="maximize yield per nitrogen", samples=25)
print(result_106)

007 / Applied - Climate & Environment

Pesticide Molecular Design

applied_pesticide_molecular_design

Design molecules for target efficacy, environmental safety, and resistance risk. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Pesticide Molecular Design when you need design molecules for target efficacy, environmental safety, and resistance risk. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #166534. Category: domain_climate.

How To Use

Drag the block from Applied - Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_climate`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Pesticide Molecular Design`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`QSAR pesticide model`	Chooses the algorithmic behavior or transformation strategy. Options: QSAR pesticide model, Docking screen, Generative molecule design, Multi-objective ADMET
`objective` Objective	string	`maximize efficacy and safety`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_107`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_107 = applied_solver(problem="Pesticide Molecular Design", domain="domain_climate", method="QSAR pesticide model", objective="maximize efficacy and safety", samples=25)
print(result_107)

FIN

domain_finance

Applied - Finance & Risk

Use this family to build prediction, embedding, agent, model-evaluation, and learning workflows.

12 blocks

001 / Applied - Finance & Risk

Portfolio Optimization

applied_portfolio_optimization

Optimize asset weights against return, variance, drawdown, and constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Portfolio Optimization when you need optimize asset weights against return, variance, drawdown, and constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #065F46. Category: domain_finance.

How To Use

Drag the block from Applied - Finance & Risk into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_finance`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Portfolio Optimization`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Mean-variance`	Chooses the algorithmic behavior or transformation strategy. Options: Mean-variance, CVaR optimizer, Black-Litterman, QAOA portfolio
`objective` Objective	string	`maximize risk-adjusted return`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_46`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_46 = applied_solver(problem="Portfolio Optimization", domain="domain_finance", method="Mean-variance", objective="maximize risk-adjusted return", samples=25)
print(result_46)

002 / Applied - Finance & Risk

Monte Carlo Option Pricing

applied_monte_carlo_option_pricing

Price derivatives with stochastic paths, Greeks, and confidence intervals. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Monte Carlo Option Pricing when you need price derivatives with stochastic paths, Greeks, and confidence intervals. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #065F46. Category: domain_finance.

How To Use

Drag the block from Applied - Finance & Risk into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_finance`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Monte Carlo Option Pricing`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Black-Scholes MC`	Chooses the algorithmic behavior or transformation strategy. Options: Black-Scholes MC, Heston MC, Longstaff-Schwartz, Quantum amplitude estimation
`objective` Objective	string	`minimize pricing error`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_47`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_47 = applied_solver(problem="Monte Carlo Option Pricing", domain="domain_finance", method="Black-Scholes MC", objective="minimize pricing error", samples=25)
print(result_47)

003 / Applied - Finance & Risk

Risk Management Scenario Analysis

applied_risk_management_scenario_analysis

Stress portfolios under macro, market, liquidity, and counterparty scenarios. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Risk Management Scenario Analysis when you need stress portfolios under macro, market, liquidity, and counterparty scenarios. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #065F46. Category: domain_finance.

How To Use

Drag the block from Applied - Finance & Risk into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_finance`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Risk Management Scenario Analysis`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Historical stress`	Chooses the algorithmic behavior or transformation strategy. Options: Historical stress, Monte Carlo VaR, Copula scenario model, Bayesian stress tree
`objective` Objective	string	`minimize tail loss`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_48`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_48 = applied_solver(problem="Risk Management Scenario Analysis", domain="domain_finance", method="Historical stress", objective="minimize tail loss", samples=25)
print(result_48)

004 / Applied - Finance & Risk

Credit Scoring Models

applied_credit_scoring_models

Predict default probability with explainability and fairness monitoring. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Credit Scoring Models when you need predict default probability with explainability and fairness monitoring. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #065F46. Category: domain_finance.

How To Use

Drag the block from Applied - Finance & Risk into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_finance`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Credit Scoring Models`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Gradient boosting`	Chooses the algorithmic behavior or transformation strategy. Options: Gradient boosting, Logistic scorecard, Survival model, Explainable ensemble
`objective` Objective	string	`maximize AUC`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_49`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_49 = applied_solver(problem="Credit Scoring Models", domain="domain_finance", method="Gradient boosting", objective="maximize AUC", samples=25)
print(result_49)

005 / Applied - Finance & Risk

Fraud Detection Algorithms

applied_fraud_detection_algorithms

Detect anomalous payments, identity misuse, and graph fraud rings. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Fraud Detection Algorithms when you need detect anomalous payments, identity misuse, and graph fraud rings. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #065F46. Category: domain_finance.

How To Use

Drag the block from Applied - Finance & Risk into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_finance`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Fraud Detection Algorithms`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Graph anomaly detection`	Chooses the algorithmic behavior or transformation strategy. Options: Graph anomaly detection, Isolation forest, Autoencoder, Rules plus ML
`objective` Objective	string	`maximize fraud recall`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_50`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_50 = applied_solver(problem="Fraud Detection Algorithms", domain="domain_finance", method="Graph anomaly detection", objective="maximize fraud recall", samples=25)
print(result_50)

006 / Applied - Finance & Risk

Anti-Money Laundering Patterns

applied_anti_money_laundering_patterns

Find structuring, layering, mule networks, and suspicious transaction paths. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Anti-Money Laundering Patterns when you need find structuring, layering, mule networks, and suspicious transaction paths. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #065F46. Category: domain_finance.

How To Use

Drag the block from Applied - Finance & Risk into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_finance`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Anti-Money Laundering Patterns`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Transaction graph mining`	Chooses the algorithmic behavior or transformation strategy. Options: Transaction graph mining, Temporal anomaly model, Community detection, Rules plus GNN
`objective` Objective	string	`maximize suspicious pattern score`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_51`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_51 = applied_solver(problem="Anti-Money Laundering Patterns", domain="domain_finance", method="Transaction graph mining", objective="maximize suspicious pattern score", samples=25)
print(result_51)

007 / Applied - Finance & Risk

High-Frequency Trading Execution

applied_high_frequency_trading_execution

Optimize execution schedule, slippage, market impact, and latency. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use High-Frequency Trading Execution when you need optimize execution schedule, slippage, market impact, and latency. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #065F46. Category: domain_finance.

How To Use

Drag the block from Applied - Finance & Risk into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_finance`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`High-Frequency Trading Execution`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Almgren-Chriss`	Chooses the algorithmic behavior or transformation strategy. Options: Almgren-Chriss, Reinforcement learning, Order book simulator, MPC execution
`objective` Objective	string	`minimize implementation shortfall`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_52`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_52 = applied_solver(problem="High-Frequency Trading Execution", domain="domain_finance", method="Almgren-Chriss", objective="minimize implementation shortfall", samples=25)
print(result_52)

008 / Applied - Finance & Risk

Arbitrage Opportunity Discovery

applied_arbitrage_opportunity_discovery

Search cross-venue, triangular, statistical, and latency arbitrage candidates. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Arbitrage Opportunity Discovery when you need search cross-venue, triangular, statistical, and latency arbitrage candidates. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #065F46. Category: domain_finance.

How To Use

Drag the block from Applied - Finance & Risk into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_finance`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Arbitrage Opportunity Discovery`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Graph cycle search`	Chooses the algorithmic behavior or transformation strategy. Options: Graph cycle search, Cointegration, Kalman spread model, Quantum annealing
`objective` Objective	string	`maximize net spread`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_53`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_53 = applied_solver(problem="Arbitrage Opportunity Discovery", domain="domain_finance", method="Graph cycle search", objective="maximize net spread", samples=25)
print(result_53)

009 / Applied - Finance & Risk

Macroeconomic Forecasting

applied_macroeconomic_forecasting

Forecast inflation, GDP, rates, and recession probabilities with uncertainty. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Macroeconomic Forecasting when you need forecast inflation, GDP, rates, and recession probabilities with uncertainty. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #065F46. Category: domain_finance.

How To Use

Drag the block from Applied - Finance & Risk into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_finance`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Macroeconomic Forecasting`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`VAR`	Chooses the algorithmic behavior or transformation strategy. Options: VAR, Dynamic factor model, Bayesian structural time series, Transformer forecast
`objective` Objective	string	`minimize forecast error`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_54`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_54 = applied_solver(problem="Macroeconomic Forecasting", domain="domain_finance", method="VAR", objective="minimize forecast error", samples=25)
print(result_54)

010 / Applied - Finance & Risk

Regulatory Capital Calculations

applied_regulatory_capital_calculations

Compute capital under Basel, stress, exposure, and risk-weighted assets. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Regulatory Capital Calculations when you need compute capital under Basel, stress, exposure, and risk-weighted assets. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #065F46. Category: domain_finance.

How To Use

Drag the block from Applied - Finance & Risk into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_finance`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Regulatory Capital Calculations`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Basel standardized`	Chooses the algorithmic behavior or transformation strategy. Options: Basel standardized, IRB model, FRTB sensitivities, Scenario aggregation
`objective` Objective	string	`minimize capital breach`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_55`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_55 = applied_solver(problem="Regulatory Capital Calculations", domain="domain_finance", method="Basel standardized", objective="minimize capital breach", samples=25)
print(result_55)

011 / Applied - Finance & Risk

Insurance Actuarial Risk Modeling

applied_insurance_actuarial_risk_modeling

Estimate claim frequency, severity, reserves, and solvency risk. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Insurance Actuarial Risk Modeling when you need estimate claim frequency, severity, reserves, and solvency risk. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #065F46. Category: domain_finance.

How To Use

Drag the block from Applied - Finance & Risk into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_finance`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Insurance Actuarial Risk Modeling`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`GLM`	Chooses the algorithmic behavior or transformation strategy. Options: GLM, Credibility model, Extreme value theory, Bayesian reserving
`objective` Objective	string	`minimize reserve error`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_56`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_56 = applied_solver(problem="Insurance Actuarial Risk Modeling", domain="domain_finance", method="GLM", objective="minimize reserve error", samples=25)
print(result_56)

012 / Applied - Finance & Risk

Dynamic Asset Allocation

applied_dynamic_asset_allocation

Rebalance portfolios over horizons with regimes, costs, and risk budgets. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Dynamic Asset Allocation when you need rebalance portfolios over horizons with regimes, costs, and risk budgets. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #065F46. Category: domain_finance.

How To Use

Drag the block from Applied - Finance & Risk into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_finance`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Dynamic Asset Allocation`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`MPC allocation`	Chooses the algorithmic behavior or transformation strategy. Options: MPC allocation, Regime switching, RL allocation, Stochastic programming
`objective` Objective	string	`maximize utility`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_57`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_57 = applied_solver(problem="Dynamic Asset Allocation", domain="domain_finance", method="MPC allocation", objective="maximize utility", samples=25)
print(result_57)

MAT

domain_materials

Applied - Materials & Energy

Use this family to build prediction, embedding, agent, model-evaluation, and learning workflows.

11 blocks

001 / Applied - Materials & Energy

Catalyst Design for Nitrogen Fixation

applied_catalyst_design_for_nitrogen_fixation

Rank catalysts for N2 adsorption, activation, selectivity, and stability. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Catalyst Design for Nitrogen Fixation when you need rank catalysts for N2 adsorption, activation, selectivity, and stability. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #78716C. Category: domain_materials.

How To Use

Drag the block from Applied - Materials & Energy into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_materials`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Catalyst Design for Nitrogen Fixation`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`DFT descriptor screen`	Chooses the algorithmic behavior or transformation strategy. Options: DFT descriptor screen, Microkinetic model, Bayesian optimization, Quantum chemistry surrogate
`objective` Objective	string	`maximize ammonia yield`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_15`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_15 = applied_solver(problem="Catalyst Design for Nitrogen Fixation", domain="domain_materials", method="DFT descriptor screen", objective="maximize ammonia yield", samples=25)
print(result_15)

002 / Applied - Materials & Energy

Carbon Capture Materials

applied_carbon_capture_materials

Screen MOFs, amines, membranes, and sorbents for CO2 uptake and regeneration energy. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Carbon Capture Materials when you need screen MOFs, amines, membranes, and sorbents for CO2 uptake and regeneration energy. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #78716C. Category: domain_materials.

How To Use

Drag the block from Applied - Materials & Energy into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_materials`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Carbon Capture Materials`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`GCMC surrogate`	Chooses the algorithmic behavior or transformation strategy. Options: GCMC surrogate, DFT adsorption energy, Multi-objective screening, Active learning
`objective` Objective	string	`maximize CO2 selectivity`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_16`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_16 = applied_solver(problem="Carbon Capture Materials", domain="domain_materials", method="GCMC surrogate", objective="maximize CO2 selectivity", samples=25)
print(result_16)

003 / Applied - Materials & Energy

High-Temperature Superconductors

applied_high_temperature_superconductors

Search composition and structure space for high Tc candidates. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use High-Temperature Superconductors when you need search composition and structure space for high Tc candidates. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #78716C. Category: domain_materials.

How To Use

Drag the block from Applied - Materials & Energy into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_materials`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`High-Temperature Superconductors`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Graph neural surrogate`	Chooses the algorithmic behavior or transformation strategy. Options: Graph neural surrogate, Eliashberg descriptor, Bayesian composition search, Quantum many-body proxy
`objective` Objective	string	`maximize predicted Tc`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_17`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_17 = applied_solver(problem="High-Temperature Superconductors", domain="domain_materials", method="Graph neural surrogate", objective="maximize predicted Tc", samples=25)
print(result_17)

004 / Applied - Materials & Energy

Topological Insulator Discovery

applied_topological_insulator_discovery

Classify band topology, spin-orbit signatures, and gap robustness. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Topological Insulator Discovery when you need classify band topology, spin-orbit signatures, and gap robustness. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #78716C. Category: domain_materials.

How To Use

Drag the block from Applied - Materials & Energy into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_materials`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Topological Insulator Discovery`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Band inversion screen`	Chooses the algorithmic behavior or transformation strategy. Options: Band inversion screen, Z2 invariant estimator, DFT workflow, Symmetry indicator
`objective` Objective	string	`maximize topological gap`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_18`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_18 = applied_solver(problem="Topological Insulator Discovery", domain="domain_materials", method="Band inversion screen", objective="maximize topological gap", samples=25)
print(result_18)

005 / Applied - Materials & Energy

Nanomaterial Electronic Properties

applied_nanomaterial_electronic_properties

Predict band gaps, mobility, density of states, and defect sensitivity. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Nanomaterial Electronic Properties when you need predict band gaps, mobility, density of states, and defect sensitivity. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #78716C. Category: domain_materials.

How To Use

Drag the block from Applied - Materials & Energy into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_materials`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Nanomaterial Electronic Properties`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Tight binding`	Chooses the algorithmic behavior or transformation strategy. Options: Tight binding, DFT surrogate, Graphene k-p model, GNN property model
`objective` Objective	string	`match target band gap`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_19`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_19 = applied_solver(problem="Nanomaterial Electronic Properties", domain="domain_materials", method="Tight binding", objective="match target band gap", samples=25)
print(result_19)

006 / Applied - Materials & Energy

Polymer Synthesis Modeling

applied_polymer_synthesis_modeling

Model polymerization conditions, molecular weight distribution, and property targets. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Polymer Synthesis Modeling when you need model polymerization conditions, molecular weight distribution, and property targets. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #78716C. Category: domain_materials.

How To Use

Drag the block from Applied - Materials & Energy into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_materials`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Polymer Synthesis Modeling`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Kinetic Monte Carlo`	Chooses the algorithmic behavior or transformation strategy. Options: Kinetic Monte Carlo, Reaction network model, Bayesian recipe optimization, Sequence GNN
`objective` Objective	string	`maximize target property score`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_20`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_20 = applied_solver(problem="Polymer Synthesis Modeling", domain="domain_materials", method="Kinetic Monte Carlo", objective="maximize target property score", samples=25)
print(result_20)

007 / Applied - Materials & Energy

Battery Chemistry Lithium-Sulfur

applied_battery_chemistry_lithium_sulfur

Optimize cathode, electrolyte, shuttle suppression, and cycle life. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Battery Chemistry Lithium-Sulfur when you need optimize cathode, electrolyte, shuttle suppression, and cycle life. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #78716C. Category: domain_materials.

How To Use

Drag the block from Applied - Materials & Energy into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_materials`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Battery Chemistry Lithium-Sulfur`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Electrochemical surrogate`	Chooses the algorithmic behavior or transformation strategy. Options: Electrochemical surrogate, DFT adsorption screen, Kinetic model, Multi-objective optimizer
`objective` Objective	string	`maximize energy density`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_21`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_21 = applied_solver(problem="Battery Chemistry Lithium-Sulfur", domain="domain_materials", method="Electrochemical surrogate", objective="maximize energy density", samples=25)
print(result_21)

008 / Applied - Materials & Energy

Hydrogen Storage Material Design

applied_hydrogen_storage_material_design

Rank hydrides, MOFs, and surfaces for gravimetric/volumetric capacity. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Hydrogen Storage Material Design when you need rank hydrides, MOFs, and surfaces for gravimetric/volumetric capacity. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #78716C. Category: domain_materials.

How To Use

Drag the block from Applied - Materials & Energy into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_materials`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Hydrogen Storage Material Design`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Adsorption descriptor screen`	Chooses the algorithmic behavior or transformation strategy. Options: Adsorption descriptor screen, GCMC surrogate, DFT binding energy, Pareto optimizer
`objective` Objective	string	`maximize storage capacity`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_22`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_22 = applied_solver(problem="Hydrogen Storage Material Design", domain="domain_materials", method="Adsorption descriptor screen", objective="maximize storage capacity", samples=25)
print(result_22)

009 / Applied - Materials & Energy

Photovoltaic Efficiency Optimization

applied_photovoltaic_efficiency_optimization

Optimize band gap, stability, carrier lifetime, and manufacturing constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Photovoltaic Efficiency Optimization when you need optimize band gap, stability, carrier lifetime, and manufacturing constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #78716C. Category: domain_materials.

How To Use

Drag the block from Applied - Materials & Energy into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_materials`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Photovoltaic Efficiency Optimization`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Shockley-Queisser proxy`	Chooses the algorithmic behavior or transformation strategy. Options: Shockley-Queisser proxy, Perovskite screen, Bayesian optimization, Defect-aware ML
`objective` Objective	string	`maximize PCE`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_23`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_23 = applied_solver(problem="Photovoltaic Efficiency Optimization", domain="domain_materials", method="Shockley-Queisser proxy", objective="maximize PCE", samples=25)
print(result_23)

010 / Applied - Materials & Energy

Power Grid Load Balancing

applied_power_grid_load_balancing

Balance generation, storage, demand response, and reliability constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Power Grid Load Balancing when you need balance generation, storage, demand response, and reliability constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #78716C. Category: domain_materials.

How To Use

Drag the block from Applied - Materials & Energy into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_materials`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Power Grid Load Balancing`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`OPF`	Chooses the algorithmic behavior or transformation strategy. Options: OPF, Model predictive control, Reinforcement learning, Stochastic dispatch
`objective` Objective	string	`minimize unmet load`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_24`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_24 = applied_solver(problem="Power Grid Load Balancing", domain="domain_materials", method="OPF", objective="minimize unmet load", samples=25)
print(result_24)

011 / Applied - Materials & Energy

Renewable Energy Forecasting

applied_renewable_energy_forecasting

Forecast solar/wind generation and uncertainty over operational horizons. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Renewable Energy Forecasting when you need forecast solar/wind generation and uncertainty over operational horizons. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #78716C. Category: domain_materials.

How To Use

Drag the block from Applied - Materials & Energy into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_materials`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Renewable Energy Forecasting`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Temporal transformer`	Chooses the algorithmic behavior or transformation strategy. Options: Temporal transformer, Gradient boosted forecast, Ensemble NWP fusion, Quantile regression
`objective` Objective	string	`minimize forecast error`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_25`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_25 = applied_solver(problem="Renewable Energy Forecasting", domain="domain_materials", method="Temporal transformer", objective="minimize forecast error", samples=25)
print(result_25)

MOL

domain_molecular

Applied - Molecular & Chemistry

Use this family to build prediction, embedding, agent, model-evaluation, and learning workflows.

14 blocks

001 / Applied - Molecular & Chemistry

Molecular Docking

applied_molecular_docking

Rank ligand poses against protein binding pockets with docking scores and contact checks. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Molecular Docking when you need rank ligand poses against protein binding pockets with docking scores and contact checks. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #059669. Category: domain_molecular.

How To Use

Drag the block from Applied - Molecular & Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_molecular`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Molecular Docking`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`AutoDock Vina`	Chooses the algorithmic behavior or transformation strategy. Options: AutoDock Vina, GNINA CNN scoring, Quantum annealed pose search, Hybrid ML rescoring
`objective` Objective	string	`minimize binding free energy`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_1`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_1 = applied_solver(problem="Molecular Docking", domain="domain_molecular", method="AutoDock Vina", objective="minimize binding free energy", samples=25)
print(result_1)

002 / Applied - Molecular & Chemistry

Protein Folding

applied_protein_folding

Predict fold quality, contact maps, secondary structure confidence, and refinement priority. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Protein Folding when you need predict fold quality, contact maps, secondary structure confidence, and refinement priority. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #059669. Category: domain_molecular.

How To Use

Drag the block from Applied - Molecular & Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_molecular`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Protein Folding`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`AlphaFold style inference`	Chooses the algorithmic behavior or transformation strategy. Options: AlphaFold style inference, Rosetta fragment assembly, Quantum-inspired contact optimization, MD refinement
`objective` Objective	string	`maximize fold confidence`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_2`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_2 = applied_solver(problem="Protein Folding", domain="domain_molecular", method="AlphaFold style inference", objective="maximize fold confidence", samples=25)
print(result_2)

003 / Applied - Molecular & Chemistry

Small Molecule Binding Affinity

applied_small_molecule_binding_affinity

Estimate DeltaG, Ki/Kd, uncertainty, and lead ranking from structure or descriptors. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Small Molecule Binding Affinity when you need estimate DeltaG, Ki/Kd, uncertainty, and lead ranking from structure or descriptors. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #059669. Category: domain_molecular.

How To Use

Drag the block from Applied - Molecular & Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_molecular`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Small Molecule Binding Affinity`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`QSAR ensemble`	Chooses the algorithmic behavior or transformation strategy. Options: QSAR ensemble, FEP approximation, Graph neural network, Docking plus MM-GBSA
`objective` Objective	string	`minimize DeltaG`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_3`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_3 = applied_solver(problem="Small Molecule Binding Affinity", domain="domain_molecular", method="QSAR ensemble", objective="minimize DeltaG", samples=25)
print(result_3)

004 / Applied - Molecular & Chemistry

Enzyme-Substrate Kinetics

applied_enzyme_substrate_kinetics

Fit Km, Vmax, kcat, inhibition mode, and catalytic efficiency from assay curves. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Enzyme-Substrate Kinetics when you need fit Km, Vmax, kcat, inhibition mode, and catalytic efficiency from assay curves. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #059669. Category: domain_molecular.

How To Use

Drag the block from Applied - Molecular & Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_molecular`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Enzyme-Substrate Kinetics`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Michaelis-Menten fit`	Chooses the algorithmic behavior or transformation strategy. Options: Michaelis-Menten fit, Bayesian kinetic model, Lineweaver-Burk robust fit, Neural ODE
`objective` Objective	string	`maximize catalytic efficiency`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_4`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_4 = applied_solver(problem="Enzyme-Substrate Kinetics", domain="domain_molecular", method="Michaelis-Menten fit", objective="maximize catalytic efficiency", samples=25)
print(result_4)

005 / Applied - Molecular & Chemistry

Transition State Search

applied_transition_state_search

Search reaction transition states and activation barriers with constrained optimization. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Transition State Search when you need search reaction transition states and activation barriers with constrained optimization. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #059669. Category: domain_molecular.

How To Use

Drag the block from Applied - Molecular & Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_molecular`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Transition State Search`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`NEB`	Chooses the algorithmic behavior or transformation strategy. Options: NEB, String method, QST2/QST3, VQE barrier estimator
`objective` Objective	string	`minimize activation barrier`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_5`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_5 = applied_solver(problem="Transition State Search", domain="domain_molecular", method="NEB", objective="minimize activation barrier", samples=25)
print(result_5)

006 / Applied - Molecular & Chemistry

DFT Optimization

applied_dft_optimization

Optimize molecular geometry and electronic energy with functional/basis controls. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use DFT Optimization when you need optimize molecular geometry and electronic energy with functional/basis controls. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #059669. Category: domain_molecular.

How To Use

Drag the block from Applied - Molecular & Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_molecular`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`DFT Optimization`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`B3LYP/6-31G*`	Chooses the algorithmic behavior or transformation strategy. Options: B3LYP/6-31G*, PBE0/def2-SVP, wB97X-D, Quantum VQE preconditioner
`objective` Objective	string	`minimize total energy`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_6`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_6 = applied_solver(problem="DFT Optimization", domain="domain_molecular", method="B3LYP/6-31G*", objective="minimize total energy", samples=25)
print(result_6)

007 / Applied - Molecular & Chemistry

Hartree-Fock Method Enhancements

applied_hartree_fock_method_enhancements

Improve SCF convergence, basis selection, and post-HF correction handoff. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Hartree-Fock Method Enhancements when you need improve SCF convergence, basis selection, and post-HF correction handoff. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #059669. Category: domain_molecular.

How To Use

Drag the block from Applied - Molecular & Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_molecular`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Hartree-Fock Method Enhancements`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`DIIS`	Chooses the algorithmic behavior or transformation strategy. Options: DIIS, SOSCF, Density fitting, MP2 correction
`objective` Objective	string	`minimize SCF residual`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_7`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_7 = applied_solver(problem="Hartree-Fock Method Enhancements", domain="domain_molecular", method="DIIS", objective="minimize SCF residual", samples=25)
print(result_7)

008 / Applied - Molecular & Chemistry

Quantum Chemistry Simulations

applied_quantum_chemistry_simulations

Map fermionic Hamiltonians and run chemistry estimators on classical or quantum backends. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Quantum Chemistry Simulations when you need map fermionic Hamiltonians and run chemistry estimators on classical or quantum backends. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #059669. Category: domain_molecular.

How To Use

Drag the block from Applied - Molecular & Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_molecular`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Quantum Chemistry Simulations`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`UCCSD VQE`	Chooses the algorithmic behavior or transformation strategy. Options: UCCSD VQE, QPE, ADAPT-VQE, Classical exact diagonalization
`objective` Objective	string	`minimize ground state energy`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_8`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_8 = applied_solver(problem="Quantum Chemistry Simulations", domain="domain_molecular", method="UCCSD VQE", objective="minimize ground state energy", samples=25)
print(result_8)

009 / Applied - Molecular & Chemistry

Molecular Mechanics QM/MM Hybridization

applied_molecular_mechanics_qm_mm_hybridization

Partition reactive sites into QM region and bulk environment into MM region. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Molecular Mechanics QM/MM Hybridization when you need partition reactive sites into QM region and bulk environment into MM region. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #059669. Category: domain_molecular.

How To Use

Drag the block from Applied - Molecular & Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_molecular`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Molecular Mechanics QM/MM Hybridization`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`ONIOM`	Chooses the algorithmic behavior or transformation strategy. Options: ONIOM, Electrostatic embedding, Mechanical embedding, Adaptive QM/MM
`objective` Objective	string	`minimize boundary error`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_9`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_9 = applied_solver(problem="Molecular Mechanics QM/MM Hybridization", domain="domain_molecular", method="ONIOM", objective="minimize boundary error", samples=25)
print(result_9)

010 / Applied - Molecular & Chemistry

Solvent-Solute Interaction Modeling

applied_solvent_solute_interaction_modeling

Estimate solvation, hydrogen bonding, and dielectric screening effects. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Solvent-Solute Interaction Modeling when you need estimate solvation, hydrogen bonding, and dielectric screening effects. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #059669. Category: domain_molecular.

How To Use

Drag the block from Applied - Molecular & Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_molecular`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Solvent-Solute Interaction Modeling`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`PCM/SMD`	Chooses the algorithmic behavior or transformation strategy. Options: PCM/SMD, COSMO-RS, Explicit solvent MD, 3D-RISM
`objective` Objective	string	`minimize solvation free energy`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_10`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_10 = applied_solver(problem="Solvent-Solute Interaction Modeling", domain="domain_molecular", method="PCM/SMD", objective="minimize solvation free energy", samples=25)
print(result_10)

011 / Applied - Molecular & Chemistry

Excitation Energy Calculations

applied_excitation_energy_calculations

Compute excited states, oscillator strengths, and spectral peaks. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Excitation Energy Calculations when you need compute excited states, oscillator strengths, and spectral peaks. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #059669. Category: domain_molecular.

How To Use

Drag the block from Applied - Molecular & Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_molecular`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Excitation Energy Calculations`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`TD-DFT`	Chooses the algorithmic behavior or transformation strategy. Options: TD-DFT, EOM-CCSD, CIS, Quantum phase estimation
`objective` Objective	string	`match target absorption`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_11`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_11 = applied_solver(problem="Excitation Energy Calculations", domain="domain_molecular", method="TD-DFT", objective="match target absorption", samples=25)
print(result_11)

012 / Applied - Molecular & Chemistry

Non-Covalent Interaction Analysis

applied_non_covalent_interaction_analysis

Measure hydrogen bonds, pi-stacking, dispersion, and NCI surfaces. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Non-Covalent Interaction Analysis when you need measure hydrogen bonds, pi-stacking, dispersion, and NCI surfaces. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #059669. Category: domain_molecular.

How To Use

Drag the block from Applied - Molecular & Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_molecular`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Non-Covalent Interaction Analysis`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`SAPT`	Chooses the algorithmic behavior or transformation strategy. Options: SAPT, NCI index, Energy decomposition, ML interaction map
`objective` Objective	string	`maximize stabilizing interaction`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_12`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_12 = applied_solver(problem="Non-Covalent Interaction Analysis", domain="domain_molecular", method="SAPT", objective="maximize stabilizing interaction", samples=25)
print(result_12)

013 / Applied - Molecular & Chemistry

Metalloenzyme Inhibitor Design

applied_metalloenzyme_inhibitor_design

Optimize ligands for metal coordination, selectivity, and toxicity constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Metalloenzyme Inhibitor Design when you need optimize ligands for metal coordination, selectivity, and toxicity constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #059669. Category: domain_molecular.

How To Use

Drag the block from Applied - Molecular & Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_molecular`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Metalloenzyme Inhibitor Design`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Docking with metal constraints`	Chooses the algorithmic behavior or transformation strategy. Options: Docking with metal constraints, QM cluster model, FEP rescoring, Generative design
`objective` Objective	string	`maximize selectivity index`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_13`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_13 = applied_solver(problem="Metalloenzyme Inhibitor Design", domain="domain_molecular", method="Docking with metal constraints", objective="maximize selectivity index", samples=25)
print(result_13)

014 / Applied - Molecular & Chemistry

Isomerization Pathway Search

applied_isomerization_pathway_search

Explore reaction coordinates and low-barrier isomerization routes. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Isomerization Pathway Search when you need explore reaction coordinates and low-barrier isomerization routes. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #059669. Category: domain_molecular.

How To Use

Drag the block from Applied - Molecular & Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_molecular`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Isomerization Pathway Search`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`NEB`	Chooses the algorithmic behavior or transformation strategy. Options: NEB, Metadynamics, Growing string, Quantum tunneling estimate
`objective` Objective	string	`minimize pathway barrier`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_14`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_14 = applied_solver(problem="Isomerization Pathway Search", domain="domain_molecular", method="NEB", objective="minimize pathway barrier", samples=25)
print(result_14)

NET

domain_networks

Applied - Networks & Telecom

Use this family to build prediction, embedding, agent, model-evaluation, and learning workflows.

3 blocks

001 / Applied - Networks & Telecom

Spectrum Allocation Optimization

applied_spectrum_allocation_optimization

Allocate spectrum channels under interference and policy constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Spectrum Allocation Optimization when you need allocate spectrum channels under interference and policy constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #0369A1. Category: domain_networks.

How To Use

Drag the block from Applied - Networks & Telecom into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_networks`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Spectrum Allocation Optimization`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Graph coloring`	Chooses the algorithmic behavior or transformation strategy. Options: Graph coloring, Auction optimizer, MILP, QUBO allocation
`objective` Objective	string	`minimize interference`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_108`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_108 = applied_solver(problem="Spectrum Allocation Optimization", domain="domain_networks", method="Graph coloring", objective="minimize interference", samples=25)
print(result_108)

002 / Applied - Networks & Telecom

5G/6G Signal Beamforming

applied_5g_6g_signal_beamforming

Optimize beam weights, coverage, SINR, and energy efficiency. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use 5G/6G Signal Beamforming when you need optimize beam weights, coverage, SINR, and energy efficiency. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #0369A1. Category: domain_networks.

How To Use

Drag the block from Applied - Networks & Telecom into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_networks`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`5G/6G Signal Beamforming`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Massive MIMO optimizer`	Chooses the algorithmic behavior or transformation strategy. Options: Massive MIMO optimizer, RL beam selection, Convex beamforming, Hybrid analog/digital
`objective` Objective	string	`maximize SINR`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_109`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_109 = applied_solver(problem="5G/6G Signal Beamforming", domain="domain_networks", method="Massive MIMO optimizer", objective="maximize SINR", samples=25)
print(result_109)

003 / Applied - Networks & Telecom

Network Traffic Congestion Control

applied_network_traffic_congestion_control

Control traffic flows, queueing delay, throughput, and reliability. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Network Traffic Congestion Control when you need control traffic flows, queueing delay, throughput, and reliability. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #0369A1. Category: domain_networks.

How To Use

Drag the block from Applied - Networks & Telecom into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_networks`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Network Traffic Congestion Control`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`MPC congestion control`	Chooses the algorithmic behavior or transformation strategy. Options: MPC congestion control, RL routing, Queueing model, Graph optimizer
`objective` Objective	string	`minimize latency`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_110`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_110 = applied_solver(problem="Network Traffic Congestion Control", domain="domain_networks", method="MPC congestion control", objective="minimize latency", samples=25)
print(result_110)

OPT

domain_optimization

Applied - Optimization & Logistics

Use this family to build prediction, embedding, agent, model-evaluation, and learning workflows.

10 blocks

001 / Applied - Optimization & Logistics

Traveling Salesman Problem

applied_traveling_salesman_problem

Solve routing tours for cost, distance, and hard constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Traveling Salesman Problem when you need solve routing tours for cost, distance, and hard constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #B45309. Category: domain_optimization.

How To Use

Drag the block from Applied - Optimization & Logistics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_optimization`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Traveling Salesman Problem`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`2-opt heuristic`	Chooses the algorithmic behavior or transformation strategy. Options: 2-opt heuristic, Simulated annealing, MILP, QAOA
`objective` Objective	string	`minimize route distance`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_58`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_58 = applied_solver(problem="Traveling Salesman Problem", domain="domain_optimization", method="2-opt heuristic", objective="minimize route distance", samples=25)
print(result_58)

002 / Applied - Optimization & Logistics

Job Shop Scheduling

applied_job_shop_scheduling

Schedule jobs across machines with precedence and resource constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Job Shop Scheduling when you need schedule jobs across machines with precedence and resource constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #B45309. Category: domain_optimization.

How To Use

Drag the block from Applied - Optimization & Logistics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_optimization`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Job Shop Scheduling`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`CP-SAT`	Chooses the algorithmic behavior or transformation strategy. Options: CP-SAT, MILP, Tabu search, Quantum annealing
`objective` Objective	string	`minimize makespan`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_59`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_59 = applied_solver(problem="Job Shop Scheduling", domain="domain_optimization", method="CP-SAT", objective="minimize makespan", samples=25)
print(result_59)

003 / Applied - Optimization & Logistics

Supply Chain Route Optimization

applied_supply_chain_route_optimization

Optimize multi-echelon routes, inventory handoffs, and service levels. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Supply Chain Route Optimization when you need optimize multi-echelon routes, inventory handoffs, and service levels. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #B45309. Category: domain_optimization.

How To Use

Drag the block from Applied - Optimization & Logistics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_optimization`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Supply Chain Route Optimization`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Vehicle routing`	Chooses the algorithmic behavior or transformation strategy. Options: Vehicle routing, Network flow, Stochastic programming, RL dispatch
`objective` Objective	string	`minimize logistics cost`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_60`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_60 = applied_solver(problem="Supply Chain Route Optimization", domain="domain_optimization", method="Vehicle routing", objective="minimize logistics cost", samples=25)
print(result_60)

004 / Applied - Optimization & Logistics

Last-Mile Delivery Logistics

applied_last_mile_delivery_logistics

Plan delivery routes with time windows, capacity, and driver constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Last-Mile Delivery Logistics when you need plan delivery routes with time windows, capacity, and driver constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #B45309. Category: domain_optimization.

How To Use

Drag the block from Applied - Optimization & Logistics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_optimization`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Last-Mile Delivery Logistics`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`VRPTW`	Chooses the algorithmic behavior or transformation strategy. Options: VRPTW, ALNS, Genetic algorithm, MPC routing
`objective` Objective	string	`minimize late deliveries`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_61`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_61 = applied_solver(problem="Last-Mile Delivery Logistics", domain="domain_optimization", method="VRPTW", objective="minimize late deliveries", samples=25)
print(result_61)

005 / Applied - Optimization & Logistics

Air Traffic Control Management

applied_air_traffic_control_management

Resolve conflicts, sequence landings, and allocate corridors safely. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Air Traffic Control Management when you need resolve conflicts, sequence landings, and allocate corridors safely. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #B45309. Category: domain_optimization.

How To Use

Drag the block from Applied - Optimization & Logistics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_optimization`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Air Traffic Control Management`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Conflict graph coloring`	Chooses the algorithmic behavior or transformation strategy. Options: Conflict graph coloring, MILP sequencing, MPC, Multi-agent RL
`objective` Objective	string	`maximize safety margin`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_62`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_62 = applied_solver(problem="Air Traffic Control Management", domain="domain_optimization", method="Conflict graph coloring", objective="maximize safety margin", samples=25)
print(result_62)

006 / Applied - Optimization & Logistics

Paint Shop Sequence Optimization

applied_paint_shop_sequence_optimization

Optimize paint sequencing to reduce color changes and defects. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Paint Shop Sequence Optimization when you need optimize paint sequencing to reduce color changes and defects. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #B45309. Category: domain_optimization.

How To Use

Drag the block from Applied - Optimization & Logistics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_optimization`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Paint Shop Sequence Optimization`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Sequence DP`	Chooses the algorithmic behavior or transformation strategy. Options: Sequence DP, MILP, Local search, Constraint programming
`objective` Objective	string	`minimize color changes`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_63`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_63 = applied_solver(problem="Paint Shop Sequence Optimization", domain="domain_optimization", method="Sequence DP", objective="minimize color changes", samples=25)
print(result_63)

007 / Applied - Optimization & Logistics

Robotic Path Planning

applied_robotic_path_planning

Plan collision-free robot paths with dynamic obstacles and costs. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Robotic Path Planning when you need plan collision-free robot paths with dynamic obstacles and costs. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #B45309. Category: domain_optimization.

How To Use

Drag the block from Applied - Optimization & Logistics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_optimization`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Robotic Path Planning`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`A*`	Chooses the algorithmic behavior or transformation strategy. Options: A, RRT, MPC, Reinforcement learning
`objective` Objective	string	`minimize path cost`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_64`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_64 = applied_solver(problem="Robotic Path Planning", domain="domain_optimization", method="A*", objective="minimize path cost", samples=25)
print(result_64)

008 / Applied - Optimization & Logistics

Fleet Maintenance Scheduling

applied_fleet_maintenance_scheduling

Schedule predictive maintenance with downtime and parts constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Fleet Maintenance Scheduling when you need schedule predictive maintenance with downtime and parts constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #B45309. Category: domain_optimization.

How To Use

Drag the block from Applied - Optimization & Logistics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_optimization`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Fleet Maintenance Scheduling`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Survival forecast`	Chooses the algorithmic behavior or transformation strategy. Options: Survival forecast, MILP scheduler, Bayesian maintenance, RL policy
`objective` Objective	string	`minimize downtime`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_65`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_65 = applied_solver(problem="Fleet Maintenance Scheduling", domain="domain_optimization", method="Survival forecast", objective="minimize downtime", samples=25)
print(result_65)

009 / Applied - Optimization & Logistics

Port Terminal Logistics

applied_port_terminal_logistics

Optimize berth allocation, crane scheduling, yard stacking, and truck flows. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Port Terminal Logistics when you need optimize berth allocation, crane scheduling, yard stacking, and truck flows. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #B45309. Category: domain_optimization.

How To Use

Drag the block from Applied - Optimization & Logistics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_optimization`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Port Terminal Logistics`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Berth MILP`	Chooses the algorithmic behavior or transformation strategy. Options: Berth MILP, Crane scheduling, Discrete event simulation, Digital twin
`objective` Objective	string	`minimize vessel turnaround`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_66`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_66 = applied_solver(problem="Port Terminal Logistics", domain="domain_optimization", method="Berth MILP", objective="minimize vessel turnaround", samples=25)
print(result_66)

010 / Applied - Optimization & Logistics

Warehouse Layout Design

applied_warehouse_layout_design

Design slotting, pick paths, aisle layout, and throughput constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Warehouse Layout Design when you need design slotting, pick paths, aisle layout, and throughput constraints. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #B45309. Category: domain_optimization.

How To Use

Drag the block from Applied - Optimization & Logistics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_optimization`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Warehouse Layout Design`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Facility layout optimizer`	Chooses the algorithmic behavior or transformation strategy. Options: Facility layout optimizer, Pick path simulation, Genetic algorithm, Queueing model
`objective` Objective	string	`maximize throughput`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_67`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_67 = applied_solver(problem="Warehouse Layout Design", domain="domain_optimization", method="Facility layout optimizer", objective="maximize throughput", samples=25)
print(result_67)

PHY

domain_physics

Applied - Physics & Quantum Matter

Use this family to construct, transform, measure, simulate, export, or analyze quantum circuits and sharded registers.

11 blocks

001 / Applied - Physics & Quantum Matter

Lattice Quantum Chromodynamics

applied_lattice_quantum_chromodynamics

Simulate lattice QCD observables, propagators, and correlation functions. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Lattice Quantum Chromodynamics when you need simulate lattice QCD observables, propagators, and correlation functions. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #4338CA. Category: domain_physics.

How To Use

Drag the block from Applied - Physics & Quantum Matter into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_physics`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Lattice Quantum Chromodynamics`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Wilson lattice`	Chooses the algorithmic behavior or transformation strategy. Options: Wilson lattice, Hybrid Monte Carlo, Tensor network proxy, Quantum simulation
`objective` Objective	string	`minimize observable error`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_90`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_90 = applied_solver(problem="Lattice Quantum Chromodynamics", domain="domain_physics", method="Wilson lattice", objective="minimize observable error", samples=25)
print(result_90)

002 / Applied - Physics & Quantum Matter

Many-Body Localization Studies

applied_many_body_localization_studies

Analyze localization transitions, entanglement growth, and disorder scaling. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Many-Body Localization Studies when you need analyze localization transitions, entanglement growth, and disorder scaling. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #4338CA. Category: domain_physics.

How To Use

Drag the block from Applied - Physics & Quantum Matter into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_physics`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Many-Body Localization Studies`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Exact diagonalization`	Chooses the algorithmic behavior or transformation strategy. Options: Exact diagonalization, TEBD, Random circuit model, Quantum simulator
`objective` Objective	string	`estimate critical disorder`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_91`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_91 = applied_solver(problem="Many-Body Localization Studies", domain="domain_physics", method="Exact diagonalization", objective="estimate critical disorder", samples=25)
print(result_91)

003 / Applied - Physics & Quantum Matter

Superfluidity Dynamics

applied_superfluidity_dynamics

Model vortices, flow, excitations, and critical velocity. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Superfluidity Dynamics when you need model vortices, flow, excitations, and critical velocity. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #4338CA. Category: domain_physics.

How To Use

Drag the block from Applied - Physics & Quantum Matter into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_physics`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Superfluidity Dynamics`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Gross-Pitaevskii`	Chooses the algorithmic behavior or transformation strategy. Options: Gross-Pitaevskii, Bogoliubov modes, Path integral MC, Hydrodynamic surrogate
`objective` Objective	string	`maximize phase coherence`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_92`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_92 = applied_solver(problem="Superfluidity Dynamics", domain="domain_physics", method="Gross-Pitaevskii", objective="maximize phase coherence", samples=25)
print(result_92)

004 / Applied - Physics & Quantum Matter

Bose-Einstein Condensate Simulation

applied_bose_einstein_condensate_simulation

Simulate condensate wavefunctions, traps, interactions, and dynamics. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Bose-Einstein Condensate Simulation when you need simulate condensate wavefunctions, traps, interactions, and dynamics. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #4338CA. Category: domain_physics.

How To Use

Drag the block from Applied - Physics & Quantum Matter into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_physics`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Bose-Einstein Condensate Simulation`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Gross-Pitaevskii`	Chooses the algorithmic behavior or transformation strategy. Options: Gross-Pitaevskii, Split-step Fourier, Variational ansatz, Quantum simulator
`objective` Objective	string	`minimize energy functional`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_93`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_93 = applied_solver(problem="Bose-Einstein Condensate Simulation", domain="domain_physics", method="Gross-Pitaevskii", objective="minimize energy functional", samples=25)
print(result_93)

005 / Applied - Physics & Quantum Matter

Quantum Phase Transition Modeling

applied_quantum_phase_transition_modeling

Estimate critical points, order parameters, and finite-size scaling. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Quantum Phase Transition Modeling when you need estimate critical points, order parameters, and finite-size scaling. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #4338CA. Category: domain_physics.

How To Use

Drag the block from Applied - Physics & Quantum Matter into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_physics`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Quantum Phase Transition Modeling`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`DMRG`	Chooses the algorithmic behavior or transformation strategy. Options: DMRG, Exact diagonalization, VQE ansatz, Tensor network
`objective` Objective	string	`estimate critical point`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_94`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_94 = applied_solver(problem="Quantum Phase Transition Modeling", domain="domain_physics", method="DMRG", objective="estimate critical point", samples=25)
print(result_94)

006 / Applied - Physics & Quantum Matter

Dark Matter Detection Simulations

applied_dark_matter_detection_simulations

Model detector signals, backgrounds, rates, and discovery confidence. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Dark Matter Detection Simulations when you need model detector signals, backgrounds, rates, and discovery confidence. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #4338CA. Category: domain_physics.

How To Use

Drag the block from Applied - Physics & Quantum Matter into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_physics`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Dark Matter Detection Simulations`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Poisson likelihood`	Chooses the algorithmic behavior or transformation strategy. Options: Poisson likelihood, Detector response MC, Bayesian inference, Signal/background classifier
`objective` Objective	string	`maximize detection significance`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_95`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_95 = applied_solver(problem="Dark Matter Detection Simulations", domain="domain_physics", method="Poisson likelihood", objective="maximize detection significance", samples=25)
print(result_95)

007 / Applied - Physics & Quantum Matter

Nuclear Fusion Plasma Control

applied_nuclear_fusion_plasma_control

Control plasma shape, instabilities, confinement, and heating. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Nuclear Fusion Plasma Control when you need control plasma shape, instabilities, confinement, and heating. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #4338CA. Category: domain_physics.

How To Use

Drag the block from Applied - Physics & Quantum Matter into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_physics`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Nuclear Fusion Plasma Control`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`MPC control`	Chooses the algorithmic behavior or transformation strategy. Options: MPC control, RL plasma controller, MHD surrogate, Tokamak digital twin
`objective` Objective	string	`maximize confinement time`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_96`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_96 = applied_solver(problem="Nuclear Fusion Plasma Control", domain="domain_physics", method="MPC control", objective="maximize confinement time", samples=25)
print(result_96)

008 / Applied - Physics & Quantum Matter

Gravitational Wave Signal Processing

applied_gravitational_wave_signal_processing

Detect waveform matches, denoise signals, and estimate source parameters. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Gravitational Wave Signal Processing when you need detect waveform matches, denoise signals, and estimate source parameters. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #4338CA. Category: domain_physics.

How To Use

Drag the block from Applied - Physics & Quantum Matter into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_physics`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Gravitational Wave Signal Processing`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Matched filtering`	Chooses the algorithmic behavior or transformation strategy. Options: Matched filtering, Bayesian parameter estimation, Wavelet denoising, Neural surrogate
`objective` Objective	string	`maximize signal-to-noise`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_97`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_97 = applied_solver(problem="Gravitational Wave Signal Processing", domain="domain_physics", method="Matched filtering", objective="maximize signal-to-noise", samples=25)
print(result_97)

009 / Applied - Physics & Quantum Matter

Photonic Circuit Design

applied_photonic_circuit_design

Design beam splitters, interferometers, waveguides, and integrated photonics. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Photonic Circuit Design when you need design beam splitters, interferometers, waveguides, and integrated photonics. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #4338CA. Category: domain_physics.

How To Use

Drag the block from Applied - Physics & Quantum Matter into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_physics`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Photonic Circuit Design`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Transfer matrix`	Chooses the algorithmic behavior or transformation strategy. Options: Transfer matrix, Adjoint optimization, FDTD surrogate, Quantum photonic compiler
`objective` Objective	string	`maximize fidelity`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_98`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_98 = applied_solver(problem="Photonic Circuit Design", domain="domain_physics", method="Transfer matrix", objective="maximize fidelity", samples=25)
print(result_98)

010 / Applied - Physics & Quantum Matter

Spintronics Material Discovery

applied_spintronics_material_discovery

Screen spin Hall angle, magnetic anisotropy, and spin transport properties. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Spintronics Material Discovery when you need screen spin Hall angle, magnetic anisotropy, and spin transport properties. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #4338CA. Category: domain_physics.

