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.drone.yml

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- pip --version
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- nvidia-smi
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- pip install -r ./requirements/devel.txt --upgrade-strategy only-if-needed -v --no-cache-dir
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# when Image has defined CUDa version we can switch to this package spec "nvidia-dali-cuda${CUDA_VERSION%%.*}0"
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- pip install --extra-index-url https://developer.download.nvidia.com/compute/redist nvidia-dali-cuda100 --upgrade-strategy only-if-needed
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- pip list
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- coverage run --source pytorch_lightning -m pytest pytorch_lightning tests -v --color=yes --durations=25 # --flake8
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- python -m pytest benchmarks pl_examples -v --color=yes --maxfail=2 --durations=0 # --flake8

.github/PULL_REQUEST_TEMPLATE.md

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Please include a summary of the change and which issue is fixed.
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Please also include relevant motivation and context.
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List any dependencies that are required for this change.
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If we didn't discuss your PR in Github issues there's a high chance it will not be merged.
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-->
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Fixes # (issue)
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<!-- For CHANGELOG separate each item in unreleased section by a blank line to reduce collisions -->
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## PR review
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- [ ] Is this pull request ready for review? (if not, please submit in draft mode)
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Anyone in the community is free to review the PR once the tests have passed.
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Before you start reviewing make sure you have read [Review guidelines](https://github.com/PyTorchLightning/pytorch-lightning/wiki/Review-guidelines). In in short, see following bullet-list:
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Anyone in the community is free to review the PR once the tests have passed.
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If we didn't discuss your PR in Github issues there's a high chance it will not be merged.
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- [ ] Is this pull request ready for review? (if not, please submit in draft mode)
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- [ ] Check that all items from **Before submitting** are resolved
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- [ ] Make sure the title is self explanatory and the description concisely explains the PR
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- [ ] Add labels and milestones (and optionally projects) to the PR so it can be classified; _Bugfixes should be including in bug-fix release milestones (m.f.X) and features should be included in (m.X.b) releases._
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## Did you have fun?
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Make sure you had fun coding 🙃

.github/workflows/nightly.yml

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# We do this, since failures on test.pypi aren't that bad
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- name: Publish to Test PyPI
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uses: pypa/gh-action-pypi-publish@v1
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uses: pypa/gh-action-pypi-publish@v1.4.1
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with:
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user: __token__
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password: ${{ secrets.test_pypi_password }}

.github/workflows/pypi-release.yml

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# We do this, since failures on test.pypi aren't that bad
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- name: Publish to Test PyPI
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if: startsWith(github.event.ref, 'refs/tags') || github.event_name == 'release'
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uses: pypa/gh-action-pypi-publish@v1
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uses: pypa/gh-action-pypi-publish@v1.4.1
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with:
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user: __token__
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- name: Publish distribution 📦 to PyPI
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if: startsWith(github.event.ref, 'refs/tags') || github.event_name == 'release'
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uses: pypa/gh-action-pypi-publish@v1
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uses: pypa/gh-action-pypi-publish@v1.4.1
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with:
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CHANGELOG.md

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- Added `fsspec` to tuner ([#4458](https://github.com/PyTorchLightning/pytorch-lightning/pull/4458))
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- Added metrics aggregation in Horovod and fixed early stopping ([#3775](https://github.com/PyTorchLightning/pytorch-lightning/pull/3775))
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### Changed
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benchmarks/test_parity.py

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@pytest.mark.parametrize('cls_model,max_diff', [
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(ParityModuleRNN, 0.05),
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(ParityModuleMNIST, 0.70)
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(ParityModuleMNIST, 0.8)
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])
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@pytest.mark.skipif(not torch.cuda.is_available(), reason="test requires GPU machine")
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def test_pytorch_parity(tmpdir, cls_model, max_diff):

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