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Framework for the Ising model and QUBO.

Project description

OpenJij : Framework for the Ising model and QUBO.

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  • python >= 3.7
  • (optional) gcc >= 7.0.0
  • (optional) cmake >= 3.22
  • (optional) Ninja

Change IMPORT

install

install via pip

Note: To use GPGPU algorithms, please follow the section install via pip from source codes below. GPGPU algorithms are automatically enabled once CMake finds CUDA frameworks during installation.

# Binary
$ pip install openjij 
# From Source (CUDA)
$ pip install --no-binary=openjij,jij-cimod  openjij

install via pip from source codes

To install OpenJij from source codes, please install CMake first then install OpenJij.

cmake setup

If you want to use setup.py instead of PIP, You will need to install CMake>=3.22.
We are Highly recommended install CMake via PYPI.

$ pip install -U cmake

Make sure the enviroment path for CMake is set correctly.

install OpenJij

$ pip install --no-binary=openjij,jij-cimod openjij

install from github repository

$ git clone git@github.com:OpenJij/OpenJij.git
$ cd openjij
$ python -m pip install -vvv .

For Contributor

Use pre-commit for auto chech before git commit. .pre-commit-config.yaml

# pipx install pre-commit 
# or 
# pip install pre-commit
pre-commit install

Test

Python

$ python -m venv .venv
$ pip install pip-tools 
$ pip-compile
$ pip-compile dev-requirements.in
$ pip-sync requirements.txt dev-requirements.txt
$ source .venv/bin/activate
$ export CMAKE_BUILD_TYPE=Debug
$ python setup.py --force-cmake install --build-type Debug -G Ninja
$ python setup.py --build-type Debug test 
$ python -m coverage html

C++

$ mkdir build 
$ cmake -DCMAKE_BUILD_TYPE=Debug -S . -B build
$ cmake --build build --parallel
$ cd build
$ ./tests/cxxjij_test
# Alternatively  Use CTest 
$ ctest --extra-verbose --parallel --schedule-random

Needs: CMake > 3.22, C++17

  • Format
$ pip-compile format-requirements.in
$ pip-sync format-requirements.txt
$ python -m isort 
$ python -m black 
  • Aggressive Format
$ python -m isort --force-single-line-imports --verbose ./openjij
$ python -m autoflake --in-place --recursive --remove-all-unused-imports --ignore-init-module-imports --remove-unused-variables ./openjij
$ python -m autopep8 --in-place --aggressive --aggressive  --recursive ./openjij
$ python -m isort ./openjij
$ python -m black ./openjij
  • Lint
$ pip-compile
$ pip-compile dev-requirements.in
$ pip-compile lint-requirements.in
$ pip-sync requirements.txt dev-requirements.txt lint-requirements.txt
$ python -m flake8
$ python -m mypy
$ python -m pyright

How to use

Python example

import openjij as oj
sampler = oj.SASampler()
response = sampler.sample_ising(h={0: -1}, J={(0,1): -1})
response.states
# [[1,1]]

# with indices
response = sampler.sample_ising(h={'a': -1}, J={('a','b'): 1})
[{index: s for index, s in zip(response.indices, state)} for state in response.states]
# [{'b': -1, 'a': 1}]

Community

About us

This product is maintained by Jij Inc.

Please visit our website for more information! https://www.j-ij.com/

Licences

Copyright 2022 Jij Inc.

Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at

 http://www.apache.org/licenses/LICENSE-2.0  

Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

Project details


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