How To Use

Drag the block from Applied - Physics & Quantum Matter into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_physics`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Spintronics Material Discovery`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`DFT descriptor`	Chooses the algorithmic behavior or transformation strategy. Options: DFT descriptor, Spin transport surrogate, Bayesian materials search, Symmetry screen
`objective` Objective	string	`maximize spin efficiency`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_99`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_99 = applied_solver(problem="Spintronics Material Discovery", domain="domain_physics", method="DFT descriptor", objective="maximize spin efficiency", samples=25)
print(result_99)

011 / Applied - Physics & Quantum Matter

Graphene Electronic Properties

applied_graphene_electronic_properties

Model graphene bands, defects, strain, and device-level response. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Graphene Electronic Properties when you need model graphene bands, defects, strain, and device-level response. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #4338CA. Category: domain_physics.

How To Use

Drag the block from Applied - Physics & Quantum Matter into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_physics`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Graphene Electronic Properties`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Tight binding`	Chooses the algorithmic behavior or transformation strategy. Options: Tight binding, Dirac cone model, DFT surrogate, Transport model
`objective` Objective	string	`match mobility target`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_100`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_100 = applied_solver(problem="Graphene Electronic Properties", domain="domain_physics", method="Tight binding", objective="match mobility target", samples=25)
print(result_100)

QML

domain_qml

Applied - Quantum ML & AI

Use this family to construct, transform, measure, simulate, export, or analyze quantum circuits and sharded registers.

11 blocks

001 / Applied - Quantum ML & AI

Quantum Support Vector Machines

applied_quantum_support_vector_machines

Classify data using quantum kernels, feature maps, and margin estimators. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Quantum Support Vector Machines when you need classify data using quantum kernels, feature maps, and margin estimators. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #6D28D9. Category: domain_qml.

How To Use

Drag the block from Applied - Quantum ML & AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_qml`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Quantum Support Vector Machines`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`QSVM kernel`	Chooses the algorithmic behavior or transformation strategy. Options: QSVM kernel, Pegasos QSVC, Classical kernel baseline, Hybrid feature map
`objective` Objective	string	`maximize classification margin`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_79`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_79 = applied_solver(problem="Quantum Support Vector Machines", domain="domain_qml", method="QSVM kernel", objective="maximize classification margin", samples=25)
print(result_79)

002 / Applied - Quantum ML & AI

Quantum Neural Networks

applied_quantum_neural_networks

Train parameterized quantum circuits for classification or regression. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Quantum Neural Networks when you need train parameterized quantum circuits for classification or regression. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #6D28D9. Category: domain_qml.

How To Use

Drag the block from Applied - Quantum ML & AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_qml`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Quantum Neural Networks`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Variational circuit`	Chooses the algorithmic behavior or transformation strategy. Options: Variational circuit, Data re-uploading, Hardware-efficient ansatz, Quantum natural gradient
`objective` Objective	string	`minimize loss`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_80`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_80 = applied_solver(problem="Quantum Neural Networks", domain="domain_qml", method="Variational circuit", objective="minimize loss", samples=25)
print(result_80)

003 / Applied - Quantum ML & AI

Quantum Boltzmann Machines

applied_quantum_boltzmann_machines

Model probability distributions with quantum energy-based networks. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Quantum Boltzmann Machines when you need model probability distributions with quantum energy-based networks. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #6D28D9. Category: domain_qml.

How To Use

Drag the block from Applied - Quantum ML & AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_qml`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Quantum Boltzmann Machines`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`QBM`	Chooses the algorithmic behavior or transformation strategy. Options: QBM, Restricted Boltzmann proxy, Annealed importance sampling, Quantum annealer
`objective` Objective	string	`maximize log likelihood`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_81`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_81 = applied_solver(problem="Quantum Boltzmann Machines", domain="domain_qml", method="QBM", objective="maximize log likelihood", samples=25)
print(result_81)

004 / Applied - Quantum ML & AI

Quantum-Enhanced Feature Selection

applied_quantum_enhanced_feature_selection

Select feature subsets with quantum or annealing objective functions. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Quantum-Enhanced Feature Selection when you need select feature subsets with quantum or annealing objective functions. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #6D28D9. Category: domain_qml.

How To Use

Drag the block from Applied - Quantum ML & AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_qml`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Quantum-Enhanced Feature Selection`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`QUBO selector`	Chooses the algorithmic behavior or transformation strategy. Options: QUBO selector, QAOA selector, Mutual information screen, Wrapper search
`objective` Objective	string	`maximize validation score`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_82`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_82 = applied_solver(problem="Quantum-Enhanced Feature Selection", domain="domain_qml", method="QUBO selector", objective="maximize validation score", samples=25)
print(result_82)

005 / Applied - Quantum ML & AI

Quantum Principal Component Analysis

applied_quantum_principal_component_analysis

Estimate dominant components from covariance or density-matrix encodings. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Quantum Principal Component Analysis when you need estimate dominant components from covariance or density-matrix encodings. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #6D28D9. Category: domain_qml.

How To Use

Drag the block from Applied - Quantum ML & AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_qml`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Quantum Principal Component Analysis`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`QPCA`	Chooses the algorithmic behavior or transformation strategy. Options: QPCA, Classical PCA baseline, Quantum-inspired SVD, Block encoding
`objective` Objective	string	`maximize explained variance`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_83`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_83 = applied_solver(problem="Quantum Principal Component Analysis", domain="domain_qml", method="QPCA", objective="maximize explained variance", samples=25)
print(result_83)

006 / Applied - Quantum ML & AI

Quantum Clustering Algorithms

applied_quantum_clustering_algorithms

Cluster embeddings with quantum distance estimation or annealing. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Quantum Clustering Algorithms when you need cluster embeddings with quantum distance estimation or annealing. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #6D28D9. Category: domain_qml.

How To Use

Drag the block from Applied - Quantum ML & AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_qml`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Quantum Clustering Algorithms`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Quantum k-means`	Chooses the algorithmic behavior or transformation strategy. Options: Quantum k-means, QUBO clustering, Spectral clustering, Hybrid distance kernel
`objective` Objective	string	`maximize silhouette score`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_84`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_84 = applied_solver(problem="Quantum Clustering Algorithms", domain="domain_qml", method="Quantum k-means", objective="maximize silhouette score", samples=25)
print(result_84)

007 / Applied - Quantum ML & AI

Quantum Natural Language Processing

applied_quantum_natural_language_processing

Encode grammar and text meaning in tensor/quantum circuits. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Quantum Natural Language Processing when you need encode grammar and text meaning in tensor/quantum circuits. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #6D28D9. Category: domain_qml.

How To Use

Drag the block from Applied - Quantum ML & AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_qml`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Quantum Natural Language Processing`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`DisCoCat circuit`	Chooses the algorithmic behavior or transformation strategy. Options: DisCoCat circuit, QNLP classifier, Tensor network baseline, Hybrid embedding
`objective` Objective	string	`maximize semantic accuracy`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_85`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_85 = applied_solver(problem="Quantum Natural Language Processing", domain="domain_qml", method="DisCoCat circuit", objective="maximize semantic accuracy", samples=25)
print(result_85)

008 / Applied - Quantum ML & AI

Quantum Image Recognition QCNN

applied_quantum_image_recognition_qcnn

Classify images with quantum convolutional or hybrid architectures. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Quantum Image Recognition QCNN when you need classify images with quantum convolutional or hybrid architectures. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #6D28D9. Category: domain_qml.

How To Use

Drag the block from Applied - Quantum ML & AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_qml`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Quantum Image Recognition QCNN`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`QCNN`	Chooses the algorithmic behavior or transformation strategy. Options: QCNN, Hybrid CNN-QNN, Angle encoding, Amplitude encoding
`objective` Objective	string	`maximize image accuracy`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_86`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_86 = applied_solver(problem="Quantum Image Recognition QCNN", domain="domain_qml", method="QCNN", objective="maximize image accuracy", samples=25)
print(result_86)

009 / Applied - Quantum ML & AI

Quantum GANs

applied_quantum_gans

Train quantum or hybrid generators and discriminators for synthetic data. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Quantum GANs when you need train quantum or hybrid generators and discriminators for synthetic data. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #6D28D9. Category: domain_qml.

How To Use

Drag the block from Applied - Quantum ML & AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_qml`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Quantum GANs`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`QGAN`	Chooses the algorithmic behavior or transformation strategy. Options: QGAN, Hybrid GAN, Born machine, Adversarial circuit
`objective` Objective	string	`minimize generator loss`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_87`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_87 = applied_solver(problem="Quantum GANs", domain="domain_qml", method="QGAN", objective="minimize generator loss", samples=25)
print(result_87)

010 / Applied - Quantum ML & AI

Reinforcement Learning Optimization

applied_reinforcement_learning_optimization

Optimize policies for control, scheduling, routing, or resource allocation. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Reinforcement Learning Optimization when you need optimize policies for control, scheduling, routing, or resource allocation. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #6D28D9. Category: domain_qml.

How To Use

Drag the block from Applied - Quantum ML & AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_qml`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Reinforcement Learning Optimization`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`DQN`	Chooses the algorithmic behavior or transformation strategy. Options: DQN, PPO, Hybrid quantum policy, Model-based RL
`objective` Objective	string	`maximize reward`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_88`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_88 = applied_solver(problem="Reinforcement Learning Optimization", domain="domain_qml", method="DQN", objective="maximize reward", samples=25)
print(result_88)

011 / Applied - Quantum ML & AI

Recommender System Engines

applied_recommender_system_engines

Recommend items with collaborative filtering, graph, and hybrid ranking. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Recommender System Engines when you need recommend items with collaborative filtering, graph, and hybrid ranking. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #6D28D9. Category: domain_qml.

How To Use

Drag the block from Applied - Quantum ML & AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_qml`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Recommender System Engines`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Matrix factorization`	Chooses the algorithmic behavior or transformation strategy. Options: Matrix factorization, Graph recommender, Two-tower model, Quantum-inspired ranking
`objective` Objective	string	`maximize ranking NDCG`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_89`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_89 = applied_solver(problem="Recommender System Engines", domain="domain_qml", method="Matrix factorization", objective="maximize ranking NDCG", samples=25)
print(result_89)

SEC

domain_security

Applied - Quantum Security

Use this family to construct, transform, measure, simulate, export, or analyze quantum circuits and sharded registers.

6 blocks

001 / Applied - Quantum Security

Post-Quantum Cryptography

applied_post_quantum_cryptography

Select and benchmark lattice/hash/code-based cryptographic schemes. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Post-Quantum Cryptography when you need select and benchmark lattice/hash/code-based cryptographic schemes. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DC2626. Category: domain_security.

How To Use

Drag the block from Applied - Quantum Security into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_security`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Post-Quantum Cryptography`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Kyber/KEM analysis`	Chooses the algorithmic behavior or transformation strategy. Options: Kyber/KEM analysis, Dilithium signatures, SPHINCS+, Security estimator
`objective` Objective	string	`maximize security margin`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_73`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_73 = applied_solver(problem="Post-Quantum Cryptography", domain="domain_security", method="Kyber/KEM analysis", objective="maximize security margin", samples=25)
print(result_73)

002 / Applied - Quantum Security

Quantum Key Distribution

applied_quantum_key_distribution

Model BB84/E91 links, key rate, error rate, and eavesdropper detection. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Quantum Key Distribution when you need model BB84/E91 links, key rate, error rate, and eavesdropper detection. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DC2626. Category: domain_security.

How To Use

Drag the block from Applied - Quantum Security into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_security`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Quantum Key Distribution`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`BB84 simulator`	Chooses the algorithmic behavior or transformation strategy. Options: BB84 simulator, Decoy state model, E91 entanglement, Finite-key analysis
`objective` Objective	string	`maximize secret key rate`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_74`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_74 = applied_solver(problem="Quantum Key Distribution", domain="domain_security", method="BB84 simulator", objective="maximize secret key rate", samples=25)
print(result_74)

003 / Applied - Quantum Security

Quantum Random Number Generation

applied_quantum_random_number_generation

Estimate entropy, bias, extractor quality, and certification metrics. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Quantum Random Number Generation when you need estimate entropy, bias, extractor quality, and certification metrics. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DC2626. Category: domain_security.

How To Use

Drag the block from Applied - Quantum Security into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_security`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Quantum Random Number Generation`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Beam splitter QRNG`	Chooses the algorithmic behavior or transformation strategy. Options: Beam splitter QRNG, Device-independent QRNG, NIST test suite, Entropy extractor
`objective` Objective	string	`maximize entropy rate`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_75`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_75 = applied_solver(problem="Quantum Random Number Generation", domain="domain_security", method="Beam splitter QRNG", objective="maximize entropy rate", samples=25)
print(result_75)

004 / Applied - Quantum Security

Blind Quantum Computing

applied_blind_quantum_computing

Design delegated quantum computation with privacy and verification guarantees. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Blind Quantum Computing when you need design delegated quantum computation with privacy and verification guarantees. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DC2626. Category: domain_security.

How To Use

Drag the block from Applied - Quantum Security into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_security`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Blind Quantum Computing`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`UBQC protocol`	Chooses the algorithmic behavior or transformation strategy. Options: UBQC protocol, Trap-based verification, Measurement-based QC, Client-server protocol
`objective` Objective	string	`maximize verifiability`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_76`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_76 = applied_solver(problem="Blind Quantum Computing", domain="domain_security", method="UBQC protocol", objective="maximize verifiability", samples=25)
print(result_76)

005 / Applied - Quantum Security

Secure Multiparty Computation

applied_secure_multiparty_computation

Build privacy-preserving aggregation, threshold protocols, and leakage checks. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Secure Multiparty Computation when you need build privacy-preserving aggregation, threshold protocols, and leakage checks. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DC2626. Category: domain_security.

How To Use

Drag the block from Applied - Quantum Security into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_security`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Secure Multiparty Computation`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`Secret sharing`	Chooses the algorithmic behavior or transformation strategy. Options: Secret sharing, Garbled circuits, Homomorphic aggregation, MPC optimizer
`objective` Objective	string	`minimize leakage`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_77`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_77 = applied_solver(problem="Secure Multiparty Computation", domain="domain_security", method="Secret sharing", objective="minimize leakage", samples=25)
print(result_77)

006 / Applied - Quantum Security

Quantum Digital Signatures

applied_quantum_digital_signatures

Model signature distribution, verification thresholds, and repudiation bounds. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

What It Does

Use Quantum Digital Signatures when you need model signature distribution, verification thresholds, and repudiation bounds. Produces a ranked, table-shaped result that can feed charts, reports, exports, and downstream optimization blocks.

Canvas color: #DC2626. Category: domain_security.

How To Use

Drag the block from Applied - Quantum Security into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`domain_id` Domain ID	string	`domain_security`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`problem_name` Problem	string	`Quantum Digital Signatures`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`method` Method	select	`QDS protocol`	Chooses the algorithmic behavior or transformation strategy. Options: QDS protocol, Finite-key bound, Multi-recipient verification, Security proof proxy
`objective` Objective	string	`maximize authenticity`	Configuration value used by this block when generating Sansqrit DSL code.
`input_schema` Input schema	string	`dataset, constraints, target metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`sample_size` Candidates / samples	number	`25`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`confidence_target` Confidence target	number	`0.9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 1
`output_var` Output variable	string	`result_78`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

DatasetanyFlexible value. The receiving block accepts the object that is compatible with its operation.
ConstraintsanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ranked resultsdatasetTabular data frame or parsed rows from CSV, Excel, JSON, XML, SQL, or inline data blocks.
Summary reportclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Best scoreclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result_78 = applied_solver(problem="Quantum Digital Signatures", domain="domain_security", method="QDS protocol", objective="maximize authenticity", samples=25)
print(result_78)

🌌

astro

Astrophysics

Use this family when the workflow needs this block group as part of a larger visual program.

5 blocks

001 / Astrophysics

N-Body Simulation

nbody_sim

Gravitational N-body simulation using leapfrog or Barnes-Hut tree algorithm.

What It Does

Use N-Body Simulation when you need gravitational N-body simulation using leapfrog or Barnes-Hut tree algorithm.

Canvas color: #475569. Category: astro.

How To Use

Drag the block from Astrophysics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_bodies` Bodies	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 2 to 100000
`timestep` Time step (yr)	number	`0.01`	Numeric configuration used during code generation or execution. Range: 0.000001 to 1000
`n_steps` Steps	number	`10000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 1000000000
`algorithm` Algorithm	select	`Barnes-Hut`	Chooses the algorithmic behavior or transformation strategy. Options: direct, Barnes-Hut, FMM
`output_var` Output trajectory	string	`traj`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let traj = nbody(n=100, steps=10000)

002 / Astrophysics

Stellar Evolution

stellar_evolution

MESA-like stellar evolution tracks: main sequence, red giant, white dwarf.

What It Does

Use Stellar Evolution when you need mESA-like stellar evolution tracks: main sequence, red giant, white dwarf.

Canvas color: #475569. Category: astro.

How To Use

Drag the block from Astrophysics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`mass_solar` Mass (M☉)	number	`1`	Numeric configuration used during code generation or execution. Range: 0.1 to 200
`metallicity` Metallicity [Fe/H]	number	`0`	Numeric configuration used during code generation or execution. Range: -3 to 1
`network` Nuclear network	select	`pp_cno`	Chooses from supported modes for predictable generated code. Options: basic, pp_cno, full
`output_var` Output tracks	string	`stellar_track`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let stellar_track = stellar_evolution(mass=1)

003 / Astrophysics

Gravitational Waves

grav_wave

GW signal from CBC. LALSuite/PyCBC match filtering and parameter estimation.

What It Does

Use Gravitational Waves when you need gW signal from CBC. LALSuite/PyCBC match filtering and parameter estimation.

Canvas color: #475569. Category: astro.

How To Use

Drag the block from Astrophysics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`m1_solar` Mass 1 (M☉)	number	`30`	Numeric configuration used during code generation or execution. Range: 1 to 1000
`m2_solar` Mass 2 (M☉)	number	`30`	Numeric configuration used during code generation or execution. Range: 1 to 1000
`luminosity_dist_mpc` Distance (Mpc)	number	`500`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 20000
`output_var` Output waveform	string	`waveform`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let waveform = grav_wave(m1=30, m2=30)

004 / Astrophysics

Cosmology

cosmology_block

ΛCDM power spectrum, correlation functions, CMB temperature anisotropies.

What It Does

Use Cosmology when you need λCDM power spectrum, correlation functions, CMB temperature anisotropies.

Canvas color: #475569. Category: astro.

How To Use

Drag the block from Astrophysics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`H0` H₀ (km/s/Mpc)	number	`67.4`	Numeric configuration used during code generation or execution. Range: 50 to 100
`omega_m` Ωm	number	`0.315`	Numeric configuration used during code generation or execution. Range: 0 to 1
`omega_lambda` ΩΛ	number	`0.685`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 1
`quantity` Compute	select	`power_spectrum`	Chooses from supported modes for predictable generated code. Options: power_spectrum, correlation_fn, CMB_Cl, luminosity_dist
`output_var` Output	string	`cosmo_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let cosmo_result = cosmology(H0=67.4, omega_m=0.315)

005 / Astrophysics

Exoplanet Transit

exoplanet_block

Simulate or fit transit light curves for exoplanet detection.

What It Does

Use Exoplanet Transit when you need simulate or fit transit light curves for exoplanet detection.

Canvas color: #475569. Category: astro.

How To Use

Drag the block from Astrophysics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`planet_radius_rearth` Planet radius (R⊕)	number	`1`	Numeric configuration used during code generation or execution. Range: 0.1 to 20
`orbital_period_days` Period (days)	number	`365`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0.5 to 1000
`star_radius_rsun` Star radius (R☉)	number	`1`	Numeric configuration used during code generation or execution. Range: 0.1 to 100
`output_var` Output	string	`transit`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let transit = exoplanet_transit(Rp=1, P=365)

📊

benchmark

Benchmarking

Use this family when the workflow needs this block group as part of a larger visual program.

5 blocks

001 / Benchmarking

XEB

xeb_block

Cross-Entropy Benchmarking. Compares output distribution to ideal random circuit. Google Sycamore supremacy metric.

What It Does

Use XEB when you need cross-Entropy Benchmarking. Compares output distribution to ideal random circuit. Google Sycamore supremacy metric.

Canvas color: #06B6D4. Category: benchmark.

How To Use

Drag the block from Benchmarking into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_qubits` Qubits	number	`5`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 2 to 50
`n_cycles` Cycles	number	`20`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 200
`n_circuits` Random circuits	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 10000
`output_var` Output	string	`xeb_fidelity`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let xeb_fidelity = xeb(n_qubits=5, cycles=20)

002 / Benchmarking

Randomised Benchmarking

rb_block

Gate fidelity via random Clifford circuits of increasing depth. Fit exponential decay.

What It Does

Use Randomised Benchmarking when you need gate fidelity via random Clifford circuits of increasing depth. Fit exponential decay.

Canvas color: #06B6D4. Category: benchmark.

How To Use

Drag the block from Benchmarking into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_qubits` Qubits	number	`1`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 5
`seq_lengths` Sequence lengths	json	`[1,10,50,100,200]`	Configuration value used by this block when generating Sansqrit DSL code.
`n_seeds` Seeds	number	`20`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 5 to 500
`shots` Shots	number	`1000`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 100 to 100000
`output_var` Output	string	`rb_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let rb_result = randomised_benchmarking(n_qubits=1)

003 / Benchmarking

Process Tomography

proc_tomo

Full quantum channel characterisation. 4^n input states — exponential cost.

What It Does

Use Process Tomography when you need full quantum channel characterisation. 4^n input states — exponential cost.

Canvas color: #06B6D4. Category: benchmark.

How To Use

Drag the block from Benchmarking into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_qubits` Qubits	number	`1`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 3
`method` Method	select	`MLE`	Chooses the algorithmic behavior or transformation strategy. Options: linear_inversion, MLE
`shots` Shots	number	`1000`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 100 to 100000
`output_var` Output	string	`process_matrix`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Process matrix χclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let process_matrix = process_tomography(circuit, n=1)

004 / Benchmarking

State Tomography

state_tomo

Reconstructs density matrix ρ from 3^n Pauli measurements.

What It Does

Use State Tomography when you need reconstructs density matrix ρ from 3^n Pauli measurements.

Canvas color: #06B6D4. Category: benchmark.

How To Use

Drag the block from Benchmarking into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_qubits` Qubits	number	`2`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 5
`method` Method	select	`MLE`	Chooses the algorithmic behavior or transformation strategy. Options: linear_inversion, MLE, BME
`shots` Shots	number	`1000`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 100 to 100000
`output_var` Output	string	`rho`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Density matrix ρclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let rho = state_tomography(q, n=2)

005 / Benchmarking

Quantum Volume

qvol_block

IBM Quantum Volume: largest square random circuit reliably executable (>2/3 heavy output).

What It Does

Use Quantum Volume when you need iBM Quantum Volume: largest square random circuit reliably executable (>2/3 heavy output).

Canvas color: #06B6D4. Category: benchmark.

How To Use

Drag the block from Benchmarking into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`max_qubits` Max qubits	number	`7`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 50
`n_trials` Trials	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 1000
`output_var` Output	string	`qv_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let qv_result = quantum_volume(max_qubits=7)

🧬

biology

Biology & Genomics

Use this family for molecular, biological, chemistry, genomics, docking, and scientific modeling workflows.

23 blocks

001 / Biology & Genomics

DNA Sequence

dna_seq

Load, parse, analyse DNA. GC content, melting temperature, k-mer counts.

What It Does

Use DNA Sequence when you need load, parse, analyse DNA. GC content, melting temperature, k-mer counts.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`sequence` Sequence	string	`ATGCGATCG`	Configuration value used by this block when generating Sansqrit DSL code.
`file_path` File path (FASTA)	string	`empty`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`format` Format	select	`raw`	Chooses from supported modes for predictable generated code. Options: raw, FASTA, FASTQ, GenBank
`output_var` Output	string	`dna`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let dna = dna("ATGCGATCG")

002 / Biology & Genomics

Protein Folding

protein_fold

AlphaFold2/ColabFold structure prediction. pLDDT confidence score.

What It Does

Use Protein Folding when you need alphaFold2/ColabFold structure prediction. pLDDT confidence score.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`sequence` Protein sequence	string	`MKTAYIAKQRQISFVK`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`AlphaFold2`	Chooses the algorithmic behavior or transformation strategy. Options: AlphaFold2, ESMFold, OmegaFold, RoseTTAFold
`use_templates` Use templates	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output	string	`protein_struct`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let protein_struct = protein_fold("MKTAYIAKQRQISFVK", method="AlphaFold2")

003 / Biology & Genomics

BLAST Search

blast_block

NCBI BLAST: find homologous sequences in databases.

What It Does

Use BLAST Search when you need nCBI BLAST: find homologous sequences in databases.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`query_seq` Query sequence	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`blast_type` BLAST type	select	`blastp`	Chooses the algorithmic behavior or transformation strategy. Options: blastn, blastp, blastx, tblastn
`database` Database	string	`nr`	Configuration value used by this block when generating Sansqrit DSL code.
`e_value_threshold` E-value threshold	number	`1e-10`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1e-100 to 1
`output_var` Output	string	`blast_hits`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let blast_hits = blast("", db="nr")

004 / Biology & Genomics

RNA Folding

rna_fold

Predict RNA secondary structure. Vienna RNAfold minimum free energy.

What It Does

Use RNA Folding when you need predict RNA secondary structure. Vienna RNAfold minimum free energy.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`rna_sequence` RNA sequence	string	`AUGCAUGCAUGC`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`Vienna_RNAfold`	Chooses the algorithmic behavior or transformation strategy. Options: Vienna_RNAfold, mfold, RNAstructure
`output_var` Output	string	`rna_struct`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let rna_struct = rna_fold("AUGCAUGCAUGC")

005 / Biology & Genomics

Gene Expression

gene_expression

Differential expression analysis from RNA-seq count matrices (DESeq2, edgeR, limma).

What It Does

Use Gene Expression when you need differential expression analysis from RNA-seq count matrices (DESeq2, edgeR, limma).

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`count_matrix_var` Count matrix	string	`counts`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`sample_metadata` Sample metadata	string	`metadata`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`DESeq2`	Chooses the algorithmic behavior or transformation strategy. Options: DESeq2, edgeR, limma
`fdr_threshold` FDR threshold	number	`0.05`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0 to 1
`output_var` Output DE genes	string	`de_genes`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let de_genes = gene_expression(counts)

006 / Biology & Genomics

CRISPR Guide Design

crispr_design

Design sgRNA guides for CRISPR-Cas9. Predict on/off-target scores.

What It Does

Use CRISPR Guide Design when you need design sgRNA guides for CRISPR-Cas9. Predict on/off-target scores.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target_seq` Target sequence	string	`empty`	Selects the qubit, bit, control, target, or helper register position used by the block.
`pam` PAM sequence	string	`NGG`	Configuration value used by this block when generating Sansqrit DSL code.
`cas_type` Cas type	select	`Cas9`	Chooses the algorithmic behavior or transformation strategy. Options: Cas9, Cas12a, Cas13
`guide_length` Guide length	number	`20`	Numeric configuration used during code generation or execution. Range: 17 to 25
`output_var` Output guides	string	`guides`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let guides = crispr_design("", pam="NGG")

007 / Biology & Genomics

Sequence Alignment

seq_align

Needleman-Wunsch (global), Smith-Waterman (local), MUSCLE/MAFFT (multiple).

What It Does

Use Sequence Alignment when you need needleman-Wunsch (global), Smith-Waterman (local), MUSCLE/MAFFT (multiple).

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`seq_a` Sequence A	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`seq_b` Sequence B / file	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`Smith-Waterman`	Chooses the algorithmic behavior or transformation strategy. Options: Needleman-Wunsch, Smith-Waterman, MUSCLE, MAFFT
`output_var` Output	string	`alignment`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.
InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let alignment = seq_align(, )

008 / Biology & Genomics

Phylogenetics

phylogenetics

Build phylogenetic tree from multiple aligned sequences.

What It Does

Use Phylogenetics when you need build phylogenetic tree from multiple aligned sequences.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`alignment_var` Alignment	string	`alignment`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`Maximum-Likelihood`	Chooses the algorithmic behavior or transformation strategy. Options: Neighbor-Joining, UPGMA, Maximum-Likelihood, Bayesian
`output_var` Output tree	string	`tree`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let tree = phylogenetics(alignment)

009 / Biology & Genomics

Proteomics

proteomics_block

Mass spec peptide identification and quantification.

What It Does

Use Proteomics when you need mass spec peptide identification and quantification.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`spectra_file` Spectra file	string	`spectra.mzML`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`method` Method	select	`database_search`	Chooses the algorithmic behavior or transformation strategy. Options: database_search, de_novo, DIA
`protein_db` Protein DB	string	`UniProt`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`output_var` Output	string	`protein_quant`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let protein_quant = proteomics("spectra.mzML")

010 / Biology & Genomics

scRNA-seq Analysis

single_cell_rna

Single-cell RNA sequencing: clustering, UMAP, marker genes.

What It Does

Use scRNA-seq Analysis when you need single-cell RNA sequencing: clustering, UMAP, marker genes.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`count_matrix_var` Count matrix	string	`counts`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`tool` Tool	select	`Scanpy`	Chooses from supported modes for predictable generated code. Options: Seurat, Scanpy, Monocle3
`n_pcs` PCs	number	`50`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 5 to 200
`n_neighbors` Neighbors	number	`15`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 3 to 100
`clustering` Clustering	select	`leiden`	Chooses from supported modes for predictable generated code. Options: leiden, louvain, kmeans
`output_var` Cell clusters	string	`sc_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let sc_result = scrna_analysis(counts)

011 / Biology & Genomics

Drug-Target Interaction

drug_target_interact

Predict drug-target binding affinity using graph neural networks.

What It Does

Use Drug-Target Interaction when you need predict drug-target binding affinity using graph neural networks.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`drug_var` Drug SMILES/mol	string	`drug`	Configuration value used by this block when generating Sansqrit DSL code.
`target_seq` Target protein sequence	string	`protein_seq`	Selects the qubit, bit, control, target, or helper register position used by the block.
`model` Model	select	`GraphDTA`	Chooses the algorithmic behavior or transformation strategy. Options: DeepDTA, GraphDTA, MolTrans, Transformer-DTI
`output_var` Affinity	string	`binding_affinity`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let binding_affinity = dti(drug, protein_seq)

012 / Biology & Genomics

SNP Analysis

snp_analysis

Single Nucleotide Polymorphism calling and GWAS analysis.

What It Does

Use SNP Analysis when you need single Nucleotide Polymorphism calling and GWAS analysis.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`vcf_file` VCF file path	string	`variants.vcf`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`reference_var` Reference genome	string	`hg38`	Configuration value used by this block when generating Sansqrit DSL code.
`analysis` Analysis	select	`GWAS`	Chooses from supported modes for predictable generated code. Options: GWAS, burden_test, LD_clump, PRS
`phenotype_var` Phenotype	string	`phenotype`	Chooses the algorithmic behavior or transformation strategy.
`output_var` GWAS results	string	`gwas_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let gwas_result = gwas("variants.vcf", phenotype=phenotype)

013 / Biology & Genomics

Metabolomics

metabolomics_block

Identify and quantify metabolites from LC-MS/GC-MS data.

What It Does

Use Metabolomics when you need identify and quantify metabolites from LC-MS/GC-MS data.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`ms_data_var` MS data	string	`ms_data`	Configuration value used by this block when generating Sansqrit DSL code.
`pipeline` Pipeline	select	`XCMS`	Chooses from supported modes for predictable generated code. Options: XCMS, MZmine, MetaboAnalyst
`reference_db` Reference DB	string	`HMDB`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Metabolites	string	`metabolites`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let metabolites = metabolomics(ms_data)

014 / Biology & Genomics

Epigenomics

epigenomics_block

ChIP-seq, ATAC-seq, bisulfite methylation analysis.

What It Does

Use Epigenomics when you need chIP-seq, ATAC-seq, bisulfite methylation analysis.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`bam_file` BAM file path	string	`sample.bam`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`assay` Assay type	select	`ChIP-seq`	Chooses from supported modes for predictable generated code. Options: ChIP-seq, ATAC-seq, bisulfite, CUT&RUN
`peak_caller` Peak caller	string	`MACS2`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Peaks	string	`peaks`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let peaks = epigenomics("sample.bam", assay="ChIP-seq")

015 / Biology & Genomics

Biological Network

network_biology

Protein-protein interaction network analysis: hub genes, community detection.

What It Does

Use Biological Network when you need protein-protein interaction network analysis: hub genes, community detection.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`network_var` PPI network	string	`ppi_network`	Configuration value used by this block when generating Sansqrit DSL code.
`analysis` Analysis	select	`centrality`	Chooses from supported modes for predictable generated code. Options: centrality, community, pathway_enrichment, module_detection
`output_var` Network result	string	`net_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let net_result = bio_network(ppi_network, analysis="centrality")

016 / Biology & Genomics

Metagenomics

metagenomics_block

Taxonomic and functional profiling of microbiome samples.

What It Does

Use Metagenomics when you need taxonomic and functional profiling of microbiome samples.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`reads_file` Reads file	string	`reads.fastq`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`tool` Pipeline	select	`MetaPhlAn4`	Chooses from supported modes for predictable generated code. Options: Kraken2, MetaPhlAn4, HUMAnN3, Qiime2
`analysis` Analysis	select	`taxonomy`	Chooses from supported modes for predictable generated code. Options: taxonomy, diversity, functional, assembly
`output_var` Profile	string	`meta_profile`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let meta_profile = metagenomics("reads.fastq")

017 / Biology & Genomics

Flow Cytometry

flow_cytometry

Automated cell gating and population analysis from FACS data.

What It Does

Use Flow Cytometry when you need automated cell gating and population analysis from FACS data.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`fcs_file` FCS file path	string	`sample.fcs`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`method` Gating method	select	`FlowSOM`	Chooses the algorithmic behavior or transformation strategy. Options: FlowJo_manual, openCyto_auto, PhenoGraph, FlowSOM
`output_var` Cell populations	string	`facs_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let facs_result = flow_cytometry("sample.fcs")

018 / Biology & Genomics

Cryo-EM

cryo_em_block

Cryo-EM structure determination: CTF correction, 2D/3D classification, refinement.

What It Does

Use Cryo-EM when you need cryo-EM structure determination: CTF correction, 2D/3D classification, refinement.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`micrographs_dir` Micrographs directory	string	`./micrographs/`	Configuration value used by this block when generating Sansqrit DSL code.
`software` Software	select	`cryoSPARC`	Chooses from supported modes for predictable generated code. Options: RELION, cryoSPARC, cisTEM
`target_resolution` Target resolution (Å)	number	`3`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 20
`output_var` 3D map	string	`cryo_map`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let cryo_map = cryo_em("./micrographs/")

019 / Biology & Genomics

Gene Ontology Enrichment

gene_ontology

GO/KEGG/Reactome pathway enrichment analysis.

What It Does

Use Gene Ontology Enrichment when you need gO/KEGG/Reactome pathway enrichment analysis.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`gene_list_var` Gene list	string	`gene_list`	Configuration value used by this block when generating Sansqrit DSL code.
`background_var` Background genes	string	`background`	Configuration value used by this block when generating Sansqrit DSL code.
`database` Database	select	`GO_BP`	Chooses from supported modes for predictable generated code. Options: GO_BP, GO_MF, KEGG, Reactome, MSigDB
`fdr_threshold` FDR threshold	number	`0.05`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0 to 1
`output_var` Enriched terms	string	`go_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let go_result = go_enrichment(gene_list, db="GO_BP")

020 / Biology & Genomics

Haplotype Phasing

haplotype_block

Statistical and physical haplotype phasing from sequencing data.

What It Does

Use Haplotype Phasing when you need statistical and physical haplotype phasing from sequencing data.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`vcf_var` VCF file	string	`variants.vcf`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Phasing method	select	`SHAPEIT4`	Chooses the algorithmic behavior or transformation strategy. Options: SHAPEIT4, BEAGLE5, WhatsHap, HapCUT2
`output_var` Phased haplotypes	string	`haplotypes`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let haplotypes = haplotype_phase("variants.vcf")

021 / Biology & Genomics

Structural Variation

structural_variation

Detect SVs from WGS: deletions, duplications, inversions, translocations.

What It Does

Use Structural Variation when you need detect SVs from WGS: deletions, duplications, inversions, translocations.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`bam_var` BAM file	string	`sample.bam`	Configuration value used by this block when generating Sansqrit DSL code.
`reference` Reference genome	string	`hg38`	Configuration value used by this block when generating Sansqrit DSL code.
`caller` SV caller	select	`Manta`	Chooses from supported modes for predictable generated code. Options: Manta, DELLY, Lumpy, PBSV
`output_var` SV calls	string	`sv_calls`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let sv_calls = sv_calling("sample.bam")

022 / Biology & Genomics

Protein Design

protein_design

De novo protein design: ProteinMPNN, RFdiffusion, ESMFold.

What It Does

Use Protein Design when you need de novo protein design: ProteinMPNN, RFdiffusion, ESMFold.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target_structure` Target structure	string	`pdb_file`	Selects the qubit, bit, control, target, or helper register position used by the block.
`method` Method	select	`ProteinMPNN`	Chooses the algorithmic behavior or transformation strategy. Options: ProteinMPNN, RFdiffusion, ESM-IF, Rosetta_FastDesign
`n_sequences` Sequences to design	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 10000
`output_var` Designed sequences	string	`designed_proteins`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let designed_proteins = protein_design(pdb_file, method="ProteinMPNN")

023 / Biology & Genomics

Genome Assembly

genome_assembly

De novo genome assembly from short or long reads.

What It Does

Use Genome Assembly when you need de novo genome assembly from short or long reads.

Canvas color: #16A34A. Category: biology.

How To Use

Drag the block from Biology & Genomics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`reads_var` Reads file(s)	string	`reads.fastq`	Configuration value used by this block when generating Sansqrit DSL code.
`assembler` Assembler	select	`SPAdes`	Chooses from supported modes for predictable generated code. Options: SPAdes, Flye, Hifiasm, wtdbg2
`read_type` Read type	select	`illumina`	Chooses the algorithmic behavior or transformation strategy. Options: illumina, nanopore, pacbio_hifi
`output_var` Assembly	string	`genome`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let genome = genome_assembly("reads.fastq")

⬡

chemistry

Chemistry

Use this family for molecular, biological, chemistry, genomics, docking, and scientific modeling workflows.

25 blocks

001 / Chemistry

Molecule

molecule_init

Initialise molecule from SMILES, PDB, or IUPAC name. Computes geometry, orbitals, basis set.

What It Does

Use Molecule when you need initialise molecule from SMILES, PDB, or IUPAC name. Computes geometry, orbitals, basis set.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`molecule_name` Molecule	string	`H2`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`smiles` SMILES	string	`[H][H]`	Configuration value used by this block when generating Sansqrit DSL code.
`charge` Charge	number	`0`	Numeric configuration used during code generation or execution. Range: -10 to 10
`multiplicity` Multiplicity	number	`1`	Numeric configuration used during code generation or execution. Range: 1 to 10
`basis_set` Basis set	select	`STO-3G`	Chooses from supported modes for predictable generated code. Options: STO-3G, 6-31G, 6-31G*, cc-pVDZ, def2-SVP
`output_var` Output variable	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`log_properties` Log properties	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let mol = molecule("H2", basis="STO-3G")

002 / Chemistry

VQE Chemistry

vqe_chemistry

VQE for molecular ground state. Jordan-Wigner mapping, UCCSD ansatz, frozen-core, parameter-shift gradients.

What It Does

Use VQE Chemistry when you need vQE for molecular ground state. Jordan-Wigner mapping, UCCSD ansatz, frozen-core, parameter-shift gradients.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`molecule_var` Molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`qubit_mapping` Qubit mapping	select	`Jordan-Wigner`	Selects the qubit, bit, control, target, or helper register position used by the block. Options: Jordan-Wigner, Bravyi-Kitaev, parity
`ansatz` Ansatz	select	`UCCSD`	Chooses from supported modes for predictable generated code. Options: UCCSD, kUpCCGSD, HEA
`optimizer` Optimizer	select	`COBYLA`	Chooses from supported modes for predictable generated code. Options: COBYLA, SLSQP
`shots` Shots	number	`1000`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 100 to 100000
`output_var` Output	string	`chem_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Ground state energy (Hartree)classicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let chem_result = vqe_chemistry(mol, ansatz="UCCSD")

003 / Chemistry

Hartree-Fock

hartree_fock

Classical SCF. Starting point for all correlated methods. Computes molecular orbitals.

What It Does

Use Hartree-Fock when you need classical SCF. Starting point for all correlated methods. Computes molecular orbitals.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`molecule_var` Molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`max_iter` Max iterations	number	`50`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 1000
`diis` DIIS acceleration	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output	string	`hf_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let hf_result = hartree_fock(mol)

004 / Chemistry

MP2 Correction

mp2_block

Møller-Plesset 2nd order: adds electron correlation to Hartree-Fock.

What It Does

Use MP2 Correction when you need møller-Plesset 2nd order: adds electron correlation to Hartree-Fock.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`hf_var` HF result	string	`hf_result`	Configuration value used by this block when generating Sansqrit DSL code.
`frozen_core` Frozen core	bool	`true`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`output_var` Output	string	`mp2_energy`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let mp2_energy = mp2(hf_result)

005 / Chemistry

CCSD(T)

ccsd_t_block

Coupled Cluster Singles Doubles + Triples — "gold standard" of quantum chemistry.

What It Does

Use CCSD(T) when you need coupled Cluster Singles Doubles + Triples — "gold standard" of quantum chemistry.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`hf_var` HF result	string	`hf_result`	Configuration value used by this block when generating Sansqrit DSL code.
`frozen_core` Frozen core	bool	`true`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`output_var` Output	string	`ccsd_energy`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let ccsd_energy = ccsd_t(hf_result)

006 / Chemistry

DFT

dft_block

Density Functional Theory. B3LYP for organics, PBE for solids, wB97X-D for non-covalent.

What It Does

Use DFT when you need density Functional Theory. B3LYP for organics, PBE for solids, wB97X-D for non-covalent.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`molecule_var` Molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`functional` Functional	select	`B3LYP`	Chooses from supported modes for predictable generated code. Options: B3LYP, PBE, M06-2X, PBE0, wB97X-D, LDA
`dispersion` Dispersion	select	`D3`	Chooses from supported modes for predictable generated code. Options: none, D3, D3BJ
`output_var` Output	string	`dft_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let dft_result = dft(mol, functional="B3LYP")

007 / Chemistry

Tanimoto Similarity

tanimoto_block

Molecular fingerprint similarity. Score=|A∩B|/|A∪B|. Industry standard for virtual screening.

What It Does

Use Tanimoto Similarity when you need molecular fingerprint similarity. Score=|A∩B|/|A∪B|. Industry standard for virtual screening.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`mol_a` Molecule A	string	`mol_a`	Configuration value used by this block when generating Sansqrit DSL code.
`mol_b` Molecule B	string	`mol_b`	Configuration value used by this block when generating Sansqrit DSL code.
`fingerprint` Fingerprint	select	`Morgan`	Chooses from supported modes for predictable generated code. Options: Morgan, MACCS, RDKit
`output_var` Similarity variable	string	`similarity`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Similarity 0-1classicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let similarity = tanimoto(mol_a, mol_b)

008 / Chemistry

Spectroscopy Sim

spectroscopy_block

Simulate IR, Raman, UV-Vis, NMR spectra from optimised geometry.

What It Does

Use Spectroscopy Sim when you need simulate IR, Raman, UV-Vis, NMR spectra from optimised geometry.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`molecule_var` Molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`type` Spectrum type	select	`IR`	Chooses the algorithmic behavior or transformation strategy. Options: IR, Raman, UV-Vis, NMR
`plot_spectrum` Plot spectrum	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output	string	`spectrum`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let spectrum = spectroscopy(mol, type="IR")

009 / Chemistry

pKa Calculator

pka_block

Predict acid-base dissociation constant. Essential for drug solubility prediction.

What It Does

Use pKa Calculator when you need predict acid-base dissociation constant. Essential for drug solubility prediction.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`molecule_var` Molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`Epik`	Chooses the algorithmic behavior or transformation strategy. Options: Epik, ACD, ML_model
`output_var` Output	string	`pka`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let pka = pka(mol)

010 / Chemistry

LogP Calculator

logp_block

Octanol/water partition coefficient. Lipinski Rule of 5: logP ≤ 5 for oral bioavailability.

What It Does

Use LogP Calculator when you need octanol/water partition coefficient. Lipinski Rule of 5: logP ≤ 5 for oral bioavailability.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`molecule_var` Molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`ALOGPS`	Chooses the algorithmic behavior or transformation strategy. Options: ALOGPS, Wildman-Crippen, XLOGP3
`output_var` Output	string	`logp`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let logp = logp(mol)

011 / Chemistry

Reaction Pathway

reaction_path

Minimum energy reaction path via NEB or IRC.

What It Does

Use Reaction Pathway when you need minimum energy reaction path via NEB or IRC.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`reactants_var` Reactants	string	`reactants`	Configuration value used by this block when generating Sansqrit DSL code.
`products_var` Products	string	`products`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`NEB`	Chooses the algorithmic behavior or transformation strategy. Options: NEB, GSM, IRC
`n_images` NEB images	number	`7`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 3 to 50
`output_var` Output	string	`pathway`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let pathway = reaction_path(reactants, products)

012 / Chemistry

Excited State VQE

excited_state_vqe

Compute excited states via Multistate Contracted VQE or equation-of-motion.

What It Does

Use Excited State VQE when you need compute excited states via Multistate Contracted VQE or equation-of-motion.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`mol_var` Molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`n_states` Number of states	number	`3`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 2 to 20
`method` Method	select	`MC-VQE`	Chooses the algorithmic behavior or transformation strategy. Options: MC-VQE, EOM-CCSD, SA-CASSCF
`output_var` Excited energies	string	`excited_E`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let excited_E = excited_vqe(mol, n=3)

013 / Chemistry

Active Space

active_space

Define CASSCF/CASCI active space for multireference calculations.

What It Does

Use Active Space when you need define CASSCF/CASCI active space for multireference calculations.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`mol_var` Molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`n_electrons` Active electrons	number	`2`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 2 to 50
`n_orbitals` Active orbitals	number	`2`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 2 to 50
`method` Method	select	`CASSCF`	Chooses the algorithmic behavior or transformation strategy. Options: CASSCF, CASCI, NEVPT2, DMRGSCF
`output_var` Active space result	string	`cas_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let cas_result = active_space(mol, ne=2, no=2)

014 / Chemistry

Vibrational Analysis

vibrational_modes

Normal mode analysis: frequencies, zero-point energy, thermochemistry.

What It Does

Use Vibrational Analysis when you need normal mode analysis: frequencies, zero-point energy, thermochemistry.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`mol_var` Optimised molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`hessian_method` Hessian method	string	`DFT`	Chooses the algorithmic behavior or transformation strategy.
`compute_thermo` Thermochemistry	bool	`true`	Turns an optional behavior on or off for this block.
`temperature_K` Temperature (K)	number	`298.15`	Numeric configuration used during code generation or execution. Range: 0 to 5000
`output_var` Vibrational modes	string	`vib_modes`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let vib_modes = vibrational_modes(mol)

015 / Chemistry

Solvation Model

solvation_block

Implicit solvation: PCM, SMD, COSMO. Compute solvation free energy.

What It Does

Use Solvation Model when you need implicit solvation: PCM, SMD, COSMO. Compute solvation free energy.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`mol_var` Molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Solvation model	select	`SMD`	Chooses the algorithmic behavior or transformation strategy. Options: PCM, SMD, COSMO, COSMO-RS
`solvent` Solvent	string	`water`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Solvated result	string	`solvated_mol`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let solvated_mol = solvate(mol, model="SMD", solvent="water")

016 / Chemistry

NBO Analysis

nbo_analysis

Natural Bond Orbital analysis: bond orders, charges, hyperconjugation.

What It Does

Use NBO Analysis when you need natural Bond Orbital analysis: bond orders, charges, hyperconjugation.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`mol_var` Molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`compute_wiberg` Wiberg bond orders	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` NBO result	string	`nbo_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let nbo_result = nbo_analysis(mol)

017 / Chemistry

TD-DFT Excited States

td_dft

Time-dependent DFT for UV-Vis absorption spectra and excited states.

What It Does

Use TD-DFT Excited States when you need time-dependent DFT for UV-Vis absorption spectra and excited states.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`mol_var` Molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`n_states` Excited states	number	`10`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 100
`functional` Functional	select	`CAM-B3LYP`	Chooses from supported modes for predictable generated code. Options: B3LYP, CAM-B3LYP, PBE0, wB97X
`output_var` Spectrum	string	`uv_vis`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let uv_vis = td_dft(mol, n=10)

018 / Chemistry

GFN-xTB Semiempirical

gfn_xtb

Fast semiempirical GFN2-xTB for geometry optimisation and MD of large molecules.

