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[Feature] Support unpadded whole-trajectory collector batches #5743

[Feature] Support unpadded whole-trajectory collector batches

[Feature] Support unpadded whole-trajectory collector batches #5743

Workflow file for this run

# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
name: Push Binary Nightly
on:
pull_request:
workflow_call:
secrets:
# AWS_PYTORCH_UPLOADER_ACCESS_KEY_ID:
# required: true
# AWS_PYTORCH_UPLOADER_SECRET_ACCESS_KEY:
# required: true
PYPI_TOKEN:
required: false
# run every day at 15:15am
schedule:
- cron: '15 15 * * *'
# or manually trigger it
workflow_dispatch:
push:
branches:
- "nightly"
concurrency:
# Documentation suggests ${{ github.head_ref }}, but that's only available on pull_request/pull_request_target triggers, so using ${{ github.ref }}.
# On master, we want all builds to complete even if merging happens faster to make it easier to discover at which point something broke.
group: nightly-build-${{ github.ref == 'refs/heads/main' && format('ci-master-{0}', github.sha) || format('ci-{0}', github.ref) }}
cancel-in-progress: true
permissions:
id-token: write
contents: read
jobs:
build-wheel-unix:
# Don't run on forked repos.
if: github.repository_owner == 'pytorch'
continue-on-error: true
runs-on: ${{ matrix.os[1] }}
strategy:
matrix:
os: [['linux', 'ubuntu-22.04'], ['macos', 'macos-latest']]
python_version: [
["3.10", "cp310-cp310"],
["3.11", "cp311-cp311"],
["3.12", "cp312-cp312"],
["3.13", "cp313-cp313"],
["3.14", "cp314-cp314"],
]
cuda_support: [["", "cpu", "cpu"]]
steps:
- name: Checkout torchrl
uses: actions/checkout@v4
- name: Setup Python
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python_version[0] }}
- name: Install PyTorch nightly
run: |
export PATH="/opt/python/${{ matrix.python_version[1] }}/bin:$PATH"
python -mpip install --pre torch --index-url https://download.pytorch.org/whl/nightly/${{ matrix.cuda_support[1] }}
- name: Build TorchRL Nightly
env:
TORCHRL_NIGHTLY: 1
run: |
rm -r dist || true
export PATH="/opt/python/${{ matrix.python_version[1] }}/bin:$PATH"
python -mpip install build wheel
./build_nightly.sh
find dist -name '*whl' -exec bash -c ' mv $0 ${0/linux/manylinux1}' {} \;
# PyPI rejects the plain linux_x86_64 platform tag. pytorch/pytorch
# binaries are manylinux_2_17 compliant but pretend to be manylinux1
# compliant, so we do the same.
- name: Upload wheel for the test-wheel job
uses: actions/upload-artifact@v4
with:
name: torchrl-${{ matrix.os[0] }}-${{ matrix.python_version[0] }}_${{ matrix.cuda_support[2] }}.whl
path: dist/*.whl
test-wheel-unix:
# Don't run on forked repos.
if: github.repository_owner == 'pytorch'
needs: build-wheel-unix
continue-on-error: true
runs-on: ${{ matrix.os[1] }}
strategy:
matrix:
os: [['linux', 'ubuntu-22.04'], ['macos', 'macos-latest']]
python_version: [
["3.10", "cp310-cp310"],
["3.11", "cp311-cp311"],
["3.12", "cp312-cp312"],
["3.13", "cp313-cp313"],
["3.14", "cp314-cp314"],
]
cuda_support: [["", "cpu", "cpu"]]
steps:
- name: Setup Python
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python_version[0] }}
- name: Checkout torchrl
uses: actions/checkout@v4
- name: Install PyTorch Nightly
run: |
export PATH="/opt/python/${{ matrix.python_version[1] }}/bin:$PATH"
python -mpip install --pre torch --index-url https://download.pytorch.org/whl/nightly/${{ matrix.cuda_support[1] }}
- name: Upgrade pip
run: |
export PATH="/opt/python/${{ matrix.python_version[1] }}/bin:$PATH"
python -mpip install --upgrade pip
- name: Install tensordict
run: |
export PATH="/opt/python/${{ matrix.python_version[1] }}/bin:$PATH"
python -mpip install tensordict-nightly
- name: Install test dependencies
run: |
export PATH="/opt/python/${{ matrix.python_version[1] }}/bin:$PATH"
python -mpip install numpy pytest pillow>=4.1.1 scipy networkx expecttest pyyaml
- name: Download built wheels
uses: actions/download-artifact@v4
with:
name: torchrl-${{ matrix.os[0] }}-${{ matrix.python_version[0] }}_${{ matrix.cuda_support[2] }}.whl
path: /tmp/wheels
env:
AGENT_TOOLSDIRECTORY: "/opt/hostedtoolcache"
- name: Install built wheels
run: |
export PATH="/opt/python/${{ matrix.python_version[1] }}/bin:$PATH"
