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QuantumCollocation.jl

Quantum Optimal Control with Direct Collocation

Install / Use

/learn @harmoniqs/QuantumCollocation.jl

README

PLEASE READ

[!WARNING]
QuantumCollocation.jl is no-longer a standalone package in the Piccolo.jl ecosystem. This package has been migrated into the Piccolo.jl meta-package, which is now monolithic and contains QuantumCollocation.jl, PiccoloPlots.jl, and PiccoloQuantumObjects.jl.

This migration happened as of version v1.0.0 of Piccolo.jl. All future development will take place in Piccolo.jl, please make issues and pull requests there!

<!--```@raw html--> <div align="center"> <a href="https://github.com/harmoniqs/Piccolo.jl"> <img src="assets/logo.svg" alt="Piccolo.jl" width="25%"/> </a> </div> <div align="center"> <table> <tr> <td align="center"> <b>Documentation</b> <br> <a href="https://docs.harmoniqs.co/QuantumCollocation/dev/"> <img src="https://img.shields.io/badge/docs-stable-blue.svg" alt="Stable"/> </a> <a href="https://docs.harmoniqs.co/QuantumCollocation/dev/"> <img src="https://img.shields.io/badge/docs-dev-blue.svg" alt="Dev"/> </a> <a href="https://arxiv.org/abs/2305.03261"> <img src="https://img.shields.io/badge/arXiv-2305.03261-b31b1b.svg" alt="arXiv"/> </a> </td> <td align="center"> <b>Build Status</b> <br> <a href="https://github.com/harmoniqs/QuantumCollocation.jl/actions/workflows/CI.yml?query=branch%3Amain"> <img src="https://github.com/harmoniqs/QuantumCollocation.jl/actions/workflows/CI.yml/badge.svg?branch=main" alt="Build Status"/> </a> <a href="https://codecov.io/gh/harmoniqs/QuantumCollocation.jl"> <img src="https://codecov.io/gh/harmoniqs/QuantumCollocation.jl/branch/main/graph/badge.svg" alt="Coverage"/> </a> </td> <td align="center"> <b>License</b> <br> <a href="https://opensource.org/licenses/MIT"> <img src="https://img.shields.io/badge/License-MIT-yellow.svg" alt="MIT License"/> </a> </td> <td align="center"> <b>Support</b> <br> <a href="https://unitary.fund"> <img src="https://img.shields.io/badge/Supported%20By-Unitary%20Fund-FFFF00.svg" alt="Unitary Fund"/> </a> </td> </tr> </table> </div> <div align="center"> <i> Quickly set up and solve problem templates for quantum optimal control</i> <br> </div> <!--```-->

QuantumCollocation.jl

QuantumCollocation.jl sets up and solves quantum control problems as nonlinear programs (NLPs). In this context, a generic quantum control problem looks like

\begin{aligned}
    \arg \min_{\mathbf{Z}}\quad & J(\mathbf{Z}) \\
    \nonumber \text{s.t.}\qquad & \mathbf{f}(\mathbf{Z}) = 0 \\
    \nonumber & \mathbf{g}(\mathbf{Z}) \le 0  
\end{aligned}

where $\mathbf{Z}$ is a trajectory containing states and controls, from NamedTrajectories.jl.

For details of our implementation please see our IEEE QCE 2023 paper, Direct Collocation for Quantum Optimal Control. If you use QuantumCollocation.jl in your work, please cite :raised_hands:!

Installation

This package is registered! To install, enter the Julia REPL, type ] to enter pkg mode, and then run:

pkg> add QuantumCollocation

Example

Single Qubit Hadamard Gate

using QuantumCollocation

T_max = 1.0
u_bounds = [(-1.0, 1.0), (-1.0, 1.0)]
T = 50
Δt = 0.2
system = QuantumSystem([PAULIS[:X], PAULIS[:Y]], T_max, u_bounds)
U_goal = GATES.H

# Hadamard Gate
prob = UnitarySmoothPulseProblem(system, U_goal, T, Δt)
solve!(prob, max_iter=100)

Building Documentation

This package uses a Documenter config that is shared with many of our other repositories. To build the docs, you will need to run the docs setup script to clone and pull down the utility.

# first time only
./docs/get_docs_utils.sh   # or ./get_docs_utils.sh if cwd is in ./docs/

To build the docs pages:

julia --project=docs docs/make.jl

or editing the docs live:

julia --project=docs
> using LiveServer, QuantumCollocation, Revise
> servedocs(literate_dir="docs/literate", skip_dirs=["docs/src/generated"])

Note: servedocs needs to watch a subset of the files in the docs/ folder. If it watches files that are generated on a docs build/re-build, servedocs will continuously try to re-serve the pages.

To prevent this, ensure all generated files are included in the skip dirs or skip files args for servedocs.

For example, if we forget docs/src/generated like so:

julia --project=docs
> using LiveServer, Piccolo, Revise
> servedocs(literate_dir="docs/literate")

it will not build and serve.

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GitHub Stars36
CategoryDevelopment
Updated4d ago
Forks16

Languages

Julia

Security Score

95/100

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