What It Does

Use GFN-xTB Semiempirical when you need fast semiempirical GFN2-xTB for geometry optimisation and MD of large molecules.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`mol_var` Molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`GFN2-xTB`	Chooses the algorithmic behavior or transformation strategy. Options: GFN2-xTB, GFN1-xTB, GFN0-xTB, DFTB3
`task` Task	select	`optimize`	Chooses from supported modes for predictable generated code. Options: singlepoint, optimize, md, hessian
`output_var` xTB result	string	`xtb_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let xtb_result = xtb(mol, method="GFN2-xTB", task="optimize")

019 / Chemistry

Conformer Generation

conformer_gen

Generate 3D conformers: RDKit ETKDG, OpenBabel, OMEGA.

What It Does

Use Conformer Generation when you need generate 3D conformers: RDKit ETKDG, OpenBabel, OMEGA.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`smiles_var` SMILES or molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`n_conformers` Conformers	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 10000
`method` Method	select	`ETKDGv3`	Chooses the algorithmic behavior or transformation strategy. Options: ETKDG, ETKDGv3, OMEGA, MacroModel
`rmsd_threshold` RMSD threshold (Å)	number	`0.5`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0.01 to 5
`output_var` Conformers	string	`conformers`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let conformers = gen_conformers(mol, n=100)

020 / Chemistry

Fingerprint Screening

fp_similarity_screen

Screen large compound libraries by fingerprint similarity to query.

What It Does

Use Fingerprint Screening when you need screen large compound libraries by fingerprint similarity to query.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`query_mol` Query molecule	string	`query`	Configuration value used by this block when generating Sansqrit DSL code.
`library_var` Library	string	`library`	Configuration value used by this block when generating Sansqrit DSL code.
`fingerprint` Fingerprint	select	`ECFP4`	Chooses from supported modes for predictable generated code. Options: Morgan, ECFP4, MACCS, RDKit, TopTorsion
`similarity_threshold` Threshold	number	`0.7`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0 to 1
`output_var` Hits	string	`fp_hits`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let fp_hits = fp_screen(query, library, cutoff=0.7)

021 / Chemistry

Scaffold Decomposition

scaffold_decomp

Bemis-Murcko scaffold decomposition for compound series analysis.

What It Does

Use Scaffold Decomposition when you need bemis-Murcko scaffold decomposition for compound series analysis.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`mol_var` Molecule or library	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`generic_scaffold` Generic scaffold	bool	`false`	Turns an optional behavior on or off for this block.
`output_var` Scaffold	string	`scaffold`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let scaffold = scaffold_decomp(mol)

022 / Chemistry

Retrosynthesis

retrosynthesis

AI-guided retrosynthetic route planning: ASKCOS, AiZynthFinder.

What It Does

Use Retrosynthesis when you need aI-guided retrosynthetic route planning: ASKCOS, AiZynthFinder.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target_smiles` Target SMILES	string	`empty`	Selects the qubit, bit, control, target, or helper register position used by the block.
`engine` Engine	select	`AiZynthFinder`	Chooses from supported modes for predictable generated code. Options: ASKCOS, AiZynthFinder, MCTS
`max_steps` Max synthetic steps	number	`5`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 20
`output_var` Routes	string	`synth_routes`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let synth_routes = retrosynthesis("", engine="AiZynthFinder")

023 / Chemistry

Pharmacophore Model

pharmacophore

3D pharmacophore fitting and virtual screening.

What It Does

Use Pharmacophore Model when you need 3D pharmacophore fitting and virtual screening.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`actives_var` Active molecules	string	`actives`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`LigandScout`	Chooses the algorithmic behavior or transformation strategy. Options: PHASE, LigandScout, MOE_ph4
`n_features` Features	number	`5`	Chooses the data column or feature used for filtering, plotting, grouping, training, or prediction. Range: 2 to 20
`output_var` Pharmacophore	string	`pharmacophore`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let pharmacophore = pharmacophore(actives)

024 / Chemistry

Matched Molecular Pairs

mmpdb_block

Matched Molecular Pair analysis for SAR and property prediction.

What It Does

Use Matched Molecular Pairs when you need matched Molecular Pair analysis for SAR and property prediction.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`series_var` Compound series	string	`series`	Configuration value used by this block when generating Sansqrit DSL code.
`property` Property	string	`pIC50`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` MMP transforms	string	`mmp_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let mmp_result = mmp_analysis(series, prop="pIC50")

025 / Chemistry

Solubility Predictor

solubility_pred

Predict aqueous solubility (logS). Delaney ESOL, AqSolDB model.

What It Does

Use Solubility Predictor when you need predict aqueous solubility (logS). Delaney ESOL, AqSolDB model.

Canvas color: #059669. Category: chemistry.

How To Use

Drag the block from Chemistry into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`mol_var` Molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`ESOL`	Chooses the algorithmic behavior or transformation strategy. Options: ESOL, AqSolDB, SolubilityGNN
`output_var` logS	string	`log_solubility`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let log_solubility = solubility(mol)

⌨

classical

Classical Control

Use this family when the workflow needs this block group as part of a larger visual program.

7 blocks

001 / Classical Control

For Loop

for_loop

Iterates over range or collection. Python-style: for i in range(10): Brace-style: for i in range(10) { }

What It Does

Use For Loop when you need iterates over range or collection. Python-style: for i in range(10): Brace-style: for i in range(10) { }

Canvas color: #CE4A2E. Category: classical.

How To Use

Drag the block from Classical Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`variable` Loop variable	string	`i`	Configuration value used by this block when generating Sansqrit DSL code.
`iterate_over` Iterate over	select	`range`	Chooses from supported modes for predictable generated code. Options: range, collection
`range_start` Start	string	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`range_end` End	string	`10`	Configuration value used by this block when generating Sansqrit DSL code.
`step` Step	number	`1`	Numeric configuration used during code generation or execution. Range: 1 to 1000
`collection_var` Collection variable	string	`items`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

for i in range(0, 10):

002 / Classical Control

While Loop

while_loop

Repeats body while condition is true. Safety max prevents infinite loops.

What It Does

Use While Loop when you need repeats body while condition is true. Safety max prevents infinite loops.

Canvas color: #CE4A2E. Category: classical.

How To Use

Drag the block from Classical Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`condition` Condition	string	`x > 0`	Configuration value used by this block when generating Sansqrit DSL code.
`max_iterations` Max iterations	number	`100000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 1000000000
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

while x > 0:

003 / Classical Control

If / Else

if_else

Conditional. Supports elif. Quantum feedback: if measure(q[0]) == 1: X(q[1]).

What It Does

Use If / Else when you need conditional. Supports elif. Quantum feedback: if measure(q[0]) == 1: X(q[1]).

Canvas color: #CE4A2E. Category: classical.

How To Use

Drag the block from Classical Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`condition` Condition	string	`energy < -1.0`	Configuration value used by this block when generating Sansqrit DSL code.
`has_elif` Has elif	bool	`false`	Turns an optional behavior on or off for this block.
`has_else` Has else	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

if energy < -1.0:

004 / Classical Control

Try / Catch

try_catch

Exception handling for DB connections, API calls, hardware failures.

What It Does

Use Try / Catch when you need exception handling for DB connections, API calls, hardware failures.

Canvas color: #CE4A2E. Category: classical.

How To Use

Drag the block from Classical Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`error_var` Error variable	string	`e`	Configuration value used by this block when generating Sansqrit DSL code.
`log_errors` Log errors	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

try:

005 / Classical Control

Return

return_block

Return a value from a function.

What It Does

Use Return when you need return a value from a function.

Canvas color: #CE4A2E. Category: classical.

How To Use

Drag the block from Classical Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`return_expr` Return expression	string	`result`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

return result

006 / Classical Control

Break

break_block

Break out of the enclosing for/while loop.

What It Does

Use Break when you need break out of the enclosing for/while loop.

Canvas color: #CE4A2E. Category: classical.

How To Use

Drag the block from Classical Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`condition` Condition (blank=always)	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

break

007 / Classical Control

Continue

continue_block

Skip to next loop iteration.

What It Does

Use Continue when you need skip to next loop iteration.

Canvas color: #CE4A2E. Category: classical.

How To Use

Drag the block from Classical Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`condition` Condition (blank=always)	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

continue

🌍

climate

Climate & Environment

Use this family when the workflow needs this block group as part of a larger visual program.

12 blocks

001 / Climate & Environment

Climate Model

climate_model

General Circulation Model integration: temperature, precipitation, sea-level forecasting.

What It Does

Use Climate Model when you need general Circulation Model integration: temperature, precipitation, sea-level forecasting.

Canvas color: #166534. Category: climate.

How To Use

Drag the block from Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`config_var` GCM config	string	`gcm_config`	Configuration value used by this block when generating Sansqrit DSL code.
`model` GCM	select	`simple_EBM`	Chooses the algorithmic behavior or transformation strategy. Options: CESM2, CMIP6, ERA5-reanalysis, simple_EBM
`years` Simulation years	number	`100`	Numeric configuration used during code generation or execution. Range: 1 to 10000
`scenario` RCP/SSP scenario	string	`SSP2-4.5`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Climate output	string	`climate_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let climate_result = climate_model(scenario="SSP2-4.5", years=100)

002 / Climate & Environment

CO₂ Budget Model

co2_model

Carbon cycle model: emissions, sinks, atmospheric concentration.

What It Does

Use CO₂ Budget Model when you need carbon cycle model: emissions, sinks, atmospheric concentration.

Canvas color: #166534. Category: climate.

How To Use

Drag the block from Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`emissions_path` Emissions pathway	json	`{"2024":37.5,"2030":30,"2050":0}`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`carbon_cycle` Carbon cycle	select	`DICE`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Options: MAGICC, simple_carbon, DICE
`output_var` CO2 trajectory	string	`co2_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let co2_result = co2_model(emissions={"2024":37.5,"2030":30,"2050":0})

003 / Climate & Environment

Renewable Energy Optimisation

renewable_opt

Optimal mix of solar, wind, storage for a grid region.

What It Does

Use Renewable Energy Optimisation when you need optimal mix of solar, wind, storage for a grid region.

Canvas color: #166534. Category: climate.

How To Use

Drag the block from Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`demand_var` Demand profile	string	`demand`	Configuration value used by this block when generating Sansqrit DSL code.
`solar_resource_var` Solar resource	string	`solar`	Configuration value used by this block when generating Sansqrit DSL code.
`wind_resource_var` Wind resource	string	`wind`	Configuration value used by this block when generating Sansqrit DSL code.
`storage_hours` Storage hours	number	`4`	Numeric configuration used during code generation or execution. Range: 0 to 100
`solver` Solver	select	`LP`	Chooses from supported modes for predictable generated code. Options: QAOA, LP, MIP
`output_var` Optimal mix	string	`energy_mix`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let energy_mix = renewable_opt(demand)

004 / Climate & Environment

Wildfire Prediction

wildfire_predict

ML fire risk and spread prediction from satellite + weather data.

What It Does

Use Wildfire Prediction when you need mL fire risk and spread prediction from satellite + weather data.

Canvas color: #166534. Category: climate.

How To Use

Drag the block from Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`weather_var` Weather data	string	`weather`	Configuration value used by this block when generating Sansqrit DSL code.
`vegetation_var` Vegetation map	string	`vegetation`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`model` Model	select	`GBT`	Chooses the algorithmic behavior or transformation strategy. Options: RandomForest, GBT, LSTM, DeepFire
`output_var` Fire risk map	string	`fire_risk`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let fire_risk = wildfire_predict(weather, vegetation)

005 / Climate & Environment

Ocean Model

ocean_model

Ocean circulation, sea surface temperature, acidification.

What It Does

Use Ocean Model when you need ocean circulation, sea surface temperature, acidification.

Canvas color: #166534. Category: climate.

How To Use

Drag the block from Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`init_conditions` Initial conditions	string	`ocean_init`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`simple_box`	Chooses the algorithmic behavior or transformation strategy. Options: MOM6, NEMO, simple_box
`years` Simulation years	number	`50`	Numeric configuration used during code generation or execution. Range: 1 to 1000
`output_var` Ocean state	string	`ocean_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let ocean_result = ocean_model(years=50)

006 / Climate & Environment

Air Quality Model

air_quality

Atmospheric chemistry and PM2.5/ozone concentration forecasting.

What It Does

Use Air Quality Model when you need atmospheric chemistry and PM2.5/ozone concentration forecasting.

Canvas color: #166534. Category: climate.

How To Use

Drag the block from Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`emissions_var` Emissions inventory	string	`emissions`	Configuration value used by this block when generating Sansqrit DSL code.
`met_var` Meteorology	string	`met_data`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`simple_dispersion`	Chooses the algorithmic behavior or transformation strategy. Options: CMAQ, WRF-Chem, simple_dispersion
`output_var` Air quality	string	`aq_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let aq_result = air_quality(emissions)

007 / Climate & Environment

Hydrology Model

hydrology_block

Rainfall-runoff, flood prediction, groundwater recharge.

What It Does

Use Hydrology Model when you need rainfall-runoff, flood prediction, groundwater recharge.

Canvas color: #166534. Category: climate.

How To Use

Drag the block from Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`precip_var` Precipitation	string	`precip`	Configuration value used by this block when generating Sansqrit DSL code.
`dem_var` Digital elevation model	string	`dem`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`HBV`	Chooses the algorithmic behavior or transformation strategy. Options: VIC, SWAT, HBV, simple_HRU
`output_var` Streamflow	string	`streamflow`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let streamflow = hydrology(precip)

008 / Climate & Environment

Biodiversity Modelling

biodiversity_block

Species distribution modelling under climate change scenarios.

What It Does

Use Biodiversity Modelling when you need species distribution modelling under climate change scenarios.

Canvas color: #166534. Category: climate.

How To Use

Drag the block from Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`occurrence_var` Species occurrences	string	`occurrences`	Configuration value used by this block when generating Sansqrit DSL code.
`climate_var` Climate variables	string	`climate_data`	Configuration value used by this block when generating Sansqrit DSL code.
`model` SDM	select	`MaxEnt`	Chooses the algorithmic behavior or transformation strategy. Options: MaxEnt, BioClim, RandomForest, Ensemble
`output_var` Habitat suitability	string	`sdm_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let sdm_result = species_distribution(occurrences)

009 / Climate & Environment

Solar Irradiance

solar_irradiance

Estimate GHI, DNI, DHI from location and time.

What It Does

Use Solar Irradiance when you need estimate GHI, DNI, DHI from location and time.

Canvas color: #166534. Category: climate.

How To Use

Drag the block from Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`latitude` Latitude (°)	number	`40`	Numeric configuration used during code generation or execution. Range: -90 to 90
`longitude` Longitude (°)	number	`-74`	Numeric configuration used during code generation or execution. Range: 180 to 180
`date_start` Start date	string	`2024-01-01`	Configuration value used by this block when generating Sansqrit DSL code.
`n_days` Days	number	`365`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 3650
`output_var` Irradiance	string	`irradiance`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let irradiance = solar_irradiance(lat=40, lon=-74)

010 / Climate & Environment

Carbon Offset Calculator

carbon_offset

Calculate carbon offset for activities and projects.

What It Does

Use Carbon Offset Calculator when you need calculate carbon offset for activities and projects.

Canvas color: #166534. Category: climate.

How To Use

Drag the block from Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`activity_var` Activity data	string	`activity`	Configuration value used by this block when generating Sansqrit DSL code.
`methodology` Methodology	select	`GHG_Protocol`	Chooses the algorithmic behavior or transformation strategy. Options: GHG_Protocol, ISO_14064, Gold_Standard
`output_var` CO₂ equivalent tons	string	`carbon_offset`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let carbon_offset = carbon_offset(activity)

011 / Climate & Environment

Glacier Model

glacier_model

Ice sheet and glacier mass balance under warming scenarios.

What It Does

Use Glacier Model when you need ice sheet and glacier mass balance under warming scenarios.

Canvas color: #166534. Category: climate.

How To Use

Drag the block from Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`init_glacier` Glacier parameters	string	`glacier_init`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`OGGM`	Chooses the algorithmic behavior or transformation strategy. Options: OGGM, simple_ELA, PISM
`temp_change_C` Temperature change (°C)	number	`2`	Numeric configuration used during code generation or execution. Range: -5 to 10
`years` Simulation years	number	`100`	Numeric configuration used during code generation or execution. Range: 10 to 1000
`output_var` Mass balance	string	`glacier_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let glacier_result = glacier_model(delta_T=2, years=100)

012 / Climate & Environment

Life Cycle Assessment

life_cycle_assess

ISO 14040/44 LCA for products, processes, and systems.

What It Does

Use Life Cycle Assessment when you need iSO 14040/44 LCA for products, processes, and systems.

Canvas color: #166534. Category: climate.

How To Use

Drag the block from Climate & Environment into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`product_var` Product system	string	`product`	Configuration value used by this block when generating Sansqrit DSL code.
`functional_unit` Functional unit	string	`1 kg`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Impact method	select	`ReCiPe`	Chooses the algorithmic behavior or transformation strategy. Options: ReCiPe, CML, TRACI, EF3.0
`output_var` LCA results	string	`lca_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let lca_result = lca(product, method="ReCiPe")

☁

cloud

Cloud Storage

Use this family when the workflow needs this block group as part of a larger visual program.

4 blocks

001 / Cloud Storage

AWS S3

s3_block

Read, write, list AWS S3 objects. Streaming for large files.

What It Does

Use AWS S3 when you need read, write, list AWS S3 objects. Streaming for large files.

Canvas color: #0369A1. Category: cloud.

How To Use

Drag the block from Cloud Storage into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`bucket` Bucket name	string	`my-bucket`	Configuration value used by this block when generating Sansqrit DSL code.
`key` Object key	string	`data/file.csv`	Configuration value used by this block when generating Sansqrit DSL code.
`operation` Operation	select	`get`	Chooses from supported modes for predictable generated code. Options: get, put, delete, list, presign
`aws_region` AWS Region	string	`us-east-1`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output	string	`s3_data`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let s3_data = s3_get("my-bucket", "data/file.csv")

002 / Cloud Storage

Google Cloud Storage

gcs_block

Read, write GCS objects.

What It Does

Use Google Cloud Storage when you need read, write GCS objects.

Canvas color: #0369A1. Category: cloud.

How To Use

Drag the block from Cloud Storage into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`bucket` Bucket	string	`my-bucket`	Configuration value used by this block when generating Sansqrit DSL code.
`blob` Blob path	string	`data/file.csv`	Configuration value used by this block when generating Sansqrit DSL code.
`operation` Operation	select	`download`	Chooses from supported modes for predictable generated code. Options: download, upload, delete, list
`output_var` Output	string	`gcs_data`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let gcs_data = gcs_download("my-bucket", "data/file.csv")

003 / Cloud Storage

Azure Blob Storage

azure_blob

Read, write Azure Blob Storage.

What It Does

Use Azure Blob Storage when you need read, write Azure Blob Storage.

Canvas color: #0369A1. Category: cloud.

How To Use

Drag the block from Cloud Storage into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`container` Container	string	`my-container`	Configuration value used by this block when generating Sansqrit DSL code.
`blob_name` Blob name	string	`file.csv`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`operation` Operation	select	`download`	Chooses from supported modes for predictable generated code. Options: download, upload, delete, list
`output_var` Output	string	`azure_data`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let azure_data = azure_blob_download("my-container", "file.csv")

004 / Cloud Storage

HDFS

hdfs_block

Hadoop Distributed File System read/write for big data workflows.

What It Does

Use HDFS when you need hadoop Distributed File System read/write for big data workflows.

Canvas color: #0369A1. Category: cloud.

How To Use

Drag the block from Cloud Storage into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`path` HDFS path	string	`/user/data/`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`operation` Operation	select	`read`	Chooses from supported modes for predictable generated code. Options: read, write, list, delete
`namenode` Namenode	string	`hdfs://namenode:9000`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`output_var` Output	string	`hdfs_data`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let hdfs_data = hdfs_read("/user/data/")

👁

Computer Vision

Use this family when the workflow needs this block group as part of a larger visual program.

15 blocks

001 / Computer Vision

Image Loader

img_load

Load image from file, URL, or numpy array. Returns tensor.

What It Does

Use Image Loader when you need load image from file, URL, or numpy array. Returns tensor.

Canvas color: #0369A1. Category: cv.

How To Use

Drag the block from Computer Vision into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`source` Source (file/URL/var)	string	`image.jpg`	Configuration value used by this block when generating Sansqrit DSL code.
`format` Format	select	`RGB`	Chooses from supported modes for predictable generated code. Options: RGB, BGR, RGBA, grayscale, tensor
`resize` Resize [W,H] or null	json	`null`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output image	string	`img`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let img = img_load("image.jpg")

002 / Computer Vision

Image Preprocess

img_preprocess

Normalise, resize, crop, augment for deep learning pipelines.

What It Does

Use Image Preprocess when you need normalise, resize, crop, augment for deep learning pipelines.

Canvas color: #0369A1. Category: cv.

How To Use

Drag the block from Computer Vision into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`img_var` Image variable	string	`img`	Configuration value used by this block when generating Sansqrit DSL code.
`transforms` Transform pipeline	json	`[{"op":"resize","size":[224,224]},{"op":"normalize","mean":[0.485,0.456,0.406],"std":[0.229,0.224,0.225]}]`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output tensor	string	`img_tensor`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let img_tensor = img_preprocess(img)

003 / Computer Vision

Object Detection

object_detect

Detect and localise objects: YOLO, DETR, Faster-RCNN, SAM.

What It Does

Use Object Detection when you need detect and localise objects: YOLO, DETR, Faster-RCNN, SAM.

Canvas color: #0369A1. Category: cv.

How To Use

Drag the block from Computer Vision into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`img_var` Image variable	string	`img`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`YOLOv8`	Chooses the algorithmic behavior or transformation strategy. Options: YOLOv9, YOLOv8, DETR, Faster-RCNN, RT-DETR
`conf_threshold` Confidence threshold	number	`0.5`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0 to 1
`classes` Filter classes (null=all)	json	`null`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output detections	string	`detections`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let detections = detect(img, model="YOLOv8", conf=0.5)

004 / Computer Vision

Image Classification

img_classify_block

Classify image: ResNet, EfficientNet, ViT, CLIP zero-shot.

What It Does

Use Image Classification when you need classify image: ResNet, EfficientNet, ViT, CLIP zero-shot.

Canvas color: #0369A1. Category: cv.

How To Use

Drag the block from Computer Vision into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`img_var` Image variable	string	`img`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`EfficientNet-B7`	Chooses the algorithmic behavior or transformation strategy. Options: ResNet-50, EfficientNet-B7, ViT-L/16, CLIP, DeiT
`top_k` Top-K classes	number	`5`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 1000
`output_var` Predictions	string	`clf_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let clf_result = img_classify(img, model="EfficientNet-B7")

005 / Computer Vision

Image Segmentation

img_segment_cv

Semantic or instance segmentation: SAM, Mask-RCNN, DeepLab.

What It Does

Use Image Segmentation when you need semantic or instance segmentation: SAM, Mask-RCNN, DeepLab.

Canvas color: #0369A1. Category: cv.

How To Use

Drag the block from Computer Vision into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`img_var` Image variable	string	`img`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`SAM`	Chooses the algorithmic behavior or transformation strategy. Options: SAM, Mask-RCNN, DeepLabV3+, OneFormer
`type` Type	select	`instance`	Chooses the algorithmic behavior or transformation strategy. Options: semantic, instance, panoptic
`output_var` Output masks	string	`masks`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let masks = img_segment(img, model="SAM")

006 / Computer Vision

Face Detection & Recognition

face_detect

Detect, align, and recognise faces. DeepFace, InsightFace, MediaPipe.

What It Does

Use Face Detection & Recognition when you need detect, align, and recognise faces. DeepFace, InsightFace, MediaPipe.

Canvas color: #0369A1. Category: cv.

How To Use

Drag the block from Computer Vision into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`img_var` Image variable	string	`img`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`InsightFace`	Chooses the algorithmic behavior or transformation strategy. Options: DeepFace, InsightFace, MediaPipe, MTCNN
`task` Task	select	`detect`	Chooses from supported modes for predictable generated code. Options: detect, recognize, verify, align, emotion
`db_path` Face DB path (for recognition)	string	`./faces/`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`output_var` Output	string	`face_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let face_result = face_detect(img, model="InsightFace")

007 / Computer Vision

Pose Estimation

pose_estimate

Skeleton keypoint detection: MediaPipe, OpenPose, ViTPose.

What It Does

Use Pose Estimation when you need skeleton keypoint detection: MediaPipe, OpenPose, ViTPose.

Canvas color: #0369A1. Category: cv.

How To Use

Drag the block from Computer Vision into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`img_var` Image variable	string	`img`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`MediaPipe`	Chooses the algorithmic behavior or transformation strategy. Options: MediaPipe, OpenPose, ViTPose, MoveNet
`type` Type	select	`body`	Chooses the algorithmic behavior or transformation strategy. Options: body, hand, face, whole
`output_var` Keypoints	string	`keypoints`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let keypoints = pose_estimate(img)

008 / Computer Vision

Depth Estimation

depth_estimate

Monocular depth estimation from single RGB image.

What It Does

Use Depth Estimation when you need monocular depth estimation from single RGB image.

Canvas color: #0369A1. Category: cv.

How To Use

Drag the block from Computer Vision into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`img_var` Image variable	string	`img`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`Depth-Anything`	Chooses the algorithmic behavior or transformation strategy. Options: DPT-Large, MiDaS, Depth-Anything, ZoeDepth
`output_var` Depth map	string	`depth_map`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let depth_map = depth_estimate(img)

009 / Computer Vision

Optical Flow

optical_flow

Estimate motion between consecutive frames: RAFT, FlowNet2.

What It Does

Use Optical Flow when you need estimate motion between consecutive frames: RAFT, FlowNet2.

Canvas color: #0369A1. Category: cv.

How To Use

Drag the block from Computer Vision into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`frame1_var` Frame 1	string	`frame1`	Configuration value used by this block when generating Sansqrit DSL code.
`frame2_var` Frame 2	string	`frame2`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`RAFT`	Chooses the algorithmic behavior or transformation strategy. Options: RAFT, FlowNet2, TV-L1, Farneback
`output_var` Flow field	string	`flow`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let flow = optical_flow(frame1, frame2)

010 / Computer Vision

Image Generation

img_generate

Generative AI: Stable Diffusion, DALL-E, Midjourney-compatible APIs.

What It Does

Use Image Generation when you need generative AI: Stable Diffusion, DALL-E, Midjourney-compatible APIs.

Canvas color: #0369A1. Category: cv.

How To Use

Drag the block from Computer Vision into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`prompt` Text prompt	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`negative_prompt` Negative prompt	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`SD-XL`	Chooses the algorithmic behavior or transformation strategy. Options: SD-XL, SD-3, DALL-E-3, Flux-1
`width` Width	number	`1024`	Numeric configuration used during code generation or execution. Range: 64 to 2048
`height` Height	number	`1024`	Numeric configuration used during code generation or execution. Range: 64 to 2048
`steps` Inference steps	number	`30`	Numeric configuration used during code generation or execution. Range: 1 to 150
`guidance` Guidance scale	number	`7.5`	Numeric configuration used during code generation or execution. Range: 1 to 30
`output_var` Output image	string	`gen_image`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let gen_image = img_generate("", model="SD-XL")

011 / Computer Vision

Video Processing

video_process

Read, process, and write video frames. Apply CV pipeline per frame.

What It Does

Use Video Processing when you need read, process, and write video frames. Apply CV pipeline per frame.

Canvas color: #0369A1. Category: cv.

How To Use

Drag the block from Computer Vision into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`video_path` Video file path	string	`video.mp4`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`operation` Operation	select	`extract_frames`	Chooses from supported modes for predictable generated code. Options: extract_frames, apply_pipeline, detect_scenes, stabilize, super_resolve
`fps` Output FPS (0=original)	number	`0`	Numeric configuration used during code generation or execution. Range: 0 to 240
`output_var` Output	string	`video_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let video_result = video_process("video.mp4", op="extract_frames")

012 / Computer Vision

Image Embedding

img_embed

Extract visual embeddings for retrieval, similarity, and clustering.

What It Does

Use Image Embedding when you need extract visual embeddings for retrieval, similarity, and clustering.

Canvas color: #0369A1. Category: cv.

How To Use

Drag the block from Computer Vision into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`img_var` Image variable	string	`img`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`CLIP-ViT-L/14`	Chooses the algorithmic behavior or transformation strategy. Options: CLIP-ViT-L/14, DINOv2-ViT-L, ResNet-50, EfficientNet-B7
`output_var` Embedding	string	`img_embedding`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let img_embedding = img_embed(img, model="CLIP-ViT-L/14")

013 / Computer Vision

Anomaly Detection (Image)

anomaly_detect_img

Unsupervised visual anomaly detection for industrial inspection.

What It Does

Use Anomaly Detection (Image) when you need unsupervised visual anomaly detection for industrial inspection.

Canvas color: #0369A1. Category: cv.

How To Use

Drag the block from Computer Vision into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`img_var` Image variable	string	`img`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`PatchCore`	Chooses the algorithmic behavior or transformation strategy. Options: PatchCore, SPADE, PaDiM, FastFlow
`output_var` Anomaly map	string	`anomaly_map`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let anomaly_map = anomaly_detect(img)

014 / Computer Vision

Super Resolution

img_super_res

Upscale image 2×/4×/8× using Real-ESRGAN, SRCNN, SwinIR.

What It Does

Use Super Resolution when you need upscale image 2×/4×/8× using Real-ESRGAN, SRCNN, SwinIR.

Canvas color: #0369A1. Category: cv.

How To Use

Drag the block from Computer Vision into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`img_var` Image variable	string	`img`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`Real-ESRGAN`	Chooses the algorithmic behavior or transformation strategy. Options: Real-ESRGAN, SwinIR, SRCNN, EDSR
`scale` Scale factor	number	`4`	Numeric configuration used during code generation or execution. Range: 2 to 8
`output_var` Upscaled image	string	`hires_img`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let hires_img = super_resolve(img, scale=4)

015 / Computer Vision

Image Captioning

img_caption

Generate natural language description of an image.

What It Does

Use Image Captioning when you need generate natural language description of an image.

Canvas color: #0369A1. Category: cv.

How To Use

Drag the block from Computer Vision into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`img_var` Image variable	string	`img`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`BLIP-2`	Chooses the algorithmic behavior or transformation strategy. Options: BLIP-2, LLaVA, CogVLM, GPT-4o-vision
`output_var` Caption	string	`caption`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let caption = img_caption(img, model="BLIP-2")

⇄

transform

Data Transform

Use this family to ingest, clean, reshape, join, and inspect structured data before analysis or modeling.

15 blocks

001 / Data Transform

Filter

filter_block

Filter rows or elements matching a condition.

What It Does

Use Filter when you need filter rows or elements matching a condition.

Canvas color: #D97706. Category: transform.

How To Use

Drag the block from Data Transform into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`condition` Filter condition	string	`x > 0`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output variable	string	`filtered`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let filtered = filter(data, lambda x: x > 0)

002 / Data Transform

Map / Apply

map_transform

Apply function to each element.

What It Does

Use Map / Apply when you need apply function to each element.

Canvas color: #D97706. Category: transform.

How To Use

Drag the block from Data Transform into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`transform_expr` Transform	string	`x * 2`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output variable	string	`mapped`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let mapped = list(map(lambda x: x * 2, data))

003 / Data Transform

Sort

sort_block

Sort by key ascending or descending.

What It Does

Use Sort when you need sort by key ascending or descending.

Canvas color: #D97706. Category: transform.

How To Use

Drag the block from Data Transform into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`key_expr` Sort key	string	`x`	Configuration value used by this block when generating Sansqrit DSL code.
`descending` Descending	bool	`false`	Turns an optional behavior on or off for this block.
`output_var` Output	string	`sorted_data`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let sorted_data = sorted(data)

004 / Data Transform

Group By

groupby_block

Group items by key, aggregate per group.

What It Does

Use Group By when you need group items by key, aggregate per group.

Canvas color: #D97706. Category: transform.

How To Use

Drag the block from Data Transform into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`key_fn` Group-by key	string	`x["category"]`	Configuration value used by this block when generating Sansqrit DSL code.
`agg` Aggregation	select	`list`	Chooses from supported modes for predictable generated code. Options: list, sum, mean, count, first, max, min
`output_var` Output	string	`grouped`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let grouped = groupby(data, lambda x: x["category"])

005 / Data Transform

Join / Merge

join_block

Join two datasets on a common key. Inner, left, right, outer joins.

What It Does

Use Join / Merge when you need join two datasets on a common key. Inner, left, right, outer joins.

Canvas color: #D97706. Category: transform.

How To Use

Drag the block from Data Transform into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`left_var` Left dataset	string	`left`	Configuration value used by this block when generating Sansqrit DSL code.
`right_var` Right dataset	string	`right`	Configuration value used by this block when generating Sansqrit DSL code.
`left_key` Left key	string	`id`	Configuration value used by this block when generating Sansqrit DSL code.
`right_key` Right key	string	`id`	Configuration value used by this block when generating Sansqrit DSL code.
`join_type` Join type	select	`inner`	Chooses the algorithmic behavior or transformation strategy. Options: inner, left, right, outer
`output_var` Output	string	`merged`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let merged = join(left, right, on="id")

006 / Data Transform

Pivot Table

pivot_block

Reshape data from long to wide format.

What It Does

Use Pivot Table when you need reshape data from long to wide format.

Canvas color: #D97706. Category: transform.

How To Use

Drag the block from Data Transform into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`index` Row index	string	`date`	Configuration value used by this block when generating Sansqrit DSL code.
`columns` Column field	string	`category`	Chooses the data column or feature used for filtering, plotting, grouping, training, or prediction.
`values` Values field	string	`amount`	Configuration value used by this block when generating Sansqrit DSL code.
`aggfunc` Aggregation	select	`sum`	Chooses from supported modes for predictable generated code. Options: sum, mean, count, max, min
`output_var` Output	string	`pivot`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let pivot = pivot(data, index="date")

007 / Data Transform

Schema Validation

schema_validate

Validate data against JSON Schema or Pydantic model.

What It Does

Use Schema Validation when you need validate data against JSON Schema or Pydantic model.

Canvas color: #D97706. Category: transform.

How To Use

Drag the block from Data Transform into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`schema` JSON Schema	json	`{"type":"object"}`	Configuration value used by this block when generating Sansqrit DSL code.
`strict` Strict mode	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Valid rows variable	string	`valid_data`	Configuration value used by this block when generating Sansqrit DSL code.
`errors_var` Errors variable	string	`validation_errors`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let valid_data = schema_validate(data)

008 / Data Transform

Rolling Window

window_transform

Rolling/sliding window: mean, std, sum, min, max, correlation.

What It Does

Use Rolling Window when you need rolling/sliding window: mean, std, sum, min, max, correlation.

Canvas color: #D97706. Category: transform.

How To Use

Drag the block from Data Transform into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`series`	Configuration value used by this block when generating Sansqrit DSL code.
`window_size` Window size	number	`10`	Numeric configuration used during code generation or execution. Range: 1 to 100000
`agg` Aggregation	select	`mean`	Chooses from supported modes for predictable generated code. Options: mean, std, sum, min, max, median, var
`center` Centred window	bool	`false`	Turns an optional behavior on or off for this block.
`output_var` Rolling result	string	`rolling_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let rolling_result = rolling(series, 10, "mean")

009 / Data Transform

Resample

resample_block

Upsample or downsample time series data.

What It Does

Use Resample when you need upsample or downsample time series data.

Canvas color: #D97706. Category: transform.

How To Use

Drag the block from Data Transform into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`ts`	Configuration value used by this block when generating Sansqrit DSL code.
`freq` Target frequency	string	`1h`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Resample method	select	`mean`	Chooses the algorithmic behavior or transformation strategy. Options: mean, sum, ffill, bfill, interpolate
`output_var` Resampled data	string	`resampled`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let resampled = resample(ts, freq="1h", method="mean")

010 / Data Transform

Feature Encoding

encode_features

Label encode, ordinal encode, target encode, leave-one-out encode.

What It Does

Use Feature Encoding when you need label encode, ordinal encode, target encode, leave-one-out encode.

Canvas color: #D97706. Category: transform.

How To Use

Drag the block from Data Transform into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`X_var` Input data	string	`X`	Configuration value used by this block when generating Sansqrit DSL code.
`col` Column name	string	`category`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Encoding	select	`target`	Chooses the algorithmic behavior or transformation strategy. Options: label, ordinal, target, leave_one_out, weight_of_evidence
`output_var` Encoded data	string	`X_encoded`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let X_encoded = encode(X, "category", method="target")

011 / Data Transform

Impute Missing

missing_impute

Handle missing values: mean/median/mode, KNN, MICE, iterative imputer.

What It Does

Use Impute Missing when you need handle missing values: mean/median/mode, KNN, MICE, iterative imputer.

Canvas color: #D97706. Category: transform.

How To Use

Drag the block from Data Transform into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`X`	Configuration value used by this block when generating Sansqrit DSL code.
`strategy` Strategy	select	`median`	Chooses the algorithmic behavior or transformation strategy. Options: mean, median, mode, KNN, MICE, constant
`fill_value` Constant fill value	string	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Imputed data	string	`X_imputed`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let X_imputed = impute(X, strategy="median")

012 / Data Transform

Normalise / Scale

normalize_block

StandardScaler, MinMaxScaler, RobustScaler, Normalizer, PowerTransformer.

What It Does

Use Normalise / Scale when you need standardScaler, MinMaxScaler, RobustScaler, Normalizer, PowerTransformer.

Canvas color: #D97706. Category: transform.

How To Use

Drag the block from Data Transform into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`X`	Configuration value used by this block when generating Sansqrit DSL code.
`scaler` Scaler	select	`StandardScaler`	Chooses from supported modes for predictable generated code. Options: StandardScaler, MinMaxScaler, RobustScaler, Normalizer, MaxAbsScaler, PowerTransformer
`output_var` Scaled data	string	`X_scaled`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let X_scaled = scale(X, method="StandardScaler")

013 / Data Transform

Explode / Flatten

explode_block

Explode list column into rows, or flatten nested JSON.

What It Does

Use Explode / Flatten when you need explode list column into rows, or flatten nested JSON.

Canvas color: #D97706. Category: transform.

How To Use

Drag the block from Data Transform into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`column` Column to explode	string	`tags`	Chooses the data column or feature used for filtering, plotting, grouping, training, or prediction.
`flatten_json` Flatten nested JSON	bool	`false`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`output_var` Exploded data	string	`exploded`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let exploded = explode(data, "tags")

014 / Data Transform

Deduplication

dedup_block

Remove duplicate rows exactly or via fuzzy string matching.

What It Does

Use Deduplication when you need remove duplicate rows exactly or via fuzzy string matching.

Canvas color: #D97706. Category: transform.

How To Use

Drag the block from Data Transform into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`key_cols` Key columns (blank=all)	string	`empty`	Chooses the data column or feature used for filtering, plotting, grouping, training, or prediction.
`method` Dedup method	select	`exact`	Chooses the algorithmic behavior or transformation strategy. Options: exact, fuzzy, blocked_fuzzy
`similarity_threshold` Fuzzy threshold	number	`0.9`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0.5 to 1
`output_var` Deduped data	string	`deduped`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let deduped = dedup(data)

015 / Data Transform

Binning / Discretise

binning_block

Discretise continuous variable into bins: equal-width, equal-frequency, custom.

What It Does

Use Binning / Discretise when you need discretise continuous variable into bins: equal-width, equal-frequency, custom.

Canvas color: #D97706. Category: transform.

How To Use

Drag the block from Data Transform into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`X`	Configuration value used by this block when generating Sansqrit DSL code.
`column` Column	string	`age`	Chooses the data column or feature used for filtering, plotting, grouping, training, or prediction.
`strategy` Strategy	select	`quantile`	Chooses the algorithmic behavior or transformation strategy. Options: uniform, quantile, kmeans, custom
`n_bins` Bins	number	`5`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 2 to 1000
`output_var` Binned data	string	`X_binned`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let X_binned = bin(X, "age", n=5)

🗄

database

Databases

Use this family to ingest, clean, reshape, join, and inspect structured data before analysis or modeling.

5 blocks

001 / Databases

DB Connect

db_connect

Connect to PostgreSQL, MySQL, SQLite, MongoDB, Redis, DynamoDB, Snowflake, BigQuery.

What It Does

Use DB Connect when you need connect to PostgreSQL, MySQL, SQLite, MongoDB, Redis, DynamoDB, Snowflake, BigQuery.

Canvas color: #1D4ED8. Category: database.

How To Use

Drag the block from Databases into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`db_type` Database type	select	`PostgreSQL`	Chooses the algorithmic behavior or transformation strategy. Options: PostgreSQL, MySQL, SQLite, MongoDB, Redis, DynamoDB, Snowflake, BigQuery
`host` Host	string	`localhost`	Configuration value used by this block when generating Sansqrit DSL code.
`port` Port	number	`5432`	Numeric configuration used during code generation or execution. Range: 0 to 65535
`database` Database name	string	`mydb`	Configuration value used by this block when generating Sansqrit DSL code.
`username_var` Username env var	string	`DB_USER`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`password_var` Password env var	string	`DB_PASS`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Connection variable	string	`db`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let db = db_connect("PostgreSQL", host="localhost")

002 / Databases

SQL Query

sql_query

Execute SQL on PostgreSQL, MySQL, SQLite, SQL Server.

What It Does

Use SQL Query when you need execute SQL on PostgreSQL, MySQL, SQLite, SQL Server.

Canvas color: #1D4ED8. Category: database.

How To Use

Drag the block from Databases into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`connection_var` Connection variable	string	`db`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`query` SQL query	string	`SELECT * FROM table LIMIT 100`	Configuration value used by this block when generating Sansqrit DSL code.
`params` Parameters (array)	json	`[]`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output variable	string	`rows`	Configuration value used by this block when generating Sansqrit DSL code.
`return_as_dataframe` Return as DataFrame	bool	`true`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let rows = sql_query(db, "SELECT * FROM table LIMIT 100")

003 / Databases

NoSQL Query

nosql_query

MongoDB find/aggregate, Redis get/set, DynamoDB scan/query.

What It Does

Use NoSQL Query when you need mongoDB find/aggregate, Redis get/set, DynamoDB scan/query.

Canvas color: #1D4ED8. Category: database.

How To Use

Drag the block from Databases into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`connection_var` Connection variable	string	`db`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`collection` Collection / key	string	`users`	Configuration value used by this block when generating Sansqrit DSL code.
`filter` Filter	json	`{}`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output variable	string	`results`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let results = nosql_query(db, "users")

004 / Databases

Vector DB

vector_db

Upsert and query embeddings in ChromaDB, Pinecone, Qdrant, Weaviate.

What It Does

Use Vector DB when you need upsert and query embeddings in ChromaDB, Pinecone, Qdrant, Weaviate.

Canvas color: #1D4ED8. Category: database.

How To Use

Drag the block from Databases into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`db_type` Vector DB	select	`ChromaDB`	Chooses the algorithmic behavior or transformation strategy. Options: ChromaDB, Pinecone, Qdrant, Weaviate, pgvector
`collection` Collection name	string	`embeddings`	Configuration value used by this block when generating Sansqrit DSL code.
`operation` Operation	select	`query`	Chooses from supported modes for predictable generated code. Options: upsert, query, delete, get
`top_k` Top-K	number	`10`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 1000
`output_var` Output results	string	`vector_results`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let vector_results = vector_db_query("embeddings", vector, k=10)

005 / Databases

DB Write

db_write

INSERT / UPDATE / UPSERT rows.

What It Does

Use DB Write when you need iNSERT / UPDATE / UPSERT rows.

Canvas color: #1D4ED8. Category: database.

How To Use

Drag the block from Databases into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`connection_var` Connection	string	`db`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`table` Table name	string	`results`	Configuration value used by this block when generating Sansqrit DSL code.
`data_var` Data variable	string	`row_data`	Configuration value used by this block when generating Sansqrit DSL code.
`mode` Write mode	select	`insert`	Chooses the algorithmic behavior or transformation strategy. Options: insert, update, upsert, append
`primary_key` Primary key	string	`id`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Rows writtenclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

db_write(db, "results", row_data, mode="insert")

💊

drug

Drug Discovery

Use this family for molecular, biological, chemistry, genomics, docking, and scientific modeling workflows.

8 blocks

001 / Drug Discovery

Molecular Docking

molecular_docking

Score ligand-protein binding. AutoDock-Vina, Glide, GOLD, rDock engines.

What It Does

Use Molecular Docking when you need score ligand-protein binding. AutoDock-Vina, Glide, GOLD, rDock engines.

Canvas color: #7C3AED. Category: drug.

How To Use

Drag the block from Drug Discovery into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`ligand_var` Ligand	string	`ligand`	Configuration value used by this block when generating Sansqrit DSL code.
`protein_var` Protein PDB	string	`protein`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`engine` Engine	select	`AutoDock-Vina`	Chooses from supported modes for predictable generated code. Options: AutoDock-Vina, Glide SP, GOLD, rDock
`exhaustiveness` Exhaustiveness	number	`8`	Numeric configuration used during code generation or execution. Range: 1 to 100
`n_poses` Poses	number	`9`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 50
`output_var` Output	string	`poses`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let poses = molecular_docking(ligand, protein)

002 / Drug Discovery

ADMET Predictor

admet_block

Absorption, Distribution, Metabolism, Excretion, Toxicity. Lipinski Rule of 5, BBB, hERG.

What It Does

Use ADMET Predictor when you need absorption, Distribution, Metabolism, Excretion, Toxicity. Lipinski Rule of 5, BBB, hERG.

Canvas color: #7C3AED. Category: drug.

How To Use

Drag the block from Drug Discovery into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`molecule_var` Molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`pkCSM`	Chooses the algorithmic behavior or transformation strategy. Options: pkCSM, SwissADME, ADMETsar
`output_var` Output	string	`admet_result`	Configuration value used by this block when generating Sansqrit DSL code.
`flag_violations` Flag Lipinski violations	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let admet_result = admet(mol)

003 / Drug Discovery

Virtual Screening

virtual_screen

Screen compound library against target. Filter by Lipinski, PAINS, drug-likeness.

What It Does

Use Virtual Screening when you need screen compound library against target. Filter by Lipinski, PAINS, drug-likeness.

Canvas color: #7C3AED. Category: drug.

How To Use

Drag the block from Drug Discovery into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`library_file` Compound library	string	`library.sdf`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`target_var` Target protein	string	`protein`	Selects the qubit, bit, control, target, or helper register position used by the block.
`method` Method	select	`docking`	Chooses the algorithmic behavior or transformation strategy. Options: docking, pharmacophore, shape, ML
`top_n` Top N hits	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 10000
`output_var` Output hits	string	`hits`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let hits = virtual_screen("library.sdf", protein)

004 / Drug Discovery

QSAR Model

qsar_model

Predict bioactivity from molecular structure using ML.

What It Does

Use QSAR Model when you need predict bioactivity from molecular structure using ML.

Canvas color: #7C3AED. Category: drug.

How To Use

Drag the block from Drug Discovery into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`training_data_var` Training data	string	`train_data`	Configuration value used by this block when generating Sansqrit DSL code.
`endpoint` Endpoint	string	`IC50`	Points to an external service or local API endpoint. Check credentials and network access before running.
`method` Method	select	`RF`	Chooses the algorithmic behavior or transformation strategy. Options: RF, GBT, SVM, DNN, GraphNN
`output_model` Model variable	string	`qsar_model`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let qsar_model = qsar(train_data, endpoint="IC50")

005 / Drug Discovery

Lead Optimisation

lead_opt

Generate optimised candidates from scaffold using RL, generative models, or GA.

What It Does

Use Lead Optimisation when you need generate optimised candidates from scaffold using RL, generative models, or GA.

Canvas color: #7C3AED. Category: drug.

How To Use

Drag the block from Drug Discovery into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`scaffold_smiles` Scaffold SMILES	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`graph_GA`	Chooses the algorithmic behavior or transformation strategy. Options: graph_GA, REINVENT, VAE, RL
`n_compounds` Candidates	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 10000
`output_var` Output leads	string	`lead_list`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let lead_list = lead_optimization(scaffold="")

006 / Drug Discovery

De Novo Design

de_novo_design

Generate novel drug candidates from scratch using RFdiffusion or VAE generative models.

What It Does

Use De Novo Design when you need generate novel drug candidates from scratch using RFdiffusion or VAE generative models.

Canvas color: #7C3AED. Category: drug.

How To Use

Drag the block from Drug Discovery into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target_var` Target protein	string	`protein`	Selects the qubit, bit, control, target, or helper register position used by the block.
`method` Method	select	`diffusion`	Chooses the algorithmic behavior or transformation strategy. Options: fragment, RL, VAE, diffusion
`n_designs` Designs	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 10000
`output_var` Output molecules	string	`novel_molecules`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let novel_molecules = de_novo_design(protein)

007 / Drug Discovery

Toxicity Predictor

toxicity_block

Ames mutagenicity, hERG, DILI, carcinogenicity, LD50, skin sensitisation.

What It Does

Use Toxicity Predictor when you need ames mutagenicity, hERG, DILI, carcinogenicity, LD50, skin sensitisation.

Canvas color: #7C3AED. Category: drug.

