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New refactor code. Initial push
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‎.flake8

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[flake8]
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max-line-length = 120
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show-source = True
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application-import-names = autoPyTorch
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exclude =
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venv
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build

‎.github/workflows/examples.yml

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name: Examples
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on: [push, pull_request]
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jobs:
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ubuntu:
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runs-on: ubuntu-latest
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strategy:
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matrix:
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python-version: [3.8]
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fail-fast: false
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max-parallel: 2
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steps:
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- uses: actions/checkout@v2
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- name: Setup Python ${{ matrix.python-version }}
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uses: actions/setup-python@v2
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with:
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python-version: ${{ matrix.python-version }}
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- name: Install test dependencies
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run: |
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python -m pip install --upgrade pip
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pip install -e .[examples]
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which python
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pip freeze
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- name: Store repository status
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id: status-before
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run: |
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echo "::set-output name=BEFORE::$(git status --porcelain -b)"
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- name: Run tests
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run: |
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python examples/example_tabular_classification.py
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python examples/example_image_classification.py

‎.github/workflows/pre-commit.yaml

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name: pre-commit
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on: [push, pull_request]
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jobs:
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run-all-files:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v2
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- name: Setup Python 3.7
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uses: actions/setup-python@v2
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with:
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python-version: 3.7
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- name: Install pre-commit
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run: |
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pip install pre-commit
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pre-commit install
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- name: Run pre-commit
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run: |
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pre-commit run --all-files

‎.github/workflows/pytest.yml

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name: Tests
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on: [push, pull_request]
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jobs:
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ubuntu:
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runs-on: ubuntu-latest
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strategy:
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matrix:
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python-version: [3.6, 3.7, 3.8]
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fail-fast: false
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max-parallel: 2
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steps:
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- uses: actions/checkout@v2
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- name: Setup Python ${{ matrix.python-version }}
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uses: actions/setup-python@v2
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with:
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python-version: ${{ matrix.python-version }}
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- name: Install test dependencies
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run: |
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python -m pip install --upgrade pip
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pip install -e .[test]
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- name: Store repository status
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id: status-before
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run: |
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echo "::set-output name=BEFORE::$(git status --porcelain -b)"
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- name: Run tests
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run: |
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if [ ${{ matrix.code-cov }} ]; then codecov='--cov=autoPyTorch --cov-report=xml'; fi
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python -m pytest -n 2 --timeout=600 --timeout-method=thread --dist load test -sv $codecov
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- name: Check for files left behind by test
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if: ${{ always() }}
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run: |
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before="${{ steps.status-before.outputs.BEFORE }}"
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after="$(git status --porcelain -b)"
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if [[ "$before" != "$after" ]]; then
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echo "git status from before: $before"
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echo "git status from after: $after"
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echo "Not all generated files have been deleted!"
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exit 1
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fi
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- name: Upload coverage
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if: matrix.code-cov && always()
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uses: codecov/codecov-action@v1
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with:
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fail_ci_if_error: true
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verbose: true

