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This package contains APIs for accessing Quantagonia's HybridSolver for solving MIPs and QUBOs through native file formats or PuLP resp. PyQUBO, Qiskit, or Ocean

Project description

Quantagonia API Client

This package contains Quantagonia's CLI client and client-side APIs for using HybridSolver in the cloud.

Installation

Python >= 3.8 is required. Then, do

python -m pip install quantagonia-api-client

In order to use HybridSolver through Quantagonia's cloud system, you'll need to sign up for an API key and set it system-wide by

export QUANTAGONIA_API_KEY=<your API key here>

Quick start: using the CLI client

This package provides the script hybridsolver to interact with the cloud solver. In order to solve a MIP (supported formats: .mps, .lp, .mps.gz, .lp.gz) or QUBO (spported formats: .qubo, .qubo.gz), just use

hybridsolver solve path/to/example.mps

which will automatically set all parameters and solver controls to their default value, which is a good compromise for many middle-sized optimization problems out there.

The solve call has a few options (try hybridsolver solve --help) and will, after submitting the problem, stream the logs and output the solution vector if one is found.

To start a job without attaching to its log stream and leave it running in the background, use

hybridsolver submit path/to/example.mps

which supports the same parameters as solve and returns a job_id. using this ID, logs, results and job status as well as time billed can be retrieved using

hybridsolver (logs | solution | status | time_billed) job_id

Lastly, in order to cancel a runnning job and avoid unnecessary costs, use hybridsolver cancel job_id. To list k active and/or past jobs, use hybridsolver list --n=k.

Using the API client in your own code

The capabilities of the API client include, but are not limited to:

  • a plugin for PuLP to solve PuLP-generated models locally and in the client,
  • a simple API to model QUBOs locally and solve them in the cloud and
  • an importer to convert PyQUBO models into our format - allowing to solve PyQUBO models in QUantagonia's cloud.

For starters, you can run the examples in examples/ through, e.g.,

QUANTAGONIA_API_KEY="<redacted>" python examples/submit_qubo.py

with a valid Quantagonia API key.

For more details, we refer to our API reference.

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