How To Use

Drag the block from Drug Discovery into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`molecule_var` Molecule	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`endpoints` Endpoints	json	`["Ames","hERG","DILI"]`	Points to an external service or local API endpoint. Check credentials and network access before running.
`output_var` Output	string	`toxicity`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let toxicity = toxicity(mol)

008 / Drug Discovery

Binding Free Energy

binding_free_energy

Protein-ligand ΔG via MM-GBSA, FEP, or PBSA.

What It Does

Use Binding Free Energy when you need protein-ligand ΔG via MM-GBSA, FEP, or PBSA.

Canvas color: #7C3AED. Category: drug.

How To Use

Drag the block from Drug Discovery into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`protein_var` Protein	string	`protein`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`ligand_var` Ligand	string	`ligand`	Configuration value used by this block when generating Sansqrit DSL code.
`scoring` Method	select	`MM-GBSA`	Chooses from supported modes for predictable generated code. Options: MM-GBSA, FEP, PBSA
`output_var` Output ΔG	string	`delta_g`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

ΔG kcal/molclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let delta_g = binding_free_energy(protein, ligand)

🛡

error_mit

Error Mitigation

Use this family when the workflow needs this block group as part of a larger visual program.

5 blocks

001 / Error Mitigation

ZNE

zne_block

Zero-Noise Extrapolation: scaled noise (1×,2×,3×) extrapolated to zero via Richardson.

What It Does

Use ZNE when you need zero-Noise Extrapolation: scaled noise (1×,2×,3×) extrapolated to zero via Richardson.

Canvas color: #0891B2. Category: error_mit.

How To Use

Drag the block from Error Mitigation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`scale_factors` Scale factors	json	`[1,2,3]`	Configuration value used by this block when generating Sansqrit DSL code.
`extrapolation` Extrapolation	select	`richardson`	Chooses from supported modes for predictable generated code. Options: linear, quadratic, richardson
`shots` Shots/level	number	`1000`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 100 to 100000
`output_var` Output	string	`mitigated_val`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let mitigated_val = zne(circuit, scales=[1,2,3])

002 / Error Mitigation

PEC

pec_block

Probabilistic Error Cancellation: represents ideal op as linear combination of noisy ops.

What It Does

Use PEC when you need probabilistic Error Cancellation: represents ideal op as linear combination of noisy ops.

Canvas color: #0891B2. Category: error_mit.

How To Use

Drag the block from Error Mitigation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`noise_level` Error rate	number	`0.01`	Numeric configuration used during code generation or execution. Range: 0 to 1
`n_circuits` Circuits	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 10000
`output_var` Output	string	`pec_val`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let pec_val = pec(circuit, noise=0.01)

003 / Error Mitigation

Pauli Twirling

twirl_block

Converts coherent noise into Pauli noise by random Pauli insertion.

What It Does

Use Pauli Twirling when you need converts coherent noise into Pauli noise by random Pauli insertion.

Canvas color: #0891B2. Category: error_mit.

How To Use

Drag the block from Error Mitigation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_samples` Samples	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 10000
`output_var` Output	string	`twirled`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let twirled = pauli_twirl(circuit, n=100)

004 / Error Mitigation

Symmetry Verification

symmetry_verify

Post-select on Hamiltonian symmetries. Detects and discards error-corrupted shots.

What It Does

Use Symmetry Verification when you need post-select on Hamiltonian symmetries. Detects and discards error-corrupted shots.

Canvas color: #0891B2. Category: error_mit.

How To Use

Drag the block from Error Mitigation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`symmetry_op` Symmetry op	string	`Z0+Z1+Z2`	Configuration value used by this block when generating Sansqrit DSL code.
`eigenvalue` Expected eigenvalue	number	`0`	Numeric configuration used during code generation or execution. Range: -10 to 10
`output_var` Output	string	`sym_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let sym_result = symmetry_verify(q, sym="Z0+Z1+Z2")

005 / Error Mitigation

Clifford Data Regression

cdr_block

Trains regression on near-Clifford circuits (classically simulable) to subtract error.

What It Does

Use Clifford Data Regression when you need trains regression on near-Clifford circuits (classically simulable) to subtract error.

Canvas color: #0891B2. Category: error_mit.

How To Use

Drag the block from Error Mitigation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_training` Training circuits	number	`20`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 5 to 200
`output_var` Output	string	`cdr_val`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let cdr_val = clifford_regression(circuit)

⚙

exec_ctrl

Execution Control

Use this family when the workflow needs this block group as part of a larger visual program.

5 blocks

001 / Execution Control

Parallel Execute

parallel_exec

Execute blocks in parallel using worker threads or async.

What It Does

Use Parallel Execute when you need execute blocks in parallel using worker threads or async.

Canvas color: #6B7280. Category: exec_ctrl.

How To Use

Drag the block from Execution Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`backend` Backend	select	`async`	Chooses from supported modes for predictable generated code. Options: threads, async, processes
`max_workers` Max workers	number	`4`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 64
`wait_all` Wait for all	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Results variable	string	`par_results`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let par_results = parallel_exec(tasks, workers=4)

002 / Execution Control

Rate Limiter

rate_limiter

Throttle API calls. Sliding window or token bucket.

What It Does

Use Rate Limiter when you need throttle API calls. Sliding window or token bucket.

Canvas color: #6B7280. Category: exec_ctrl.

How To Use

Drag the block from Execution Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`calls_per_second` Calls per second	number	`5`	Numeric configuration used during code generation or execution. Range: 0.1 to 1000
`algorithm` Algorithm	select	`token_bucket`	Chooses the algorithmic behavior or transformation strategy. Options: sliding_window, token_bucket, leaky_bucket
`burst_limit` Burst limit	number	`10`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 1000
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# rate_limiter(5/s)

003 / Execution Control

Retry

retry_block

Retry on failure with exponential backoff.

What It Does

Use Retry when you need retry on failure with exponential backoff.

Canvas color: #6B7280. Category: exec_ctrl.

How To Use

Drag the block from Execution Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`max_retries` Max retries	number	`3`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0 to 20
`base_delay_ms` Base delay (ms)	number	`1000`	Numeric configuration used during code generation or execution. Range: 0 to 60000
`backoff_factor` Backoff multiplier	number	`2`	Numeric configuration used during code generation or execution. Range: 1 to 10
`retry_on` Retry on exceptions	json	`["TimeoutError","ConnectionError"]`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# retry(max_retries=3, backoff=2x)

004 / Execution Control

Checkpoint

checkpoint_block

Save execution state so runs can be resumed after interruption.

What It Does

Use Checkpoint when you need save execution state so runs can be resumed after interruption.

Canvas color: #6B7280. Category: exec_ctrl.

How To Use

Drag the block from Execution Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`checkpoint_id` Checkpoint ID	string	`run_001`	Configuration value used by this block when generating Sansqrit DSL code.
`data_var` Data to checkpoint	string	`state`	Configuration value used by this block when generating Sansqrit DSL code.
`storage` Storage	select	`file`	Chooses from supported modes for predictable generated code. Options: file, redis, s3
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

checkpoint("run_001", state)

005 / Execution Control

Scheduler

scheduler_block

Trigger execution on cron schedule or interval.

What It Does

Use Scheduler when you need trigger execution on cron schedule or interval.

Canvas color: #6B7280. Category: exec_ctrl.

How To Use

Drag the block from Execution Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`cron_expr` Cron expression	string	`0 * * * *`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`tz` Timezone	select	`UTC`	Chooses from supported modes for predictable generated code. Options: UTC, Asia/Kolkata, America/New_York, Europe/London
`run_on_start` Run immediately on start	bool	`false`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# schedule("0 * * * *")

📁

file_src

File Sources

Use this family when the workflow needs this block group as part of a larger visual program.

8 blocks

001 / File Sources

CSV Reader

csv_reader

Read CSV/TSV. Auto-detect types, handle missing values.

What It Does

Use CSV Reader when you need read CSV/TSV. Auto-detect types, handle missing values.

Canvas color: #0EA5E9. Category: file_src.

How To Use

Drag the block from File Sources into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`file_path` File path	string	`data.csv`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`separator` Separator	string	`,`	Configuration value used by this block when generating Sansqrit DSL code.
`header` Has header	bool	`true`	Turns an optional behavior on or off for this block.
`auto_types` Auto-detect types	bool	`true`	Chooses the algorithmic behavior or transformation strategy.
`encoding` Encoding	string	`utf-8`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output variable	string	`df`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let df = csv_read("data.csv")

002 / File Sources

JSON Reader

json_reader

Read JSON / JSONL files.

What It Does

Use JSON Reader when you need read JSON / JSONL files.

Canvas color: #0EA5E9. Category: file_src.

How To Use

Drag the block from File Sources into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`file_path` File path	string	`data.json`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`jsonl_mode` JSONL mode	bool	`false`	Chooses the algorithmic behavior or transformation strategy.
`output_var` Output variable	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let data = json_read("data.json")

003 / File Sources

XML Reader

xml_reader

Read XML files and flatten repeated elements into a table.

What It Does

Use XML Reader when you need read XML files and flatten repeated elements into a table.

Canvas color: #0EA5E9. Category: file_src.

How To Use

Drag the block from File Sources into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`file_path` File path	string	`data.xml`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`row_selector` Row selector	string	`//item`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output variable	string	`dataframe`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

# XML reader for data.xml → dataframe

004 / File Sources

Parquet Reader

parquet_reader

Read columnar Parquet files. Efficient for large datasets.

What It Does

Use Parquet Reader when you need read columnar Parquet files. Efficient for large datasets.

Canvas color: #0EA5E9. Category: file_src.

How To Use

Drag the block from File Sources into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`file_path` File path	string	`data.parquet`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`columns` Columns (blank=all)	string	`empty`	Chooses the data column or feature used for filtering, plotting, grouping, training, or prediction.
`output_var` Output variable	string	`df`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let df = parquet_read("data.parquet")

005 / File Sources

Excel Reader

excel_reader

Read .xlsx / .xls files.

What It Does

Use Excel Reader when you need read .xlsx / .xls files.

Canvas color: #0EA5E9. Category: file_src.

How To Use

Drag the block from File Sources into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`file_path` File path	string	`data.xlsx`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`sheet_name` Sheet	string	`Sheet1`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`header` Has header	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output	string	`df`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let df = excel_read("data.xlsx", sheet="Sheet1")

006 / File Sources

HDF5 Reader

hdf5_reader

Read HDF5 data files. Used by MD outputs, DICOM, NumPy.

What It Does

Use HDF5 Reader when you need read HDF5 data files. Used by MD outputs, DICOM, NumPy.

Canvas color: #0EA5E9. Category: file_src.

How To Use

Drag the block from File Sources into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`file_path` File path	string	`data.h5`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`dataset_path` Dataset path	string	`/data`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`output_var` Output	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let data = hdf5_read("data.h5", path="/data")

007 / File Sources

PDB Reader

pdb_reader

Load Protein Data Bank structure files.

What It Does

Use PDB Reader when you need load Protein Data Bank structure files.

Canvas color: #0EA5E9. Category: file_src.

How To Use

Drag the block from File Sources into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`file_path` PDB file or ID	string	`protein.pdb`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`fetch_from_rcsb` Fetch from RCSB by ID	bool	`false`	Turns an optional behavior on or off for this block.
`output_var` Output	string	`protein`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let protein = pdb_load("protein.pdb")

008 / File Sources

File Watcher

file_watcher

Watch file/directory for changes and trigger downstream on new data.

What It Does

Use File Watcher when you need watch file/directory for changes and trigger downstream on new data.

Canvas color: #0EA5E9. Category: file_src.

How To Use

Drag the block from File Sources into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`watch_path` Watch path	string	`./data/`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`event` Trigger on	select	`created`	Chooses from supported modes for predictable generated code. Options: created, modified, deleted, any
`debounce_ms` Debounce (ms)	number	`500`	Numeric configuration used during code generation or execution. Range: 0 to 10000
`output_var` Output filepath	string	`new_file`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

# file_watcher("./data/")

fn_block

Functions

Use this family when the workflow needs this block group as part of a larger visual program.

4 blocks

001 / Functions

Function

fn_def

Define reusable function. SimpleSanskrit: def f(x): return x*2 FullSanskrit: fn f(x: float) -> float { x * 2.0 }

What It Does

Use Function when you need define reusable function. SimpleSanskrit: def f(x): return x*2 FullSanskrit: fn f(x: float) -> float { x * 2.0 }

Canvas color: #D97706. Category: fn_block.

How To Use

Drag the block from Functions into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`fn_name` Name	string	`my_function`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`params` Parameters	json	`[{"name":"x","type":"float"}]`	Configuration value used by this block when generating Sansqrit DSL code.
`return_type` Return type	string	`float`	Chooses the algorithmic behavior or transformation strategy.
`is_async` Async	bool	`false`	Turns an optional behavior on or off for this block.
`memoize` Memoize results	bool	`false`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

def my_function(x):

002 / Functions

Function Call

fn_call

Call a function with positional or keyword arguments.

What It Does

Use Function Call when you need call a function with positional or keyword arguments.

Canvas color: #D97706. Category: fn_block.

How To Use

Drag the block from Functions into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`fn_name` Function name	string	`my_function`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`args` Arguments	json	`["arg1"]`	Configuration value used by this block when generating Sansqrit DSL code.
`kwargs` Named args	json	`{}`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Result variable	string	`result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let result = my_function(arg1)

003 / Functions

Lambda

lambda_block

Anonymous function: f = lambda x, y: x + y

What It Does

Use Lambda when you need anonymous function: f = lambda x, y: x + y

Canvas color: #D97706. Category: fn_block.

How To Use

Drag the block from Functions into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`params` Parameters	string	`x, y`	Configuration value used by this block when generating Sansqrit DSL code.
`body` Body expression	string	`x + y`	Configuration value used by this block when generating Sansqrit DSL code.
`assign_to` Assign to	string	`f`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let f = lambda x, y: x + y

004 / Functions

Async Function

async_fn

Non-blocking async function for network/IO operations.

What It Does

Use Async Function when you need non-blocking async function for network/IO operations.

Canvas color: #D97706. Category: fn_block.

How To Use

Drag the block from Functions into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`fn_name` Name	string	`fetch_data`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`timeout_ms` Timeout (ms)	number	`30000`	Numeric configuration used during code generation or execution. Range: 100 to 300000
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

async def fetch_data():

✨

genai

GenAI & LLMs

Use this family to build prediction, embedding, agent, model-evaluation, and learning workflows.

24 blocks

001 / GenAI & LLMs

OpenAI

openai_block

GPT-4o, GPT-4 turbo, o1, o3. Tool calling, streaming, vision, JSON mode.

What It Does

Use OpenAI when you need gPT-4o, GPT-4 turbo, o1, o3. Tool calling, streaming, vision, JSON mode.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`model` Model	select	`gpt-4o`	Chooses the algorithmic behavior or transformation strategy. Options: gpt-4o, gpt-4o-mini, gpt-4-turbo, o1-preview, o3-mini
`api_key_var` API key var	string	`OPENAI_API_KEY`	Points to an external service or local API endpoint. Check credentials and network access before running.
`system_prompt` System prompt	string	`You are a helpful assistant.`	Configuration value used by this block when generating Sansqrit DSL code.
`user_prompt` User prompt	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`temperature` Temperature	number	`0.7`	Numeric configuration used during code generation or execution. Range: 0 to 2
`max_tokens` Max tokens	number	`1000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 128000
`stream` Stream	bool	`false`	Turns an optional behavior on or off for this block.
`json_mode` JSON mode	bool	`false`	Chooses the algorithmic behavior or transformation strategy.
`track_cost` Track cost	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output variable	string	`gpt_response`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let gpt_response = openai(model="gpt-4o", prompt="", max_tokens=1000)

002 / GenAI & LLMs

Anthropic Claude

anthropic_block

Claude Sonnet/Opus/Haiku. Extended thinking, vision, tool use.

What It Does

Use Anthropic Claude when you need claude Sonnet/Opus/Haiku. Extended thinking, vision, tool use.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`model` Model	select	`claude-sonnet-4-6`	Chooses the algorithmic behavior or transformation strategy. Options: claude-sonnet-4-6, claude-opus-4-6, claude-haiku-4-5-20251001, claude-3-5-sonnet-20241022
`api_key_var` API key var	string	`ANTHROPIC_API_KEY`	Points to an external service or local API endpoint. Check credentials and network access before running.
`system_prompt` System prompt	string	`You are a helpful assistant.`	Configuration value used by this block when generating Sansqrit DSL code.
`user_prompt` User prompt	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`max_tokens` Max tokens	number	`1024`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 200000
`temperature` Temperature	number	`0.7`	Numeric configuration used during code generation or execution. Range: 0 to 1
`extended_thinking` Extended thinking	bool	`false`	Turns an optional behavior on or off for this block.
`thinking_budget` Thinking budget tokens	number	`10000`	Numeric configuration used during code generation or execution. Range: 1000 to 100000
`stream` Stream	bool	`false`	Turns an optional behavior on or off for this block.
`track_cost` Track cost	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output variable	string	`claude_response`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let claude_response = anthropic(model="claude-sonnet-4-6", prompt="", max_tokens=1024)

003 / GenAI & LLMs

Google Gemini

gemini_block

Gemini 2.5 Flash/Pro. Multimodal: text, image, video, audio, code.

What It Does

Use Google Gemini when you need gemini 2.5 Flash/Pro. Multimodal: text, image, video, audio, code.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`model` Model	select	`gemini-2.5-flash`	Chooses the algorithmic behavior or transformation strategy. Options: gemini-2.5-flash, gemini-2.5-pro, gemini-1.5-pro, gemini-1.5-flash
`api_key_var` API key var	string	`GEMINI_API_KEY`	Points to an external service or local API endpoint. Check credentials and network access before running.
`prompt` Prompt	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`temperature` Temperature	number	`0.7`	Numeric configuration used during code generation or execution. Range: 0 to 2
`max_tokens` Max tokens	number	`8192`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 1000000
`multimodal` Multimodal (image/video)	bool	`false`	Turns an optional behavior on or off for this block.
`output_var` Output variable	string	`gemini_response`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.
Media (optional)anyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let gemini_response = gemini(model="gemini-2.5-flash", prompt="")

004 / GenAI & LLMs

Ollama (Local)

ollama_block

Local inference. No API key. Llama3, Mistral, CodeLlama, Phi, Gemma, DeepSeek.

What It Does

Use Ollama (Local) when you need local inference. No API key. Llama3, Mistral, CodeLlama, Phi, Gemma, DeepSeek.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`model` Model	select	`llama3.3`	Chooses the algorithmic behavior or transformation strategy. Options: llama3.3, mistral, codellama, phi4, gemma3, deepseek-r1, qwen2.5
`host` Ollama host	string	`http://localhost:11434`	Configuration value used by this block when generating Sansqrit DSL code.
`prompt` Prompt	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`temperature` Temperature	number	`0.7`	Numeric configuration used during code generation or execution. Range: 0 to 2
`max_tokens` Max tokens	number	`2048`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 128000
`stream` Stream	bool	`false`	Turns an optional behavior on or off for this block.
`output_var` Output variable	string	`ollama_response`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let ollama_response = ollama(model="llama3.3", prompt="")

005 / GenAI & LLMs

MCP Server

mcp_server

Model Context Protocol connector. Exposes tools from any MCP-compatible service to LLMs.

What It Does

Use MCP Server when you need model Context Protocol connector. Exposes tools from any MCP-compatible service to LLMs.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`server_url` Server URL	string	`https://mcp.example.com/sse`	Points to an external service or local API endpoint. Check credentials and network access before running.
`server_name` Server name	string	`my_mcp`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`transport` Transport	select	`SSE`	Chooses from supported modes for predictable generated code. Options: SSE, stdio, websocket
`output_var` Output server ref	string	`mcp_server`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let mcp_server = mcp_connect("https://mcp.example.com/sse")

006 / GenAI & LLMs

MCP Tool Call

mcp_tool_call

Invoke a specific tool exposed by an MCP server.

What It Does

Use MCP Tool Call when you need invoke a specific tool exposed by an MCP server.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`server_var` MCP server variable	string	`mcp_server`	Configuration value used by this block when generating Sansqrit DSL code.
`tool_name` Tool name	string	`search`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`tool_params` Tool parameters	json	`{}`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output variable	string	`tool_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let tool_result = mcp_call(mcp_server, "search", {})

007 / GenAI & LLMs

LLM Router

llm_router

Auto-selects cheapest/fastest provider matching quality requirements. Falls back on error.

What It Does

Use LLM Router when you need auto-selects cheapest/fastest provider matching quality requirements. Falls back on error.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`prompt` Prompt	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`strategy` Strategy	select	`balanced`	Chooses the algorithmic behavior or transformation strategy. Options: cheapest, fastest, best_quality, balanced
`fallback` Fallback	select	`ollama`	Chooses from supported modes for predictable generated code. Options: ollama, gemini-2.5-flash
`max_cost_cents` Max cost per call (¢)	number	`5`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0 to 1000
`output_var` Output variable	string	`routed_response`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let routed_response = llm_router("", strategy="balanced")

008 / GenAI & LLMs

Embeddings

embeddings_block

Dense vector embeddings: OpenAI text-embedding-3, Cohere, local sentence-transformers.

What It Does

Use Embeddings when you need dense vector embeddings: OpenAI text-embedding-3, Cohere, local sentence-transformers.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`text_var` Input text/list	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`text-embedding-3-small`	Chooses the algorithmic behavior or transformation strategy. Options: text-embedding-3-large, text-embedding-3-small, all-MiniLM-L6, mxbai-embed-large
`output_var` Output embeddings	string	`embeddings`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let embeddings = embed(text, model="text-embedding-3-small")

009 / GenAI & LLMs

RAG Pipeline

rag_block

Retrieval-Augmented Generation: embed docs, vector search, augmented LLM call.

What It Does

Use RAG Pipeline when you need retrieval-Augmented Generation: embed docs, vector search, augmented LLM call.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`documents_var` Documents variable	string	`docs`	Configuration value used by this block when generating Sansqrit DSL code.
`query` Query	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`vector_store` Vector store	select	`chromadb`	Chooses from supported modes for predictable generated code. Options: chromadb, faiss, pinecone, qdrant
`top_k` Top-K	number	`5`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 100
`llm_model` LLM model	select	`gpt-4o`	Chooses the algorithmic behavior or transformation strategy. Options: gpt-4o, claude-sonnet-4-6, gemini-2.5-flash
`output_var` Output answer	string	`rag_answer`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let rag_answer = rag(docs, "", top_k=5)

010 / GenAI & LLMs

LLM Agent

agent_block

Autonomous ReAct / tool-use agent. Loops: reason → act → observe until done.

What It Does

Use LLM Agent when you need autonomous ReAct / tool-use agent. Loops: reason → act → observe until done.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`system_prompt` System prompt	string	`You are a helpful agent.`	Configuration value used by this block when generating Sansqrit DSL code.
`user_goal` User goal	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`tools` Available tools	json	`["web_search","calculator","code_exec"]`	Configuration value used by this block when generating Sansqrit DSL code.
`llm_model` LLM	select	`claude-sonnet-4-6`	Chooses the algorithmic behavior or transformation strategy. Options: gpt-4o, claude-sonnet-4-6
`max_steps` Max steps	number	`10`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 100
`output_var` Output result	string	`agent_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let agent_result = agent("", model="claude-sonnet-4-6", max_steps=10)

011 / GenAI & LLMs

Prompt Template

prompt_template

Jinja2-style prompt template with variable substitution.

What It Does

Use Prompt Template when you need jinja2-style prompt template with variable substitution.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`template` Template	code	`You are a {{role}}. Answer: {{question}}`	Raw code text interpreted by the Sansqrit DSL runtime.
`variables` Variables	json	`{"role":"scientist","question":"..."}`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Rendered prompt	string	`prompt`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let prompt = prompt_template("""You are a {{role}}. Answer: {{question}}""")

012 / GenAI & LLMs

Chain of Thought

chain_of_thought

Few-shot chain-of-thought prompting for complex reasoning.

What It Does

Use Chain of Thought when you need few-shot chain-of-thought prompting for complex reasoning.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`question_var` Question	string	`question`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`examples` CoT examples	json	`[{"q":"...","cot":"...","a":"..."}]`	Configuration value used by this block when generating Sansqrit DSL code.
`model` LLM model	select	`claude-sonnet-4-6`	Chooses the algorithmic behavior or transformation strategy. Options: claude-sonnet-4-6, gpt-4o, gemini-2.5-flash
`output_var` Answer	string	`cot_answer`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let cot_answer = chain_of_thought(question, model="claude-sonnet-4-6")

013 / GenAI & LLMs

LLM Tool Use

tool_use_block

Structured function calling / tool use for Anthropic, OpenAI, Gemini.

What It Does

Use LLM Tool Use when you need structured function calling / tool use for Anthropic, OpenAI, Gemini.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`prompt_var` User prompt	string	`task`	Configuration value used by this block when generating Sansqrit DSL code.
`tools` Tool definitions	json	`[{"name":"calculator","description":"...","parameters":{}}]`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`claude-sonnet-4-6`	Chooses the algorithmic behavior or transformation strategy. Options: claude-sonnet-4-6, gpt-4o, gemini-2.5-pro
`output_var` Tool result	string	`tool_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let tool_result = llm_tool_use(task, model="claude-sonnet-4-6")

014 / GenAI & LLMs

Structured Output

structured_output

Force LLM to return valid JSON matching a schema (JSON mode / Instructor).

What It Does

Use Structured Output when you need force LLM to return valid JSON matching a schema (JSON mode / Instructor).

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`prompt_var` Prompt	string	`prompt`	Configuration value used by this block when generating Sansqrit DSL code.
`schema` Output schema	json	`{"type":"object","properties":{"name":{"type":"string"}}}`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`gpt-4o`	Chooses the algorithmic behavior or transformation strategy. Options: claude-sonnet-4-6, gpt-4o, gemini-2.5-flash
`output_var` Parsed object	string	`structured_data`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let structured_data = structured_output(prompt, schema={"type":"object","properties":{"name":{"type":"string"}}})

015 / GenAI & LLMs

Vector Store

vector_store_block

Build and query semantic vector store for documents.

What It Does

Use Vector Store when you need build and query semantic vector store for documents.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`documents_var` Documents	string	`docs`	Configuration value used by this block when generating Sansqrit DSL code.
`store` Vector store	select	`ChromaDB`	Chooses from supported modes for predictable generated code. Options: ChromaDB, Pinecone, Qdrant, FAISS, pgvector
`embedding_model` Embedding model	select	`text-embedding-3-small`	Chooses the algorithmic behavior or transformation strategy. Options: text-embedding-3-small, all-MiniLM-L6, mxbai-embed-large
`collection` Collection name	string	`my_docs`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Vector store	string	`vstore`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let vstore = vector_store(docs, store="ChromaDB")

016 / GenAI & LLMs

Semantic Search

semantic_search

Dense vector similarity search over embedded documents.

What It Does

Use Semantic Search when you need dense vector similarity search over embedded documents.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`query_var` Query	string	`query`	Configuration value used by this block when generating Sansqrit DSL code.
`vstore_var` Vector store	string	`vstore`	Configuration value used by this block when generating Sansqrit DSL code.
`top_k` Top-K results	number	`5`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 100
`min_score` Min similarity	number	`0.7`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0 to 1
`output_var` Search results	string	`search_results`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let search_results = semantic_search(query, vstore, k=5)

017 / GenAI & LLMs

LLM Judge

llm_judge

Use LLM to evaluate quality, accuracy, or toxicity of generated text.

What It Does

Use LLM Judge when you need use LLM to evaluate quality, accuracy, or toxicity of generated text.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`response_var` Response to evaluate	string	`response`	Configuration value used by this block when generating Sansqrit DSL code.
`criteria_var` Evaluation criteria	string	`criteria`	Configuration value used by this block when generating Sansqrit DSL code.
`judge_model` Judge model	select	`gpt-4o`	Chooses the algorithmic behavior or transformation strategy. Options: gpt-4o, claude-opus-4-6, gemini-2.5-pro
`output_format` Output format	select	`score_1_10`	Chooses from supported modes for predictable generated code. Options: score_1_10, pass_fail, rubric
`output_var` Score	string	`llm_score`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let llm_score = llm_judge(response, model="gpt-4o")

018 / GenAI & LLMs

Conversation Memory

memory_block

Persist and retrieve conversation history for multi-turn LLM interactions.

What It Does

Use Conversation Memory when you need persist and retrieve conversation history for multi-turn LLM interactions.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`memory_type` Memory type	select	`buffer`	Chooses the algorithmic behavior or transformation strategy. Options: buffer, summary, entity, vector
`max_tokens` Max memory tokens	number	`4000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 100 to 200000
`session_id` Session ID	string	`session_001`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`output_var` Memory store	string	`memory`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let memory = memory_store("session_001", type="buffer")

019 / GenAI & LLMs

LLM Guardrails

guardrails_block

Input/output validation: content moderation, PII detection, topic filtering.

What It Does

Use LLM Guardrails when you need input/output validation: content moderation, PII detection, topic filtering.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`text_var` Text to check	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`checks` Guardrail checks	json	`["pii","toxicity","off_topic"]`	Configuration value used by this block when generating Sansqrit DSL code.
`action_on_fail` Action	select	`warn`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Options: block, warn, redact, log
`output_var` Safe text	string	`safe_text`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let safe_text = guardrails(text)

020 / GenAI & LLMs

LLM Fine-Tuning

fine_tune_block

Fine-tune LLMs: LoRA, QLoRA, full fine-tuning via OpenAI or HuggingFace.

What It Does

Use LLM Fine-Tuning when you need fine-tune LLMs: LoRA, QLoRA, full fine-tuning via OpenAI or HuggingFace.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`base_model` Base model	string	`meta-llama/Llama-3.1-8B`	Chooses the algorithmic behavior or transformation strategy.
`training_data_var` Training JSONL	string	`train_data`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`LoRA`	Chooses the algorithmic behavior or transformation strategy. Options: LoRA, QLoRA, full_finetune, DPO, RLHF
`epochs` Epochs	number	`3`	Numeric configuration used during code generation or execution. Range: 1 to 100
`lr` Learning rate	number	`0.0002`	Numeric configuration used during code generation or execution. Range: 0.000001 to 0.1
`output_model` Output model	string	`ft_llm`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let ft_llm = finetune("meta-llama/Llama-3.1-8B", train_data, method="LoRA")

021 / GenAI & LLMs

Multimodal LLM

multimodal_block

Vision+language: analyse images, PDFs, audio with GPT-4o, Claude, Gemini.

What It Does

Use Multimodal LLM when you need vision+language: analyse images, PDFs, audio with GPT-4o, Claude, Gemini.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`text_var` Text prompt	string	`prompt`	Configuration value used by this block when generating Sansqrit DSL code.
`media_type` Media type	select	`image`	Chooses the algorithmic behavior or transformation strategy. Options: image, pdf, audio, video
`media_var` Media variable	string	`img`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`gpt-4o`	Chooses the algorithmic behavior or transformation strategy. Options: gpt-4o, claude-sonnet-4-6, gemini-2.5-flash
`output_var` Response	string	`mm_response`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let mm_response = multimodal(prompt, img, model="gpt-4o")

022 / GenAI & LLMs

Code Generation

code_gen_block

AI code generation, explanation, refactoring, and review.

What It Does

Use Code Generation when you need aI code generation, explanation, refactoring, and review.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`instruction_var` Coding instruction	string	`instruction`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`language` Language	select	`Python`	Chooses from supported modes for predictable generated code. Options: Python, JavaScript, TypeScript, Rust, Go, C++, Java, SQL
`model` Model	select	`claude-sonnet-4-6`	Chooses the algorithmic behavior or transformation strategy. Options: claude-sonnet-4-6, gpt-4o, gemini-2.5-flash, deepseek-r1
`output_var` Generated code	string	`gen_code`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let gen_code = code_gen("instruction", lang="Python")

023 / GenAI & LLMs

LLM Eval Framework

eval_framework

Evaluate LLM responses: RAGAS, DeepEval, custom metrics.

What It Does

Use LLM Eval Framework when you need evaluate LLM responses: RAGAS, DeepEval, custom metrics.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`dataset_var` Eval dataset	string	`eval_data`	Configuration value used by this block when generating Sansqrit DSL code.
`metrics` Metrics	json	`["faithfulness","answer_relevancy","context_precision"]`	Configuration value used by this block when generating Sansqrit DSL code.
`framework` Framework	select	`RAGAS`	Chooses from supported modes for predictable generated code. Options: RAGAS, DeepEval, HELM, EleutherAI_Eval
`output_var` Eval scores	string	`eval_scores`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let eval_scores = llm_eval(eval_data, framework="RAGAS")

024 / GenAI & LLMs

Synthetic Data Gen

synthetic_data_gen

Generate synthetic training data using LLMs.

What It Does

Use Synthetic Data Gen when you need generate synthetic training data using LLMs.

Canvas color: #9333EA. Category: genai.

How To Use

Drag the block from GenAI & LLMs into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`schema_var` Data schema	string	`schema`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`self_instruct`	Chooses the algorithmic behavior or transformation strategy. Options: few_shot_llm, evol_instruct, self_instruct, backtranslation
`n_samples` Samples	number	`1000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 1000000
`model` Model	select	`gpt-4o`	Chooses the algorithmic behavior or transformation strategy. Options: gpt-4o, claude-sonnet-4-6
`output_var` Synthetic data	string	`synthetic_data`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let synthetic_data = synth_data(schema, n=1000)

🖥

hardware

Hardware Export

Use this family when the workflow needs this block group as part of a larger visual program.

5 blocks

001 / Hardware Export

OpenQASM Export

qasm_export

Export circuit to OpenQASM 2.0 or 3.0 for IBM Quantum / Qiskit.

What It Does

Use OpenQASM Export when you need export circuit to OpenQASM 2.0 or 3.0 for IBM Quantum / Qiskit.

Canvas color: #7C3AED. Category: hardware.

How To Use

Drag the block from Hardware Export into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register_var` Register variable	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`version` QASM version	select	`3.0`	Chooses from supported modes for predictable generated code. Options: 2.0, 3.0
`optimise` Optimise gates	bool	`true`	Turns an optional behavior on or off for this block.
`include_barriers` Include barriers	bool	`false`	Turns an optional behavior on or off for this block.
`output_file` Output file	string	`circuit.qasm`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

export_qasm(q, version="3.0", file="circuit.qasm")

002 / Hardware Export

Cirq Export

cirq_export

Export to Google Cirq circuit for Sycamore processor.

What It Does

Use Cirq Export when you need export to Google Cirq circuit for Sycamore processor.

Canvas color: #7C3AED. Category: hardware.

How To Use

Drag the block from Hardware Export into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register_var` Register variable	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`device` Target device	string	`sycamore`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output circuit	string	`cirq_circuit`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let cirq_circuit = export_cirq(q)

003 / Hardware Export

IBM Runtime Submit

ibm_runtime

Submit circuit to IBM Quantum via Qiskit Runtime primitives.

What It Does

Use IBM Runtime Submit when you need submit circuit to IBM Quantum via Qiskit Runtime primitives.

Canvas color: #7C3AED. Category: hardware.

How To Use

Drag the block from Hardware Export into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`circuit_var` Circuit variable	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`ibm_token_var` Token env var	string	`IBM_TOKEN`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`backend` Backend	string	`ibm_brisbane`	Configuration value used by this block when generating Sansqrit DSL code.
`primitive` Primitive	select	`Sampler`	Chooses from supported modes for predictable generated code. Options: Sampler, Estimator
`shots` Shots	number	`4096`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 1 to 100000
`job_id_var` Job ID variable	string	`job_id`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let job_id = ibm_submit(q, backend="ibm_brisbane", shots=4096)

004 / Hardware Export

AWS Braket Submit

braket_submit

Submit to AWS Braket: IonQ, Rigetti, OQC, IQM, or local simulator.

What It Does

Use AWS Braket Submit when you need submit to AWS Braket: IonQ, Rigetti, OQC, IQM, or local simulator.

Canvas color: #7C3AED. Category: hardware.

How To Use

Drag the block from Hardware Export into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`circuit_var` Circuit variable	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`device` Device	select	`local_sim`	Chooses from supported modes for predictable generated code. Options: IonQ Harmony, Rigetti Aspen-M, local_sim
`shots` Shots	number	`1000`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 1 to 100000
`s3_bucket` S3 results bucket	string	`braket-results`	Configuration value used by this block when generating Sansqrit DSL code.
`job_id_var` Job ID variable	string	`braket_job`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let undefined = braket_submit(q, device="local_sim")

005 / Hardware Export

Quil Export

quil_export

Export to Quil format for Rigetti quantum processors.

What It Does

Use Quil Export when you need export to Quil format for Rigetti quantum processors.

Canvas color: #7C3AED. Category: hardware.

How To Use

Drag the block from Hardware Export into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register_var` Register variable	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`output_file` Output file	string	`circuit.quil`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

export_quil(q, file="circuit.quil")

📝

logging

Logging & Debug

Use this family when the workflow needs this block group as part of a larger visual program.

8 blocks

001 / Logging & Debug

Logger

logger_block

Structured logging with levels and JSON output.

What It Does

Use Logger when you need structured logging with levels and JSON output.

Canvas color: #EAB308. Category: logging.

How To Use

Drag the block from Logging & Debug into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`message` Message	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`level` Log level	string	`INFO`	Configuration value used by this block when generating Sansqrit DSL code.
`format` Format	select	`text`	Chooses from supported modes for predictable generated code. Options: text, json, structured
`include_timestamp` Include timestamp	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

log("INFO", "")

002 / Logging & Debug

Metric

metric_block

Record numeric metric: gauge, counter, histogram. Prometheus, DataDog, CloudWatch.

What It Does

Use Metric when you need record numeric metric: gauge, counter, histogram. Prometheus, DataDog, CloudWatch.

Canvas color: #EAB308. Category: logging.

How To Use

Drag the block from Logging & Debug into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`metric_name` Metric name	string	`iteration_energy`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`metric_type` Type	select	`gauge`	Chooses the algorithmic behavior or transformation strategy. Options: gauge, counter, histogram
`value_var` Value variable	string	`energy`	Configuration value used by this block when generating Sansqrit DSL code.
`labels` Labels	json	`{"experiment":"vqe"}`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`backend` Backend	select	`console`	Chooses from supported modes for predictable generated code. Options: console, prometheus, datadog, cloudwatch
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

metric("iteration_energy", energy)

003 / Logging & Debug

Profiler

profiler_block

Time the enclosed block. Report to logs panel.

What It Does

Use Profiler when you need time the enclosed block. Report to logs panel.

Canvas color: #EAB308. Category: logging.

How To Use

Drag the block from Logging & Debug into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`label` Profiler label	string	`vqe_step`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`memory_profile` Memory profile too	bool	`false`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`output_var` Elapsed ms variable	string	`elapsed_ms`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

# profiler: vqe_step

004 / Logging & Debug

Assert

assert_block

Assert a condition. Throws descriptive error on failure.

What It Does

Use Assert when you need assert a condition. Throws descriptive error on failure.

Canvas color: #EAB308. Category: logging.

How To Use

Drag the block from Logging & Debug into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`condition` Condition	string	`energy < 0`	Configuration value used by this block when generating Sansqrit DSL code.
`message` Failure message	string	`Energy must be negative`	Configuration value used by this block when generating Sansqrit DSL code.
`warn_only` Warn only (no throw)	bool	`false`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

assert energy < 0, "Energy must be negative"

005 / Logging & Debug

Structured Logger

structured_log

Emit structured JSON log with arbitrary key-value fields.

What It Does

Use Structured Logger when you need emit structured JSON log with arbitrary key-value fields.

Canvas color: #EAB308. Category: logging.

How To Use

Drag the block from Logging & Debug into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`level` Level	string	`INFO`	Configuration value used by this block when generating Sansqrit DSL code.
`fields` Fields	json	`{"step":1,"energy":-1.137}`	Chooses the data column or feature used for filtering, plotting, grouping, training, or prediction.
`msg` Message	string	`step_complete`	Configuration value used by this block when generating Sansqrit DSL code.
`sink` Log sink	select	`console`	Chooses from supported modes for predictable generated code. Options: console, file, elasticsearch, loki
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

log_json("INFO", "step_complete", {"step":1,"energy":-1.137})

006 / Logging & Debug

Audit Log

audit_log

Immutable audit trail for regulatory compliance.

What It Does

Use Audit Log when you need immutable audit trail for regulatory compliance.

Canvas color: #EAB308. Category: logging.

How To Use

Drag the block from Logging & Debug into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`action` Action	string	`parameter_update`	Configuration value used by this block when generating Sansqrit DSL code.
`actor_var` Actor	string	`user_id`	Configuration value used by this block when generating Sansqrit DSL code.
`resource_var` Resource	string	`circuit_123`	Configuration value used by this block when generating Sansqrit DSL code.
`details` Details	json	`{}`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

audit_log("parameter_update", actor=user_id)

007 / Logging & Debug

Performance Log

performance_log

Log execution time, memory, and CPU for profiling.

What It Does

Use Performance Log when you need log execution time, memory, and CPU for profiling.

Canvas color: #EAB308. Category: logging.

How To Use

Drag the block from Logging & Debug into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`label` Label	string	`vqe_step`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`memory` Log memory	bool	`true`	Turns an optional behavior on or off for this block.
`cpu` Log CPU	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Perf data	string	`perf_data`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

# perf_log("vqe_step")

008 / Logging & Debug

Alert / Notification

alert_block

Trigger alert when metric crosses threshold.

What It Does

Use Alert / Notification when you need trigger alert when metric crosses threshold.

Canvas color: #EAB308. Category: logging.

How To Use

Drag the block from Logging & Debug into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`metric_var` Metric	string	`energy`	Configuration value used by this block when generating Sansqrit DSL code.
`condition` Condition	select	`<`	Chooses from supported modes for predictable generated code. Options: <, <=, >, >=, ==, !=
`threshold` Threshold	number	`-1`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: -infinity to infinity
`alert_message` Alert message	string	`Energy below threshold!`	Configuration value used by this block when generating Sansqrit DSL code.
`channel` Alert channel	select	`console`	Chooses from supported modes for predictable generated code. Options: slack, email, pagerduty, console
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

if energy < -1:
    alert("Energy below threshold!")

🤖

Machine Learning

Use this family to build prediction, embedding, agent, model-evaluation, and learning workflows.

27 blocks

001 / Machine Learning

Train Model

train_model

Train classical ML: RF, GBT, SVM, logistic regression, k-NN, XGBoost.

What It Does

Use Train Model when you need train classical ML: RF, GBT, SVM, logistic regression, k-NN, XGBoost.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`X_train` Training features	string	`X_train`	Configuration value used by this block when generating Sansqrit DSL code.
`y_train` Labels	string	`y_train`	Configuration value used by this block when generating Sansqrit DSL code.
`model_type` Model type	select	`RandomForest`	Chooses the algorithmic behavior or transformation strategy. Options: RandomForest, GradientBoosting, SVM, LogisticRegression, kNN, XGBoost
`hyperparams` Hyperparameters	json	`{"n_estimators":100}`	Configuration value used by this block when generating Sansqrit DSL code.
`cross_validate` Cross-validate (5-fold)	bool	`true`	Turns an optional behavior on or off for this block.
`output_model` Model variable	string	`model`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let model = train(X_train, y_train, model="RandomForest")

002 / Machine Learning

Neural Network

neural_net

Deep learning with configurable layers. PyTorch/JAX backend.

What It Does

Use Neural Network when you need deep learning with configurable layers. PyTorch/JAX backend.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`layers` Layer config	json	`[{"type":"Linear","in":128,"out":64},{"type":"ReLU"},{"type":"Linear","in":64,"out":1}]`	Configuration value used by this block when generating Sansqrit DSL code.
`loss` Loss	select	`CrossEntropy`	Chooses from supported modes for predictable generated code. Options: MSE, CrossEntropy, BCE, MAE
`optimizer` Optimizer	select	`Adam`	Chooses from supported modes for predictable generated code. Options: Adam, SGD, AdamW, RMSprop
`epochs` Epochs	number	`100`	Numeric configuration used during code generation or execution. Range: 1 to 10000
`lr` Learning rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0.000001 to 1
`batch_size` Batch size	number	`32`	Numeric configuration used during code generation or execution. Range: 1 to 10000
`output_model` Model variable	string	`nn_model`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let nn_model = neural_net(X_train, y_train, epochs=100)

003 / Machine Learning

Predict

predict_block

Apply trained model to new data.

What It Does

Use Predict when you need apply trained model to new data.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`model_var` Model variable	string	`model`	Chooses the algorithmic behavior or transformation strategy.
`X_var` Input features	string	`X_test`	Configuration value used by this block when generating Sansqrit DSL code.
`return_proba` Return probabilities	bool	`false`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`output_var` Output predictions	string	`y_pred`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let y_pred = predict(model, X_test)

004 / Machine Learning

Clustering

clustering_block

K-means, DBSCAN, hierarchical, Gaussian mixture models.

What It Does

Use Clustering when you need k-means, DBSCAN, hierarchical, Gaussian mixture models.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`X_var` Data	string	`X`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Algorithm	select	`k-means`	Chooses the algorithmic behavior or transformation strategy. Options: k-means, DBSCAN, hierarchical, GMM
`n_clusters` Clusters	number	`5`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 2 to 100
`output_var` Output labels	string	`labels`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let labels = cluster(X, n=5, method="k-means")

005 / Machine Learning

Dimensionality Reduction

dimensionality_red

PCA, t-SNE, UMAP, autoencoder for visualisation and feature compression.

What It Does

Use Dimensionality Reduction when you need pCA, t-SNE, UMAP, autoencoder for visualisation and feature compression.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`X_var` Input data	string	`X`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`UMAP`	Chooses the algorithmic behavior or transformation strategy. Options: PCA, t-SNE, UMAP, ICA, NMF
`n_components` Target dimensions	number	`2`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 100
`output_var` Output embedding	string	`X_reduced`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let X_reduced = reduce_dim(X, n=2, method="UMAP")

006 / Machine Learning

Feature Engineering

feature_eng

Normalise, one-hot encode, impute missing values, polynomial features.

What It Does

Use Feature Engineering when you need normalise, one-hot encode, impute missing values, polynomial features.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`X_var` Input data	string	`X`	Configuration value used by this block when generating Sansqrit DSL code.
`steps` Pipeline steps	json	`[{"type":"StandardScaler"},{"type":"OneHotEncoder"}]`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output features	string	`X_feat`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let X_feat = feature_pipeline(X)

007 / Machine Learning

Model Evaluation

model_eval

Accuracy, precision, recall, F1, ROC-AUC, RMSE, confusion matrix.

What It Does

Use Model Evaluation when you need accuracy, precision, recall, F1, ROC-AUC, RMSE, confusion matrix.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`model_var` Model	string	`model`	Chooses the algorithmic behavior or transformation strategy.
`X_test_var` Test features	string	`X_test`	Configuration value used by this block when generating Sansqrit DSL code.
`y_test_var` Test labels	string	`y_test`	Configuration value used by this block when generating Sansqrit DSL code.
`metrics` Metrics	json	`["accuracy","f1","roc_auc"]`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output metrics	string	`eval_metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let eval_metrics = evaluate(model, X_test, y_test)

008 / Machine Learning

Transformers (HuggingFace)

transformers_block

Load and run any HuggingFace model: text, vision, audio, multimodal.

What It Does

Use Transformers (HuggingFace) when you need load and run any HuggingFace model: text, vision, audio, multimodal.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`model_name` Model name	string	`bert-base-uncased`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`task` Task	select	`text-classification`	Chooses from supported modes for predictable generated code. Options: text-classification, token-classification, text-generation, image-classification, question-answering, summarization, translation
`input_var` Input	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output	string	`hf_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let hf_result = hf_pipeline("text-classification", "bert-base-uncased", text)

009 / Machine Learning

AutoML

automl_block

Automated ML: Auto-sklearn, TPOT, AutoGluon, H2O AutoML.

What It Does

Use AutoML when you need automated ML: Auto-sklearn, TPOT, AutoGluon, H2O AutoML.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`X_train` Training features	string	`X_train`	Configuration value used by this block when generating Sansqrit DSL code.
`y_train` Labels	string	`y_train`	Configuration value used by this block when generating Sansqrit DSL code.
`tool` AutoML tool	select	`AutoGluon`	Chooses from supported modes for predictable generated code. Options: AutoGluon, H2O_AutoML, TPOT, auto-sklearn
`time_limit_s` Time limit (s)	number	`3600`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 60 to 86400
`task` Task	select	`classification`	Chooses from supported modes for predictable generated code. Options: classification, regression, time_series
`output_model` Best model	string	`automl_model`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let automl_model = automl(X_train, y_train, tool="AutoGluon")

010 / Machine Learning

XGBoost

xgboost_block

Gradient boosted trees: XGBoost, LightGBM, CatBoost.

What It Does

Use XGBoost when you need gradient boosted trees: XGBoost, LightGBM, CatBoost.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`X_train` Features	string	`X_train`	Configuration value used by this block when generating Sansqrit DSL code.
`y_train` Labels	string	`y_train`	Configuration value used by this block when generating Sansqrit DSL code.
`library` Library	select	`LightGBM`	Chooses from supported modes for predictable generated code. Options: XGBoost, LightGBM, CatBoost
`n_estimators` Estimators	number	`500`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 100000
`max_depth` Max depth	number	`6`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 50
`lr` Learning rate	number	`0.05`	Numeric configuration used during code generation or execution. Range: 0.001 to 1
`early_stopping` Early stopping	bool	`true`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`output_model` Model	string	`gbm_model`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let gbm_model = lightgbm(X_train, y_train)

011 / Machine Learning

Time Series Forecast

time_series_forecast

ARIMA, Prophet, LSTM, N-BEATS, TFT for time series forecasting.