python -mpip install /tmp/wheels/*
- name: Log version string
run: |
# Avoid ambiguity of "import torchrl" by deleting the source files.
rm -rf torchrl/
export PATH="/opt/python/${{ matrix.python_version[1] }}/bin:$PATH"
python -c "import torchrl; print(torchrl.__version__)"
- name: Verify nightly version format
if: github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'
run: |
export PATH="/opt/python/${{ matrix.python_version[1] }}/bin:$PATH"
python packaging/verify_nightly_version.py
- name: Run tests
run: |
set -e
export IN_CI=1
mkdir test-reports
export PATH="/opt/python/${{ matrix.python_version[1] }}/bin:$PATH"
python -m torch.utils.collect_env
bash .github/unittest/helpers/assert_torch_version.sh nightly
bash .github/unittest/helpers/assert_torch_tensordict_versions.sh nightly nightly
python -c "import torchrl; print(torchrl.__version__);from torchrl.data import ReplayBuffer"
EXIT_STATUS=0
pytest test/smoke_test.py -v --durations 200
exit $EXIT_STATUS
upload-wheel-unix:
# Don't run on forked repos.
if: ${{ github.repository_owner == 'pytorch' && (github.event_name == 'workflow_dispatch' || github.event_name == 'schedule') }}
needs: test-wheel-unix
runs-on: ${{ matrix.os[1] }}
# No continue-on-error here: a failed PyPI upload must turn the run red.
# Silent upload failures kept the workflow green while torchrl-nightly
# went stale on PyPI for months.
strategy:
# Without continue-on-error, one failed upload would otherwise fail-fast
# cancel every sibling upload; each platform/python must report its own
# result.
fail-fast: false
matrix:
os: [['linux', 'ubuntu-22.04'], ['macos', 'macos-latest']]
python_version: [
["3.10", "cp310-cp310"],
["3.11", "cp311-cp311"],
["3.12", "cp312-cp312"],
["3.13", "cp313-cp313"],
["3.14", "cp314-cp314"],
]
cuda_support: [["", "cpu", "cpu"]]
steps:
- name: Checkout torchrl
uses: actions/checkout@v4
- name: Setup Python
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python_version[0] }}
- name: Download built wheels
uses: actions/download-artifact@v4
with:
name: torchrl-${{ matrix.os[0] }}-${{ matrix.python_version[0] }}_${{ matrix.cuda_support[2] }}.whl
path: /tmp/wheels
- name: Push TorchRL Binary to PYPI
env:
PYPI_TOKEN: ${{ secrets.PYPI_TOKEN }}
run: |
if [ -z "${PYPI_TOKEN:-}" ]; then
echo "PYPI_TOKEN is not set; skipping PyPI upload."
