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Add in-tree special_models test suite using reworked iree-tooling. (#…
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…17883)

With this, we move away from using all the specialized json config files
and complex workflows.
Instead, we use python scripts which allow us to use custom flags,
tolerances, and configurations based on the backend/model.
Related PR in TestSuite:
nod-ai/SHARK-TestSuite#271

This PR also removes all dependencies on SHARK-TestSuite tooling.
Reworked the tools here so that downloading, caching, testing, and
benchmarking occurs as intended with tools solely from this repo for
iree_special_models. Whenever we are adding test files here, the goal is
for an IREE user to be able to clone the repo and run the run tests
knowing nothing about the SHARK-TestSuite .

Also didn't realize, but ireers here already has a process of stamping
here to check if a file is already produced. I think we have to remove
this because it will skip even if there is a newer version of the file
available and there's really no point when downloading to a cache
because once it's there, it is never removed so not a valuable signal.

(Third times the charm. Had to close the last two versions of this PR
because couldn't get passed a pre-commit check that led me to rebase and
add a bunch of commits that weren't mine 🤦 )

ci-exactly: build_all, test_amd_mi300, build_packages, regression_test

---------

Signed-off-by: saienduri <[email protected]>
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saienduri authored Jul 12, 2024
1 parent 4035603 commit 44808e1
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156 changes: 86 additions & 70 deletions .github/workflows/pkgci_regression_test.yml
Original file line number Diff line number Diff line change
Expand Up @@ -90,14 +90,15 @@ jobs:
uses: actions/[email protected]
with:
repository: nod-ai/SHARK-TestSuite
ref: 3603a453b3777fac9af4506a3dc0b3d87587fd47
ref: a06e730ce325c12db40bb89b43e8e6e897052e96
path: SHARK-TestSuite
submodules: false
lfs: false
- name: Install external TestSuite Python requirements
run: |
source ${VENV_DIR}/bin/activate
python -m pip install -r SHARK-TestSuite/iree_tests/requirements.txt
pip install --no-compile --pre --upgrade -e SHARK-TestSuite/common_tools
- name: Run external tests - ONNX test suite
run: |
Expand Down Expand Up @@ -138,25 +139,14 @@ jobs:
# CPU
- name: cpu_llvm_task
models-config-file: models_cpu_llvm_task.json
sdxl-unet-config-file: sdxl_scheduled_unet_cpu_llvm_task.json
sdxl-vae-config-file: sdxl_vae_decode_cpu_llvm_task.json
sdxl-clip-config-file: sdxl_prompt_encoder_cpu_llvm_task.json
runs-on: nodai-amdgpu-w7900-x86-64

# AMD GPU
- name: amdgpu_rocm_mi250_gfx90a
models-config-file: models_gpu_rocm_gfx90a.json
models-extra-flags-config-file: models_gpu_rocm_gfx90a_additional_flags.json
sdxl-unet-config-file: sdxl_scheduled_unet_gpu_rocm_gfx90a.json
sdxl-vae-config-file: sdxl_vae_decode_gpu_rocm_gfx90a.json
sdxl-clip-config-file: sdxl_prompt_encoder_gpu_rocm_gfx90a.json
runs-on: nodai-amdgpu-mi250-x86-64
- name: amdgpu_rocm_mi300_gfx942
models-config-file: models_gpu_rocm_gfx942.json
models-extra-flags-config-file: models_gpu_rocm_gfx942_additional_flags.json
sdxl-unet-config-file: sdxl_scheduled_unet_gpu_rocm_gfx942.json
sdxl-vae-config-file: sdxl_vae_decode_gpu_rocm_gfx942.json
sdxl-clip-config-file: sdxl_prompt_encoder_gpu_rocm_gfx942.json
runs-on: nodai-amdgpu-mi300-x86-64
- name: amdgpu_vulkan
models-config-file: models_gpu_vulkan.json
Expand All @@ -176,10 +166,6 @@ jobs:
IREE_TEST_FILES: ~/iree_tests_cache
IREE_TEST_PATH_EXTENSION: ${{ github.workspace }}/build_tools/pkgci/external_test_suite
MODELS_CONFIG_FILE_PATH: build_tools/pkgci/external_test_suite/${{ matrix.models-config-file }}
MODELS_EXTRA_FLAGS_CONFIG_FILE_PATH: build_tools/pkgci/external_test_suite/${{ matrix.models-extra-flags-config-file }}
SDXL_UNET_CONFIG_FILE_PATH: build_tools/pkgci/external_test_suite/${{ matrix.sdxl-unet-config-file }}
SDXL_CLIP_CONFIG_FILE_PATH: build_tools/pkgci/external_test_suite/${{ matrix.sdxl-clip-config-file }}
SDXL_VAE_CONFIG_FILE_PATH: build_tools/pkgci/external_test_suite/${{ matrix.sdxl-vae-config-file }}
VENV_DIR: ${{ github.workspace }}/venv
LD_LIBRARY_PATH: /home/esaimana/Python-3.11.9
steps:
Expand Down Expand Up @@ -207,33 +193,25 @@ jobs:
--artifact-path=${PACKAGE_DOWNLOAD_DIR} \
--fetch-gh-workflow=${{ inputs.artifact_run_id }}
# TODO(#17344): regenerate .mlirbc files, test plat_rdna3_rocm on rocm
# # In-tree tests
# - name: Run experimental/regression_suite tests
# run: |
# source ${VENV_DIR}/bin/activate
# pytest \
# -rA -s -m "plat_host_cpu and presubmit" \
# experimental/regression_suite