What It Does

Use Time Series Forecast when you need aRIMA, Prophet, LSTM, N-BEATS, TFT for time series forecasting.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`ts_var` Time series data	string	`ts`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`Prophet`	Chooses the algorithmic behavior or transformation strategy. Options: Prophet, ARIMA, LSTM, N-BEATS, TFT, NeuralProphet
`forecast_horizon` Forecast horizon	number	`30`	Numeric configuration used during code generation or execution. Range: 1 to 3650
`lookback` Lookback window	number	`90`	Numeric configuration used during code generation or execution. Range: 1 to 10000
`output_var` Forecast	string	`forecast`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let forecast = forecast(ts, model="Prophet", horizon=30)

012 / Machine Learning

Anomaly Detection (ML)

anomaly_ml

Unsupervised anomaly detection: Isolation Forest, OCSVM, Autoencoder, LOF.

What It Does

Use Anomaly Detection (ML) when you need unsupervised anomaly detection: Isolation Forest, OCSVM, Autoencoder, LOF.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`X_var` Data	string	`X`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`IsolationForest`	Chooses the algorithmic behavior or transformation strategy. Options: IsolationForest, OCSVM, AutoEncoder, LOF, DeepSVDD
`contamination` Contamination fraction	number	`0.05`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0.001 to 0.5
`output_var` Anomaly labels	string	`anomalies`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let anomalies = anomaly_detect_ml(X, method="IsolationForest")

013 / Machine Learning

Graph Neural Network

graph_nn

Graph learning: GCN, GAT, GraphSAGE, GIN for molecules, social networks, KGs.

What It Does

Use Graph Neural Network when you need graph learning: GCN, GAT, GraphSAGE, GIN for molecules, social networks, KGs.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`graph_var` Graph data (PyG/DGL)	string	`graph`	Configuration value used by this block when generating Sansqrit DSL code.
`architecture` Architecture	select	`GCN`	Chooses from supported modes for predictable generated code. Options: GCN, GAT, GraphSAGE, GIN, MPNN
`hidden_dim` Hidden dim	number	`128`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 4 to 4096
`n_layers` Layers	number	`3`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 20
`task` Task	select	`graph_class`	Chooses from supported modes for predictable generated code. Options: node_class, graph_class, link_pred, regression
`output_model` Model	string	`gnn_model`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let gnn_model = gnn(graph, arch="GCN")

014 / Machine Learning

Contrastive Learning

contrastive_learn

Self-supervised representation learning: SimCLR, MoCo, BYOL, DINO.

What It Does

Use Contrastive Learning when you need self-supervised representation learning: SimCLR, MoCo, BYOL, DINO.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Unlabelled data	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`SimCLR`	Chooses the algorithmic behavior or transformation strategy. Options: SimCLR, MoCo, BYOL, DINO, NT-Xent
`projection_dim` Projection dim	number	`128`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 16 to 2048
`temperature` Temperature τ	number	`0.07`	Numeric configuration used during code generation or execution. Range: 0.01 to 1
`epochs` Epochs	number	`200`	Numeric configuration used during code generation or execution. Range: 10 to 5000
`output_model` Encoder	string	`ssl_encoder`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let ssl_encoder = contrastive_train(data, method="SimCLR")

015 / Machine Learning

Meta-Learning

meta_learning

Few-shot learning: MAML, Prototypical Networks, Matching Networks.

What It Does

Use Meta-Learning when you need few-shot learning: MAML, Prototypical Networks, Matching Networks.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`tasks_var` Task distribution	string	`tasks`	Configuration value used by this block when generating Sansqrit DSL code.
`algorithm` Algorithm	select	`MAML`	Chooses the algorithmic behavior or transformation strategy. Options: MAML, ProtoNet, MatchingNet, Reptile, SNAIL
`n_shot` N-shot	number	`5`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 1 to 50
`n_way` N-way	number	`5`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 2 to 50
`output_model` Meta model	string	`meta_model`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let meta_model = meta_learn(tasks, algo="MAML")

016 / Machine Learning

Knowledge Distillation

knowledge_distill

Compress large teacher model into smaller student model.

What It Does

Use Knowledge Distillation when you need compress large teacher model into smaller student model.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`teacher_var` Teacher model	string	`teacher_model`	Configuration value used by this block when generating Sansqrit DSL code.
`student_var` Student model	string	`student_model`	Configuration value used by this block when generating Sansqrit DSL code.
`X_train` Training data	string	`X_train`	Configuration value used by this block when generating Sansqrit DSL code.
`temperature` Temperature	number	`4`	Numeric configuration used during code generation or execution. Range: 1 to 20
`alpha` Soft loss weight α	number	`0.7`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 1
`epochs` Epochs	number	`100`	Numeric configuration used during code generation or execution. Range: 1 to 10000
`output_model` Distilled model	string	`student_trained`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let student_trained = distill(teacher_model, student_model, X_train)

017 / Machine Learning

Federated Learning

federated_learn

Privacy-preserving distributed ML: FedAvg, FedProx, SCAFFOLD.

What It Does

Use Federated Learning when you need privacy-preserving distributed ML: FedAvg, FedProx, SCAFFOLD.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`client_data` Client data list	json	`["client_0","client_1","client_2"]`	Configuration value used by this block when generating Sansqrit DSL code.
`algorithm` FL algorithm	select	`FedAvg`	Chooses the algorithmic behavior or transformation strategy. Options: FedAvg, FedProx, SCAFFOLD, MOON
`rounds` Communication rounds	number	`100`	Numeric configuration used during code generation or execution. Range: 1 to 10000
`local_epochs` Local epochs	number	`5`	Numeric configuration used during code generation or execution. Range: 1 to 100
`output_model` Global model	string	`fl_model`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let fl_model = federated_train(clients, algo="FedAvg", rounds=100)

018 / Machine Learning

Diffusion Model

diffusion_model

Score-based diffusion model: DDPM, DDIM, score matching for generative modelling.

What It Does

Use Diffusion Model when you need score-based diffusion model: DDPM, DDIM, score matching for generative modelling.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Training data	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`architecture` Architecture	select	`DDPM`	Chooses from supported modes for predictable generated code. Options: DDPM, DDIM, Score_SDE, NCSN
`timesteps` Diffusion timesteps	number	`1000`	Numeric configuration used during code generation or execution. Range: 10 to 10000
`epochs` Epochs	number	`500`	Numeric configuration used during code generation or execution. Range: 10 to 100000
`output_model` Diffusion model	string	`diffusion_model`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let diffusion_model = diffusion_train(data)

019 / Machine Learning

Causal Inference

causal_inference

Estimate causal effects: DoWhy, propensity score, IV, DID.

What It Does

Use Causal Inference when you need estimate causal effects: DoWhy, propensity score, IV, DID.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Observational data	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`treatment_var` Treatment variable	string	`T`	Configuration value used by this block when generating Sansqrit DSL code.
`outcome_var` Outcome variable	string	`Y`	Configuration value used by this block when generating Sansqrit DSL code.
`confounders` Confounders	json	`["age","sex","income"]`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`DoWhy`	Chooses the algorithmic behavior or transformation strategy. Options: DoWhy, PSM, IPW, DID, RDD, IV
`output_var` Causal effect	string	`causal_effect`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let causal_effect = causal_effect(data, T="T", Y="Y")

020 / Machine Learning

Survival Analysis

survival_analysis

Time-to-event analysis: Kaplan-Meier, Cox PH, DeepHit.

What It Does

Use Survival Analysis when you need time-to-event analysis: Kaplan-Meier, Cox PH, DeepHit.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Survival data	string	`survival_data`	Configuration value used by this block when generating Sansqrit DSL code.
`time_col` Time column	string	`time`	Configuration value used by this block when generating Sansqrit DSL code.
`event_col` Event column	string	`event`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`Cox_PH`	Chooses the algorithmic behavior or transformation strategy. Options: Kaplan-Meier, Cox_PH, Weibull_AFT, DeepHit
`output_var` Survival result	string	`surv_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let surv_result = survival_analysis(survival_data, model="Cox_PH")

021 / Machine Learning

SHAP Explainability

shap_explain

Model-agnostic SHAP feature importance: TreeSHAP, KernelSHAP, DeepSHAP.

What It Does

Use SHAP Explainability when you need model-agnostic SHAP feature importance: TreeSHAP, KernelSHAP, DeepSHAP.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`model_var` Model	string	`model`	Chooses the algorithmic behavior or transformation strategy.
`X_var` Data to explain	string	`X`	Configuration value used by this block when generating Sansqrit DSL code.
`explainer` Explainer	select	`TreeExplainer`	Chooses from supported modes for predictable generated code. Options: TreeExplainer, KernelExplainer, DeepExplainer, LinearExplainer
`max_display` Max features displayed	number	`20`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 1000
`output_var` SHAP values	string	`shap_values`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let shap_values = shap(model, X)

022 / Machine Learning

Gaussian Process

gp_regression

Non-parametric Bayesian regression with uncertainty quantification.

What It Does

Use Gaussian Process when you need non-parametric Bayesian regression with uncertainty quantification.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`X_train` Training X	string	`X_train`	Configuration value used by this block when generating Sansqrit DSL code.
`y_train` Training y	string	`y_train`	Configuration value used by this block when generating Sansqrit DSL code.
`kernel` Kernel	select	`RBF`	Chooses from supported modes for predictable generated code. Options: RBF, Matern, RationalQuadratic, Periodic, DotProduct
`noise_level` Noise level σ²	number	`0.01`	Numeric configuration used during code generation or execution. Range: 0.000001 to 100
`output_var` GP model	string	`gp_model`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let gp_model = gaussian_process(X_train, y_train, kernel="RBF")

023 / Machine Learning

Transfer Learning

transfer_learn

Fine-tune pretrained model on new task.

What It Does

Use Transfer Learning when you need fine-tune pretrained model on new task.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`pretrained_model` Pretrained model	string	`resnet50`	Chooses the algorithmic behavior or transformation strategy.
`X_train` Training data	string	`X_train`	Configuration value used by this block when generating Sansqrit DSL code.
`y_train` Labels	string	`y_train`	Configuration value used by this block when generating Sansqrit DSL code.
`strategy` Strategy	select	`LoRA`	Chooses the algorithmic behavior or transformation strategy. Options: full_finetune, head_only, LoRA, adapter
`epochs` Epochs	number	`20`	Numeric configuration used during code generation or execution. Range: 1 to 1000
`lr` Learning rate	number	`0.0001`	Numeric configuration used during code generation or execution. Range: 1e-7 to 0.1
`output_model` Fine-tuned model	string	`ft_model`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let ft_model = transfer_learn("resnet50", X_train, strategy="LoRA")

024 / Machine Learning

Physics-Informed NN

pinn_block

Neural network constrained by physical PDEs (PINN).

What It Does

Use Physics-Informed NN when you need neural network constrained by physical PDEs (PINN).

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`pde_code` PDE definition	code	`# du/dt = D * d²u/dx²`	Raw code text interpreted by the Sansqrit DSL runtime.
`architecture` Architecture	select	`MLP`	Chooses from supported modes for predictable generated code. Options: MLP, ResNet, Fourier_NN
`hidden_layers` Hidden layers	number	`4`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 20
`neurons` Neurons per layer	number	`64`	Numeric configuration used during code generation or execution. Range: 4 to 2048
`epochs` Epochs	number	`10000`	Numeric configuration used during code generation or execution. Range: 100 to 1000000
`output_model` PINN model	string	`pinn_model`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let pinn_model = pinn_train(pde_fn, epochs=10000)

025 / Machine Learning

Normalizing Flow

normalizing_flow

Exact density estimation: RealNVP, Glow, Neural Spline Flow.

What It Does

Use Normalizing Flow when you need exact density estimation: RealNVP, Glow, Neural Spline Flow.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Training data	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`architecture` Architecture	select	`RealNVP`	Chooses from supported modes for predictable generated code. Options: RealNVP, Glow, MAF, Neural_Spline
`n_flows` Flow layers	number	`8`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 50
`epochs` Epochs	number	`200`	Numeric configuration used during code generation or execution. Range: 10 to 10000
`output_model` Flow model	string	`flow_model`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let flow_model = normalizing_flow(data, arch="RealNVP")

026 / Machine Learning

Active Learning

active_learning_block

Iterative labelling with uncertainty sampling, query-by-committee, or BADGE.

What It Does

Use Active Learning when you need iterative labelling with uncertainty sampling, query-by-committee, or BADGE.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`unlabelled_var` Unlabelled pool	string	`X_pool`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`model_var` Initial model	string	`model`	Chooses the algorithmic behavior or transformation strategy.
`strategy` Query strategy	select	`uncertainty`	Chooses the algorithmic behavior or transformation strategy. Options: uncertainty, margin, entropy, BADGE, CoreSet
`n_query` Queries per round	number	`10`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 1000
`output_var` Labelled subset	string	`queried_X`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let queried_X = active_learn(X_pool, model, strategy="uncertainty")

027 / Machine Learning

Model Compression

model_compression

Pruning, quantisation, and mixed-precision for efficient deployment.

What It Does

Use Model Compression when you need pruning, quantisation, and mixed-precision for efficient deployment.

Canvas color: #65A30D. Category: ml.

How To Use

Drag the block from Machine Learning into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`model_var` Model to compress	string	`model`	Chooses the algorithmic behavior or transformation strategy.
`method` Method	select	`INT8_quant`	Chooses the algorithmic behavior or transformation strategy. Options: magnitude_pruning, structured_pruning, INT8_quant, INT4_quant, mixed_precision
`target_sparsity` Target sparsity	number	`0.5`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 0.99
`output_model` Compressed model	string	`compressed_model`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let compressed_model = compress(model, method="INT8_quant")

⟡

materials

Materials Science

Use this family when the workflow needs this block group as part of a larger visual program.

5 blocks

001 / Materials Science

Crystal Structure

crystal_structure

Load or create crystalline structures from CIF files or space group + Wyckoff positions.

What It Does

Use Crystal Structure when you need load or create crystalline structures from CIF files or space group + Wyckoff positions.

Canvas color: #78716C. Category: materials.

How To Use

Drag the block from Materials Science into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`cif_file` CIF file path	string	`structure.cif`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`formula` Chemical formula	string	`Fe2O3`	Configuration value used by this block when generating Sansqrit DSL code.
`a_angstrom` a (Å)	number	`5`	Numeric configuration used during code generation or execution. Range: 0.1 to 100
`b_angstrom` b (Å)	number	`5`	Numeric configuration used during code generation or execution. Range: 0.1 to 100
`c_angstrom` c (Å)	number	`5`	Numeric configuration used during code generation or execution. Range: 0.1 to 100
`output_var` Output crystal	string	`crystal`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let crystal = crystal("Fe2O3", cif="structure.cif")

002 / Materials Science

Band Structure

band_structure

Electronic band structure from DFT. Identify direct/indirect gap, effective masses.

What It Does

Use Band Structure when you need electronic band structure from DFT. Identify direct/indirect gap, effective masses.

Canvas color: #78716C. Category: materials.

How To Use

Drag the block from Materials Science into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`crystal_var` Crystal variable	string	`crystal`	Configuration value used by this block when generating Sansqrit DSL code.
`dft_code` DFT code	select	`QuantumESPRESSO`	Chooses from supported modes for predictable generated code. Options: VASP, QuantumESPRESSO, FHI-aims, GPAW
`k_path` k-path	json	`["Γ","X","M","Γ"]`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`output_var` Output	string	`bands`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let bands = band_structure(crystal)

003 / Materials Science

Phonon Calculation

phonon_block

Phonon dispersion and density of states from finite difference or DFPT.

What It Does

Use Phonon Calculation when you need phonon dispersion and density of states from finite difference or DFPT.

Canvas color: #78716C. Category: materials.

How To Use

Drag the block from Materials Science into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`crystal_var` Crystal	string	`crystal`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`finite_diff`	Chooses the algorithmic behavior or transformation strategy. Options: finite_diff, DFPT
`output_var` Output	string	`phonons`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let phonons = phonon(crystal)

004 / Materials Science

Battery Material Sim

battery_sim

Li-ion insertion voltage profile, migration barriers, capacity.

What It Does

Use Battery Material Sim when you need li-ion insertion voltage profile, migration barriers, capacity.

Canvas color: #78716C. Category: materials.

How To Use

Drag the block from Materials Science into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`cathode_material` Cathode	string	`LiFePO4`	Configuration value used by this block when generating Sansqrit DSL code.
`anode_material` Anode	string	`graphite`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`NEB`	Chooses the algorithmic behavior or transformation strategy. Options: NEB, MD, AIMD
`output_var` Output	string	`battery_props`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let battery_props = battery_sim("LiFePO4")

005 / Materials Science

Superconductor

superconductor_block

BCS gap equation, Tc estimation, pair correlation from DFT+phonon coupling.

What It Does

Use Superconductor when you need bCS gap equation, Tc estimation, pair correlation from DFT+phonon coupling.

Canvas color: #78716C. Category: materials.

How To Use

Drag the block from Materials Science into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`material_var` Material	string	`crystal`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`McMillan`	Chooses the algorithmic behavior or transformation strategy. Options: BCS, McMillan, EPW
`output_var` Output	string	`sc_props`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let sc_props = superconductor(crystal)

∑

math

Math & Numerics

Use this family when the workflow needs this block group as part of a larger visual program.

17 blocks

001 / Math & Numerics

Math Operations

math_ops

Full math.h: trig, log, power, rounding, min/max, clamp.

What It Does

Use Math Operations when you need full math.h: trig, log, power, rounding, min/max, clamp.

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`lhs` Left operand	string	`a`	Configuration value used by this block when generating Sansqrit DSL code.
`operation` Operation	select	`add`	Chooses from supported modes for predictable generated code. Options: add, sub, mul, div, mod, pow, sqrt, abs, floor, ceil, round, log, ln, log2, exp, sin, cos, tan, asin, acos, atan, atan2, min, max, hypot, sign, clamp
`rhs` Right operand	string	`b`	Configuration value used by this block when generating Sansqrit DSL code.
`assign_to` Result variable	string	`result`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.
InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result = add(a, b)

002 / Math & Numerics

Matrix Operations

matrix_ops

Multiply, inverse, transpose, eigenvalues, SVD, QR, LU, trace, norm.

What It Does

Use Matrix Operations when you need multiply, inverse, transpose, eigenvalues, SVD, QR, LU, trace, norm.

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`matrix_a` Matrix A	string	`A`	Configuration value used by this block when generating Sansqrit DSL code.
`matrix_b` Matrix B	string	`B`	Configuration value used by this block when generating Sansqrit DSL code.
`operation` Operation	select	`multiply`	Chooses from supported modes for predictable generated code. Options: multiply, add, subtract, transpose, inverse, determinant, eigenvalues, svd, qr, lu, trace, norm
`assign_to` Assign to	string	`result`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.
InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result = matrix_multiply(A, B)

003 / Math & Numerics

FFT / IFFT

fft_block

Classical Fast Fourier Transform. For quantum FT use the QFT algorithm block.

What It Does

Use FFT / IFFT when you need classical Fast Fourier Transform. For quantum FT use the QFT algorithm block.

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`input_var` Input signal	string	`signal`	Configuration value used by this block when generating Sansqrit DSL code.
`operation` Operation	select	`fft`	Chooses from supported modes for predictable generated code. Options: fft, ifft, fft2d, rfft
`fft_shift` FFT shift (centre freq)	bool	`false`	Turns an optional behavior on or off for this block.
`assign_to` Assign to	string	`spectrum`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let spectrum = fft(signal)

004 / Math & Numerics

Statistics

stats_block

Mean, median, std, t-test, chi-square, ANOVA, percentile, correlation, normalise.

What It Does

Use Statistics when you need mean, median, std, t-test, chi-square, ANOVA, percentile, correlation, normalise.

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`input_var` Input data	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`operation` Operation	select	`mean`	Chooses from supported modes for predictable generated code. Options: mean, median, std, var, min, max, sum, count, percentile, correlation, covariance, t_test, zscore, normalize
`assign_to` Assign to	string	`stat_result`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let stat_result = stats_mean(data)

005 / Math & Numerics

Complex Ops

complex_ops

Complex arithmetic: add, mul, conjugate, magnitude, phase, polar↔rect.

What It Does

Use Complex Ops when you need complex arithmetic: add, mul, conjugate, magnitude, phase, polar↔rect.

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`a_var` Complex A	string	`a`	Configuration value used by this block when generating Sansqrit DSL code.
`b_var` Complex B	string	`b`	Configuration value used by this block when generating Sansqrit DSL code.
`operation` Operation	select	`mul`	Chooses from supported modes for predictable generated code. Options: add, mul, sub, div, conjugate, magnitude, phase, polar_to_rect
`assign_to` Assign to	string	`result`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.
InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result = complex_mul(a, b)

006 / Math & Numerics

Bitwise Operations

bit_ops

AND, OR, XOR, NOT, shifts. Used in Grover oracle construction.

What It Does

Use Bitwise Operations when you need aND, OR, XOR, NOT, shifts. Used in Grover oracle construction.

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`a_var` Operand A	string	`a`	Configuration value used by this block when generating Sansqrit DSL code.
`b_var` Operand B	string	`b`	Configuration value used by this block when generating Sansqrit DSL code.
`operation` Operation	select	`xor`	Chooses from supported modes for predictable generated code. Options: and, or, xor, not, shift_left, shift_right, rotate_left
`assign_to` Assign to	string	`result`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.
InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result = a ^ b

007 / Math & Numerics

Linspace

linspace_block

N evenly spaced values between a and b (like numpy.linspace).

What It Does

Use Linspace when you need n evenly spaced values between a and b (like numpy.linspace).

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`start` Start	string	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`end` End	string	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`n_points` Points	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 2 to 100000
`assign_to` Assign to	string	`x`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let x = linspace(0, 1, 100)

008 / Math & Numerics

Symbolic Math (SymPy)

symbolic_math

Computer algebra: simplify, differentiate, integrate, solve, series expand.

What It Does

Use Symbolic Math (SymPy) when you need computer algebra: simplify, differentiate, integrate, solve, series expand.

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`expression` Expression	code	`x*2 + 2x + 1`	Raw code text interpreted by the Sansqrit DSL runtime.
`operation` Operation	select	`simplify`	Chooses from supported modes for predictable generated code. Options: simplify, diff, integrate, solve, series, factor, expand, laplace
`variable` Variable	string	`x`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Result	string	`sym_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let sym_result = sympy_simplify("x**2 + 2*x + 1", var="x")

009 / Math & Numerics

ODE Solver

ode_solver

Solve ODEs: scipy solve_ivp — RK45, DOP853, LSODA, Radau.

What It Does

Use ODE Solver when you need solve ODEs: scipy solve_ivp — RK45, DOP853, LSODA, Radau.

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`rhs_code` RHS function dy/dt = f(t,y)	code	`lambda t,y: [-y[0]]`	Raw code text interpreted by the Sansqrit DSL runtime.
`y0` Initial conditions	json	`[1.0]`	Configuration value used by this block when generating Sansqrit DSL code.
`t_start` t start	number	`0`	Numeric configuration used during code generation or execution. Range: -infinity to infinity
`t_end` t end	number	`10`	Numeric configuration used during code generation or execution. Range: -infinity to infinity
`method` Method	select	`RK45`	Chooses the algorithmic behavior or transformation strategy. Options: RK45, DOP853, LSODA, Radau, BDF
`output_var` Solution	string	`ode_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let ode_result = ode_solve(rhs, y0=[1.0], t=[0,10])

010 / Math & Numerics

PDE Solver

pde_solver

Finite difference/element PDE solver: heat, wave, Schrödinger, Burgers.

What It Does

Use PDE Solver when you need finite difference/element PDE solver: heat, wave, Schrödinger, Burgers.

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`equation` PDE	select	`heat`	Chooses from supported modes for predictable generated code. Options: heat, wave, schrodinger, burgers, poisson
`nx` Grid x	number	`100`	Numeric configuration used during code generation or execution. Range: 10 to 10000
`ny` Grid y	number	`100`	Numeric configuration used during code generation or execution. Range: 10 to 10000
`dt` dt	number	`0.001`	Numeric configuration used during code generation or execution. Range: 1e-10 to 1
`n_steps` Steps	number	`1000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 10000000
`output_var` Solution	string	`pde_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let pde_result = pde_solve("heat", nx=100)

011 / Math & Numerics

Root Finding

root_finding

Bisection, Newton-Raphson, Brent, secant method for f(x)=0.

What It Does

Use Root Finding when you need bisection, Newton-Raphson, Brent, secant method for f(x)=0.

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`fn_code` Function f(x)	code	`lambda x: x**3 - x - 2`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`x0` Initial guess	number	`1`	Numeric configuration used during code generation or execution. Range: -infinity to infinity
`method` Method	select	`brentq`	Chooses the algorithmic behavior or transformation strategy. Options: brentq, newton, bisect, secant
`tol` Tolerance	number	`1e-10`	Numeric configuration used during code generation or execution. Range: 1e-15 to 0.01
`output_var` Root	string	`root`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let root = root_find(f, x0=1, method="brentq")

012 / Math & Numerics

Interpolation

interpolation_block

1D/2D interpolation: linear, cubic spline, RBF, kriging.

What It Does

Use Interpolation when you need 1D/2D interpolation: linear, cubic spline, RBF, kriging.

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`x_var` X data	string	`x`	Configuration value used by this block when generating Sansqrit DSL code.
`y_var` Y data	string	`y`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`cubic_spline`	Chooses the algorithmic behavior or transformation strategy. Options: linear, cubic_spline, akima, PCHIP, RBF, kriging
`x_new_var` New X points	string	`x_new`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Interpolated values	string	`y_interp`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.
InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let y_interp = interpolate(x, y, x_new)

013 / Math & Numerics

Numerical Integration

numerical_integration

Quadrature: Gaussian, Simpson, adaptive, Monte Carlo integration.

What It Does

Use Numerical Integration when you need quadrature: Gaussian, Simpson, adaptive, Monte Carlo integration.

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`fn_code` Integrand f(x)	code	`lambda x: np.sin(x)**2`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`a` Lower bound	number	`0`	Numeric configuration used during code generation or execution. Range: -infinity to infinity
`b` Upper bound	number	`3.141592653589793`	Numeric configuration used during code generation or execution. Range: -infinity to infinity
`method` Method	select	`quad`	Chooses the algorithmic behavior or transformation strategy. Options: quad, dblquad, Gaussian, Monte_Carlo, Simpson
`n_points` Points (MC)	number	`10000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 100 to 1000000000
`output_var` Integral	string	`integral`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let integral = integrate(f, 0, 3.141592653589793)

014 / Math & Numerics

Eigenvalue Solver

eigenvalue_block

Dense or sparse eigenvalue/eigenvector decomposition.

What It Does

Use Eigenvalue Solver when you need dense or sparse eigenvalue/eigenvector decomposition.

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`matrix_var` Matrix	string	`A`	Configuration value used by this block when generating Sansqrit DSL code.
`solver` Solver	select	`numpy_eig`	Chooses from supported modes for predictable generated code. Options: numpy_eig, scipy_eigh, ARPACK_sparse, LAPACK
`k_evals` k eigenvalues (sparse)	number	`6`	Numeric configuration used during code generation or execution. Range: 1 to 1000
`hermitian` Hermitian/symmetric	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Eigenvalues	string	`eigenvalues`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let eigenvalues = eig(A)

015 / Math & Numerics

Random Number Generator

random_numbers

Pseudo-random and quasi-random sequences: uniform, normal, Sobol, Halton.

What It Does

Use Random Number Generator when you need pseudo-random and quasi-random sequences: uniform, normal, Sobol, Halton.

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`distribution` Distribution	select	`normal`	Chooses from supported modes for predictable generated code. Options: uniform, normal, exponential, poisson, beta, gamma, Sobol, Halton
`n_samples` Samples	number	`1000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 1000000000
`params` Distribution params	json	`{"loc":0,"scale":1}`	Configuration value used by this block when generating Sansqrit DSL code.
`seed` Random seed	number	`42`	Controls reproducibility for stochastic sampling, model training, or randomized search. Range: 0 to 4294967296
`output_var` Samples	string	`random_samples`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let random_samples = random("normal", n=1000, seed=42)

016 / Math & Numerics

Graph Theory

graph_theory

NetworkX graph algorithms: shortest path, MST, centrality, flow, colouring.

What It Does

Use Graph Theory when you need networkX graph algorithms: shortest path, MST, centrality, flow, colouring.

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`graph_var` Graph variable	string	`G`	Configuration value used by this block when generating Sansqrit DSL code.
`algorithm` Algorithm	select	`shortest_path`	Chooses the algorithmic behavior or transformation strategy. Options: shortest_path, MST, max_flow, min_cut, pagerank, betweenness_centrality, coloring, matching
`source_var` Source node	string	`s`	Configuration value used by this block when generating Sansqrit DSL code.
`target_var` Target node	string	`t`	Selects the qubit, bit, control, target, or helper register position used by the block.
`output_var` Result	string	`graph_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let graph_result = graph_shortest_path(G)

017 / Math & Numerics

Information Theory

information_theory

Shannon entropy, mutual information, KL divergence, Fisher information.

What It Does

Use Information Theory when you need shannon entropy, mutual information, KL divergence, Fisher information.

Canvas color: #6366F1. Category: math.

How To Use

Drag the block from Math & Numerics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`p_var` Distribution p	string	`p`	Configuration value used by this block when generating Sansqrit DSL code.
`q_var` Distribution q (optional)	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`metric` Metric	select	`entropy`	Chooses from supported modes for predictable generated code. Options: entropy, mutual_info, kl_divergence, js_divergence, fisher_info, channel_capacity
`output_var` Result	string	`info_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.
InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let info_result = entropy(p)

quantum_meas

Measurement

Use this family to construct, transform, measure, simulate, export, or analyze quantum circuits and sharded registers.

13 blocks

001 / Measurement

Measure (single)

measure_single

Collapse single qubit to 0 or 1. P(0)=|α|², P(1)=|β|². State collapses — remaining amplitudes renormalised.

What It Does

Use Measure (single) when you need collapse single qubit to 0 or 1. P(0)=|α|², P(1)=|β|². State collapses — remaining amplitudes renormalised.

Canvas color: #4338CA. Category: quantum_meas.

How To Use

Drag the block from Measurement into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`basis` Basis	select	`Z`	Chooses from supported modes for predictable generated code. Options: Z, X, Y
`reset_after` Reset after	bool	`false`	Turns an optional behavior on or off for this block.
`output_var` Output variable	string	`bit0`	Configuration value used by this block when generating Sansqrit DSL code.
`log_result` Log result	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Post-collapsequbitFlexible value. The receiving block accepts the object that is compatible with its operation.
Classical bitclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let bit0 = measure(q[0])

002 / Measurement

Measure All

measure_all

shots=1: collapses state. shots>1: samples from probability distribution (non-destructive). Returns {histogram:{bitstring:count}}.

What It Does

Use Measure All when you need shots=1: collapses state. shots>1: samples from probability distribution (non-destructive). Returns {histogram:{bitstring:count}}.

Canvas color: #4338CA. Category: quantum_meas.

How To Use

Drag the block from Measurement into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register` Register name	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`shots` Shots	number	`1000`	Controls statistical sampling. More shots reduce measurement noise but increase runtime. Range: 1 to 1000000
`format` Format	select	`counts`	Chooses from supported modes for predictable generated code. Options: counts, probabilities, both
`plot_histogram` Plot histogram	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output variable	string	`result`	Configuration value used by this block when generating Sansqrit DSL code.
`log_result` Log result	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
HistogramclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result = measure_all(q, shots=1000)

003 / Measurement

Expectation Value

expectation_val

⟨ψ|O|ψ⟩ without collapsing state. Z, X, Y, ZZ, custom Pauli string. Essential for VQE.

What It Does

Use Expectation Value when you need ⟨ψ|O|ψ⟩ without collapsing state. Z, X, Y, ZZ, custom Pauli string. Essential for VQE.

Canvas color: #4338CA. Category: quantum_meas.

How To Use

Drag the block from Measurement into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`observable` Observable	select	`Z`	Chooses from supported modes for predictable generated code. Options: Z, X, Y, ZZ, XX, YY, custom
`custom_obs` Custom Pauli	string	`ZZI`	Configuration value used by this block when generating Sansqrit DSL code.
`qubit_a` Qubit A	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`qubit_b` Qubit B	qubit	`1`	Selects the qubit, bit, control, target, or helper register position used by the block.
`output_var` Output	string	`expval`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
Expectation valueclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let expval = expectation_z(q[0])

004 / Measurement

State Vector

statevector_block

Returns [{state,re,im,prob}] sorted by probability. NON-DESTRUCTIVE — does not collapse.

What It Does

Use State Vector when you need returns [{state,re,im,prob}] sorted by probability. NON-DESTRUCTIVE — does not collapse.

Canvas color: #4338CA. Category: quantum_meas.

How To Use

Drag the block from Measurement into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`top_n` Top N states	number	`10`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 1000
`output_var` Output	string	`sv`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
State vectorclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let sv = statevector(q, top_n=10)

005 / Measurement

Probabilities

probabilities_block

P(|x⟩)=|⟨x|ψ⟩|² for all basis states. Non-destructive. Returns {bitstring: probability}.

What It Does

Use Probabilities when you need p(|x⟩)=|⟨x|ψ⟩|² for all basis states. Non-destructive. Returns {bitstring: probability}.

Canvas color: #4338CA. Category: quantum_meas.

How To Use

Drag the block from Measurement into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output	string	`probs`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
ProbabilitiesclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let probs = probabilities(q)

006 / Measurement

Weak Measurement

weak_measure

Partial collapse measurement: extracts partial information without full collapse.

What It Does

Use Weak Measurement when you need partial collapse measurement: extracts partial information without full collapse.

Canvas color: #4338CA. Category: quantum_meas.

How To Use

Drag the block from Measurement into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`strength` Measurement strength g	number	`0.1`	Numeric configuration used during code generation or execution. Range: 0 to 1
`output_var` Weak value	string	`weak_val`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let weak_val = weak_measure(q[0], g=0.1)

007 / Measurement

POVM

povm_block

Positive Operator-Valued Measure: generalised quantum measurement.

What It Does

Use POVM when you need positive Operator-Valued Measure: generalised quantum measurement.

Canvas color: #4338CA. Category: quantum_meas.

How To Use

Drag the block from Measurement into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`povm_elements` POVM elements	json	`[]`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Outcome	string	`povm_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let povm_result = povm(q)

008 / Measurement

Mid-Circuit Measure

mid_circuit_measure

Measure qubit mid-circuit and continue computation (dynamic circuits).

What It Does

Use Mid-Circuit Measure when you need measure qubit mid-circuit and continue computation (dynamic circuits).

Canvas color: #4338CA. Category: quantum_meas.

How To Use

Drag the block from Measurement into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`reset_after` Reset after measure	bool	`false`	Turns an optional behavior on or off for this block.
`bit_var` Classical bit var	string	`bit0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let bit0 = measure(q[0])

009 / Measurement

Deferred Measurement

deferred_measure

Apply measurement deferral principle: move measurements to end of circuit.

What It Does

Use Deferred Measurement when you need apply measurement deferral principle: move measurements to end of circuit.

Canvas color: #4338CA. Category: quantum_meas.

How To Use

Drag the block from Measurement into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`apply_principle` Apply principle	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

# deferred_measurement(q)

010 / Measurement

Parity Check

parity_check

Measure multi-qubit parity P = Z⊗Z⊗...⊗Z without collapsing individual qubits.

What It Does

Use Parity Check when you need measure multi-qubit parity P = Z⊗Z⊗...⊗Z without collapsing individual qubits.

Canvas color: #4338CA. Category: quantum_meas.

How To Use

Drag the block from Measurement into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`qubits` Qubits to measure	json	`[0,1,2]`	Selects the qubit, bit, control, target, or helper register position used by the block.
`observable` Parity operator	select	`ZZZ`	Chooses from supported modes for predictable generated code. Options: ZZZ, XXX, YYY, ZZI
`output_var` Parity bit	string	`parity`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let parity = parity_check(q, qubits=[0,1,2])

011 / Measurement

Bell Measurement

bell_measure

Project two qubits onto Bell basis. Used in teleportation and MBQC.

What It Does

Use Bell Measurement when you need project two qubits onto Bell basis. Used in teleportation and MBQC.

Canvas color: #4338CA. Category: quantum_meas.

How To Use

Drag the block from Measurement into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`qa` Qubit A	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`qb` Qubit B	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Bell outcome	string	`bell_out`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let bell_out = bell_measure(q[0], q[1])

012 / Measurement

Density Matrix

density_matrix

Compute full density matrix ρ = |ψ⟩⟨ψ|. Exponential cost — only feasible for ≤12 qubits.

What It Does

Use Density Matrix when you need compute full density matrix ρ = |ψ⟩⟨ψ|. Exponential cost — only feasible for ≤12 qubits.

Canvas color: #4338CA. Category: quantum_meas.

How To Use

Drag the block from Measurement into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`max_qubits` Max qubits (safety)	number	`10`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 16
`output_var` Density matrix	string	`rho`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let rho = density_matrix(q)

013 / Measurement

Fidelity

fidelity_block

Compute state fidelity F = |⟨ψ₁|ψ₂⟩|². Measures overlap between two quantum states.

What It Does

Use Fidelity when you need compute state fidelity F = |⟨ψ₁|ψ₂⟩|². Measures overlap between two quantum states.

Canvas color: #4338CA. Category: quantum_meas.

How To Use

Drag the block from Measurement into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`reg_a` Register A	string	`q1`	Configuration value used by this block when generating Sansqrit DSL code.
`reg_b` Register B	string	`q2`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Fidelity	string	`fidelity`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

State AregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
State BregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let fidelity = fidelity(q1, q2)

🏥

medical

Medical Imaging

Use this family when the workflow needs this block group as part of a larger visual program.

4 blocks

001 / Medical Imaging

DICOM Loader

dicom_load

Load DICOM medical images (CT, MRI, PET, X-ray).

What It Does

Use DICOM Loader when you need load DICOM medical images (CT, MRI, PET, X-ray).

Canvas color: #0891B2. Category: medical.

How To Use

Drag the block from Medical Imaging into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`file_path` DICOM path	string	`scan.dcm`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`modality` Modality	select	`CT`	Chooses from supported modes for predictable generated code. Options: CT, MRI, PET, X-ray, Ultrasound
`anonymize` Anonymize on load	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output	string	`scan`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let scan = dicom_load("scan.dcm")

002 / Medical Imaging

Image Segmentation

img_segment

Organ and lesion segmentation. TotalSegmentator, nnU-Net, or SAM.

What It Does

Use Image Segmentation when you need organ and lesion segmentation. TotalSegmentator, nnU-Net, or SAM.

Canvas color: #0891B2. Category: medical.

How To Use

Drag the block from Medical Imaging into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`scan_var` Scan variable	string	`scan`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`method` Method	select	`TotalSegmentator`	Chooses the algorithmic behavior or transformation strategy. Options: TotalSegmentator, nnU-Net, SAM, threshold
`targets` Targets	json	`["liver","lung","kidney"]`	Selects the qubit, bit, control, target, or helper register position used by the block.
`output_var` Output masks	string	`masks`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let masks = segment(scan)

003 / Medical Imaging

Radiology AI

radio_classify

Classify pathologies: pneumonia, nodules, fractures, tumours.

What It Does

Use Radiology AI when you need classify pathologies: pneumonia, nodules, fractures, tumours.

Canvas color: #0891B2. Category: medical.

How To Use

Drag the block from Medical Imaging into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`scan_var` Scan variable	string	`scan`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`model` Model	select	`CheXNet`	Chooses the algorithmic behavior or transformation strategy. Options: CheXNet, MAIDA, custom
`output_var` Output diagnosis	string	`diagnosis`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let diagnosis = radiology_classify(scan)

004 / Medical Imaging

EHR Loader

ehr_load

Load Electronic Health Records (FHIR, HL7, CSV, OMOP).

What It Does

Use EHR Loader when you need load Electronic Health Records (FHIR, HL7, CSV, OMOP).

Canvas color: #0891B2. Category: medical.

How To Use

Drag the block from Medical Imaging into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`file_path` EHR file path	string	`patient.fhir.json`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`format` Format	select	`FHIR`	Chooses from supported modes for predictable generated code. Options: FHIR, HL7, CSV, OMOP
`anonymize` Anonymize	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output	string	`patient_data`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let patient_data = ehr_load("patient.fhir.json")

📝

nlp

NLP & Text AI

Use this family to build prediction, embedding, agent, model-evaluation, and learning workflows.

16 blocks

001 / NLP & Text AI

Tokenizer

tokenizer_block

Split text into tokens: BPE, WordPiece, SentencePiece, or whitespace.

What It Does

Use Tokenizer when you need split text into tokens: BPE, WordPiece, SentencePiece, or whitespace.

Canvas color: #6D28D9. Category: nlp.

How To Use

Drag the block from NLP & Text AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`text_var` Input text variable	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`tokenizer` Tokenizer	select	`WordPiece`	Chooses from supported modes for predictable generated code. Options: BPE, WordPiece, SentencePiece, whitespace, char
`model_name` Model/vocab	string	`bert-base-uncased`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`max_length` Max length	number	`512`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 8192
`padding` Pad to max_length	bool	`false`	Turns an optional behavior on or off for this block.
`output_var` Output tokens	string	`tokens`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let tokens = tokenize(text, model="bert-base-uncased")

002 / NLP & Text AI

Sentiment Analysis

sentiment_block

Classify text sentiment: positive/negative/neutral with confidence score.

What It Does

Use Sentiment Analysis when you need classify text sentiment: positive/negative/neutral with confidence score.

Canvas color: #6D28D9. Category: nlp.

How To Use

Drag the block from NLP & Text AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`text_var` Input text	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`DistilBERT`	Chooses the algorithmic behavior or transformation strategy. Options: DistilBERT, BERT, RoBERTa, VADER, TextBlob
`granularity` Granularity	select	`3-class`	Chooses from supported modes for predictable generated code. Options: binary, 3-class, 5-class
`output_var` Output sentiment	string	`sentiment`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let sentiment = sentiment(text, model="DistilBERT")

003 / NLP & Text AI

Named Entity Recognition

ner_block

Extract entities: PERSON, ORG, GPE, DATE, MONEY, GENE, DRUG etc.

What It Does

Use Named Entity Recognition when you need extract entities: PERSON, ORG, GPE, DATE, MONEY, GENE, DRUG etc.

Canvas color: #6D28D9. Category: nlp.

How To Use

Drag the block from NLP & Text AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`text_var` Input text	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`spaCy-en`	Chooses the algorithmic behavior or transformation strategy. Options: spaCy-en, BERT-NER, bioNER, sci-spaCy
`entity_types` Entity types	json	`["PERSON","ORG","GPE","DATE"]`	Chooses the algorithmic behavior or transformation strategy.
`output_var` Output entities	string	`entities`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let entities = ner(text, model="spaCy-en")

004 / NLP & Text AI

Summarization

summarize_block

Abstractive or extractive text summarisation.

What It Does

Use Summarization when you need abstractive or extractive text summarisation.

Canvas color: #6D28D9. Category: nlp.

How To Use

Drag the block from NLP & Text AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`text_var` Input text	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`abstractive`	Chooses the algorithmic behavior or transformation strategy. Options: abstractive, extractive, hybrid
`model` Model	select	`BART`	Chooses the algorithmic behavior or transformation strategy. Options: BART, T5, Pegasus, LED, LexRank
`max_length` Max summary tokens	number	`150`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 2048
`output_var` Output summary	string	`summary`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let summary = summarize(text, max_length=150)

005 / NLP & Text AI

Translation

translation_block

Neural machine translation: 200 language pairs via NLLB-200.

What It Does

Use Translation when you need neural machine translation: 200 language pairs via NLLB-200.

Canvas color: #6D28D9. Category: nlp.

How To Use

Drag the block from NLP & Text AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`text_var` Input text	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`src_lang` Source language	string	`en`	Configuration value used by this block when generating Sansqrit DSL code.
`tgt_lang` Target language	string	`fr`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`NLLB-200`	Chooses the algorithmic behavior or transformation strategy. Options: NLLB-200, mBART, Helsinki-NLP, DeepL-API
`output_var` Translation	string	`translated_text`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let translated_text = translate(text, src="en", tgt="fr")

006 / NLP & Text AI

Question Answering

qa_block

Extractive QA from context document or open-domain retrieval.

What It Does

Use Question Answering when you need extractive QA from context document or open-domain retrieval.

Canvas color: #6D28D9. Category: nlp.

How To Use

Drag the block from NLP & Text AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`question_var` Question	string	`question`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`context_var` Context document	string	`context`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`RoBERTa-SQuAD`	Chooses the algorithmic behavior or transformation strategy. Options: BERT-SQuAD, RoBERTa-SQuAD, DPR+FiD, GPT-4
`output_var` Answer	string	`answer`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.
InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let answer = qa(question, context)

007 / NLP & Text AI

Text Classification

text_classify

Multi-class text classification: zero-shot or fine-tuned.

What It Does

Use Text Classification when you need multi-class text classification: zero-shot or fine-tuned.

Canvas color: #6D28D9. Category: nlp.

How To Use

Drag the block from NLP & Text AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`text_var` Input text	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`labels` Class labels	json	`["science","sports","politics"]`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`model` Model	select	`zero-shot-BART`	Chooses the algorithmic behavior or transformation strategy. Options: zero-shot-BART, DistilBERT, SetFit, FastText
`output_var` Output label	string	`label`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let label = text_classify(text, labels=["science","sports","politics"])

008 / NLP & Text AI

Topic Modelling

topic_model

Discover latent topics: LDA, NMF, BERTopic.

What It Does

Use Topic Modelling when you need discover latent topics: LDA, NMF, BERTopic.

Canvas color: #6D28D9. Category: nlp.

How To Use

Drag the block from NLP & Text AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`corpus_var` Document corpus	string	`docs`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`BERTopic`	Chooses the algorithmic behavior or transformation strategy. Options: LDA, NMF, BERTopic, CTM
`n_topics` Topics	number	`10`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 2 to 500
`output_var` Topics	string	`topics`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let topics = topic_model(docs, n=10)

009 / NLP & Text AI

Keyword Extraction

keyword_extract

Extract key phrases using RAKE, YAKE, KeyBERT, or TF-IDF.

What It Does

Use Keyword Extraction when you need extract key phrases using RAKE, YAKE, KeyBERT, or TF-IDF.

Canvas color: #6D28D9. Category: nlp.

How To Use

Drag the block from NLP & Text AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`text_var` Input text	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`KeyBERT`	Chooses the algorithmic behavior or transformation strategy. Options: KeyBERT, YAKE, RAKE, TF-IDF
`top_k` Top-K keywords	number	`10`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 100
`output_var` Keywords	string	`keywords`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let keywords = keywords(text, k=10)

010 / NLP & Text AI

Coreference Resolution

coreference_block

Resolve pronoun and noun phrase coreferences in text.

What It Does

Use Coreference Resolution when you need resolve pronoun and noun phrase coreferences in text.

Canvas color: #6D28D9. Category: nlp.

How To Use

Drag the block from NLP & Text AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`text_var` Input text	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`fastcoref`	Chooses the algorithmic behavior or transformation strategy. Options: neuralcoref, allennlp, fastcoref
`output_var` Resolved text	string	`coref_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let coref_result = coreference(text)

011 / NLP & Text AI

Dependency Parsing

dep_parse

Parse syntactic dependencies: subject, object, modifier relationships.

What It Does

Use Dependency Parsing when you need parse syntactic dependencies: subject, object, modifier relationships.

Canvas color: #6D28D9. Category: nlp.

How To Use

Drag the block from NLP & Text AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`text_var` Input text	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`spaCy`	Chooses the algorithmic behavior or transformation strategy. Options: spaCy, stanza, CoreNLP
`output_var` Dependency tree	string	`dep_tree`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let dep_tree = dep_parse(text)

012 / NLP & Text AI

Text Similarity

text_similarity

Semantic text similarity using sentence embeddings or BM25.

What It Does

Use Text Similarity when you need semantic text similarity using sentence embeddings or BM25.

Canvas color: #6D28D9. Category: nlp.

How To Use

Drag the block from NLP & Text AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`text_a_var` Text A	string	`text_a`	Configuration value used by this block when generating Sansqrit DSL code.
`text_b_var` Text B	string	`text_b`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`cosine_sentence_embed`	Chooses the algorithmic behavior or transformation strategy. Options: cosine_sentence_embed, BM25, edit_distance, BLEU
`output_var` Similarity score	string	`sim_score`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.
InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let sim_score = text_similarity(text_a, text_b)

013 / NLP & Text AI

OCR

ocr_block

Optical Character Recognition: Tesseract, EasyOCR, PaddleOCR.

What It Does

Use OCR when you need optical Character Recognition: Tesseract, EasyOCR, PaddleOCR.

Canvas color: #6D28D9. Category: nlp.