‎.gitignore

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# Visual Studio
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*.vs/*
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# Visual Studio Code
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*.vscode/*
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# Python
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*__pycache__*
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*.pyc
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.ipynb_checkpoints*
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# Zipped
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*.tar.gz
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# Temp
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*tmp_models/
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#Results
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benchmark_results/
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benchmark_results_cluster/
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ns_credentials*/
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configs.json
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results.json
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outputs/
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jobs.txt
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.pylintrc
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*worker_logs*
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# Build
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*build/
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*autoPyTorch.egg-info
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*.simg
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.DS_Store
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# Byte-compiled / optimized / DLL files
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__pycache__/
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*.py[cod]
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*$py.class
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# C extensions
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*.so
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# Distribution / packaging
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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pip-wheel-metadata/
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share/python-wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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MANIFEST
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# PyInstaller
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# Usually these files are written by a python script from a template
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# before PyInstaller builds the exe, so as to inject date/other infos into it.
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*.manifest
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*.spec
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# Installer logs
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pip-log.txt
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pip-delete-this-directory.txt
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# Unit test / coverage reports
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htmlcov/
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.tox/
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.nox/
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.coverage
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.coverage.*
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.cache
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nosetests.xml
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coverage.xml
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*.cover
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*.py,cover
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.hypothesis/
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.pytest_cache/
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# Translations
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*.mo
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*.pot
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# Django stuff:
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*.log
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local_settings.py
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db.sqlite3
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db.sqlite3-journal
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# Flask stuff:
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instance/
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.webassets-cache
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# Scrapy stuff:
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.scrapy
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# Sphinx documentation
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docs/_build/
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# PyBuilder
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target/
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# Jupyter Notebook
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.ipynb_checkpoints
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# Meta GPU
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*meta_logs/
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runs.log
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runs.log.lock
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logs*
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# IPython
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profile_default/
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ipython_config.py
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# ensemble data
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predictions_for_ensemble.npy
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test_predictions_for_ensemble.npy
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catboost_info
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# pyenv
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.python-version
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# testing
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tests.ipynb
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# pipenv
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# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
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# However, in case of collaboration, if having platform-specific dependencies or dependencies
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# having no cross-platform support, pipenv may install dependencies that don't work, or not
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# install all needed dependencies.
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#Pipfile.lock
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# venv
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow
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__pypackages__/
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# Celery stuff
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celerybeat-schedule
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celerybeat.pid
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# SageMath parsed files
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*.sage.py
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# Environments
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.env
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.venv
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env/
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venv/
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ENV/
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env.bak/
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venv.bak/
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# Spyder project settings
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.spyderproject
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.spyproject
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# Rope project settings
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.ropeproject
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# mkdocs documentation
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/site
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# mypy
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.mypy_cache/
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.dmypy.json
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dmypy.json
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# Pyre type checker
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.pyre/
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# Idea workspace and task
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**/.idea/workspace.xml
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**/.idea/tasks.xml
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# Dask
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dask-worker-space/
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# Test output
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tmp/
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.tmp_evaluation

‎.pre-commit-config.yaml

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repos:
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- repo: https://github.com/pre-commit/mirrors-mypy
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rev: v0.761
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hooks:
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- id: mypy
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args: [--show-error-codes]
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name: mypy AutoPyTorch
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files: autoPyTorch/.*
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- repo: https://gitlab.com/pycqa/flake8
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rev: 3.8.3
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hooks:
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- id: flake8
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name: flake8 AutoPyTorch
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files: autoPyTorch/.*
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additional_dependencies:
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- flake8-print==3.1.4
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- flake8-import-order
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- id: flake8
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name: flake8 tests
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files: test/.*
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additional_dependencies:
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- flake8-print==3.1.4
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- flake8-import-order

‎LICENSE

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same "printed page" as the copyright notice for easier
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identification within third-party archives.
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Copyright [2019] The Contributors
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Copyright [yyyy] [name of copyright owner]
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.

‎MANIFEST.in

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include *.txt
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include requirements.txt
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include autoPyTorch/utils/logging.yaml
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include autoPyTorch/configs/default_pipeline_options.json
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include autoPyTorch/pipeline/components/setup/traditional_ml/classifier_configs/catboost.json
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include autoPyTorch/pipeline/components/setup/traditional_ml/classifier_configs/rotation_forest.json
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include autoPyTorch/pipeline/components/setup/traditional_ml/classifier_configs/random_forest.json
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include autoPyTorch/pipeline/components/setup/traditional_ml/classifier_configs/knn.json
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include autoPyTorch/pipeline/components/setup/traditional_ml/classifier_configs/svm.json
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include autoPyTorch/pipeline/components/setup/traditional_ml/classifier_configs/extra_trees.json
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include autoPyTorch/pipeline/components/setup/traditional_ml/classifier_configs/lgb.json

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