> :warning: dwave-neal is deprecated in favor of dwave-samplers.
dwave-neal
An implementation of a simulated annealing sampler.
A simulated annealing sampler can be used for approximate Boltzmann sampling or heuristic optimization. This implementation approaches the equilibrium distribution by performing updates at a sequence of increasing beta values, beta_schedule, terminating at the target beta. Each spin is updated once in a fixed order per point in the beta_schedule according to a Metropolis- Hastings update. When beta is large the target distribution concentrates, at equilibrium, over ground states of the model. Samples are guaranteed to match the equilibrium for long ‘smooth’ beta schedules.
For more information, see Kirkpatrick, S.; Gelatt Jr, C. D.; Vecchi, M. P. (1983). “Optimization by Simulated Annealing”. Science. 220 (4598): 671–680
Example Usage
import neal
sampler = neal.SimulatedAnnealingSampler()
h = {0: -1, 1: -1}
J = {(0, 1): -1}
sampleset = sampler.sample_ising(h, J)Installation
To install:
pip install dwave-nealTo build from source:
pip install -r requirements.txt
python setup.py build_ext --inplace
python setup.py installLicense
Released under the Apache License 2.0. See LICENSE file.
Contributing
Ocean’s contributing guide has guidelines for contributing to Ocean packages.
2 maintainers
Release files for dwave-neal 0.6.0
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Source distribution (sdist)
| File | Size | Uploaded | |
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| dwave-neal-0.6.0.tar.gz | 6.4 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| dwave_neal-0.6.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 15.1 kB
Release files / dwave-neal-0.6.0.tar.gz
| Download URL | dwave-neal-0.6.0.tar.gz |
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| Size | 6.4 kB |
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Release files / dwave_neal-0.6.0-py3-none-any.whl
| Download URL | dwave_neal-0.6.0-py3-none-any.whl |
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| Size | 8.7 kB |
| Tags | Python 3 |
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