How To Use

Drag the block from NLP & Text AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`image_var` Image variable	string	`img`	Configuration value used by this block when generating Sansqrit DSL code.
`engine` Engine	select	`EasyOCR`	Chooses from supported modes for predictable generated code. Options: Tesseract, EasyOCR, PaddleOCR, TrOCR
`language` Language	string	`en`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Extracted text	string	`ocr_text`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let ocr_text = ocr(img, engine="EasyOCR")

014 / NLP & Text AI

Speech Transcription

speech_transcribe

ASR: Whisper large-v3, Wav2Vec2, or cloud APIs.

What It Does

Use Speech Transcription when you need aSR: Whisper large-v3, Wav2Vec2, or cloud APIs.

Canvas color: #6D28D9. Category: nlp.

How To Use

Drag the block from NLP & Text AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`audio_var` Audio file/variable	string	`audio`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`whisper-large-v3`	Chooses the algorithmic behavior or transformation strategy. Options: whisper-large-v3, whisper-base, wav2vec2, deepgram
`language` Language (blank=auto)	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`word_timestamps` Word timestamps	bool	`false`	Turns an optional behavior on or off for this block.
`output_var` Transcript	string	`transcript`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let transcript = transcribe(audio, model="whisper-large-v3")

015 / NLP & Text AI

Text-to-Speech

tts_block

Neural TTS: ElevenLabs, OpenAI TTS, Coqui, or edge-tts.

What It Does

Use Text-to-Speech when you need neural TTS: ElevenLabs, OpenAI TTS, Coqui, or edge-tts.

Canvas color: #6D28D9. Category: nlp.

How To Use

Drag the block from NLP & Text AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`text_var` Input text	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`engine` Engine	select	`edge-tts`	Chooses from supported modes for predictable generated code. Options: elevenlabs, openai-tts, coqui, edge-tts, pyttsx3
`voice` Voice/speaker ID	string	`en-US-AriaNeural`	Configuration value used by this block when generating Sansqrit DSL code.
`speed` Speed	number	`1`	Numeric configuration used during code generation or execution. Range: 0.5 to 2
`output_file` Output audio file	string	`speech.mp3`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let speech.mp3 = tts(text, voice="en-US-AriaNeural")

016 / NLP & Text AI

Regex NER

regex_ner

Rule-based entity extraction using regex patterns for structured data (dates, phone numbers, emails, IDs).

What It Does

Use Regex NER when you need rule-based entity extraction using regex patterns for structured data (dates, phone numbers, emails, IDs).

Canvas color: #6D28D9. Category: nlp.

How To Use

Drag the block from NLP & Text AI into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`text_var` Input text	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`patterns` Entity patterns (regex)	json	`{"date":"\\d{4}-\\d{2}-\\d{2}","email":"[\\w.-]+@[\\w.-]+"}`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Entities dict	string	`re_entities`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let re_entities = regex_ner(text)

noise

Noise Models

Use this family when the workflow needs this block group as part of a larger visual program.

14 blocks

001 / Noise Models

Depolarising Noise

depol_noise

Applies random Pauli (X,Y,Z) with probability p/3. Most common noise model.

What It Does

Use Depolarising Noise when you need applies random Pauli (X,Y,Z) with probability p/3. Most common noise model.

Canvas color: #EA580C. Category: noise.

How To Use

Drag the block from Noise Models into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`error_rate` Error rate p	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`apply_to` Apply to	select	`all_gates`	Chooses from supported modes for predictable generated code. Options: all_gates, 1q_only, 2q_only
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

noise_model = depolarising(p=0.001)

002 / Noise Models

Bit-Flip Noise

bitflip_noise

Qubit flips |0⟩↔|1⟩ with probability p.

What It Does

Use Bit-Flip Noise when you need qubit flips |0⟩↔|1⟩ with probability p.

Canvas color: #EA580C. Category: noise.

How To Use

Drag the block from Noise Models into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`p_flip` Flip probability	number	`0.01`	Numeric configuration used during code generation or execution. Range: 0 to 0.5
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

noise_model = bit_flip(p=0.01)

003 / Noise Models

Phase-Flip Noise

phaseflip_noise

Applies Z with probability p. Destroys coherence without affecting populations.

What It Does

Use Phase-Flip Noise when you need applies Z with probability p. Destroys coherence without affecting populations.

Canvas color: #EA580C. Category: noise.

How To Use

Drag the block from Noise Models into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`p_flip` Phase flip prob	number	`0.01`	Numeric configuration used during code generation or execution. Range: 0 to 0.5
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

noise_model = phase_flip(p=0.01)

004 / Noise Models

Amplitude Damping

ampdamp_noise

Energy relaxation T1: qubit decays |1⟩→|0⟩. Physically realistic for superconducting qubits.

What It Does

Use Amplitude Damping when you need energy relaxation T1: qubit decays |1⟩→|0⟩. Physically realistic for superconducting qubits.

Canvas color: #EA580C. Category: noise.

How To Use

Drag the block from Noise Models into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`gamma` Damping γ	number	`0.01`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 1
`T1_us` T1 (μs)	number	`100`	Numeric configuration used during code generation or execution. Range: 0.1 to 10000
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

noise_model = amplitude_damping(gamma=0.01)

005 / Noise Models

Thermal Relaxation

thermal_noise

Combined T1+T2 thermal noise. Most physically realistic model for superconducting qubits.

What It Does

Use Thermal Relaxation when you need combined T1+T2 thermal noise. Most physically realistic model for superconducting qubits.

Canvas color: #EA580C. Category: noise.

How To Use

Drag the block from Noise Models into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`T1_us` T1 (μs)	number	`100`	Numeric configuration used during code generation or execution. Range: 0.1 to 10000
`T2_us` T2 (μs)	number	`50`	Numeric configuration used during code generation or execution. Range: 0.1 to 10000
`gate_time_ns` Gate time (ns)	number	`50`	Numeric configuration used during code generation or execution. Range: 1 to 10000
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

noise_model = thermal(T1=100e-6, T2=50e-6)

006 / Noise Models

Readout Error

readout_noise

Readout misclassification: P(1|0) and P(0|1) assignment error.

What It Does

Use Readout Error when you need readout misclassification: P(1|0) and P(0|1) assignment error.

Canvas color: #EA580C. Category: noise.

How To Use

Drag the block from Noise Models into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`p01` P(1\|0)	number	`0.01`	Numeric configuration used during code generation or execution. Range: 0 to 1
`p10` P(0\|1)	number	`0.05`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

noise_model = readout_error(p01=0.01, p10=0.05)

007 / Noise Models

Crosstalk

crosstalk_noise

Unwanted coupling between neighbouring qubits during gate operations.

What It Does

Use Crosstalk when you need unwanted coupling between neighbouring qubits during gate operations.

Canvas color: #EA580C. Category: noise.

How To Use

Drag the block from Noise Models into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`coupling_map` Coupling map	json	`[[0,1],[1,2]]`	Configuration value used by this block when generating Sansqrit DSL code.
`strength` Coupling strength	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 0.1
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

noise_model = crosstalk(strength=0.001)

008 / Noise Models

Custom Kraus Channel

kraus_noise

Any physical noise channel: ρ→ΣKᵢρKᵢ†. Kraus operators must satisfy ΣKᵢ†Kᵢ=I.

What It Does

Use Custom Kraus Channel when you need any physical noise channel: ρ→ΣKᵢρKᵢ†. Kraus operators must satisfy ΣKᵢ†Kᵢ=I.

Canvas color: #EA580C. Category: noise.

How To Use

Drag the block from Noise Models into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`kraus_ops` Kraus operators	json	`[]`	Configuration value used by this block when generating Sansqrit DSL code.
`validate` Validate completeness	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

noise_model = custom_kraus(ops=...)

009 / Noise Models

Coherent Error

coherent_error

Systematic over/under-rotation error. Worst case for VQE accuracy — does NOT average out.

What It Does

Use Coherent Error when you need systematic over/under-rotation error. Worst case for VQE accuracy — does NOT average out.

Canvas color: #EA580C. Category: noise.

How To Use

Drag the block from Noise Models into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`over_rotation` Over-rotation (rad)	number	`0.01`	Numeric configuration used during code generation or execution. Range: -1 to 1
`apply_to` Apply to	select	`all_1q`	Chooses from supported modes for predictable generated code. Options: all_1q, Rx, Ry, H
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

noise_model = coherent_error(angle=0.01)

010 / Noise Models

Leakage to |2⟩

leakage_noise

Superconducting qubit leakage into non-computational |2⟩ state.

What It Does

Use Leakage to |2⟩ when you need superconducting qubit leakage into non-computational |2⟩ state.

Canvas color: #EA580C. Category: noise.

How To Use

Drag the block from Noise Models into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`p_leak` Leakage probability	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 0.1
`p_seep` Seepage back to \|1⟩	number	`0.1`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

noise_model = leakage(p=0.001)

011 / Noise Models

Reset Error

reset_error

Imperfect qubit reset: P(|1⟩ after reset) = p_reset_err.

What It Does

Use Reset Error when you need imperfect qubit reset: P(|1⟩ after reset) = p_reset_err.

Canvas color: #EA580C. Category: noise.

How To Use

Drag the block from Noise Models into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`p_reset_err` Reset error	number	`0.01`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

noise_model = reset_error(p=0.01)

012 / Noise Models

SPAM Errors

spam_noise

State Preparation And Measurement errors combined.

What It Does

Use SPAM Errors when you need state Preparation And Measurement errors combined.

Canvas color: #EA580C. Category: noise.

How To Use

Drag the block from Noise Models into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`p_prep_err` Prep error	number	`0.005`	Numeric configuration used during code generation or execution. Range: 0 to 1
`p_meas_err` Measure error	number	`0.01`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

noise_model = spam(prep=0.005, meas=0.01)

013 / Noise Models

2Q Gate Noise

two_qubit_noise

Higher error rate for 2-qubit gates vs 1-qubit gates.

What It Does

Use 2Q Gate Noise when you need higher error rate for 2-qubit gates vs 1-qubit gates.

Canvas color: #EA580C. Category: noise.

How To Use

Drag the block from Noise Models into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`p_1q` 1Q error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`p_2q` 2Q error rate	number	`0.01`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

noise_model = two_qubit_noise(p1q=0.001, p2q=0.01)

014 / Noise Models

Device Noise Model

device_noise

Load real device calibration data to build accurate noise model.

What It Does

Use Device Noise Model when you need load real device calibration data to build accurate noise model.

Canvas color: #EA580C. Category: noise.

How To Use

Drag the block from Noise Models into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`device` Device	select	`ibm_brisbane`	Chooses from supported modes for predictable generated code. Options: ibm_brisbane, ibm_sherbrooke, google_sycamore, ionq_aria
`use_latest_calib` Use latest calibration	bool	`true`	Turns an optional behavior on or off for this block.
`output_noise_model` Noise model var	string	`device_noise`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let device_noise = device_noise_model("ibm_brisbane")

⬆

optimization

Optimisation

Use this family when the workflow needs this block group as part of a larger visual program.

18 blocks

001 / Optimisation

COBYLA

cobyla_opt

Constrained Optimisation By Linear Approximations. Derivative-free, robust for noisy VQE landscapes.

What It Does

Use COBYLA when you need constrained Optimisation By Linear Approximations. Derivative-free, robust for noisy VQE landscapes.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`objective_fn` Objective function	string	`cost_fn`	Configuration value used by this block when generating Sansqrit DSL code.
`initial_params` Initial params	json	`[0.1, 0.2]`	Configuration value used by this block when generating Sansqrit DSL code.
`max_iter` Max iterations	number	`1000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 100000
`rhobeg` Initial step size	number	`0.5`	Numeric configuration used during code generation or execution. Range: 0.001 to 10
`output_var` Output	string	`cobyla_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let cobyla_result = cobyla(cost_fn, max_iter=1000)

002 / Optimisation

SPSA

spsa_opt

Simultaneous Perturbation Stochastic Approximation. Scales to high-dimension VQE with only 2 cost evaluations per step.

What It Does

Use SPSA when you need simultaneous Perturbation Stochastic Approximation. Scales to high-dimension VQE with only 2 cost evaluations per step.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`objective_fn` Objective function	string	`cost_fn`	Configuration value used by this block when generating Sansqrit DSL code.
`initial_params` Initial params	json	`[0.1, 0.2]`	Configuration value used by this block when generating Sansqrit DSL code.
`max_iter` Max iterations	number	`300`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 10000
`a` Step size a	number	`0.1`	Numeric configuration used during code generation or execution. Range: 0.001 to 10
`c` Perturbation c	number	`0.1`	Numeric configuration used during code generation or execution. Range: 0.001 to 1
`output_var` Output	string	`spsa_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let spsa_result = spsa(cost_fn, max_iter=300)

003 / Optimisation

Adam Optimizer

adam_opt

Adaptive Moment Estimation: Adam for quantum circuit parameter training.

What It Does

Use Adam Optimizer when you need adaptive Moment Estimation: Adam for quantum circuit parameter training.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`objective_fn` Objective function	string	`cost_fn`	Configuration value used by this block when generating Sansqrit DSL code.
`initial_params` Initial params	json	`[0.1, 0.2]`	Configuration value used by this block when generating Sansqrit DSL code.
`lr` Learning rate	number	`0.01`	Numeric configuration used during code generation or execution. Range: 0.00001 to 1
`beta1` β₁	number	`0.9`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 1
`beta2` β₂	number	`0.999`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 1
`max_iter` Iterations	number	`500`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 50000
`output_var` Output	string	`adam_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let adam_result = adam(cost_fn, lr=0.01)

004 / Optimisation

Genetic Algorithm

genetic_algo

Evolutionary optimisation: selection, crossover, mutation. For combinatorial and discrete problems.

What It Does

Use Genetic Algorithm when you need evolutionary optimisation: selection, crossover, mutation. For combinatorial and discrete problems.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`fitness_fn` Fitness function	string	`fitness_fn`	Configuration value used by this block when generating Sansqrit DSL code.
`population` Population size	number	`100`	Numeric configuration used during code generation or execution. Range: 10 to 10000
`generations` Generations	number	`200`	Numeric configuration used during code generation or execution. Range: 10 to 10000
`mutation_rate` Mutation rate	number	`0.01`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0 to 1
`crossover_rate` Crossover rate	number	`0.8`	Numeric configuration used during code generation or execution. Range: 0 to 1
`output_var` Best solution	string	`ga_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let ga_result = genetic_algorithm(fitness_fn, pop=100, gen=200)

005 / Optimisation

Simulated Annealing

simulated_annealing

Probabilistic metaheuristic: accepts worse solutions with cooling probability. Avoids local minima.

What It Does

Use Simulated Annealing when you need probabilistic metaheuristic: accepts worse solutions with cooling probability. Avoids local minima.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`objective_fn` Objective function	string	`cost_fn`	Configuration value used by this block when generating Sansqrit DSL code.
`T_start` Start temperature	number	`100`	Numeric configuration used during code generation or execution. Range: 0.1 to 1000000
`T_end` End temperature	number	`0.01`	Numeric configuration used during code generation or execution. Range: 0.000001 to 1
`n_steps` Steps	number	`10000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 100 to 1000000000
`cooling` Cooling schedule	select	`exponential`	Chooses from supported modes for predictable generated code. Options: linear, exponential, boltzmann
`output_var` Output	string	`sa_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let sa_result = simulated_annealing(cost_fn, T_start=100)

006 / Optimisation

Particle Swarm

pso_opt

Particle Swarm Optimisation: swarm intelligence for continuous parameter spaces.

What It Does

Use Particle Swarm when you need particle Swarm Optimisation: swarm intelligence for continuous parameter spaces.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`objective_fn` Objective function	string	`cost_fn`	Configuration value used by this block when generating Sansqrit DSL code.
`n_particles` Particles	number	`30`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 5 to 1000
`max_iter` Iterations	number	`200`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 10000
`omega` Inertia ω	number	`0.7`	Numeric configuration used during code generation or execution. Range: 0 to 2
`c1` Cognitive c₁	number	`1.5`	Numeric configuration used during code generation or execution. Range: 0 to 4
`c2` Social c₂	number	`1.5`	Numeric configuration used during code generation or execution. Range: 0 to 4
`output_var` Output	string	`pso_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let pso_result = pso(cost_fn, n=30)

007 / Optimisation

L-BFGS-B

lbfgs_opt

Limited-memory BFGS with box constraints. Best for smooth, differentiable landscapes.

What It Does

Use L-BFGS-B when you need limited-memory BFGS with box constraints. Best for smooth, differentiable landscapes.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`objective_fn` Objective + gradient fn	string	`cost_fn`	Configuration value used by this block when generating Sansqrit DSL code.
`initial_params` Initial params	json	`[0.1, 0.2]`	Configuration value used by this block when generating Sansqrit DSL code.
`bounds` Bounds per param (null=unbounded)	json	`null`	Configuration value used by this block when generating Sansqrit DSL code.
`max_iter` Max iterations	number	`1000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 100000
`output_var` Output	string	`lbfgs_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let lbfgs_result = lbfgs(cost_fn, max_iter=1000)

008 / Optimisation

Bayesian Optimisation

bayesian_opt

Sample-efficient optimisation using Gaussian Process surrogate model. Ideal for expensive objectives.

What It Does

Use Bayesian Optimisation when you need sample-efficient optimisation using Gaussian Process surrogate model. Ideal for expensive objectives.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`objective_fn` Objective function	string	`cost_fn`	Configuration value used by this block when generating Sansqrit DSL code.
`bounds` Search bounds	json	`{"x":[0,3.14],"y":[0,3.14]}`	Configuration value used by this block when generating Sansqrit DSL code.
`n_initial` Initial random samples	number	`5`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 100
`n_iter` BO iterations	number	`25`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 5 to 1000
`acquisition` Acquisition fn	select	`EI`	Chooses from supported modes for predictable generated code. Options: EI, UCB, PI
`output_var` Output	string	`bo_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let bo_result = bayesian_opt(cost_fn, n_iter=25)

009 / Optimisation

Max-Cut

maxcut_block

Max-Cut problem: partition graph vertices to maximise cut edges. QAOA benchmark problem.

What It Does

Use Max-Cut when you need max-Cut problem: partition graph vertices to maximise cut edges. QAOA benchmark problem.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`edges` Edge list	json	`[[0,1],[1,2],[2,3],[3,0]]`	Configuration value used by this block when generating Sansqrit DSL code.
`solver` Solver	select	`QAOA`	Chooses from supported modes for predictable generated code. Options: QAOA, GoemansWilliamson, BruteForce, SDP
`p_layers` QAOA layers p	number	`2`	Numeric configuration used during code generation or execution. Range: 1 to 20
`output_var` Output partition	string	`maxcut_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let maxcut_result = max_cut([[0,1],[1,2],[2,3],[3,0]], solver="QAOA")

010 / Optimisation

Travelling Salesman

tsp_block

Travelling Salesman Problem on quantum hardware via QAOA or quantum annealing.

What It Does

Use Travelling Salesman when you need travelling Salesman Problem on quantum hardware via QAOA or quantum annealing.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`distance_matrix` Distance matrix	json	`[[0,2,3],[2,0,1],[3,1,0]]`	Configuration value used by this block when generating Sansqrit DSL code.
`solver` Solver	select	`QAOA`	Chooses from supported modes for predictable generated code. Options: QAOA, D-Wave, Genetic, NN_heuristic
`p_layers` QAOA layers	number	`3`	Numeric configuration used during code generation or execution. Range: 1 to 20
`output_var` Optimal route	string	`tsp_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let tsp_result = tsp(distance_matrix, solver="QAOA")

011 / Optimisation

Portfolio Optimisation

portfolio_opt

Mean-variance portfolio optimisation (Markowitz). Binary or continuous allocation.

What It Does

Use Portfolio Optimisation when you need mean-variance portfolio optimisation (Markowitz). Binary or continuous allocation.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`returns_var` Expected returns	string	`returns`	Configuration value used by this block when generating Sansqrit DSL code.
`cov_var` Covariance matrix	string	`cov_matrix`	Configuration value used by this block when generating Sansqrit DSL code.
`risk_aversion` Risk aversion λ	number	`1`	Numeric configuration used during code generation or execution. Range: 0 to 100
`solver` Solver	select	`classical_QP`	Chooses from supported modes for predictable generated code. Options: QAOA, classical_QP, SA
`n_assets` Assets to select	number	`5`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 50
`output_var` Portfolio weights	string	`portfolio`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let portfolio = portfolio_opt(returns, lambda=1)

012 / Optimisation

Linear Programming

linear_prog

Minimise cᵀx subject to Ax≤b, x≥0. Uses scipy.optimize.linprog.

What It Does

Use Linear Programming when you need minimise cᵀx subject to Ax≤b, x≥0. Uses scipy.optimize.linprog.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`c_var` Objective coefficients c	string	`c`	Configuration value used by this block when generating Sansqrit DSL code.
`A_var` Constraint matrix A	string	`A`	Configuration value used by this block when generating Sansqrit DSL code.
`b_var` Constraint vector b	string	`b`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`highs`	Chooses the algorithmic behavior or transformation strategy. Options: highs, simplex, revised_simplex, interior-point
`output_var` Solution	string	`lp_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let lp_result = linprog(c, A, b)

013 / Optimisation

Integer Programming

integer_prog

Mixed-integer linear programming with branch-and-bound.

What It Does

Use Integer Programming when you need mixed-integer linear programming with branch-and-bound.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`c_var` Objective	string	`c`	Configuration value used by this block when generating Sansqrit DSL code.
`A_var` Constraints A	string	`A`	Configuration value used by this block when generating Sansqrit DSL code.
`b_var` Bounds b	string	`b`	Configuration value used by this block when generating Sansqrit DSL code.
`int_vars` Integer variable indices	json	`[0,1,2]`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Solution	string	`ilp_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let ilp_result = integer_prog(c, A, b)

014 / Optimisation

QUBO Formulation

qubo_block

Quadratic Unconstrained Binary Optimisation: x᷊Qx form for quantum annealers and QAOA.

What It Does

Use QUBO Formulation when you need quadratic Unconstrained Binary Optimisation: x᷊Qx form for quantum annealers and QAOA.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`problem_var` Problem (dict or matrix)	string	`problem`	Configuration value used by this block when generating Sansqrit DSL code.
`solver` Solver	select	`SA`	Chooses from supported modes for predictable generated code. Options: D-Wave, SA, QAOA, exact
`output_var` Output solution	string	`qubo_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let qubo_result = qubo_solve(problem)

015 / Optimisation

Convex Optimisation

cvx_opt

Solve convex programs via CVXPY (LP, QP, SOCP, SDP).

What It Does

Use Convex Optimisation when you need solve convex programs via CVXPY (LP, QP, SOCP, SDP).

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`problem_code` CVXPY problem	code	`# x = cp.Variable(n) # objective = cp.Minimize(...)`	Raw code text interpreted by the Sansqrit DSL runtime.
`output_var` Solution	string	`cvx_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let cvx_result = cvx_solve(...)

016 / Optimisation

Grid Search

grid_search

Exhaustive hyperparameter grid search with optional cross-validation.

What It Does

Use Grid Search when you need exhaustive hyperparameter grid search with optional cross-validation.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`estimator_var` Estimator	string	`model`	Configuration value used by this block when generating Sansqrit DSL code.
`param_grid` Parameter grid	json	`{"C":[0.1,1,10],"gamma":[0.01,0.1]}`	Configuration value used by this block when generating Sansqrit DSL code.
`cv_folds` CV folds	number	`5`	Numeric configuration used during code generation or execution. Range: 2 to 20
`scoring` Scoring	select	`accuracy`	Chooses from supported modes for predictable generated code. Options: accuracy, f1, roc_auc, r2, neg_mse
`output_var` Best params	string	`best_params`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let best_params = grid_search(model, {"C":[0.1,1,10],"gamma":[0.01,0.1]})

017 / Optimisation

Nelder-Mead

nelder_mead

Simplex method: robust derivative-free optimisation. Reliable for low-dimensional smooth landscapes.

What It Does

Use Nelder-Mead when you need simplex method: robust derivative-free optimisation. Reliable for low-dimensional smooth landscapes.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`objective_fn` Objective function	string	`cost_fn`	Configuration value used by this block when generating Sansqrit DSL code.
`x0` Initial guess	json	`[0.5, 0.5]`	Configuration value used by this block when generating Sansqrit DSL code.
`xatol` Absolute tolerance	number	`0.000001`	Numeric configuration used during code generation or execution. Range: 1e-12 to 0.1
`max_iter` Max iterations	number	`500`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 100000
`output_var` Output	string	`nm_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let nm_result = nelder_mead(cost_fn)

018 / Optimisation

Differential Evolution

diff_evolution

Population-based global optimiser. Excellent for multimodal continuous functions.

What It Does

Use Differential Evolution when you need population-based global optimiser. Excellent for multimodal continuous functions.

Canvas color: #B45309. Category: optimization.

How To Use

Drag the block from Optimisation into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`objective_fn` Objective function	string	`cost_fn`	Configuration value used by this block when generating Sansqrit DSL code.
`bounds` Bounds	json	`[[0,3.14],[0,3.14]]`	Configuration value used by this block when generating Sansqrit DSL code.
`popsize` Pop size multiplier	number	`15`	Numeric configuration used during code generation or execution. Range: 5 to 50
`mutation` Mutation factor	number	`0.8`	Numeric configuration used during code generation or execution. Range: 0.5 to 2
`recombination` Recombination	number	`0.7`	Numeric configuration used during code generation or execution. Range: 0 to 1
`output_var` Output	string	`de_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let de_result = differential_evolution(cost_fn)

📤

output

Output & Display

Use this family to present results as tables, charts, logs, dashboards, or exported artifacts.

16 blocks

001 / Output & Display

Plot / Chart

plot_block

Plotly, Matplotlib, Bokeh: line, bar, scatter, histogram, heatmap, 3D.

What It Does

Use Plot / Chart when you need plotly, Matplotlib, Bokeh: line, bar, scatter, histogram, heatmap, 3D.

Canvas color: #F59E0B. Category: output.

How To Use

Drag the block from Output & Display into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`x_var` X data variable	string	`x`	Configuration value used by this block when generating Sansqrit DSL code.
`y_var` Y data variable	string	`y`	Configuration value used by this block when generating Sansqrit DSL code.
`chart_type` Chart type	select	`line`	Chooses the algorithmic behavior or transformation strategy. Options: line, scatter, bar, histogram, heatmap, box, violin, 3d_scatter, contour
`title` Title	string	`empty`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`x_label` X label	string	`empty`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`y_label` Y label	string	`empty`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`backend` Backend	select	`plotly`	Chooses from supported modes for predictable generated code. Options: plotly, matplotlib, bokeh
`interactive` Interactive	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output figure	string	`fig`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.
InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let fig = plot(x, y, type="line", title="")

002 / Output & Display

Print

print_block

Print value to logs panel.

What It Does

Use Print when you need print value to logs panel.

Canvas color: #F59E0B. Category: output.

How To Use

Drag the block from Output & Display into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`value_var` Value to print	string	`result`	Configuration value used by this block when generating Sansqrit DSL code.
`label` Label prefix	string	`empty`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`format` Format	select	`auto`	Chooses from supported modes for predictable generated code. Options: auto, json, table, csv
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

print(result)

003 / Output & Display

Save File

save_file

Save variable to CSV, JSON, Parquet, HDF5, or pickle.

What It Does

Use Save File when you need save variable to CSV, JSON, Parquet, HDF5, or pickle.

Canvas color: #F59E0B. Category: output.

How To Use

Drag the block from Output & Display into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`result`	Configuration value used by this block when generating Sansqrit DSL code.
`file_path` Output file path	string	`output.csv`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`format` Format	select	`csv`	Chooses from supported modes for predictable generated code. Options: csv, json, parquet, hdf5, pickle, txt
`overwrite` Overwrite existing	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

save("output.csv", result)

004 / Output & Display

Table View

table_block

Display tabular data in the output panel with sorting, filtering, pagination.

What It Does

Use Table View when you need display tabular data in the output panel with sorting, filtering, pagination.

Canvas color: #F59E0B. Category: output.

How To Use

Drag the block from Output & Display into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`max_rows` Max rows	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 10000
`sortable` Sortable	bool	`true`	Turns an optional behavior on or off for this block.
`filterable` Filterable	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

table_view(data)

005 / Output & Display

Circuit Diagram

circuit_diagram

Export quantum circuit diagram as SVG, PDF, ASCII, or QASM.

What It Does

Use Circuit Diagram when you need export quantum circuit diagram as SVG, PDF, ASCII, or QASM.

Canvas color: #F59E0B. Category: output.

How To Use

Drag the block from Output & Display into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register_var` Register variable	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`format` Format	select	`svg`	Chooses from supported modes for predictable generated code. Options: svg, pdf, ascii, qasm
`show_params` Show gate params	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output filepath	string	`circuit.svg`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let circuit.svg = circuit_diagram(q, format="svg")

006 / Output & Display

VQE Dashboard

vqe_dashboard

Live convergence plot: energy vs iteration, gradient norm, parameter trajectories.

What It Does

Use VQE Dashboard when you need live convergence plot: energy vs iteration, gradient norm, parameter trajectories.

Canvas color: #F59E0B. Category: output.

How To Use

Drag the block from Output & Display into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`vqe_result_var` VQE result variable	string	`vqe_result`	Configuration value used by this block when generating Sansqrit DSL code.
`live_update` Live update	bool	`true`	Turns an optional behavior on or off for this block.
`show_params` Show parameter trajectories	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

vqe_dashboard(vqe_result)

007 / Output & Display

Interactive Dashboard

interactive_dash

Build interactive Dash/Streamlit/Panel dashboard from data.

What It Does

Use Interactive Dashboard when you need build interactive Dash/Streamlit/Panel dashboard from data.

Canvas color: #F59E0B. Category: output.

How To Use

Drag the block from Output & Display into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`framework` Framework	select	`Plotly_Dash`	Chooses from supported modes for predictable generated code. Options: Plotly_Dash, Streamlit, Panel, Bokeh_serve
`title` Dashboard title	string	`Sanskrit Dashboard`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`output_port` Port	string	`8050`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

dashboard(data, title="Sanskrit Dashboard")

008 / Output & Display

Bloch Sphere

bloch_sphere

Render single-qubit state on Bloch sphere.

What It Does

Use Bloch Sphere when you need render single-qubit state on Bloch sphere.

Canvas color: #F59E0B. Category: output.

How To Use

Drag the block from Output & Display into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`qubit_idx` Qubit index	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`animate` Animate gate sequence	bool	`false`	Turns an optional behavior on or off for this block.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

bloch_sphere(q[0])

009 / Output & Display

Histogram Plot

histogram_plot

Plot measurement histogram with configurable bins and normalisation.

What It Does

Use Histogram Plot when you need plot measurement histogram with configurable bins and normalisation.

Canvas color: #F59E0B. Category: output.

How To Use

Drag the block from Output & Display into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data variable	string	`result.histogram`	Configuration value used by this block when generating Sansqrit DSL code.
`bins` Bins (0=auto)	number	`0`	Numeric configuration used during code generation or execution. Range: 0 to 1000
`normalise` Normalise to probabilities	bool	`false`	Turns an optional behavior on or off for this block.
`title` Title	string	`Measurement Histogram`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

plot_histogram(result.histogram)

010 / Output & Display

Network Graph

network_graph_plot

Visualise graph structure with Pyvis, Gephi-export, or D3.

What It Does

Use Network Graph when you need visualise graph structure with Pyvis, Gephi-export, or D3.

Canvas color: #F59E0B. Category: output.

How To Use

Drag the block from Output & Display into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`graph_var` Graph variable	string	`G`	Configuration value used by this block when generating Sansqrit DSL code.
`layout` Layout	select	`spring`	Chooses from supported modes for predictable generated code. Options: spring, circular, kamada_kawai, spectral, shell
`interactive` Interactive HTML	bool	`true`	Turns an optional behavior on or off for this block.
`output_file` Output file	string	`graph.html`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

plot_network(G)

011 / Output & Display

Heatmap

heatmap_plot

Heatmap / correlation matrix / confusion matrix visualisation.

What It Does

Use Heatmap when you need heatmap / correlation matrix / confusion matrix visualisation.

Canvas color: #F59E0B. Category: output.

How To Use

Drag the block from Output & Display into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`matrix_var` Matrix variable	string	`matrix`	Configuration value used by this block when generating Sansqrit DSL code.
`title` Title	string	`Heatmap`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`colormap` Colormap	select	`viridis`	Chooses from supported modes for predictable generated code. Options: viridis, plasma, RdBu_r, coolwarm, YlOrRd
`annotate` Annotate cells	bool	`true`	Turns an optional behavior on or off for this block.
`cluster` Hierarchical cluster	bool	`false`	Turns an optional behavior on or off for this block.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

heatmap(matrix, title="Heatmap")

012 / Output & Display

Report Generator

report_gen

Auto-generate PDF/HTML report from experiment results.

What It Does

Use Report Generator when you need auto-generate PDF/HTML report from experiment results.

Canvas color: #F59E0B. Category: output.

How To Use

Drag the block from Output & Display into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`title` Report title	string	`Sanskrit Experiment Report`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`data_var` Results variable	string	`results`	Configuration value used by this block when generating Sansqrit DSL code.
`format` Format	select	`HTML`	Chooses from supported modes for predictable generated code. Options: PDF, HTML, Markdown, DOCX
`output_file` Output file	string	`report.html`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

generate_report("Sanskrit Experiment Report", results, format="HTML")

013 / Output & Display

Animation

animation_block

Animate state evolution, VQE convergence, or molecular dynamics.

What It Does

Use Animation when you need animate state evolution, VQE convergence, or molecular dynamics.

Canvas color: #F59E0B. Category: output.

How To Use

Drag the block from Output & Display into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`frames_var` Frames data	string	`frames`	Configuration value used by this block when generating Sansqrit DSL code.
`type` Animation type	select	`state_evolution`	Chooses the algorithmic behavior or transformation strategy. Options: state_evolution, vqe_convergence, md_trajectory, custom
`fps` FPS	number	`30`	Numeric configuration used during code generation or execution. Range: 1 to 120
`output_file` Output file	string	`animation.gif`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

animate(frames, fps=30)

014 / Output & Display

Molecule Visualiser

mol_visualise

3D molecular visualisation with py3Dmol / NGLview / RDKit 2D depiction.

What It Does

Use Molecule Visualiser when you need 3D molecular visualisation with py3Dmol / NGLview / RDKit 2D depiction.

Canvas color: #F59E0B. Category: output.

How To Use

Drag the block from Output & Display into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`mol_var` Molecule / trajectory	string	`mol`	Configuration value used by this block when generating Sansqrit DSL code.
`engine` Engine	select	`py3Dmol`	Chooses from supported modes for predictable generated code. Options: py3Dmol, NGLview, rdkit_2d, JSME
`style` Style	select	`ball_and_stick`	Chooses from supported modes for predictable generated code. Options: stick, ball_and_stick, surface, ribbon
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

visualise_mol(mol)

015 / Output & Display

Console Log

console_log_block

Pretty-print complex objects (dict, list, quantum state) to logs panel.

What It Does

Use Console Log when you need pretty-print complex objects (dict, list, quantum state) to logs panel.

Canvas color: #F59E0B. Category: output.

How To Use

Drag the block from Output & Display into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`value_var` Value	string	`result`	Configuration value used by this block when generating Sansqrit DSL code.
`format` Format	select	`pprint`	Chooses from supported modes for predictable generated code. Options: pprint, json, yaml, repr
`prefix` Log prefix	string	`[result]`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

print("[result]", result)

016 / Output & Display

LaTeX Output

latex_output

Render mathematical expressions as LaTeX in output panel.

What It Does

Use LaTeX Output when you need render mathematical expressions as LaTeX in output panel.

Canvas color: #F59E0B. Category: output.

How To Use

Drag the block from Output & Display into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`expr_var` Expression or LaTeX string	string	`result`	Configuration value used by this block when generating Sansqrit DSL code.
`auto_convert` Auto-convert from SymPy	bool	`true`	Turns an optional behavior on or off for this block.
`label` Equation label	string	`Eq. 1`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

latex_render(result)

⚡

physics

Physics

Use this family when the workflow needs this block group as part of a larger visual program.

20 blocks

001 / Physics

Hamiltonian

hamiltonian_block

Define quantum Hamiltonian as Pauli string: Σᵢ hᵢ·Pᵢ. Used in VQE and QAOA.

What It Does

Use Hamiltonian when you need define quantum Hamiltonian as Pauli string: Σᵢ hᵢ·Pᵢ. Used in VQE and QAOA.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`pauli_string` Pauli string	string	`0.5Z0Z1 + 0.3*X0`	Configuration value used by this block when generating Sansqrit DSL code.
`format` Format	select	`pauli_string`	Chooses from supported modes for predictable generated code. Options: pauli_string, matrix, openfermion
`compute_ground_state` Compute ground state (exact)	bool	`false`	Turns an optional behavior on or off for this block.
`output_var` Output hamiltonian	string	`H`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let H = hamiltonian("0.5*Z0*Z1 + 0.3*X0")

002 / Physics

Ising Model

ising_model

Quantum Ising model: H = -J Σ ZᵢZᵢ₊₁ - h Σ Xᵢ. Phase transition at h/J=1.

What It Does

Use Ising Model when you need quantum Ising model: H = -J Σ ZᵢZᵢ₊₁ - h Σ Xᵢ. Phase transition at h/J=1.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_spins` Spins	number	`6`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 2 to 30
`J_coupling` J coupling	number	`1`	Numeric configuration used during code generation or execution. Range: 0 to 10
`h_field` Transverse field h	number	`0.5`	Chooses the data column or feature used for filtering, plotting, grouping, training, or prediction. Range: 0 to 10
`method` Method	select	`VQE`	Chooses the algorithmic behavior or transformation strategy. Options: VQE, exact_diag, DMRG
`output_var` Output	string	`ising_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let ising_result = ising(n=6, J=1, h=0.5)

003 / Physics

Monte Carlo

monte_carlo

Statistical sampling: Metropolis-Hastings for partition functions and observables.

What It Does

Use Monte Carlo when you need statistical sampling: Metropolis-Hastings for partition functions and observables.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_samples` Samples	number	`10000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 100 to 100000000
`n_burnin` Burn-in	number	`1000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0 to 100000
`temperature` Temperature kT	number	`1`	Numeric configuration used during code generation or execution. Range: 0 to 1000
`algorithm` Algorithm	select	`Metropolis`	Chooses the algorithmic behavior or transformation strategy. Options: Metropolis, Wolff, Wang-Landau
`output_var` Output	string	`mc_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let mc_result = monte_carlo(H, n=10000, T=1)

004 / Physics

Molecular Dynamics

molecular_dynamics

Classical MD simulation with AMBER, GROMACS, or OpenMM force fields.

What It Does

Use Molecular Dynamics when you need classical MD simulation with AMBER, GROMACS, or OpenMM force fields.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`system_var` System variable	string	`molecule`	Configuration value used by this block when generating Sansqrit DSL code.
`force_field` Force field	select	`AMBER`	Chooses the data column or feature used for filtering, plotting, grouping, training, or prediction. Options: AMBER, CHARMM, OPLS, GROMOS
`n_steps` Steps	number	`100000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1000 to 1000000000
`timestep_fs` Timestep (fs)	number	`2`	Numeric configuration used during code generation or execution. Range: 0.5 to 4
`temperature_K` Temperature (K)	number	`300`	Numeric configuration used during code generation or execution. Range: 0 to 10000
`output_var` Output trajectory	string	`traj`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let traj = molecular_dynamics(molecule, steps=100000)

005 / Physics

Quantum Field Theory

quantum_field

Lattice QFT simulation: scalar φ⁴ theory, lattice gauge theory.

What It Does

Use Quantum Field Theory when you need lattice QFT simulation: scalar φ⁴ theory, lattice gauge theory.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`model` Model	select	`phi4`	Chooses the algorithmic behavior or transformation strategy. Options: phi4, lattice_QED, lattice_QCD, Schwinger
`lattice_size` Lattice size	json	`[8,8]`	Configuration value used by this block when generating Sansqrit DSL code.
`mass` Mass m²	number	`1`	Numeric configuration used during code generation or execution. Range: -10 to 100
`coupling` Coupling λ	number	`0.5`	Numeric configuration used during code generation or execution. Range: 0 to 100
`output_var` Output	string	`qft_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let qft_result = quantum_field("phi4")

006 / Physics

Condensed Matter

condensed_matter

Hubbard model, Heisenberg chain, topological phases, band structure.

What It Does

Use Condensed Matter when you need hubbard model, Heisenberg chain, topological phases, band structure.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`model` Model	select	`Heisenberg`	Chooses the algorithmic behavior or transformation strategy. Options: Hubbard, Heisenberg, SSH, Kitaev_chain
`n_sites` Lattice sites	number	`8`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 2 to 100
`n_particles` Particles	number	`4`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 50
`output_var` Output	string	`cm_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let cm_result = condensed_matter("Heisenberg", n=8)

007 / Physics

CFD Simulation

fluid_dynamics

Computational fluid dynamics: Navier-Stokes, LBM, SPH.

What It Does

Use CFD Simulation when you need computational fluid dynamics: Navier-Stokes, LBM, SPH.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`geometry_var` Geometry	string	`domain`	Configuration value used by this block when generating Sansqrit DSL code.
`solver` Solver	select	`OpenFOAM`	Chooses from supported modes for predictable generated code. Options: OpenFOAM, LBM, SPH, FEniCS
`reynolds` Reynolds number	number	`1000`	Numeric configuration used during code generation or execution. Range: 1 to 1000000000
`n_iter` Iterations	number	`1000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 100000
`output_var` Flow field	string	`flow_field`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let flow_field = cfd(domain, Re=1000)

008 / Physics

Finite Element Analysis

finite_element

Structural mechanics, heat transfer, electromagnetics via FEM.

What It Does

Use Finite Element Analysis when you need structural mechanics, heat transfer, electromagnetics via FEM.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`mesh_var` Mesh / geometry	string	`mesh`	Configuration value used by this block when generating Sansqrit DSL code.
`physics` Physics	select	`structural`	Chooses from supported modes for predictable generated code. Options: structural, thermal, electromagnetic, multiphysics
`solver` Solver	select	`FEniCS`	Chooses from supported modes for predictable generated code. Options: FEniCS, GetFEM, Elmer, Abaqus
`boundary_conditions_var` Boundary conditions	string	`bcs`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` FEM result	string	`fem_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let fem_result = fem(mesh, physics="structural")

009 / Physics

EM Field Simulation

em_field_sim

Maxwell equations: FDTD, FEM, MoM for antenna, waveguide, photonics.

What It Does

Use EM Field Simulation when you need maxwell equations: FDTD, FEM, MoM for antenna, waveguide, photonics.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`geometry_var` Structure	string	`geometry`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`FDTD`	Chooses the algorithmic behavior or transformation strategy. Options: FDTD, FEM, MoM, RCWA
`frequency_ghz` Frequency (GHz)	number	`10`	Numeric configuration used during code generation or execution. Range: 0.001 to 1000000
`excitation_var` Excitation	string	`source`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`output_var` EM fields	string	`em_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let em_result = em_sim(geometry, f=10)

010 / Physics

Plasma Simulation

plasma_sim

Particle-in-cell or fluid plasma simulation for fusion and astrophysics.

What It Does

Use Plasma Simulation when you need particle-in-cell or fluid plasma simulation for fusion and astrophysics.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`init_conditions` Initial conditions	string	`plasma_init`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`PIC`	Chooses the algorithmic behavior or transformation strategy. Options: PIC, MHD, Vlasov, hybrid
`n_particles` Particles	number	`10000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 100 to 1000000000
`n_steps` Steps	number	`1000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 10000000
`output_var` Plasma state	string	`plasma_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let plasma_result = plasma_sim(model="PIC", n=10000)

011 / Physics

Nuclear Reactions

nuclear_physics

Nuclear cross-section, decay chains, fission/fusion Q-values.

What It Does

Use Nuclear Reactions when you need nuclear cross-section, decay chains, fission/fusion Q-values.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`reaction` Reaction (e.g. n+U235→...)	string	`n+U235`	Configuration value used by this block when generating Sansqrit DSL code.
`calculation` Calculation	select	`Q_value`	Chooses from supported modes for predictable generated code. Options: cross_section, Q_value, decay_chain, neutronics
`output_var` Result	string	`nuclear_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let nuclear_result = nuclear("n+U235", calc="Q_value")

012 / Physics

Optics & Photonics

optics_sim

Ray tracing, wavefront analysis, photonic crystal bands.

What It Does

Use Optics & Photonics when you need ray tracing, wavefront analysis, photonic crystal bands.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`optical_system_var` Optical system	string	`optics`	Configuration value used by this block when generating Sansqrit DSL code.
`simulation` Simulation	select	`ray_tracing`	Chooses from supported modes for predictable generated code. Options: ray_tracing, wave_optics, photonic_bands, FDTD_photonic
`source_var` Light source	string	`laser`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Optical result	string	`optical_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let optical_result = optics_sim(optics)

013 / Physics

Quantum Optics

quantum_optics

Jaynes-Cummings, cavity QED, master equation for open quantum systems.

What It Does

Use Quantum Optics when you need jaynes-Cummings, cavity QED, master equation for open quantum systems.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`system_var` System Hamiltonian	string	`H_sys`	Configuration value used by this block when generating Sansqrit DSL code.
`collapse_var` Collapse operators	string	`c_ops`	Configuration value used by this block when generating Sansqrit DSL code.
`t_max` Max time	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0.1 to 10000
`n_timesteps` Time steps	number	`1000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 100000
`output_var` Quantum state evolution	string	`q_opt_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let q_opt_result = mesolve(H_sys, t_max=100)

014 / Physics

Tensor Network

tensor_network

MPS, DMRG, TEBD, PEPS for quantum many-body systems.

What It Does

Use Tensor Network when you need mPS, DMRG, TEBD, PEPS for quantum many-body systems.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`ansatz` Tensor network	select	`MPS`	Chooses from supported modes for predictable generated code. Options: MPS, DMRG, TEBD, PEPS, MERA
`bond_dim` Bond dimension χ	number	`64`	Numeric configuration used during code generation or execution. Range: 2 to 4096
`task` Task	select	`ground_state`	Chooses from supported modes for predictable generated code. Options: ground_state, time_evolution, finite_T, excitations
`hamiltonian_var` Hamiltonian	string	`H`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`output_var` TN result	string	`tn_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let tn_result = dmrg(H, chi=64)

015 / Physics

Spin-Boson Model

spin_boson

Open quantum system: two-level system coupled to bosonic bath.

What It Does

Use Spin-Boson Model when you need open quantum system: two-level system coupled to bosonic bath.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`epsilon` Bias e	number	`0`	Numeric configuration used during code generation or execution. Range: -10 to 10
`delta` Tunnelling D	number	`1`	Numeric configuration used during code generation or execution. Range: 0 to 100
`alpha` Kondo coupling a	number	`0.1`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 1
`omega_c` Cutoff freq wc	number	`10`	Numeric configuration used during code generation or execution. Range: 0.1 to 1000
`method` Method	select	`HEOM`	Chooses the algorithmic behavior or transformation strategy. Options: HEOM, QUAPI, mPS, Bloch-Redfield
`output_var` Dynamics	string	`sb_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let sb_result = spin_boson(eps=0, delta=1)

016 / Physics

QED Calculation

qed_calc

Quantum Electrodynamics: Feynman diagram evaluation, S-matrix elements.

What It Does

Use QED Calculation when you need quantum Electrodynamics: Feynman diagram evaluation, S-matrix elements.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`process` QED process	string	`e+e- → γγ`	Configuration value used by this block when generating Sansqrit DSL code.
`com_energy_gev` CoM energy (GeV)	number	`91.2`	Numeric configuration used during code generation or execution. Range: 0.001 to 14000
`n_loops` Loop order	number	`0`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0 to 3
`output_var` Cross section	string	`qed_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let qed_result = qed("e+e- → γγ", sqrt_s=91.2)

017 / Physics

Topological Phase

topological_phase

Compute topological invariants: Chern number, Z2 index, winding number.

What It Does

Use Topological Phase when you need compute topological invariants: Chern number, Z2 index, winding number.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`hamiltonian_var` Hamiltonian	string	`H_k`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`invariant` Topological invariant	select	`Chern_number`	Chooses from supported modes for predictable generated code. Options: Chern_number, Z2_index, winding_number, Berry_phase
`n_k_points` k-grid per dim	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 10000
`output_var` Topological invariant	string	`topo_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let topo_result = topological_invariant(H_k)

018 / Physics

Quantum Transport

quantum_transport

Non-equilibrium Green function (NEGF) for quantum device transport.

What It Does

Use Quantum Transport when you need non-equilibrium Green function (NEGF) for quantum device transport.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`device_hamiltonian` Device Hamiltonian	string	`H_dev`	Configuration value used by this block when generating Sansqrit DSL code.
`lead_L_var` Left lead	string	`H_L`	Configuration value used by this block when generating Sansqrit DSL code.
`lead_R_var` Right lead	string	`H_R`	Configuration value used by this block when generating Sansqrit DSL code.
`voltage_V` Bias voltage (V)	number	`0.1`	Numeric configuration used during code generation or execution. Range: -10 to 10
`output_var` Transmission	string	`transport_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let transport_result = negf_transport(H_dev, V=0.1)

019 / Physics

Semiclassical Approx

semiclassical_approx

WKB approximation, stationary phase, periodic orbit theory.

What It Does

Use Semiclassical Approx when you need wKB approximation, stationary phase, periodic orbit theory.