exit 0
fi
export PATH="/opt/python/${{ matrix.python_version[1] }}/bin:$PATH"
python -mpip install twine
python -m twine upload \
--username __token__ \
--password "$PYPI_TOKEN" \
--skip-existing \
/tmp/wheels/torchrl_nightly-*.whl \
--verbose
build-wheel-windows:
# Don't run on forked repos.
if: github.repository_owner == 'pytorch'
runs-on: windows-latest
continue-on-error: true
strategy:
matrix:
python_version: [
["3.10", "3.10.3"],
["3.11", "3.11"],
["3.12", "3.12"],
["3.13", "3.13"],
["3.14", "3.14"],
]
steps:
- name: Setup Python
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python_version[1] }}
- name: Checkout torchrl
uses: actions/checkout@v4
- name: Install PyTorch nightly
shell: bash
run: |
python -mpip install --pre torch --index-url https://download.pytorch.org/whl/nightly/cpu -U
- name: Build TorchRL nightly
env:
TORCHRL_NIGHTLY: 1
shell: bash
run: |
rm -r dist || true
python -mpip install build wheel
./build_nightly.sh
- name: Upload wheel for the test-wheel job
uses: actions/upload-artifact@v4
with:
name: torchrl-win-${{ matrix.python_version[0] }}.whl
path: dist/*.whl
test-wheel-windows:
# Don't run on forked repos.
if: github.repository_owner == 'pytorch'
needs: build-wheel-windows
continue-on-error: true
runs-on: windows-latest
strategy:
matrix:
python_version: [
["3.10", "3.10.3"],
["3.11", "3.11"],
["3.12", "3.12"],
["3.13", "3.13"],
["3.14", "3.14"],
]
steps:
- name: Setup Python
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python_version[1] }}
- name: Checkout torchrl
uses: actions/checkout@v4
- name: Install PyTorch Nightly
shell: bash
run: |
python -mpip install --pre torch --index-url https://download.pytorch.org/whl/nightly/cpu -U
- name: Upgrade pip
shell: bash
run: |
python -mpip install --upgrade pip
- name: Install test dependencies
shell: bash
run: |
python -mpip install numpy pytest --no-cache-dir
- name: Install tensordict
shell: bash
run: |
python -mpip install tensordict-nightly
- name: Download built wheels
uses: actions/download-artifact@v4
with:
name: torchrl-win-${{ matrix.python_version[0] }}.whl
path: wheels
- name: Install built wheels
shell: bash
run: |
python -mpip install wheels/*
- name: Log version string
shell: bash
run: |
# Avoid ambiguity of "import torchrl" by deleting the source files.
rm -rf torchrl/
python -c "import torchrl; print(torchrl.__version__)"
- name: Verify nightly version format
if: github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'
shell: bash
run: |
python packaging/verify_nightly_version.py
- name: Run tests
shell: bash
run: |
set -e
export IN_CI=1
mkdir test-reports
python -m torch.utils.collect_env
bash .github/unittest/helpers/assert_torch_version.sh nightly
bash .github/unittest/helpers/assert_torch_tensordict_versions.sh nightly nightly
python -c "import torchrl; print(torchrl.__version__);from torchrl.data import ReplayBuffer"
EXIT_STATUS=0
pytest test/smoke_test.py -v --durations 200
exit $EXIT_STATUS
upload-wheel-windows:
# Don't run on forked repos.
if: ${{ github.repository_owner == 'pytorch' && (github.event_name == 'workflow_dispatch' || github.event_name == 'schedule') }}
needs: test-wheel-windows
# No continue-on-error here: a failed PyPI upload must turn the run red.
runs-on: windows-latest
strategy:
# Without continue-on-error, one failed upload would otherwise fail-fast
# cancel every sibling upload; each platform/python must report its own
# result.
fail-fast: false
matrix:
python_version: [
["3.10", "3.10.3"],
["3.11", "3.11"],
["3.12", "3.12"],
["3.13", "3.13"],
["3.14", "3.14"],
]
steps:
- name: Checkout torchrl
uses: actions/checkout@v4
- name: Download built wheels
uses: actions/download-artifact@v4
with:
name: torchrl-win-${{ matrix.python_version[0] }}.whl
path: wheels
- name: Push TorchRL Binary to PYPI
shell: bash
env:
PYPI_TOKEN: ${{ secrets.PYPI_TOKEN }}
run: |
if [ -z "${PYPI_TOKEN:-}" ]; then
echo "PYPI_TOKEN is not set; skipping PyPI upload."
exit 0
fi
python -mpip install twine
python -m twine upload \
--username __token__ \
--password "$PYPI_TOKEN" \
--skip-existing \
wheels/torchrl_nightly-*.whl \
--verbose