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[converter] int16 dynamic quantized lstm #1048

[converter] int16 dynamic quantized lstm

[converter] int16 dynamic quantized lstm #1048

Workflow file for this run

name: Unit tests
on:
push:
branches:
- main
pull_request:
branches:
- main
jobs:
unit-test:
name: Unit tests for ${{ matrix.os }}, PyTorch ${{ matrix.vers.pt_ver }}
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix:
os: ["ubuntu-latest", "macos-13", "windows-latest"]
vers: [ {pt_ver: "1.6.0", tv_ver: "0.7.0"}, {pt_ver: "latest", tv_ver: "latest"} ]
include:
- os: macos-latest
vers:
pt_ver: latest
tv_ver: latest
defaults:
run:
shell: bash -l {0}
steps:
- uses: actions/checkout@v4
- uses: conda-incubator/setup-miniconda@v3
with:
auto-update-conda: true
python-version: 3.8
- name: Install PyTorch
env:
PYTORCH_VER: ${{ matrix.vers.pt_ver }}
TORCHVISION_VER: ${{ matrix.vers.tv_ver }}
run: |
if [ "$RUNNER_OS" == "macOS" ]; then
if [[ "$TORCHVISION_VER" == "latest" && "$PYTORCH_VER" == "latest" ]]; then
conda install pytorch::pytorch torchvision -c pytorch
elif [[ "$TORCHVISION_VER" == "0.9."* || "$TORCHVISION_VER" == "0.10."* ]]; then
conda install pytorch=$PYTORCH_VER torchvision=$TORCHVISION_VER pillow=6 -c pytorch
else
conda install pytorch=$PYTORCH_VER torchvision=$TORCHVISION_VER -c pytorch
fi
elif [ "$RUNNER_OS" == "Windows" ]; then
if [[ "$TORCHVISION_VER" == "latest" && "$PYTORCH_VER" == "latest" ]]; then
conda install pytorch torchvision cpuonly pillow=6 -c pytorch
elif [[ "$TORCHVISION_VER" == "0.9."* || "$TORCHVISION_VER" == "0.10."* ]]; then
conda install pillow=6 -c conda-forge
conda install pytorch=$PYTORCH_VER torchvision=$TORCHVISION_VER cpuonly -c pytorch
else
conda install pytorch=$PYTORCH_VER torchvision=$TORCHVISION_VER cpuonly pillow=6 -c pytorch
fi
else
if [[ "$TORCHVISION_VER" == "latest" && "$PYTORCH_VER" == "latest" ]]; then
conda install pytorch torchvision cpuonly -c pytorch
else
conda install pytorch=$PYTORCH_VER torchvision=$TORCHVISION_VER cpuonly -c pytorch
fi
fi
- name: Install TinyNeuralNetwork
run: pip install .
- name: Install test dependencies
env:
PYTORCH_VER: ${{ matrix.vers.pt_ver }}
TORCHVISION_VER: ${{ matrix.vers.tv_ver }}
run: |
if [[ "$RUNNER_OS" == "Linux" && "$TORCHVISION_VER" == "latest" && "$PYTORCH_VER" == "latest" ]]; then
pip install black 'ruff<0.0.234' 'tensorflow<2.12' scipy interval
else
pip install black 'ruff<0.0.234' tensorflow scipy interval
fi
- name: Lint checks
run: python -m ruff .
- name: Style checks
run: python -m black .
- name: Run unit tests
run: |
cd tests
python import_test.py -v
python converter_op_test.py -v
python converter_optimizer_test.py -v
python quantizer_test.py -v
python modifier_prune_test.py -v
python modifier_test.py -v
python cross_layer_equalization_test.py -v
- name: Run integration tests
run: |
source activate.sh
cd tests
rm -rf out || true
python converter_test.py -v -k mobilenet
if [ "$RUNNER_OS" != "Windows" ]; then
rm -rf out || true
python converter_qat_test.py -v -k mobilenet
fi
rm -rf out || true
python tracer_test.py -v -k mobilenet
misc-check:
name: Misc checks
runs-on: ubuntu-latest
defaults:
run:
shell: bash -l {0}
steps:
- uses: actions/checkout@v2
- uses: conda-incubator/setup-miniconda@v2
with:
auto-update-conda: true
python-version: 3.8
- name: Install PyTorch
run: conda install pytorch torchvision cpuonly -c pytorch
- name: Install TinyNeuralNetwork
run: pip install .
- name: Check op matrix
run: |
python scripts/gen_op_docs.py
if [[ $(git diff --stat) != '' ]]; then
echo "OP matrix is not updated. Please run python scripts/gen_op_docs.py and update your commit"
echo "Differences:"
git --no-pager diff
exit 1
fi
- name: Check quantization support
run: |
python scripts/gen_quantized_docs.py
if [[ $(git diff --stat) != '' ]]; then
echo "Quantization support doc is not updated. Please run python scripts/gen_quantized_docs.py and update your commit"
echo "Differences:"
git --no-pager diff
exit 1
fi