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`potential_fn` Potential V(x)	string	`V`	Configuration value used by this block when generating Sansqrit DSL code.
`hbar` ℏ	number	`1`	Numeric configuration used during code generation or execution. Range: 1e-10 to 1000
`method` Method	select	`WKB`	Chooses the algorithmic behavior or transformation strategy. Options: WKB, stationary_phase, periodic_orbit
`output_var` Semiclassical result	string	`wkb_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let wkb_result = wkb(V)

020 / Physics

DFT+U

dft_plus_u

DFT with Hubbard U correction for strongly correlated materials (Mott insulators, TM oxides).

What It Does

Use DFT+U when you need dFT with Hubbard U correction for strongly correlated materials (Mott insulators, TM oxides).

Canvas color: #4338CA. Category: physics.

How To Use

Drag the block from Physics into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`crystal_var` Crystal	string	`crystal`	Configuration value used by this block when generating Sansqrit DSL code.
`U_value_eV` U value (eV)	number	`4`	Numeric configuration used during code generation or execution. Range: 0 to 20
`target_species` Target species	string	`Fe`	Selects the qubit, bit, control, target, or helper register position used by the block.
`code` Code	select	`QuantumESPRESSO`	Chooses from supported modes for predictable generated code. Options: VASP, QuantumESPRESSO, WIEN2k
`output_var` DFT+U result	string	`dftu_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let dftu_result = dft_plus_u(crystal, U=4)

∿

pulse

Pulse Level

Use this family when the workflow needs this block group as part of a larger visual program.

5 blocks

001 / Pulse Level

Gaussian Pulse

gaussian_pulse

Gaussian microwave pulse for gate implementation. IBM Qiskit Pulse native.

What It Does

Use Gaussian Pulse when you need gaussian microwave pulse for gate implementation. IBM Qiskit Pulse native.

Canvas color: #E11D48. Category: pulse.

How To Use

Drag the block from Pulse Level into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`amplitude` Amplitude	number	`0.5`	Numeric configuration used during code generation or execution. Range: 0 to 1
`sigma` Sigma (samples)	number	`64`	Numeric configuration used during code generation or execution. Range: 1 to 1000
`duration` Duration (dt)	number	`256`	Numeric configuration used during code generation or execution. Range: 1 to 10000
`channel` Channel	string	`d0`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

pulse_gaussian(amp=0.5, sigma=64, dur=256, ch="d0")

002 / Pulse Level

DRAG Pulse

drag_pulse

DRAG: suppresses leakage to |2⟩ in transmon qubits. IBM standard native gate pulse.

What It Does

Use DRAG Pulse when you need dRAG: suppresses leakage to |2⟩ in transmon qubits. IBM standard native gate pulse.

Canvas color: #E11D48. Category: pulse.

How To Use

Drag the block from Pulse Level into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`amplitude` Amplitude	number	`0.5`	Numeric configuration used during code generation or execution. Range: 0 to 1
`sigma` Sigma	number	`64`	Numeric configuration used during code generation or execution. Range: 1 to 1000
`beta` DRAG β	number	`0.5`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: -10 to 10
`duration` Duration (dt)	number	`256`	Numeric configuration used during code generation or execution. Range: 1 to 10000
`channel` Channel	string	`d0`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

pulse_drag(amp=0.5, beta=0.5, sigma=64, dur=256, ch="d0")

003 / Pulse Level

Square Pulse

square_pulse

Constant amplitude pulse for cross-resonance (CR) two-qubit gates.

What It Does

Use Square Pulse when you need constant amplitude pulse for cross-resonance (CR) two-qubit gates.

Canvas color: #E11D48. Category: pulse.

How To Use

Drag the block from Pulse Level into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`amplitude` Amplitude	number	`0.3`	Numeric configuration used during code generation or execution. Range: 0 to 1
`duration` Duration (dt)	number	`256`	Numeric configuration used during code generation or execution. Range: 1 to 10000
`channel` Channel	string	`u0`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

pulse_square(amp=0.3, dur=256, ch="u0")

004 / Pulse Level

Pulse Schedule

pulse_schedule

Compose multiple pulses into a synchronised schedule with timing control.

What It Does

Use Pulse Schedule when you need compose multiple pulses into a synchronised schedule with timing control.

Canvas color: #E11D48. Category: pulse.

How To Use

Drag the block from Pulse Level into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`alignment` Alignment	select	`sequential`	Chooses from supported modes for predictable generated code. Options: sequential, parallel, left, right
`output_var` Schedule variable	string	`schedule`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Pulse 1classicalClassical bit register or classical control signal produced by measurement or control blocks.
Pulse 2classicalClassical bit register or classical control signal produced by measurement or control blocks.
Pulse 3classicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let schedule = pulse_schedule(alignment="sequential")

005 / Pulse Level

ECR Pulse

ecr_pulse

Echoed cross-resonance pulse for IBM 2-qubit gates.

What It Does

Use ECR Pulse when you need echoed cross-resonance pulse for IBM 2-qubit gates.

Canvas color: #E11D48. Category: pulse.

How To Use

Drag the block from Pulse Level into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`ctrl_channel` Control channel	string	`u0`	Configuration value used by this block when generating Sansqrit DSL code.
`tgt_channel` Target channel	string	`d1`	Configuration value used by this block when generating Sansqrit DSL code.
`duration` Duration (dt)	number	`800`	Numeric configuration used during code generation or execution. Range: 100 to 10000
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

pulse_ecr(ctrl="u0", tgt="d1", dur=800)

🛡

quantum_ec

Quantum Error Correction

Use this family to construct, transform, measure, simulate, export, or analyze quantum circuits and sharded registers.

15 blocks

001 / Quantum Error Correction

Steane [[7,1,3]]

steane_code

7-qubit Steane code: encodes 1 logical qubit, corrects any single-qubit error. CSS construction from classical Hamming codes.

What It Does

Use Steane [[7,1,3]] when you need 7-qubit Steane code: encodes 1 logical qubit, corrects any single-qubit error. CSS construction from classical Hamming codes.

Canvas color: #0F766E. Category: quantum_ec.

How To Use

Drag the block from Quantum Error Correction into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_qubit` Logical qubit var	string	`q_data`	Selects the qubit, bit, control, target, or helper register position used by the block.
`auto_correct` Auto-correct errors	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output syndrome	string	`steane_syn`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Logical qubitregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let steane_syn = steane_encode(q_data)

002 / Quantum Error Correction

Shor [[9,1,3]]

shor_code

9-qubit Shor code: first quantum error correcting code. Concatenates phase-flip and bit-flip codes.

What It Does

Use Shor [[9,1,3]] when you need 9-qubit Shor code: first quantum error correcting code. Concatenates phase-flip and bit-flip codes.

Canvas color: #0F766E. Category: quantum_ec.

How To Use

Drag the block from Quantum Error Correction into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_qubit` Logical qubit var	string	`q_data`	Selects the qubit, bit, control, target, or helper register position used by the block.
`measure_stabilizers` Measure stabilizers	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output	string	`shor_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let shor_result = shor_encode(q_data)

003 / Quantum Error Correction

Surface Code

surface_code

Topological surface code: leading candidate for fault-tolerant QC. Threshold ~1%. Distance d requires d² physical qubits per logical qubit.

What It Does

Use Surface Code when you need topological surface code: leading candidate for fault-tolerant QC. Threshold ~1%. Distance d requires d² physical qubits per logical qubit.

Canvas color: #0F766E. Category: quantum_ec.

How To Use

Drag the block from Quantum Error Correction into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`distance` Code distance d	number	`3`	Numeric configuration used during code generation or execution. Range: 3 to 15
`boundary` Boundary type	select	`rotated`	Chooses from supported modes for predictable generated code. Options: planar, toric, rotated
`rounds` Error detection rounds	number	`3`	Numeric configuration used during code generation or execution. Range: 1 to 100
`decoder` Use MWPM decoder	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Logical qubit var	string	`surface_q`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let surface_q = surface_code(d=3, rounds=3)

004 / Quantum Error Correction

Color Code

color_code

2D color code: supports transversal Clifford + T gates. Triangular lattice geometry.

What It Does

Use Color Code when you need 2D color code: supports transversal Clifford + T gates. Triangular lattice geometry.

Canvas color: #0F766E. Category: quantum_ec.

How To Use

Drag the block from Quantum Error Correction into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`distance` Distance d	number	`3`	Numeric configuration used during code generation or execution. Range: 3 to 11
`geometry` Lattice	select	`triangular`	Chooses from supported modes for predictable generated code. Options: triangular, hexagonal
`output_var` Logical var	string	`color_q`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let color_q = color_code(d=3)

005 / Quantum Error Correction

Bit-Flip Code [[3,1,1]]

bit_flip_code

Simplest repetition code: protects against single bit-flip errors only.

What It Does

Use Bit-Flip Code [[3,1,1]] when you need simplest repetition code: protects against single bit-flip errors only.

Canvas color: #0F766E. Category: quantum_ec.

How To Use

Drag the block from Quantum Error Correction into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_qubit` Data qubit	string	`q_data`	Selects the qubit, bit, control, target, or helper register position used by the block.
`output_var` Output	string	`bfc_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let bfc_result = bit_flip_encode(q_data)

006 / Quantum Error Correction

Syndrome Measurement

syndrome_measure

Measure error syndrome without disturbing logical qubit. Uses ancilla qubits.

What It Does

Use Syndrome Measurement when you need measure error syndrome without disturbing logical qubit. Uses ancilla qubits.

Canvas color: #0F766E. Category: quantum_ec.

How To Use

Drag the block from Quantum Error Correction into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`code_var` Encoded register	string	`logical_q`	Configuration value used by this block when generating Sansqrit DSL code.
`code_type` Code type	select	`surface`	Chooses the algorithmic behavior or transformation strategy. Options: steane, shor, surface, color
`output_syndrome` Syndrome variable	string	`syndrome`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let syndrome = measure_syndrome(logical_q)

007 / Quantum Error Correction

Error Correction

error_correct

Apply correction operations based on measured syndrome.

What It Does

Use Error Correction when you need apply correction operations based on measured syndrome.

Canvas color: #0F766E. Category: quantum_ec.

How To Use

Drag the block from Quantum Error Correction into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`code_var` Encoded register	string	`logical_q`	Configuration value used by this block when generating Sansqrit DSL code.
`syndrome_var` Syndrome variable	string	`syndrome`	Configuration value used by this block when generating Sansqrit DSL code.
`decoder` Decoder	select	`MWPM`	Chooses from supported modes for predictable generated code. Options: MWPM, UF, NN, lookup
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
SyndromeclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

error_correct(logical_q, syndrome, decoder="MWPM")

008 / Quantum Error Correction

Logical Gate

logical_gate

Apply gate to logical qubit (fault-tolerant). Clifford gates are transversal; T needs magic state distillation.

What It Does

Use Logical Gate when you need apply gate to logical qubit (fault-tolerant). Clifford gates are transversal; T needs magic state distillation.

Canvas color: #0F766E. Category: quantum_ec.

How To Use

Drag the block from Quantum Error Correction into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`code_var` Logical register	string	`logical_q`	Configuration value used by this block when generating Sansqrit DSL code.
`gate` Logical gate	select	`H`	Chooses from supported modes for predictable generated code. Options: H, X, Y, Z, S, T, CNOT, CZ
`target_logical` Target logical qubit	number	`0`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 100
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

logical_H(logical_q, 0)

009 / Quantum Error Correction

Magic State Distillation

magic_state_distill

Distil high-fidelity |T⟩ magic states needed for fault-tolerant T gates.

What It Does

Use Magic State Distillation when you need distil high-fidelity |T⟩ magic states needed for fault-tolerant T gates.

Canvas color: #0F766E. Category: quantum_ec.

How To Use

Drag the block from Quantum Error Correction into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_noisy` Noisy input states	number	`15`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 7 to 100
`target_fidelity` Target fidelity	number	`0.9999`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0.99 to 1
`output_var` Output magic state	string	`T_state`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let T_state = magic_state_distill(n=15)

010 / Quantum Error Correction

FT State Prep

fault_tolerant_prep

Fault-tolerant preparation of |0⟩, |+⟩, or |T⟩ logical states.

What It Does

Use FT State Prep when you need fault-tolerant preparation of |0⟩, |+⟩, or |T⟩ logical states.

Canvas color: #0F766E. Category: quantum_ec.

How To Use

Drag the block from Quantum Error Correction into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`state` Logical state	select	`\|0⟩`	Chooses from supported modes for predictable generated code. Options: \|0⟩, \|1⟩, \|+⟩, \|-⟩, \|T⟩
`code_var` Code var	string	`logical_q`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let logical_q = ft_prep("|0⟩")

011 / Quantum Error Correction

QEC Threshold Sim

qec_threshold

Simulate logical error rate vs physical error rate. Find code threshold.

What It Does

Use QEC Threshold Sim when you need simulate logical error rate vs physical error rate. Find code threshold.

Canvas color: #0F766E. Category: quantum_ec.

How To Use

Drag the block from Quantum Error Correction into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`code` Code	select	`surface`	Chooses from supported modes for predictable generated code. Options: surface, steane, color
`d_min` Min distance	number	`3`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 3 to 7
`d_max` Max distance	number	`9`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 5 to 21
`physical_errors` Physical error rates	json	`[0.001,0.005,0.01,0.02]`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output	string	`threshold_data`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let threshold_data = qec_threshold_sim("surface")

012 / Quantum Error Correction

MWPM Decoder

decoder_mwpm

Minimum Weight Perfect Matching decoder for surface codes. O(n³) but highly optimised.

What It Does

Use MWPM Decoder when you need minimum Weight Perfect Matching decoder for surface codes. O(n³) but highly optimised.

Canvas color: #0F766E. Category: quantum_ec.

How To Use

Drag the block from Quantum Error Correction into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`syndrome_var` Syndrome	string	`syndrome`	Configuration value used by this block when generating Sansqrit DSL code.
`code_distance` Distance d	number	`3`	Numeric configuration used during code generation or execution. Range: 3 to 21
`weighted` Weighted edges	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Corrections	string	`corrections`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let corrections = mwpm_decode(syndrome, d=3)

013 / Quantum Error Correction

Stabilizer Simulator

stabilizer_sim

Clifford-only simulation via stabilizer tableaux. Efficient O(n²) for error analysis.

What It Does

Use Stabilizer Simulator when you need clifford-only simulation via stabilizer tableaux. Efficient O(n²) for error analysis.

Canvas color: #0F766E. Category: quantum_ec.

How To Use

Drag the block from Quantum Error Correction into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_qubits` Physical qubits	number	`50`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 2 to 10000
`circuit_var` Circuit	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`track_errors` Track error propagation	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output	string	`stab_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let stab_result = stabilizer_sim(q, n=50)

014 / Quantum Error Correction

Resource Estimator

resource_estimate

Estimate physical qubit count, T-gate count, and runtime for fault-tolerant algorithm.

What It Does

Use Resource Estimator when you need estimate physical qubit count, T-gate count, and runtime for fault-tolerant algorithm.

Canvas color: #0F766E. Category: quantum_ec.

How To Use

Drag the block from Quantum Error Correction into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`algorithm` Algorithm name	string	`shor_2048`	Chooses the algorithmic behavior or transformation strategy.
`logical_error_rate` Target logical error rate	number	`1e-12`	Numeric configuration used during code generation or execution. Range: 1e-20 to 0.01
`physical_error_rate` Physical error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0.000001 to 0.1
`output_var` Output estimate	string	`resource_est`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let resource_est = resource_estimate("shor_2048", p_phys=0.001)

015 / Quantum Error Correction

Concatenated Code

concatenated_code

Concatenate inner and outer codes for multiplicative threshold improvement.

What It Does

Use Concatenated Code when you need concatenate inner and outer codes for multiplicative threshold improvement.

Canvas color: #0F766E. Category: quantum_ec.

How To Use

Drag the block from Quantum Error Correction into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`inner_code` Inner code	select	`steane`	Chooses from supported modes for predictable generated code. Options: bit_flip, phase_flip, steane
`outer_code` Outer code	select	`steane`	Chooses from supported modes for predictable generated code. Options: steane, shor, surface
`levels` Concatenation levels	number	`2`	Numeric configuration used during code generation or execution. Range: 1 to 5
`output_var` Logical var	string	`concat_q`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let concat_q = concatenated_code(inner="steane", outer="steane", levels=2)

📈

finance

Quantum Finance

Use this family to construct, transform, measure, simulate, export, or analyze quantum circuits and sharded registers.

14 blocks

001 / Quantum Finance

Quantum Option Pricing

option_pricing

Price European/Asian options via Quantum Amplitude Estimation. Quadratic speedup over Monte Carlo.

What It Does

Use Quantum Option Pricing when you need price European/Asian options via Quantum Amplitude Estimation. Quadratic speedup over Monte Carlo.

Canvas color: #065F46. Category: finance.

How To Use

Drag the block from Quantum Finance into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`underlying` Underlying asset	string	`S`	Configuration value used by this block when generating Sansqrit DSL code.
`S0` Spot price	number	`100`	Numeric configuration used during code generation or execution. Range: 0.01 to 1000000000
`K` Strike price	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0.01 to 1000000000
`T` Maturity (years)	number	`1`	Numeric configuration used during code generation or execution. Range: 0.001 to 100
`r` Risk-free rate	number	`0.05`	Numeric configuration used during code generation or execution. Range: 0 to 1
`sigma` Volatility	number	`0.2`	Numeric configuration used during code generation or execution. Range: 0 to 5
`option_type` Type	select	`European_call`	Chooses the algorithmic behavior or transformation strategy. Options: European_call, European_put, Asian, barrier
`method` Method	select	`QAE`	Chooses the algorithmic behavior or transformation strategy. Options: QAE, Monte_Carlo, Black-Scholes, Binomial
`output_var` Option price	string	`option_price`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let option_price = option_price(S0=100, K=100, T=1, r=0.05, sigma=0.2)

002 / Quantum Finance

Risk Analysis

risk_analysis

Value-at-Risk and Conditional VaR via Quantum Amplitude Estimation.

What It Does

Use Risk Analysis when you need value-at-Risk and Conditional VaR via Quantum Amplitude Estimation.

Canvas color: #065F46. Category: finance.

How To Use

Drag the block from Quantum Finance into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`portfolio_var` Portfolio	string	`portfolio`	Configuration value used by this block when generating Sansqrit DSL code.
`confidence` Confidence level	number	`0.95`	Numeric configuration used during code generation or execution. Range: 0.5 to 0.9999
`method` Method	select	`QAE`	Chooses the algorithmic behavior or transformation strategy. Options: QAE, Monte_Carlo, historical, parametric
`horizon_days` Horizon (days)	number	`1`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 252
`output_var` Output risk	string	`risk_metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let risk_metrics = risk_analysis(portfolio, conf=0.95)

003 / Quantum Finance

Quantum Markowitz

markowitz_quantum

Mean-variance portfolio optimisation using QAOA or quantum annealing on QUBO formulation.

What It Does

Use Quantum Markowitz when you need mean-variance portfolio optimisation using QAOA or quantum annealing on QUBO formulation.

Canvas color: #065F46. Category: finance.

How To Use

Drag the block from Quantum Finance into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`returns_var` Returns series	string	`returns`	Configuration value used by this block when generating Sansqrit DSL code.
`cov_var` Covariance matrix	string	`cov`	Configuration value used by this block when generating Sansqrit DSL code.
`n_assets_select` Assets to select	number	`5`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 50
`risk_aversion` Risk aversion	number	`1`	Numeric configuration used during code generation or execution. Range: 0 to 100
`solver` Solver	select	`QAOA`	Chooses from supported modes for predictable generated code. Options: QAOA, D-Wave, classical
`output_var` Weights	string	`q_portfolio`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let q_portfolio = quantum_markowitz(returns, cov)

004 / Quantum Finance

FX Pricing

fx_model

Foreign exchange derivative pricing: Garman-Kohlhagen model.

What It Does

Use FX Pricing when you need foreign exchange derivative pricing: Garman-Kohlhagen model.

Canvas color: #065F46. Category: finance.

How To Use

Drag the block from Quantum Finance into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`spot_var` Spot rate	string	`spot`	Configuration value used by this block when generating Sansqrit DSL code.
`K` Strike	number	`1`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0 to 1000000
`T` Maturity (years)	number	`0.25`	Numeric configuration used during code generation or execution. Range: 0.001 to 10
`r_d` Domestic rate	number	`0.05`	Numeric configuration used during code generation or execution. Range: 0 to 0.5
`r_f` Foreign rate	number	`0.03`	Numeric configuration used during code generation or execution. Range: 0 to 0.5
`sigma` Volatility	number	`0.1`	Numeric configuration used during code generation or execution. Range: 0 to 2
`output_var` Price	string	`fx_price`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let fx_price = fx_price(spot, K=1, T=0.25, r_d=0.05, r_f=0.03)

005 / Quantum Finance

Yield Curve

yield_curve

Bootstrap and interpolate yield curve from market instruments.

What It Does

Use Yield Curve when you need bootstrap and interpolate yield curve from market instruments.

Canvas color: #065F46. Category: finance.

How To Use

Drag the block from Quantum Finance into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`instruments_var` Market instruments	string	`market_data`	Configuration value used by this block when generating Sansqrit DSL code.
`interpolation` Interpolation	select	`cubic_spline`	Chooses from supported modes for predictable generated code. Options: linear, cubic_spline, nelson_siegel, monotone_convex
`output_var` Yield curve	string	`yield_curve`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let yield_curve = yield_curve(market_data)

006 / Quantum Finance

Credit Risk

credit_risk

Merton model, KMV, or CDS spread-based credit risk estimation.

What It Does

Use Credit Risk when you need merton model, KMV, or CDS spread-based credit risk estimation.

Canvas color: #065F46. Category: finance.

How To Use

Drag the block from Quantum Finance into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`firm_var` Firm data	string	`firm`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`Merton`	Chooses the algorithmic behavior or transformation strategy. Options: Merton, KMV, reduced_form, CDS_bootstrap
`output_var` PD and LGD	string	`credit_metrics`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let credit_metrics = credit_risk(firm, model="Merton")

007 / Quantum Finance

Heston Stochastic Vol

heston_model

Heston stochastic volatility model option pricing via characteristic function.

What It Does

Use Heston Stochastic Vol when you need heston stochastic volatility model option pricing via characteristic function.

Canvas color: #065F46. Category: finance.

How To Use

Drag the block from Quantum Finance into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`S0` Spot price	number	`100`	Numeric configuration used during code generation or execution. Range: 0 to 1000000000
`v0` Initial variance	number	`0.04`	Numeric configuration used during code generation or execution. Range: 0 to 1
`kappa` Mean reversion κ	number	`2`	Numeric configuration used during code generation or execution. Range: 0 to 50
`theta` Long-run variance θ	number	`0.04`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 1
`xi` Vol of vol ξ	number	`0.3`	Numeric configuration used during code generation or execution. Range: 0 to 5
`rho` Correlation ρ	number	`-0.7`	Numeric configuration used during code generation or execution. Range: -1 to 1
`K` Strike	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0 to 1000000000
`T` Maturity	number	`1`	Numeric configuration used during code generation or execution. Range: 0 to 100
`output_var` Heston price	string	`heston_price`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let heston_price = heston(S0=100, v0=0.04, kappa=2)

008 / Quantum Finance

Backtesting Engine

backtesting_block

Backtest trading strategy on historical data. Compute Sharpe, max drawdown, win rate.

What It Does

Use Backtesting Engine when you need backtest trading strategy on historical data. Compute Sharpe, max drawdown, win rate.

Canvas color: #065F46. Category: finance.

How To Use

Drag the block from Quantum Finance into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`strategy_fn` Strategy function	string	`strategy_fn`	Chooses the algorithmic behavior or transformation strategy.
`data_var` OHLCV data	string	`price_data`	Configuration value used by this block when generating Sansqrit DSL code.
`initial_capital` Initial capital	number	`100000`	Points to an external service or local API endpoint. Check credentials and network access before running. Range: 100 to 1000000000000
`output_var` Backtest results	string	`bt_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let bt_result = backtest(strategy_fn, price_data)

009 / Quantum Finance

Factor Model

factor_model

Fama-French 3/5-factor, CAPM, Barra risk factor decomposition.

What It Does

Use Factor Model when you need fama-French 3/5-factor, CAPM, Barra risk factor decomposition.

Canvas color: #065F46. Category: finance.

How To Use

Drag the block from Quantum Finance into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`returns_var` Asset returns	string	`returns`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`FF3`	Chooses the algorithmic behavior or transformation strategy. Options: CAPM, FF3, FF5, Barra, PCA
`factor_data_var` Factor data	string	`factors`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Factor loadings	string	`factor_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let factor_result = factor_model(returns, model="FF3")

010 / Quantum Finance

Order Book Simulation

order_book

Limit order book simulation with market microstructure.

What It Does

Use Order Book Simulation when you need limit order book simulation with market microstructure.

Canvas color: #065F46. Category: finance.

How To Use

Drag the block from Quantum Finance into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`model` Market model	select	`Santa_Fe`	Chooses the algorithmic behavior or transformation strategy. Options: LOBSTER, Santa_Fe, stochastic_LOB
`n_agents` Agents	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 10000
`ticks` Simulation ticks	number	`10000`	Numeric configuration used during code generation or execution. Range: 100 to 1000000000
`output_var` LOB state	string	`lob_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let lob_result = order_book_sim(n_agents=100)

011 / Quantum Finance

Crypto Analytics

crypto_block

DeFi, on-chain analytics, AMM pricing, MEV detection.

What It Does

Use Crypto Analytics when you need deFi, on-chain analytics, AMM pricing, MEV detection.

Canvas color: #065F46. Category: finance.

How To Use

Drag the block from Quantum Finance into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`chain` Blockchain	string	`ethereum`	Configuration value used by this block when generating Sansqrit DSL code.
`protocol` Protocol	string	`uniswap_v3`	Configuration value used by this block when generating Sansqrit DSL code.
`analysis` Analysis	select	`amm_price`	Chooses from supported modes for predictable generated code. Options: amm_price, liquidity, mev, gas_forecast, yield
`output_var` Output	string	`crypto_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let crypto_result = crypto_analytics("ethereum", "uniswap_v3")

012 / Quantum Finance

Pairs Trading

pairs_trading

Statistical arbitrage: cointegration test, z-score signals, mean-reversion.

What It Does

Use Pairs Trading when you need statistical arbitrage: cointegration test, z-score signals, mean-reversion.

Canvas color: #065F46. Category: finance.

How To Use

Drag the block from Quantum Finance into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`asset_a_var` Asset A prices	string	`price_a`	Configuration value used by this block when generating Sansqrit DSL code.
`asset_b_var` Asset B prices	string	`price_b`	Configuration value used by this block when generating Sansqrit DSL code.
`z_entry` Z-score entry	number	`2`	Numeric configuration used during code generation or execution. Range: 0.5 to 5
`z_exit` Z-score exit	number	`0.5`	Numeric configuration used during code generation or execution. Range: 0 to 3
`output_var` Trading signals	string	`pairs_signals`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.
InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let pairs_signals = pairs_trading(price_a, price_b)

013 / Quantum Finance

Financial Sentiment

sentiment_fin

NLP for earnings call transcripts, news, SEC filings.

What It Does

Use Financial Sentiment when you need nLP for earnings call transcripts, news, SEC filings.

Canvas color: #065F46. Category: finance.

How To Use

Drag the block from Quantum Finance into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`text_var` Financial text	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`model` Model	select	`FinBERT`	Chooses the algorithmic behavior or transformation strategy. Options: FinBERT, ProsusAI-finbert, GPT-4-finance
`output_var` Sentiment	string	`fin_sentiment`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let fin_sentiment = fin_sentiment(text)

014 / Quantum Finance

Quantum ML Finance

quantum_ml_finance

QML for fraud detection, credit scoring, and algorithmic trading.

What It Does

Use Quantum ML Finance when you need qML for fraud detection, credit scoring, and algorithmic trading.

Canvas color: #065F46. Category: finance.

How To Use

Drag the block from Quantum Finance into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`X_train` Features	string	`X_train`	Configuration value used by this block when generating Sansqrit DSL code.
`y_train` Labels	string	`y_train`	Configuration value used by this block when generating Sansqrit DSL code.
`model` QML model	select	`QSVM`	Chooses the algorithmic behavior or transformation strategy. Options: QSVM, QNN, QKNN
`output_var` Model	string	`qml_fin_model`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let qml_fin_model = quantum_finance_model(X_train, y_train)

⚛

quantum_gate

Quantum Gates

Use this family to construct, transform, measure, simulate, export, or analyze quantum circuits and sharded registers.

50 blocks

001 / Quantum Gates

H Gate

h_gate

Hadamard: |0⟩→|+⟩=(|0⟩+|1⟩)/√2. H²=I.

What It Does

Use H Gate when you need hadamard: |0⟩→|+⟩=(|0⟩+|1⟩)/√2. H²=I.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`noise_model` Noise model	select	`none`	Chooses the algorithmic behavior or transformation strategy. Options: none, depolarising, bit_flip, thermal
`error_rate` Gate error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

H(q[0])

002 / Quantum Gates

X Gate

x_gate

Pauli-X: bit flip |0⟩↔|1⟩. Quantum NOT.

What It Does

Use X Gate when you need pauli-X: bit flip |0⟩↔|1⟩. Quantum NOT.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`noise_model` Noise model	select	`none`	Chooses the algorithmic behavior or transformation strategy. Options: none, depolarising, bit_flip, thermal
`error_rate` Gate error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

X(q[0])

003 / Quantum Gates

Y Gate

y_gate

Pauli-Y: Y|0⟩=i|1⟩. Complex phase — stored as {re,im} (not real-only).

What It Does

Use Y Gate when you need pauli-Y: Y|0⟩=i|1⟩. Complex phase — stored as {re,im} (not real-only).

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`noise_model` Noise model	select	`none`	Chooses the algorithmic behavior or transformation strategy. Options: none, depolarising, bit_flip, thermal
`error_rate` Gate error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

Y(q[0])

004 / Quantum Gates

Z Gate

z_gate

Pauli-Z: phase flip |1⟩→-|1⟩.

What It Does

Use Z Gate when you need pauli-Z: phase flip |1⟩→-|1⟩.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`noise_model` Noise model	select	`none`	Chooses the algorithmic behavior or transformation strategy. Options: none, depolarising, bit_flip, thermal
`error_rate` Gate error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

Z(q[0])

005 / Quantum Gates

S Gate

s_gate

Phase S: |1⟩→i|1⟩. S²=Z.

What It Does

Use S Gate when you need phase S: |1⟩→i|1⟩. S²=Z.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`noise_model` Noise model	select	`none`	Chooses the algorithmic behavior or transformation strategy. Options: none, depolarising, bit_flip, thermal
`error_rate` Gate error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

S(q[0])

006 / Quantum Gates

Sdg Gate

sdg_gate

S-dagger: |1⟩→-i|1⟩.

What It Does

Use Sdg Gate when you need s-dagger: |1⟩→-i|1⟩.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`noise_model` Noise model	select	`none`	Chooses the algorithmic behavior or transformation strategy. Options: none, depolarising, bit_flip, thermal
`error_rate` Gate error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

Sdg(q[0])

007 / Quantum Gates

T Gate

t_gate

T gate: |1⟩→e^(iπ/4)|1⟩. T-count determines quantum advantage.

What It Does

Use T Gate when you need t gate: |1⟩→e^(iπ/4)|1⟩. T-count determines quantum advantage.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`noise_model` Noise model	select	`none`	Chooses the algorithmic behavior or transformation strategy. Options: none, depolarising, bit_flip, thermal
`error_rate` Gate error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

T(q[0])

008 / Quantum Gates

Tdg Gate

tdg_gate

T-dagger: e^(-iπ/4) phase.

What It Does

Use Tdg Gate when you need t-dagger: e^(-iπ/4) phase.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`noise_model` Noise model	select	`none`	Chooses the algorithmic behavior or transformation strategy. Options: none, depolarising, bit_flip, thermal
`error_rate` Gate error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

Tdg(q[0])

009 / Quantum Gates

SX Gate

sx_gate

√X gate. IBM native basis gate. SX²=X.

What It Does

Use SX Gate when you need √X gate. IBM native basis gate. SX²=X.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`noise_model` Noise model	select	`none`	Chooses the algorithmic behavior or transformation strategy. Options: none, depolarising, bit_flip, thermal
`error_rate` Gate error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

SX(q[0])

010 / Quantum Gates

Rx(θ)

rx_gate

X-rotation: Rx(θ)=cos(θ/2)I-i·sin(θ/2)X. Most common VQE variational gate.

What It Does

Use Rx(θ) when you need x-rotation: Rx(θ)=cos(θ/2)I-i·sin(θ/2)X. Most common VQE variational gate.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`theta` Angle θ	angle	`0.7853981633974483`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`vqe_param` VQE trainable	bool	`false`	Turns an optional behavior on or off for this block.
`param_name` Param name	string	`θ₀`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`noise_model` Noise model	select	`none`	Chooses the algorithmic behavior or transformation strategy. Options: none, depolarising, bit_flip, thermal
`error_rate` Gate error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

Rx(q[0], 0.785398)

011 / Quantum Gates

Ry(θ)

ry_gate

Y-rotation: real-valued matrix — most numerically stable VQE gate. Default gate in HEA.

What It Does

Use Ry(θ) when you need y-rotation: real-valued matrix — most numerically stable VQE gate. Default gate in HEA.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`theta` Angle θ	angle	`1.5707963267948966`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`vqe_param` VQE trainable	bool	`false`	Turns an optional behavior on or off for this block.
`param_name` Param name	string	`θ₀`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`noise_model` Noise model	select	`none`	Chooses the algorithmic behavior or transformation strategy. Options: none, depolarising, bit_flip, thermal
`error_rate` Gate error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

Ry(q[0], 1.570796)

012 / Quantum Gates

Rz(θ)

rz_gate

Z-rotation: diagonal — only modifies phases, no amplitude mixing. Used in QFT.

What It Does

Use Rz(θ) when you need z-rotation: diagonal — only modifies phases, no amplitude mixing. Used in QFT.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`theta` Angle θ	angle	`0.7853981633974483`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`vqe_param` VQE trainable	bool	`false`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

Rz(q[0], 0.785398)

013 / Quantum Gates

Phase P(θ)

phase_gate

Phase gate: |0⟩→|0⟩, |1⟩→e^(iθ)|1⟩. Generalises Z(π), S(π/2), T(π/4).

What It Does

Use Phase P(θ) when you need phase gate: |0⟩→|0⟩, |1⟩→e^(iθ)|1⟩. Generalises Z(π), S(π/2), T(π/4).

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`theta` Phase θ	angle	`0.7853981633974483`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

P(q[0], 0.785398)

014 / Quantum Gates

U3(θ,φ,λ)

u3_gate

General single-qubit gate — 3 Euler angles. Any single-qubit unitary = U3. IBM native.

What It Does

Use U3(θ,φ,λ) when you need general single-qubit gate — 3 Euler angles. Any single-qubit unitary = U3. IBM native.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`theta` θ	angle	`0`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`phi` φ	angle	`0`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`lambda` λ	angle	`0`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

U3(q[0], 0.0000, 0.0000, 0.0000)

015 / Quantum Gates

CNOT (CX)

cnot_gate

Controlled-NOT: flips target when control=|1⟩. Cross-shard: Schmidt decomposition — no 20-qubit merge.

What It Does

Use CNOT (CX) when you need controlled-NOT: flips target when control=|1⟩. Cross-shard: Schmidt decomposition — no 20-qubit merge.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`control` Control qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`target` Target qubit	qubit	`1`	Selects the qubit, bit, control, target, or helper register position used by the block.
`noise_model` Noise model	select	`none`	Chooses the algorithmic behavior or transformation strategy. Options: none, depolarising, bit_flip, thermal
`error_rate` Gate error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`log_result` Log result	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

ControlqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
TargetqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

ControlqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
TargetqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

CNOT(q[0], q[1])

016 / Quantum Gates

CZ Gate

cz_gate

Controlled-Z: phase flip on |11⟩. Symmetric — order irrelevant. Google Sycamore native.

What It Does

Use CZ Gate when you need controlled-Z: phase flip on |11⟩. Symmetric — order irrelevant. Google Sycamore native.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`qa` Qubit A	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`qb` Qubit B	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`noise_model` Noise model	select	`none`	Chooses the algorithmic behavior or transformation strategy. Options: none, depolarising, bit_flip, thermal
`error_rate` Gate error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

CZ(q[0], q[1])

017 / Quantum Gates

CY Gate

cy_gate

Controlled-Y. Decomposed as Sdg·CNOT·S.

What It Does

Use CY Gate when you need controlled-Y. Decomposed as Sdg·CNOT·S.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`control` Control	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`target` Target	qubit	`1`	Selects the qubit, bit, control, target, or helper register position used by the block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

CY(q[0], q[1])

018 / Quantum Gates

SWAP

swap_gate

Exchange two qubits. Implemented as 3 CNOTs: CNOT(a,b);CNOT(b,a);CNOT(a,b).

What It Does

Use SWAP when you need exchange two qubits. Implemented as 3 CNOTs: CNOT(a,b);CNOT(b,a);CNOT(a,b).

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`qa` Qubit A	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`qb` Qubit B	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`noise_model` Noise model	select	`none`	Chooses the algorithmic behavior or transformation strategy. Options: none, depolarising, bit_flip, thermal
`error_rate` Gate error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

SWAP(q[0], q[1])

019 / Quantum Gates

iSWAP

iswap_gate

iSWAP: SWAP + phase factor i on swapped components. Superconducting native.

What It Does

Use iSWAP when you need iSWAP: SWAP + phase factor i on swapped components. Superconducting native.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`qa` Qubit A	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`qb` Qubit B	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

iSWAP(q[0], q[1])

020 / Quantum Gates

CP(θ)

cp_gate

Controlled-Phase: e^(iθ) to |11⟩ only. QFT subroutine. CP(π)=CZ.

What It Does

Use CP(θ) when you need controlled-Phase: e^(iθ) to |11⟩ only. QFT subroutine. CP(π)=CZ.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`control` Control	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`target` Target	qubit	`1`	Selects the qubit, bit, control, target, or helper register position used by the block.
`theta` Phase θ	angle	`0.7853981633974483`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

CP(q[0], q[1], 0.785398)

021 / Quantum Gates

CRz(θ)

crz_gate

Controlled-Rz: applies Rz(θ) to target when control=|1⟩.

What It Does

Use CRz(θ) when you need controlled-Rz: applies Rz(θ) to target when control=|1⟩.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`control` Control	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`target` Target	qubit	`1`	Selects the qubit, bit, control, target, or helper register position used by the block.
`theta` θ	angle	`1.5707963267948966`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

CRz(q[0], q[1], 1.570796)

022 / Quantum Gates

RZZ(θ)

rzz_gate

ZZ Ising coupling: exp(-iθ/2 Z⊗Z). Native QAOA cost layer.

What It Does

Use RZZ(θ) when you need zZ Ising coupling: exp(-iθ/2 Z⊗Z). Native QAOA cost layer.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`qa` Qubit A	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`qb` Qubit B	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`theta` Coupling θ	angle	`1.5707963267948966`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

RZZ(q[0], q[1], 1.570796)

023 / Quantum Gates

Mølmer-Sørensen

ms_gate

MS gate: native entangling gate for trapped-ion systems (IonQ, Quantinuum).

What It Does

Use Mølmer-Sørensen when you need mS gate: native entangling gate for trapped-ion systems (IonQ, Quantinuum).

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`qa` Qubit A	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`qb` Qubit B	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`theta` θ	angle	`0.7853981633974483`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# MS(q[0], q[1], theta=0.7854)

024 / Quantum Gates

ECR

ecr_gate

Echoed Cross-Resonance: IBM superconducting native 2-qubit gate.

What It Does

Use ECR when you need echoed Cross-Resonance: IBM superconducting native 2-qubit gate.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`control` Control	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`target` Target	qubit	`1`	Selects the qubit, bit, control, target, or helper register position used by the block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# ECR(q[0], q[1])

025 / Quantum Gates

Toffoli (CCX)

toffoli_gate

Toffoli: flips target when BOTH controls=|1⟩. Cross-shard: 6-CNOT Selinger decomposition.

What It Does

Use Toffoli (CCX) when you need toffoli: flips target when BOTH controls=|1⟩. Cross-shard: 6-CNOT Selinger decomposition.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`ctrl1` Control 1	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`ctrl2` Control 2	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`target` Target	qubit	`2`	Selects the qubit, bit, control, target, or helper register position used by the block.
`noise_model` Noise model	select	`none`	Chooses the algorithmic behavior or transformation strategy. Options: none, depolarising, bit_flip, thermal
`error_rate` Gate error rate	number	`0.001`	Numeric configuration used during code generation or execution. Range: 0 to 1
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

C1qubitFlexible value. The receiving block accepts the object that is compatible with its operation.
C2qubitFlexible value. The receiving block accepts the object that is compatible with its operation.
TargetqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

Toffoli(q[0], q[1], q[2])

026 / Quantum Gates

Fredkin (CSWAP)

fredkin_gate

Fredkin: swaps qubits A and B when control=|1⟩.

What It Does

Use Fredkin (CSWAP) when you need fredkin: swaps qubits A and B when control=|1⟩.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`control` Control	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`qa` Qubit A	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`qb` Qubit B	qubit	`2`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

Fredkin(q[0], q[1], q[2])

027 / Quantum Gates

Barrier

barrier_gate

Optimisation fence — prevents gate reordering. No physical effect.

What It Does

Use Barrier when you need optimisation fence — prevents gate reordering. No physical effect.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`label` Label	string	`barrier`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

barrier()  # barrier

028 / Quantum Gates

Reset

reset_gate

Reset qubit to |0⟩: measure then conditionally flip.

What It Does

Use Reset when you need reset qubit to |0⟩: measure then conditionally flip.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target qubit	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

reset(q[0])

029 / Quantum Gates

Delay

delay_gate

Wait for duration — models T1/T2 decoherence or synchronises operations.

What It Does

Use Delay when you need wait for duration — models T1/T2 decoherence or synchronises operations.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`duration` Duration	number	`100`	Numeric configuration used during code generation or execution. Range: 0 to 1000000
`unit` Unit	select	`ns`	Chooses from supported modes for predictable generated code. Options: dt, ns, us, ms
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# delay(q[0], 100ns)

030 / Quantum Gates

Custom Unitary

custom_unitary

Any single-qubit 2×2 unitary. Must satisfy U†U=I.

What It Does

Use Custom Unitary when you need any single-qubit 2×2 unitary. Must satisfy U†U=I.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`matrix` Matrix [[a,b],[c,d]]	json	`[[{"re":1,"im":0},{"re":0,"im":0}],[{"re":0,"im":0},{"re":1,"im":0}]]`	Configuration value used by this block when generating Sansqrit DSL code.
`validate` Validate U†U=I	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# custom_unitary(q[0])

031 / Quantum Gates

Givens Rotation

givens_gate

2-qubit Givens rotation for Gaussian boson sampling and quantum chemistry ansätze.

What It Does

Use Givens Rotation when you need 2-qubit Givens rotation for Gaussian boson sampling and quantum chemistry ansätze.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`gate_type` Gate type	select	`2-qubit_Givens`	Chooses the algorithmic behavior or transformation strategy. Options: 2-qubit_Givens, Orbital_Rotation
`qa` Qubit A	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`qb` Qubit B	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`theta` θ	angle	`0.7853981633974483`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# givens_rotation(q[0], q[1], 0.7854)

032 / Quantum Gates

√X† (SX†)

pauli_x_half

Inverse √X gate. Native IBM gate. SX†² = X†.

What It Does

Use √X† (SX†) when you need inverse √X gate. Native IBM gate. SX†² = X†.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# sxdg(q[0])

033 / Quantum Gates

RZX(θ)

rzx_gate

ZX rotation: exp(-iθ/2 Z⊗X). IBM native 2-qubit gate for cross-resonance.

What It Does

Use RZX(θ) when you need zX rotation: exp(-iθ/2 Z⊗X). IBM native 2-qubit gate for cross-resonance.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`qa` Qubit A	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`qb` Qubit B	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`theta` θ	angle	`0.7853981633974483`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# rzx(q[0], q[1], 0.7854)

034 / Quantum Gates

RXX(θ)

rxx_gate

XX Ising coupling: exp(-iθ/2 X⊗X). Used in trapped-ion Mølmer-Sørensen gates.

What It Does

Use RXX(θ) when you need xX Ising coupling: exp(-iθ/2 X⊗X). Used in trapped-ion Mølmer-Sørensen gates.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`qa` Qubit A	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`qb` Qubit B	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`theta` θ	angle	`1.5707963267948966`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

RZZ(q[0], q[1], 1.5708)  # RXX via rotation

035 / Quantum Gates

RYY(θ)

ryy_gate

YY Ising coupling: exp(-iθ/2 Y⊗Y).

What It Does

Use RYY(θ) when you need yY Ising coupling: exp(-iθ/2 Y⊗Y).

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`qa` Qubit A	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`qb` Qubit B	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`theta` θ	angle	`1.5707963267948966`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# ryy(q[0], q[1], 1.5708)

036 / Quantum Gates

√iSWAP

sqiswap_gate

Square root of iSWAP: Google Sycamore native gate.

What It Does

Use √iSWAP when you need square root of iSWAP: Google Sycamore native gate.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`qa` Qubit A	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`qb` Qubit B	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# sqrt_iswap(q[0], q[1])

037 / Quantum Gates

DCX

dcx_gate

Double-CX (controlled-X in both directions sequentially). IBM hardware basis gate.

What It Does

Use DCX when you need double-CX (controlled-X in both directions sequentially). IBM hardware basis gate.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`qa` Qubit A	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`qb` Qubit B	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

CNOT(q[0], q[1])
CNOT(q[1], q[0])  # DCX

038 / Quantum Gates

XXminusYY

xx_minus_yy

(XX-YY)/2 rotation: IBM native gate for fermionic simulation.

What It Does

Use XXminusYY when you need (XX-YY)/2 rotation: IBM native gate for fermionic simulation.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`qa` Qubit A	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`qb` Qubit B	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`theta` θ	angle	`0`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`beta` β	angle	`0`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# xx_minus_yy(q[0], q[1], 0.0000, 0.0000)

039 / Quantum Gates

XXplusYY

xx_plus_yy

(XX+YY)/2 rotation: IBM native gate.

What It Does

Use XXplusYY when you need (XX+YY)/2 rotation: IBM native gate.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`qa` Qubit A	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`qb` Qubit B	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`theta` θ	angle	`0`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`beta` β	angle	`0`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# xx_plus_yy(q[0], q[1], 0.0000, 0.0000)

040 / Quantum Gates

CSdg

csdg_gate

Controlled-S-dagger gate.

What It Does

Use CSdg when you need controlled-S-dagger gate.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`control` Control	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`target` Target	qubit	`1`	Selects the qubit, bit, control, target, or helper register position used by the block.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# csdg(q[0], q[1])

041 / Quantum Gates

CT

ct_gate

Controlled-T gate.

What It Does

Use CT when you need controlled-T gate.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`control` Control	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`target` Target	qubit	`1`	Selects the qubit, bit, control, target, or helper register position used by the block.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# ct(q[0], q[1])

042 / Quantum Gates

C3X (3-control CX)

c3x_gate

Triple-controlled X gate. 4-qubit Toffoli generalisation.

What It Does

Use C3X (3-control CX) when you need triple-controlled X gate. 4-qubit Toffoli generalisation.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`c1` Control 1	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`c2` Control 2	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`c3` Control 3	qubit	`2`	Configuration value used by this block when generating Sansqrit DSL code.
`target` Target	qubit	`3`	Selects the qubit, bit, control, target, or helper register position used by the block.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# c3x(q[0], q[1], q[2], q[3])

043 / Quantum Gates

C4X

c4x_gate

4-control CX gate.

What It Does

Use C4X when you need 4-control CX gate.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`c1` Control 1	qubit	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`c2` Control 2	qubit	`1`	Configuration value used by this block when generating Sansqrit DSL code.
`c3` Control 3	qubit	`2`	Configuration value used by this block when generating Sansqrit DSL code.
`c4` Control 4	qubit	`3`	Configuration value used by this block when generating Sansqrit DSL code.
`target` Target	qubit	`4`	Selects the qubit, bit, control, target, or helper register position used by the block.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# c4x(q[0],q[1],q[2],q[3],q[4])

044 / Quantum Gates

CSX

csx_gate

Controlled-SX gate. IBM native decomposition gate.

What It Does

Use CSX when you need controlled-SX gate. IBM native decomposition gate.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`control` Control	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`target` Target	qubit	`1`	Selects the qubit, bit, control, target, or helper register position used by the block.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.
Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# csx(q[0], q[1])

045 / Quantum Gates

U1(λ) — Phase

u1_gate

U1 gate: diagonal phase gate, equivalent to P gate. Qiskit legacy.

What It Does

Use U1(λ) — Phase when you need u1 gate: diagonal phase gate, equivalent to P gate. Qiskit legacy.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`lambda` λ	angle	`0.7853981633974483`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

P(q[0], 0.785398)  # U1 = P

046 / Quantum Gates

U2(φ,λ)

u2_gate

U2 gate: U3(π/2, φ, λ). Single Euler angle parametrisation.

