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* Move memory heavy tests from `test_pytorch_onnx_onnxruntime.py` to `test_models_onnxruntime.py`. The former is run in parallel in CI, while the latter is not. A change is that the moved tests are now only covered in default opset export. * Refactor and create base class for tests that export model to ONNX and verify with ONNX Runtime. The new base class are parameterized with `opset_version` and `is_script`. Further work can be done to refactor existing test classes in `test_pytorch_onnx_onnxruntime.py`. See #75630 * Reduce unnecessarily large tensor size in `test_pytorch_onnx_onnxruntime.py` to further reduce memory usage and test time. After this PR, the running time for `test_pytorch_onnx_onnxruntime.py` is reduced from `1338.82s (0:22:18)` to `225.07s (0:03:45)`, benchmarked on 10900x with `-n 10`. Fixes #79179 Pull Request resolved: https://github.com/pytorch/pytorch/pull/79640 Approved by: https://github.com/justinchuby, https://github.com/garymm
94 lines
2.8 KiB
Bash
Executable File
94 lines
2.8 KiB
Bash
Executable File
#!/bin/bash
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set -ex
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UNKNOWN=()
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# defaults
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PARALLEL=1
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while [[ $# -gt 0 ]]
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do
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arg="$1"
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case $arg in
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-p|--parallel)
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PARALLEL=1
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shift # past argument
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;;
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*) # unknown option
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UNKNOWN+=("$1") # save it in an array for later
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shift # past argument
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;;
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esac
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done
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set -- "${UNKNOWN[@]}" # leave UNKNOWN
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if [[ $PARALLEL == 1 ]]; then
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pip install pytest-xdist
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fi
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# pytest, scipy, hypothesis: these may not be necessary
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# pytest-cov: installing since `coverage run -m pytest ..` doesn't work
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# parameterized: parameterizing test class
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pip install pytest scipy hypothesis pytest-cov parameterized
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pip install -e tools/coverage_plugins_package # allows coverage to run w/o failing due to a missing plug-in
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# realpath might not be available on MacOS
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script_path=$(python -c "import os; import sys; print(os.path.realpath(sys.argv[1]))" "${BASH_SOURCE[0]}")
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top_dir=$(dirname $(dirname $(dirname "$script_path")))
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test_paths=(
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"$top_dir/test/onnx"
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)
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args=()
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args+=("-v")
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args+=("--cov")
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args+=("--cov-report")
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args+=("xml:test/coverage.xml")
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args+=("--cov-append")
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args_parallel=()
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if [[ $PARALLEL == 1 ]]; then
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args_parallel+=("-n")
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args_parallel+=("auto")
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fi
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# onnxruntime only support py3
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# "Python.h" not found in py2, needed by TorchScript custom op compilation.
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if [[ "${SHARD_NUMBER}" == "1" ]]; then
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# These exclusions are for tests that take a long time / a lot of GPU
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# memory to run; they should be passing (and you will test them if you
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# run them locally
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pytest "${args[@]}" "${args_parallel[@]}" \
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--ignore "$top_dir/test/onnx/test_pytorch_onnx_onnxruntime.py" \
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--ignore "$top_dir/test/onnx/test_models_onnxruntime.py" \
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--ignore "$top_dir/test/onnx/test_pytorch_onnx_onnxruntime_cuda.py" \
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--ignore "$top_dir/test/onnx/test_custom_ops.py" \
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--ignore "$top_dir/test/onnx/test_utility_funs.py" \
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--ignore "$top_dir/test/onnx/test_models.py" \
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"${test_paths[@]}"
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# Heavy memory usage tests that cannot run in parallel.
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pytest "${args[@]}" \
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"$top_dir/test/onnx/test_models_onnxruntime.py" \
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"$top_dir/test/onnx/test_custom_ops.py" \
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"$top_dir/test/onnx/test_utility_funs.py" \
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"$top_dir/test/onnx/test_models_onnxruntime.py" "-k" "not TestModelsONNXRuntime"
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fi
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if [[ "${SHARD_NUMBER}" == "2" ]]; then
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# Heavy memory usage tests that cannot run in parallel.
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# TODO(#79802): Parameterize test_models.py
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pytest "${args[@]}" \
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"$top_dir/test/onnx/test_models.py" \
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"$top_dir/test/onnx/test_models_onnxruntime.py" "-k" "TestModelsONNXRuntime"
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pytest "${args[@]}" "${args_parallel[@]}" \
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"$top_dir/test/onnx/test_pytorch_onnx_onnxruntime.py"
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fi
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# Our CI expects both coverage.xml and .coverage to be within test/
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if [ -d .coverage ]; then
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mv .coverage test/.coverage
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fi
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