What It Does

Use U2(φ,λ) when you need u2 gate: U3(π/2, φ, λ). Single Euler angle parametrisation.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target` Target	qubit	`0`	Selects the qubit, bit, control, target, or helper register position used by the block.
`phi` φ	angle	`0`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`lambda` λ	angle	`3.141592653589793`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Qubit inqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Qubit outqubitFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

U3(q[0], 1.5708, 0.0000, 3.1416)  # U2

047 / Quantum Gates

Global Phase

global_phase

Apply global phase e^(iθ) to entire state. Unobservable but matters for controlled operations.

What It Does

Use Global Phase when you need apply global phase e^(iθ) to entire state. Unobservable but matters for controlled operations.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`theta` Phase θ	angle	`0.7853981633974483`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

# global_phase(q, 0.785398)

048 / Quantum Gates

Pauli Evolution

pauli_evo

exp(-iθ P) for Pauli string P. Core VQE gate: time evolution under Hamiltonian term.

What It Does

Use Pauli Evolution when you need exp(-iθ P) for Pauli string P. Core VQE gate: time evolution under Hamiltonian term.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`pauli_string` Pauli string	string	`ZZ`	Configuration value used by this block when generating Sansqrit DSL code.
`theta` θ	angle	`0.7853981633974483`	Controls a rotation, phase, optimizer angle, or variational parameter. Range: 0 to 6.283185307179586
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`qubits` Acting qubits	json	`[0,1]`	Selects the qubit, bit, control, target, or helper register position used by the block.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

RZZ(q[0], q[1], 0.7854)  # Pauli evolution ZZ

049 / Quantum Gates

Trotter Step

trotter_step

First or second-order Trotter-Suzuki step: e^(-iHt) ≈ ∏e^(-iHⱼt).

What It Does

Use Trotter Step when you need first or second-order Trotter-Suzuki step: e^(-iHt) ≈ ∏e^(-iHⱼt).

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`hamiltonian_var` Hamiltonian	string	`H`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`time` Time t	number	`0.1`	Numeric configuration used during code generation or execution. Range: 0 to 100
`order` Trotter order	select	`2nd`	Chooses from supported modes for predictable generated code. Options: 1st, 2nd, 4th
`n_steps` Trotter steps	number	`1`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 1000
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

# trotter_step(q, H, t=0.1, order="2nd")

050 / Quantum Gates

Variational Form

variational_form

Complete parameterised ansatz: EfficientSU2, RealAmplitudes, TwoLocal, UCCSD.

What It Does

Use Variational Form when you need complete parameterised ansatz: EfficientSU2, RealAmplitudes, TwoLocal, UCCSD.

Canvas color: #6C3FC5. Category: quantum_gate.

How To Use

Drag the block from Quantum Gates into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`ansatz` Ansatz	select	`EfficientSU2`	Chooses from supported modes for predictable generated code. Options: EfficientSU2, RealAmplitudes, TwoLocal, UCCSD, CHC
`reps` Repetitions	number	`2`	Numeric configuration used during code generation or execution. Range: 1 to 20
`entanglement` Entanglement	select	`circular`	Controls a rotation, phase, optimizer angle, or variational parameter. Options: linear, circular, full, sca
`param_prefix` Param prefix	string	`θ`	Configuration value used by this block when generating Sansqrit DSL code.
`flatten_params` Flatten params	bool	`true`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
Parameter listclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

# variational_ansatz(q, "EfficientSU2", reps=2)

📦

quantum_reg

Quantum Registers

Use this family to construct, transform, measure, simulate, export, or analyze quantum circuits and sharded registers.

3 blocks

001 / Quantum Registers

Quantum Register

q_register

N-qubit register. Auto-sharded into 10-qubit sparse chunks; supports 120+ qubit local sampling/top-N summaries while exact merged entanglement groups stay bounded.

What It Does

Use Quantum Register when you need n-qubit register. Auto-sharded into 10-qubit sparse chunks; supports 120+ qubit local sampling/top-N summaries while exact merged entanglement groups stay bounded.

Canvas color: #0D9488. Category: quantum_reg.

How To Use

Drag the block from Quantum Registers into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_qubits` Qubits	number	`2`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 200
`name` Register name	string	`q`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`initial_state` Initial state	select	`\|0...0⟩`	Chooses from supported modes for predictable generated code. Options: \|0...0⟩, \|+...+⟩
`log_on_create` Log shard map	bool	`true`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let q = qubits(2)

002 / Quantum Registers

Ancilla Register

ancilla_reg

Auxiliary scratch qubits for algorithms and error correction. Auto-reset to |0⟩ after use.

What It Does

Use Ancilla Register when you need auxiliary scratch qubits for algorithms and error correction. Auto-reset to |0⟩ after use.

Canvas color: #0D9488. Category: quantum_reg.

How To Use

Drag the block from Quantum Registers into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_ancilla` Ancilla qubits	number	`2`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 50
`name` Name	string	`anc`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`auto_reset` Auto-reset	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

Ancilla outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

let anc = qubits(2)  # ancilla

003 / Quantum Registers

Classical Register

classical_reg

Classical bit register for storing measurement results.

What It Does

Use Classical Register when you need classical bit register for storing measurement results.

Canvas color: #0D9488. Category: quantum_reg.

How To Use

Drag the block from Quantum Registers into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`n_bits` Bits	number	`4`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 64
`name` Name	string	`c`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

Bits outclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let c = [0] * 4

🤖

robotics

Robotics & Control

Use this family when the workflow needs this block group as part of a larger visual program.

12 blocks

001 / Robotics & Control

PID Controller

pid_controller

Proportional-Integral-Derivative controller for process control.

What It Does

Use PID Controller when you need proportional-Integral-Derivative controller for process control.

Canvas color: #7C2D12. Category: robotics.

How To Use

Drag the block from Robotics & Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`Kp` Proportional gain Kp	number	`1`	Numeric configuration used during code generation or execution. Range: 0 to 1000
`Ki` Integral gain Ki	number	`0.1`	Numeric configuration used during code generation or execution. Range: 0 to 1000
`Kd` Derivative gain Kd	number	`0.01`	Numeric configuration used during code generation or execution. Range: 0 to 1000
`setpoint` Setpoint	number	`0`	Numeric configuration used during code generation or execution. Range: -infinity to infinity
`dt` Timestep (s)	number	`0.01`	Numeric configuration used during code generation or execution. Range: 0.000001 to 10
`output_var` Control signal	string	`u`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

Error signalclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

Control signalclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let u = pid(Kp=1, Ki=0.1, Kd=0.01, setpoint=0)

002 / Robotics & Control

Kalman Filter

kalman_filter

Optimal state estimation for linear systems with Gaussian noise.

What It Does

Use Kalman Filter when you need optimal state estimation for linear systems with Gaussian noise.

Canvas color: #7C2D12. Category: robotics.

How To Use

Drag the block from Robotics & Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`F` State transition matrix F	json	`[[1,0],[0,1]]`	Configuration value used by this block when generating Sansqrit DSL code.
`H` Observation matrix H	json	`[[1,0]]`	Configuration value used by this block when generating Sansqrit DSL code.
`Q` Process noise Q	json	`[[0.01,0],[0,0.01]]`	Configuration value used by this block when generating Sansqrit DSL code.
`R` Measurement noise R	json	`[[0.1]]`	Configuration value used by this block when generating Sansqrit DSL code.
`P0` Initial covariance P₀	json	`[[1,0],[0,1]]`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` State estimate	string	`state_est`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

MeasurementclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let state_est = kalman_filter(z, F, H, Q, R)

003 / Robotics & Control

Extended Kalman Filter

ekf_block

Non-linear state estimation via Jacobian linearisation.

What It Does

Use Extended Kalman Filter when you need non-linear state estimation via Jacobian linearisation.

Canvas color: #7C2D12. Category: robotics.

How To Use

Drag the block from Robotics & Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`f_fn` State transition fn	string	`f`	Configuration value used by this block when generating Sansqrit DSL code.
`h_fn` Observation fn	string	`h`	Configuration value used by this block when generating Sansqrit DSL code.
`jac_f_fn` Jacobian of f	string	`jac_f`	Configuration value used by this block when generating Sansqrit DSL code.
`jac_h_fn` Jacobian of h	string	`jac_h`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` State estimate	string	`ekf_state`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let ekf_state = ekf(z, f, h)

004 / Robotics & Control

Path Planning

path_planning

A*, RRT*, D*, or DWA path planning in 2D/3D environments.

What It Does

Use Path Planning when you need a*, RRT*, D*, or DWA path planning in 2D/3D environments.

Canvas color: #7C2D12. Category: robotics.

How To Use

Drag the block from Robotics & Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`start` Start [x,y]	json	`[0,0]`	Configuration value used by this block when generating Sansqrit DSL code.
`goal` Goal [x,y]	json	`[10,10]`	Configuration value used by this block when generating Sansqrit DSL code.
`map_var` Occupancy grid	string	`occ_map`	Configuration value used by this block when generating Sansqrit DSL code.
`algorithm` Algorithm	select	`A*`	Chooses the algorithmic behavior or transformation strategy. Options: A, RRT, D*, PRM, DWA
`smooth_path` Smooth path	bool	`true`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`output_var` Path	string	`path`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let path = path_plan(start=[0,0], goal=[10,10], algo="A*")

005 / Robotics & Control

SLAM

slam_block

Simultaneous Localisation And Mapping: ORB-SLAM3, GMapping, Cartographer.

What It Does

Use SLAM when you need simultaneous Localisation And Mapping: ORB-SLAM3, GMapping, Cartographer.

Canvas color: #7C2D12. Category: robotics.

How To Use

Drag the block from Robotics & Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`sensor_var` Sensor data (LiDAR/camera)	string	`sensor_data`	Configuration value used by this block when generating Sansqrit DSL code.
`algorithm` SLAM algorithm	select	`ORB-SLAM3`	Chooses the algorithmic behavior or transformation strategy. Options: ORB-SLAM3, GMapping, Cartographer, LIO-SAM
`sensor_type` Sensor type	select	`RGBD`	Chooses the algorithmic behavior or transformation strategy. Options: monocular, stereo, RGBD, LiDAR
`output_var` Map and pose	string	`slam_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let slam_result = slam(sensor_data, algo="ORB-SLAM3")

006 / Robotics & Control

RL Agent

rl_agent

Reinforcement learning: PPO, SAC, TD3, DQN for robot control.

What It Does

Use RL Agent when you need reinforcement learning: PPO, SAC, TD3, DQN for robot control.

Canvas color: #7C2D12. Category: robotics.

How To Use

Drag the block from Robotics & Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`env_name` Gym environment	string	`CartPole-v1`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`algorithm` RL algorithm	select	`PPO`	Chooses the algorithmic behavior or transformation strategy. Options: PPO, SAC, TD3, DQN, A3C
`total_steps` Total training steps	number	`1000000`	Numeric configuration used during code generation or execution. Range: 1000 to 1000000000
`n_envs` Parallel envs	number	`4`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 64
`output_model` Trained model	string	`rl_policy`	Chooses the algorithmic behavior or transformation strategy.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let rl_policy = rl_train("CartPole-v1", algo="PPO", steps=1000000)

007 / Robotics & Control

Robot Kinematics

robot_kinematics

Forward and inverse kinematics for robotic arms (DH parameters).

What It Does

Use Robot Kinematics when you need forward and inverse kinematics for robotic arms (DH parameters).

Canvas color: #7C2D12. Category: robotics.

How To Use

Drag the block from Robotics & Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`dh_params` DH parameters	json	`[{"a":0,"d":0.5,"alpha":1.5708,"theta":0}]`	Configuration value used by this block when generating Sansqrit DSL code.
`task` Task	select	`forward_kinematics`	Chooses from supported modes for predictable generated code. Options: forward_kinematics, inverse_kinematics, jacobian
`joint_angles` Joint angles (rad)	json	`[0,0,0,0,0,0]`	Controls a rotation, phase, optimizer angle, or variational parameter.
`output_var` End-effector pose	string	`ee_pose`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let ee_pose = kinematics(joints=[0,0,0,0,0,0], task="forward_kinematics")

008 / Robotics & Control

Motion Control

motion_control

Trajectory tracking, impedance control, force-torque control.

What It Does

Use Motion Control when you need trajectory tracking, impedance control, force-torque control.

Canvas color: #7C2D12. Category: robotics.

How To Use

Drag the block from Robotics & Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`trajectory_var` Desired trajectory	string	`traj`	Configuration value used by this block when generating Sansqrit DSL code.
`state_var` Current state	string	`robot_state`	Configuration value used by this block when generating Sansqrit DSL code.
`controller` Controller type	select	`impedance`	Selects the qubit, bit, control, target, or helper register position used by the block. Options: PD, impedance, adaptive, computed_torque
`stiffness` Stiffness K	number	`100`	Numeric configuration used during code generation or execution. Range: 0 to 10000
`damping` Damping D	number	`10`	Numeric configuration used during code generation or execution. Range: 0 to 1000
`output_var` Torques/commands	string	`torques`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.
InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let torques = motion_control(traj, robot_state)

009 / Robotics & Control

Sensor Fusion

sensor_fusion

Fuse IMU, GPS, camera, LiDAR, encoder data.

What It Does

Use Sensor Fusion when you need fuse IMU, GPS, camera, LiDAR, encoder data.

Canvas color: #7C2D12. Category: robotics.

How To Use

Drag the block from Robotics & Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`sensors` Sensor list	json	`["imu","gps","encoder"]`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Fusion method	select	`EKF`	Chooses the algorithmic behavior or transformation strategy. Options: EKF, UKF, particle_filter, complementary
`output_var` Fused state	string	`fused_state`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let fused_state = sensor_fusion(method="EKF")

010 / Robotics & Control

Grasp Planning

grasp_plan

Compute stable grasp poses for robotic manipulation.

What It Does

Use Grasp Planning when you need compute stable grasp poses for robotic manipulation.

Canvas color: #7C2D12. Category: robotics.

How To Use

Drag the block from Robotics & Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`object_var` Object pointcloud/mesh	string	`object_pc`	Configuration value used by this block when generating Sansqrit DSL code.
`algorithm` Algorithm	select	`GraspNet`	Chooses the algorithmic behavior or transformation strategy. Options: GraspNet, GPD, 6-DOF-GraspNet, Dex-Net
`n_candidates` Candidates	number	`10`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 100
`output_var` Grasp candidates	string	`grasps`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let grasps = grasp_plan(object_pc)

011 / Robotics & Control

Physics Simulator

sim_physics

Real-time physics simulation: MuJoCo, Bullet, Isaac Gym.

What It Does

Use Physics Simulator when you need real-time physics simulation: MuJoCo, Bullet, Isaac Gym.

Canvas color: #7C2D12. Category: robotics.

How To Use

Drag the block from Robotics & Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`scene_var` Scene description	string	`scene`	Configuration value used by this block when generating Sansqrit DSL code.
`engine` Physics engine	select	`MuJoCo`	Chooses from supported modes for predictable generated code. Options: MuJoCo, PyBullet, Isaac, DART, CoppeliaSim
`sim_hz` Simulation Hz	number	`1000`	Numeric configuration used during code generation or execution. Range: 10 to 100000
`duration_s` Duration (s)	number	`10`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0.1 to 3600
`output_var` Simulation result	string	`sim_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let sim_result = physics_sim(scene, engine="MuJoCo")

012 / Robotics & Control

Navigation Stack

nav_stack

Full navigation stack: global + local planner, costmap, recovery behaviours.

What It Does

Use Navigation Stack when you need full navigation stack: global + local planner, costmap, recovery behaviours.

Canvas color: #7C2D12. Category: robotics.

How To Use

Drag the block from Robotics & Control into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`goal_pose` Goal pose	json	`{"x":5,"y":3,"theta":0}`	Configuration value used by this block when generating Sansqrit DSL code.
`map_var` 2D map	string	`map`	Configuration value used by this block when generating Sansqrit DSL code.
`global_planner` Global planner	select	`Smac`	Chooses from supported modes for predictable generated code. Options: A*, Dijkstra, NavFn, Smac
`local_planner` Local planner	select	`TEB`	Chooses from supported modes for predictable generated code. Options: DWA, TEB, MPPI, regulated_PP
`output_var` Navigation result	string	`nav_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Code override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq code	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let nav_result = navigate_to({"x":5,"y":3,"theta":0})

🔒

security

Security & Auth

Use this family when the workflow needs this block group as part of a larger visual program.

4 blocks

001 / Security & Auth

JWT

jwt_block

Sign and verify JSON Web Tokens (RS256, HS256, ES256).

What It Does

Use JWT when you need sign and verify JSON Web Tokens (RS256, HS256, ES256).

Canvas color: #DC2626. Category: security.

How To Use

Drag the block from Security & Auth into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`operation` Operation	select	`sign`	Chooses from supported modes for predictable generated code. Options: sign, verify, decode
`payload_var` Payload variable	string	`claims`	Configuration value used by this block when generating Sansqrit DSL code.
`secret_var` Secret env var	string	`JWT_SECRET`	Configuration value used by this block when generating Sansqrit DSL code.
`algorithm` Algorithm	select	`HS256`	Chooses the algorithmic behavior or transformation strategy. Options: HS256, RS256, ES256
`expiry_seconds` Expiry (seconds)	number	`3600`	Numeric configuration used during code generation or execution. Range: 1 to 86400
`output_var` Output token	string	`jwt_token`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let jwt_token = jwt_sign(claims, "JWT_SECRET")

002 / Security & Auth

Encrypt / Decrypt

encrypt_block

Symmetric encryption: AES-256-GCM, ChaCha20-Poly1305.

What It Does

Use Encrypt / Decrypt when you need symmetric encryption: AES-256-GCM, ChaCha20-Poly1305.

Canvas color: #DC2626. Category: security.

How To Use

Drag the block from Security & Auth into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`operation` Operation	select	`encrypt`	Chooses from supported modes for predictable generated code. Options: encrypt, decrypt
`data_var` Data variable	string	`plaintext`	Configuration value used by this block when generating Sansqrit DSL code.
`key_var` Key env var	string	`ENCRYPTION_KEY`	Configuration value used by this block when generating Sansqrit DSL code.
`algorithm` Algorithm	select	`AES-256-GCM`	Chooses the algorithmic behavior or transformation strategy. Options: AES-256-GCM, ChaCha20-Poly1305
`output_var` Output	string	`encrypted`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let encrypted = encrypt(plaintext, key=secret("ENCRYPTION_KEY"))

003 / Security & Auth

OAuth2

oauth2_block

OAuth2 client credentials and auth code flows.

What It Does

Use OAuth2 when you need oAuth2 client credentials and auth code flows.

Canvas color: #DC2626. Category: security.

How To Use

Drag the block from Security & Auth into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`client_id_var` Client ID env var	string	`OAUTH_CLIENT_ID`	Configuration value used by this block when generating Sansqrit DSL code.
`client_secret_var` Secret env var	string	`OAUTH_CLIENT_SECRET`	Configuration value used by this block when generating Sansqrit DSL code.
`token_url` Token URL	string	`empty`	Points to an external service or local API endpoint. Check credentials and network access before running.
`grant_type` Grant type	select	`client_credentials`	Chooses the algorithmic behavior or transformation strategy. Options: client_credentials, authorization_code, refresh_token
`scopes` Scopes	string	`openid profile`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output token	string	`oauth_token`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let oauth_token = oauth2(grant="client_credentials")

004 / Security & Auth

API Key Auth

api_key_auth

Validate incoming API key against stored hash.

What It Does

Use API Key Auth when you need validate incoming API key against stored hash.

Canvas color: #DC2626. Category: security.

How To Use

Drag the block from Security & Auth into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`header_name` Header name	string	`X-API-Key`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`key_env_var` Expected key env var	string	`API_KEY`	Configuration value used by this block when generating Sansqrit DSL code.
`hash_compare` Compare hashed	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Is valid variable	string	`is_valid`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.
OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let is_valid = api_key_validate(request, "X-API-Key")

⊕

sharding

Sharding Engine

Use this family when the workflow needs this block group as part of a larger visual program.

4 blocks

001 / Sharding Engine

Shard Register

shard_register

Explicit sharding control. Usually automatic — use for custom shard size configuration.

What It Does

Use Shard Register when you need explicit sharding control. Usually automatic — use for custom shard size configuration.

Canvas color: #65A30D. Category: sharding.

How To Use

Drag the block from Sharding Engine into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`source_register` Source register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`shard_size` Shard size (max 10)	number	`10`	Numeric configuration used during code generation or execution. Range: 1 to 10
`log_shard_map` Log shard topology	bool	`true`	Turns an optional behavior on or off for this block.
`prune_threshold` Prune threshold	number	`1e-12`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1e-15 to 0.000001
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

# Sharding is automatic for registers > 10 qubits

002 / Sharding Engine

Amplitude Cache

amp_cache

Cache sparse state vector. Critical for VQE — circuit prefix is identical across 1000s of iterations.

What It Does

Use Amplitude Cache when you need cache sparse state vector. Critical for VQE — circuit prefix is identical across 1000s of iterations.

Canvas color: #65A30D. Category: sharding.

How To Use

Drag the block from Sharding Engine into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`register` Register	string	`q`	Configuration value used by this block when generating Sansqrit DSL code.
`operation` Operation	select	`auto`	Chooses from supported modes for predictable generated code. Options: auto, store, load, invalidate
`compress` Compress	bool	`true`	Turns an optional behavior on or off for this block.
`log_hits` Log cache hits	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

# amplitude_cache: automatic

003 / Sharding Engine

Bin File Loader

bin_loader

Pre-loads gate lookup .bin files (26 MB total) at startup for O(1) Tier-1 gate lookup.

What It Does

Use Bin File Loader when you need pre-loads gate lookup .bin files (26 MB total) at startup for O(1) Tier-1 gate lookup.

Canvas color: #65A30D. Category: sharding.

How To Use

Drag the block from Sharding Engine into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`bin_dir` Directory	string	`data/gates/`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`preload_all` Preload all	bool	`true`	Turns an optional behavior on or off for this block.
`validate_crc` Validate CRC64	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# bin files auto-loaded by Sanskrit runtime

004 / Sharding Engine

Cross-Shard Gate

cross_shard_gate

2-qubit gate spanning a shard boundary. The engine merges only bounded exact entanglement groups; keep cross-shard groups at 20 qubits or less.

What It Does

Use Cross-Shard Gate when you need 2-qubit gate spanning a shard boundary. The engine merges only bounded exact entanglement groups; keep cross-shard groups at 20 qubits or less.

Canvas color: #65A30D. Category: sharding.

How To Use

Drag the block from Sharding Engine into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`qubit_a` Global qubit A	number	`9`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 199
`qubit_b` Global qubit B	number	`10`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 0 to 199
`gate` Gate type	select	`CNOT`	Chooses from supported modes for predictable generated code. Options: CNOT, CZ, SWAP
`log_entanglement` Log entanglement	bool	`true`	Controls a rotation, phase, optimizer angle, or variational parameter.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
Register inregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Outputs

Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.
Register outregisterQuantum register or sharded qubit collection. Connect quantum wires from registers into gates, algorithms, and measurements.

Generated Sansqrit Pattern

CNOT(q[9], q[10])  # exact bounded cross-shard merge

string_re

String & Regex

Use this family when the workflow needs this block group as part of a larger visual program.

7 blocks

001 / String & Regex

String Operations

string_ops

Format, split, join, replace, contains, case, slice, trim, zfill.

What It Does

Use String Operations when you need format, split, join, replace, contains, case, slice, trim, zfill.

Canvas color: #DB2777. Category: string_re.

How To Use

Drag the block from String & Regex into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`input_var` Input variable	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`operation` Operation	select	`upper`	Chooses from supported modes for predictable generated code. Options: upper, lower, split, join, replace, trim, strip, len, slice, find, contains, startswith, endswith, zfill
`pattern` Pattern / separator	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`replacement` Replacement	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`assign_to` Assign to	string	`result`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result = text.upper("")

002 / String & Regex

Regex Operations

regex_ops

Match, find, capture, replace using RE2 syntax. Named captures, multiline, case-insensitive.

What It Does

Use Regex Operations when you need match, find, capture, replace using RE2 syntax. Named captures, multiline, case-insensitive.

Canvas color: #DB2777. Category: string_re.

How To Use

Drag the block from String & Regex into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`input_var` Input variable	string	`text`	Configuration value used by this block when generating Sansqrit DSL code.
`pattern` Regex pattern	string	`[A-Z]+`	Configuration value used by this block when generating Sansqrit DSL code.
`operation` Operation	select	`is_match`	Chooses from supported modes for predictable generated code. Options: is_match, find, find_all, captures, replace, replace_all, split
`case_insensitive` Case insensitive	bool	`false`	Turns an optional behavior on or off for this block.
`assign_to` Assign to	string	`matches`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let matches = regex_is_match(r"[A-Z]+", text)

003 / String & Regex

JSON Operations

json_ops

Parse, serialize, JSONPath query, schema validate.

What It Does

Use JSON Operations when you need parse, serialize, JSONPath query, schema validate.

Canvas color: #DB2777. Category: string_re.

How To Use

Drag the block from String & Regex into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`input_var` Input variable	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`operation` Operation	select	`parse`	Chooses from supported modes for predictable generated code. Options: parse, serialize, pretty_print, get_field, merge
`field_path` JSONPath	string	`$.data`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`assign_to` Assign to	string	`result`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result = json_parse(data)

004 / String & Regex

XML Operations

xml_ops

Parse, XPath query, validate XSD.

What It Does

Use XML Operations when you need parse, XPath query, validate XSD.

Canvas color: #DB2777. Category: string_re.

How To Use

Drag the block from String & Regex into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`input_var` Input variable	string	`xml_data`	Configuration value used by this block when generating Sansqrit DSL code.
`operation` Operation	select	`parse`	Chooses from supported modes for predictable generated code. Options: parse, serialize, xpath
`xpath_expr` XPath	string	`//element`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`assign_to` Assign to	string	`result`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result = xml_parse(xml_data)

005 / String & Regex

Hash / HMAC

hash_block

MD5, SHA256/512, Blake3, HMAC-SHA256.

What It Does

Use Hash / HMAC when you need mD5, SHA256/512, Blake3, HMAC-SHA256.

Canvas color: #DB2777. Category: string_re.

How To Use

Drag the block from String & Regex into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`input_var` Input variable	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`algorithm` Algorithm	select	`SHA256`	Chooses the algorithmic behavior or transformation strategy. Options: MD5, SHA1, SHA256, SHA512, Blake3, HMAC-SHA256
`output_format` Format	select	`hex`	Chooses from supported modes for predictable generated code. Options: hex, bytes, base64
`assign_to` Assign to	string	`hash`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let hash = hash_sha256(data)

006 / String & Regex

Format String

format_string

f-string: f"Energy: {energy:.6f} Ha". Specs: .Nf, .Ne, d, g, x.

What It Does

Use Format String when you need f-string: f"Energy: {energy:.6f} Ha". Specs: .Nf, .Ne, d, g, x.

Canvas color: #DB2777. Category: string_re.

How To Use

Drag the block from String & Regex into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`template` Template	string	`Value: {x:.3f}`	Configuration value used by this block when generating Sansqrit DSL code.
`vars` Variables	json	`{}`	Configuration value used by this block when generating Sansqrit DSL code.
`assign_to` Assign to	string	`formatted`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let formatted = f"Value: {x:.3f}"

007 / String & Regex

Base64

base64_block

Base64 encode/decode. Standard, URL-safe, MIME.

What It Does

Use Base64 when you need base64 encode/decode. Standard, URL-safe, MIME.

Canvas color: #DB2777. Category: string_re.

How To Use

Drag the block from String & Regex into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`input_var` Input variable	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`operation` Operation	select	`encode`	Chooses from supported modes for predictable generated code. Options: encode, decode
`charset` Variant	select	`standard`	Chooses from supported modes for predictable generated code. Options: standard, url_safe, mime
`assign_to` Assign to	string	`result`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result = base64_encode(data)

🔧

utility

Utilities

Use this family when the workflow needs this block group as part of a larger visual program.

18 blocks

001 / Utilities

Timer

timer_block

Start and read elapsed time. Returns milliseconds.

What It Does

Use Timer when you need start and read elapsed time. Returns milliseconds.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`operation` Operation	select	`start`	Chooses from supported modes for predictable generated code. Options: start, stop, elapsed, reset
`timer_id` Timer ID	string	`t1`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output (elapsed ms)	string	`elapsed`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let elapsed = timer_start("t1")

002 / Utilities

UUID Generator

uuid_block

Generate UUID v4 or quantum-random ID.

What It Does

Use UUID Generator when you need generate UUID v4 or quantum-random ID.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`type` UUID type	select	`v4`	Chooses the algorithmic behavior or transformation strategy. Options: v4, v7, quantum
`output_var` Output variable	string	`new_id`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let new_id = uuid()

003 / Utilities

Sleep / Wait

sleep_block

Pause execution for specified duration.

What It Does

Use Sleep / Wait when you need pause execution for specified duration.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`duration_ms` Duration (ms)	number	`1000`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 0 to 3600000
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

sleep(1000)

004 / Utilities

Config Loader

config_load

Load configuration from YAML, TOML, JSON, .env.

What It Does

Use Config Loader when you need load configuration from YAML, TOML, JSON, .env.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`config_file` Config file	string	`config.yaml`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`format` Format	select	`yaml`	Chooses from supported modes for predictable generated code. Options: yaml, toml, json, env, cli
`defaults` Defaults	json	`{}`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output config	string	`config`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

let config = load_config("config.yaml")

005 / Utilities

Note / Comment

note_block

Documentation block. Generates a comment in .sq export. Never executed.

What It Does

Use Note / Comment when you need documentation block. Generates a comment in .sq export. Never executed.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`title` Title	string	`Note`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`content` Content	code	`empty`	Raw code text interpreted by the Sansqrit DSL runtime.
`style` Style	select	`comment`	Chooses from supported modes for predictable generated code. Options: comment, section_header, todo, warning
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

# ── Note ────────────────────────────────────────
#

006 / Utilities

Type Cast

type_cast

Cast variable to int, float, str, bool, list, dict.

What It Does

Use Type Cast when you need cast variable to int, float, str, bool, list, dict.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`input_var` Input variable	string	`x`	Configuration value used by this block when generating Sansqrit DSL code.
`to_type` Target type	select	`float`	Chooses the algorithmic behavior or transformation strategy. Options: int, float, str, bool, list, dict
`output_var` Output variable	string	`y`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let y = float(x)

007 / Utilities

Debug Breakpoint

debug_break

Pause execution and dump state for inspection.

What It Does

Use Debug Breakpoint when you need pause execution and dump state for inspection.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`label` Breakpoint label	string	`bp1`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`dump_all_vars` Dump all vars	bool	`true`	Turns an optional behavior on or off for this block.
`dump_quantum_state` Dump quantum state	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

debug!("bp1")

008 / Utilities

Sanskrit Version

version_block

Emit Sanskrit engine version, shard config, and feature flags.

What It Does

Use Sanskrit Version when you need emit Sanskrit engine version, shard config, and feature flags.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`log_to_panel` Log to panel	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output var	string	`version`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let version = sanskrit_version()

009 / Utilities

Parallel Map

parallel_map

Apply function in parallel with multiprocessing pool.

What It Does

Use Parallel Map when you need apply function in parallel with multiprocessing pool.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`fn_var` Function	string	`process_fn`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`items_var` Items list	string	`items`	Configuration value used by this block when generating Sansqrit DSL code.
`n_workers` Workers	number	`4`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 1 to 256
`backend` Backend	select	`joblib`	Chooses from supported modes for predictable generated code. Options: multiprocessing, threading, joblib, dask
`output_var` Results	string	`par_results`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let par_results = parallel_map(process_fn, items, workers=4)

010 / Utilities

Result Cache

cache_block

Cache function results by input key. Redis, disk, or in-memory.

What It Does

Use Result Cache when you need cache function results by input key. Redis, disk, or in-memory.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`key_expr` Cache key expression	string	`hash(input)`	Configuration value used by this block when generating Sansqrit DSL code.
`ttl_seconds` TTL (seconds, 0=forever)	number	`0`	Numeric configuration used during code generation or execution. Range: 0 to 2592000
`backend` Cache backend	select	`in_memory`	Chooses from supported modes for predictable generated code. Options: in_memory, redis, disk
`output_var` Cached result	string	`cached_result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.
InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

# cache(hash(input), ttl=0)

011 / Utilities

Progress Bar

progress_bar

Show tqdm-style progress bar for long loops.

What It Does

Use Progress Bar when you need show tqdm-style progress bar for long loops.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`iterable_var` Iterable	string	`items`	Configuration value used by this block when generating Sansqrit DSL code.
`description` Description	string	`Processing`	Configuration value used by this block when generating Sansqrit DSL code.
`leave` Leave bar on finish	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Iteration variable	string	`item`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

for item in progress(items, desc="Processing"):

012 / Utilities

Feature Store

feature_store

What It Does

Use Feature Store when you need register and retrieve ML features from Feast, Tecton, or Hopsworks.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`feature_view` Feature view	string	`user_features`	Chooses the data column or feature used for filtering, plotting, grouping, training, or prediction.
`entity_ids` Entity IDs	json	`[1,2,3]`	Configuration value used by this block when generating Sansqrit DSL code.
`store` Feature store	select	`Feast`	Chooses from supported modes for predictable generated code. Options: Feast, Tecton, Hopsworks, manual
`output_var` Features	string	`feature_df`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let feature_df = feature_store("user_features")

013 / Utilities

Experiment Tracker

experiment_tracker

Log experiments to MLflow, Weights&Biases, or Neptune.

What It Does

Use Experiment Tracker when you need log experiments to MLflow, Weights&Biases, or Neptune.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`run_name` Run name	string	`vqe_experiment_1`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`params_to_log` Parameters to log	json	`{"n_qubits":4}`	Configuration value used by this block when generating Sansqrit DSL code.
`metrics_to_log` Metrics to log	json	`{"energy":-1.137}`	Configuration value used by this block when generating Sansqrit DSL code.
`platform` Platform	select	`MLflow`	Chooses from supported modes for predictable generated code. Options: MLflow, WandB, Neptune, ClearML, Comet
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

log_experiment("vqe_experiment_1", params={"n_qubits":4})

014 / Utilities

Data Versioning

data_version

Version datasets and model artifacts with DVC, LakeFS, or Delta Lake.

What It Does

Use Data Versioning when you need version datasets and model artifacts with DVC, LakeFS, or Delta Lake.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`data_var` Data or path	string	`data`	Configuration value used by this block when generating Sansqrit DSL code.
`system` Versioning system	select	`DVC`	Chooses from supported modes for predictable generated code. Options: DVC, LakeFS, Delta_Lake, git-annex
`version_tag` Version tag	string	`v1.0.0`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`message` Commit message	string	`Add training data`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

version_data(data, tag="v1.0.0")

015 / Utilities

Environment Detect

env_detect

Detect runtime environment: local, cloud, HPC cluster, Docker.

What It Does

Use Environment Detect when you need detect runtime environment: local, cloud, HPC cluster, Docker.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`output_var` Environment info	string	`env_info`	Configuration value used by this block when generating Sansqrit DSL code.
`log_details` Log details	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let env_info = detect_env()

016 / Utilities

Conditional Skip

conditional_skip

Skip downstream blocks if condition is true (circuit breaker pattern).

What It Does

Use Conditional Skip when you need skip downstream blocks if condition is true (circuit breaker pattern).

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`condition` Skip condition	string	`energy < -2.0`	Configuration value used by this block when generating Sansqrit DSL code.
`log_skip` Log skip reason	bool	`true`	Turns an optional behavior on or off for this block.
`skip_message` Log message	string	`Skipping: converged`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

if not (energy < -2.0):  # conditional skip

017 / Utilities

Format Number

format_number

Format numbers for display: scientific, fixed, engineering, percentage.

What It Does

Use Format Number when you need format numbers for display: scientific, fixed, engineering, percentage.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`value_var` Number variable	string	`x`	Configuration value used by this block when generating Sansqrit DSL code.
`format` Format	select	`auto`	Chooses from supported modes for predictable generated code. Options: fixed, scientific, engineering, percentage, auto
`precision` Decimal places	number	`4`	Numeric configuration used during code generation or execution. Range: 0 to 15
`output_var` Formatted string	string	`formatted`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let formatted = fmt_number(x, "auto", 4)

018 / Utilities

Quantum Runtime Config

quantum_runtime

Configure the Sanskrit quantum runtime: max qubits, shard size, precision.

What It Does

Use Quantum Runtime Config when you need configure the Sanskrit quantum runtime: max qubits, shard size, precision.

Canvas color: #94A3B8. Category: utility.

How To Use

Drag the block from Utilities into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`max_qubits` Max qubits	number	`200`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 1 to 1000000
`shard_size` Shard size	number	`10`	Numeric configuration used during code generation or execution. Range: 2 to 20
`precision` Precision	select	`float64`	Chooses from supported modes for predictable generated code. Options: float64, float32, complex128
`gpu_acceleration` GPU acceleration	bool	`false`	Turns an optional behavior on or off for this block.
`distributed` Distributed shards	bool	`false`	Turns an optional behavior on or off for this block.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

# quantum_runtime(max_q=200, shard=10)

💉

vaccine

Vaccine & Immunology

Use this family when the workflow needs this block group as part of a larger visual program.

6 blocks

001 / Vaccine & Immunology

Antigen Design

antigen_design

Design vaccine antigen from pathogen sequence. Methods: consensus, mosaic, ancestral, AI.

What It Does

Use Antigen Design when you need design vaccine antigen from pathogen sequence. Methods: consensus, mosaic, ancestral, AI.

Canvas color: #DB2777. Category: vaccine.

How To Use

Drag the block from Vaccine & Immunology into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`pathogen_sequence` Pathogen sequence	string	`empty`	Points to local or uploaded data. Use the upload/data controls when working with local files.
`method` Method	select	`mosaic`	Chooses the algorithmic behavior or transformation strategy. Options: consensus, mosaic, ancestral, AI_generated
`coverage_target` Coverage target (%)	number	`95`	Selects the qubit, bit, control, target, or helper register position used by the block. Range: 50 to 100
`output_var` Output antigen	string	`antigen`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let antigen = antigen_design("", method="mosaic")

002 / Vaccine & Immunology

Epitope Predictor

epitope_pred

Predict T-cell and B-cell epitopes. MHC I/II binding using NetMHCpan, IEDB.

What It Does

Use Epitope Predictor when you need predict T-cell and B-cell epitopes. MHC I/II binding using NetMHCpan, IEDB.

Canvas color: #DB2777. Category: vaccine.

How To Use

Drag the block from Vaccine & Immunology into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`protein_sequence` Protein sequence	string	`empty`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`mhc_class` MHC class	select	`I`	Chooses from supported modes for predictable generated code. Options: I, II, both
`mhc_alleles` MHC alleles	json	`["HLA-A*02:01"]`	Configuration value used by this block when generating Sansqrit DSL code.
`method` Method	select	`NetMHCpan`	Chooses the algorithmic behavior or transformation strategy. Options: NetMHCpan, SYFPEITHI, IEDB_consensus
`output_var` Output	string	`epitopes`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let epitopes = epitope_prediction("", mhc="I")

003 / Vaccine & Immunology

Immunogenicity

immunogenicity

Predict immunogenicity score — likelihood of triggering immune response.

What It Does

Use Immunogenicity when you need predict immunogenicity score — likelihood of triggering immune response.

Canvas color: #DB2777. Category: vaccine.

How To Use

Drag the block from Vaccine & Immunology into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`antigen_var` Antigen	string	`antigen`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`model` Model	select	`IEDB_consensus`	Chooses the algorithmic behavior or transformation strategy. Options: NetMHCII, IEDB_consensus, TCR_model
`output_var` Output	string	`imm_score`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let imm_score = immunogenicity(antigen)

004 / Vaccine & Immunology

Antibody Design

antibody_design

Design therapeutic antibodies: CDR graft, humanisation, affinity maturation.

What It Does

Use Antibody Design when you need design therapeutic antibodies: CDR graft, humanisation, affinity maturation.

Canvas color: #DB2777. Category: vaccine.

How To Use

Drag the block from Vaccine & Immunology into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`target_epitope` Target epitope	string	`empty`	Selects the qubit, bit, control, target, or helper register position used by the block.
`method` Method	select	`de_novo`	Chooses the algorithmic behavior or transformation strategy. Options: CDR_graft, humanise, affinity_mature, de_novo
`n_candidates` Candidates	number	`100`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output. Range: 10 to 10000
`output_var` Output	string	`antibodies`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let antibodies = antibody_design("")

005 / Vaccine & Immunology

mRNA Design

mrna_design

Optimise mRNA codon usage, UTR, poly-A tail for maximum expression and stability.

What It Does

Use mRNA Design when you need optimise mRNA codon usage, UTR, poly-A tail for maximum expression and stability.

Canvas color: #DB2777. Category: vaccine.

How To Use

Drag the block from Vaccine & Immunology into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`protein_sequence` Protein sequence	string	`empty`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`host_organism` Host organism	string	`human`	Configuration value used by this block when generating Sansqrit DSL code.
`codon_optimise` Codon optimise	bool	`true`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`add_utr` Add UTR elements	bool	`true`	Turns an optional behavior on or off for this block.
`output_var` Output mRNA	string	`mrna`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let mrna = mrna_design("")

006 / Vaccine & Immunology

Vaccine Formulation

vax_formulation

Predict optimal adjuvants, delivery systems, and storage conditions.

What It Does

Use Vaccine Formulation when you need predict optimal adjuvants, delivery systems, and storage conditions.

Canvas color: #DB2777. Category: vaccine.

How To Use

Drag the block from Vaccine & Immunology into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`antigen_var` Antigen	string	`antigen`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`delivery` Delivery system	select	`LNP`	Chooses from supported modes for predictable generated code. Options: LNP, alum, MF59, virosomes
`adjuvant` Adjuvant	select	`AS01B`	Chooses from supported modes for predictable generated code. Options: AS01B, CpG, poly_IC, none
`output_var` Output	string	`formulation`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let formulation = vaccine_formulation(antigen, delivery="LNP")

variable

Variables

Use this family when the workflow needs this block group as part of a larger visual program.

10 blocks

001 / Variables

Global Variable

global_var

Global variable accessible by ALL downstream blocks.

What It Does

Use Global Variable when you need global variable accessible by ALL downstream blocks.

Canvas color: #0D9488. Category: variable.

How To Use

Drag the block from Variables into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`var_name` Name	string	`shared_energy`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`var_type` Type hint	string	`float`	Chooses the algorithmic behavior or transformation strategy.
`initial_value` Initial value	string	`0.0`	Configuration value used by this block when generating Sansqrit DSL code.
`log_on_change` Log on change	bool	`true`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

global shared_energy = 0.0

002 / Variables

Local Variable

local_var

Variable scoped to the current block.

What It Does

Use Local Variable when you need variable scoped to the current block.

Canvas color: #0D9488. Category: variable.

How To Use

Drag the block from Variables into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`var_name` Name	string	`x`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`initial_value` Initial value	string	`0`	Configuration value used by this block when generating Sansqrit DSL code.
`log_value` Log value	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

x = 0

003 / Variables

Constant

const_var

Immutable constant. Cannot change after declaration.

What It Does

Use Constant when you need immutable constant. Cannot change after declaration.

Canvas color: #0D9488. Category: variable.

How To Use

Drag the block from Variables into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`name` Name	string	`MAX_ITER`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`value` Value	string	`1000`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

const MAX_ITER = 1000

004 / Variables

Variable Snapshot

var_snapshot

Dumps ALL variables + quantum states to logs panel. Does NOT affect execution.

What It Does

Use Variable Snapshot when you need dumps ALL variables + quantum states to logs panel. Does NOT affect execution.

Canvas color: #0D9488. Category: variable.

How To Use

Drag the block from Variables into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`label` Snapshot label	string	`checkpoint_1`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`include_quantum` Include quantum states	bool	`true`	Turns an optional behavior on or off for this block.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Generated Sansqrit Pattern

debug_vars!("checkpoint_1")

005 / Variables

Environment Variable

env_var

Read OS environment variable. Falls back to default if not set.

What It Does

Use Environment Variable when you need read OS environment variable. Falls back to default if not set.

Canvas color: #0D9488. Category: variable.

How To Use

Drag the block from Variables into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`env_key` ENV key	string	`SANSKRIT_API_KEY`	Configuration value used by this block when generating Sansqrit DSL code.
`fallback` Default value	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`mask_in_logs` Mask in logs	bool	`true`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`assign_to` Assign to	string	`env_val`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let env_val = env("SANSKRIT_API_KEY")

006 / Variables

Secret / API Key

secret_var

API keys and credentials. Always masked in logs. Never exported to .sq files.

What It Does

Use Secret / API Key when you need aPI keys and credentials. Always masked in logs. Never exported to .sq files.

Canvas color: #0D9488. Category: variable.

How To Use

Drag the block from Variables into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`secret_name` Secret name	string	`OPENAI_API_KEY`	Names the output, register, chart, job, or visible label so later blocks can reference it clearly.
`storage` Storage	select	`env`	Chooses from supported modes for predictable generated code. Options: browser_local, env, session
`assign_to` Assign to	string	`api_key`	Sets a numeric boundary, size, count, or top-N selection used to bound work and output.
`bypass` Bypass this block	bool	`false`	Block skipped and commented out in .sq export
`code_override` Code override	bool	`false`	Write custom .sq instead of generated
`override_code` Custom .sq code	code	`empty`	Only used when code_override is enabled

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let api_key = secret("OPENAI_API_KEY")

007 / Variables

List Comprehension

list_comprehension

Generate list inline: [f(x) for x in items if condition]

What It Does

Use List Comprehension when you need generate list inline: [f(x) for x in items if condition]

Canvas color: #0D9488. Category: variable.

How To Use

Drag the block from Variables into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`expr` Expression f(x)	string	`x*2`	Configuration value used by this block when generating Sansqrit DSL code.
`var` Iteration variable	string	`x`	Configuration value used by this block when generating Sansqrit DSL code.
`iterable` Iterable	string	`range(10)`	Configuration value used by this block when generating Sansqrit DSL code.
`condition` Filter condition (blank=none)	string	`empty`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output list	string	`result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result = [x*2 for x in range(10)]

008 / Variables

Dict Comprehension

dict_comprehension

Build dict inline: {k: v for k,v in items}

What It Does

Use Dict Comprehension when you need build dict inline: {k: v for k,v in items}

Canvas color: #0D9488. Category: variable.

How To Use

Drag the block from Variables into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`key_expr` Key expression	string	`k`	Configuration value used by this block when generating Sansqrit DSL code.
`val_expr` Value expression	string	`v`	Configuration value used by this block when generating Sansqrit DSL code.
`iterable` Iterable	string	`items.items()`	Configuration value used by this block when generating Sansqrit DSL code.
`output_var` Output dict	string	`result`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

let result = {k: v for k,v in items.items()}

009 / Variables

Unpack / Destructure

unpack_block

Unpack tuple or list into multiple variables.

What It Does

Use Unpack / Destructure when you need unpack tuple or list into multiple variables.

Canvas color: #0D9488. Category: variable.

How To Use

Drag the block from Variables into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`source_var` Source variable	string	`result`	Configuration value used by this block when generating Sansqrit DSL code.
`target_vars` Target variable names	json	`["a","b","c"]`	Selects the qubit, bit, control, target, or helper register position used by the block.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

InanyFlexible value. The receiving block accepts the object that is compatible with its operation.

Outputs

OutclassicalClassical bit register or classical control signal produced by measurement or control blocks.

Generated Sansqrit Pattern

a, b, c = result

010 / Variables

Swap Variables

swap_vars

Swap two variable values in place.

What It Does

Use Swap Variables when you need swap two variable values in place.

Canvas color: #0D9488. Category: variable.

How To Use

Drag the block from Variables into the canvas.
Connect required input ports from the left side.
Set properties in the right panel, then run or export the generated Sansqrit code.

Properties, connectors, and generated code

Properties

Property	Type	Default	Meaning
`var_a` Variable A	string	`a`	Configuration value used by this block when generating Sansqrit DSL code.
`var_b` Variable B	string	`b`	Configuration value used by this block when generating Sansqrit DSL code.
`bypass` Bypass	bool	`false`	When enabled, the visual block is skipped and exported as a commented block in generated Sansqrit code.
`code_override` Override	bool	`false`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.
`override_code` Custom .sq	code	`empty`	Lets advanced users replace generated Sansqrit with custom code while keeping the block on the canvas.

Inputs

No input ports. This block starts a flow or uses configured values.

Outputs

No output ports. This block acts through side effects or downstream generated code.

Generated Sansqrit Pattern

a, b = b, a

FAQ

What is Sansqrit Visual Engine?

Sansqrit Visual Engine is the drag-and-drop block canvas for the Sansqrit DSL. It lets users build quantum, data, AI, chemistry, finance, logistics, climate, and scientific workflows visually, then run or export generated Sansqrit code.

How many visual blocks are documented?

This page documents 639 blocks across 54 registry categories, generated from the active Sansqrit block registry.

How do connectors work?

Blocks expose typed input and output ports. Drag from an output port to a compatible input port to create a wire. The compiler orders connected blocks and emits Sansqrit DSL code.

Can users override generated code?

Yes. Blocks include code override and bypass controls where supported. Override lets advanced users provide custom Sansqrit DSL while keeping the block in the workflow.

Can the visual engine handle large quantum examples?

Yes. The quantum register blocks use sparse sharded execution for large local examples, including 120+ qubit workflows that rely on sampling and top-N summaries.