# Out of tree tests
- name: Check out external TestSuite repository
uses: actions/[email protected]
with:
repository: nod-ai/SHARK-TestSuite
ref: 3603a453b3777fac9af4506a3dc0b3d87587fd47
ref: a06e730ce325c12db40bb89b43e8e6e897052e96
path: SHARK-TestSuite
submodules: false
lfs: true
- name: Install external TestSuite Python requirements
run: |
source ${VENV_DIR}/bin/activate
python -m pip install -r SHARK-TestSuite/iree_tests/requirements.txt
python3 -m pip install -r SHARK-TestSuite/iree_tests/requirements.txt
pip install --no-compile --pre --upgrade -e SHARK-TestSuite/common_tools
- name: Download remote files for real weight model tests
run: |
source ${VENV_DIR}/bin/activate
python SHARK-TestSuite/iree_tests/download_remote_files.py --root-dir pytorch/models
python SHARK-TestSuite/iree_tests/download_remote_files.py --root-dir sharktank
python SHARK-TestSuite/iree_tests/download_remote_files.py --root-dir iree_tests/pytorch/models
python SHARK-TestSuite/iree_tests/download_remote_files.py --root-dir iree_tests/sharktank
- name: Run external tests - models with real weights
if: "matrix.models-config-file != '' && !cancelled()"
Expand All @@ -251,61 +229,99 @@ jobs:
--durations=0 \
--config-files=${MODELS_CONFIG_FILE_PATH}
- name: Run external tests - models with real weights and additional flags
if: "matrix.models-extra-flags-config-file != '' && !cancelled()"
run: |
source ${VENV_DIR}/bin/activate
pytest SHARK-TestSuite/iree_tests/pytorch/models \
-rpfE \
-k real_weights \
--no-skip-tests-missing-files \
--capture=no \
--log-cli-level=info \
--timeout=1200 \
--durations=0 \
--config-files=${MODELS_EXTRA_FLAGS_CONFIG_FILE_PATH}
test_regression_suite:
name: "test_regression_suite :: ${{ matrix.name }}"
runs-on: ${{ matrix.runs-on }}
strategy:
fail-fast: false

- name: "Run external tests - SDXL scheduled unet"
if: "matrix.sdxl-unet-config-file != '' && !cancelled()"
# Note: these jobs should use persistent runners with local caches.
# Downloading test files (50GB+) without a cache can take 20+ minutes.
matrix:
include:
# CPU
- name: cpu_llvm_task
models-config-file: models_cpu_llvm_task.json
backend: cpu
runs-on: nodai-amdgpu-w7900-x86-64

# AMD GPU
- name: amdgpu_rocm_mi250_gfx90a
rocm-chip: gfx90a
backend: rocm
runs-on: nodai-amdgpu-mi250-x86-64
- name: amdgpu_rocm_mi300_gfx942
rocm-chip: gfx942
backend: rocm
runs-on: nodai-amdgpu-mi300-x86-64
env:
PACKAGE_DOWNLOAD_DIR: ${{ github.workspace }}/.packages
IREERS_ARTIFACT_DIR: ${{ github.workspace }}/artifacts
IREE_TEST_FILES: ~/iree_tests_cache
IREE_TEST_PATH_EXTENSION: ${{ github.workspace }}/build_tools/pkgci/external_test_suite
VENV_DIR: ${{ github.workspace }}/venv
LD_LIBRARY_PATH: /home/esaimana/Python-3.11.9
steps:
# TODO(saienduri): Find alternative to this temporary step that manipulates permission of github actions
# directory to be able to clean after every PR
- name: Pre Checkout MI300 Step
if: contains(matrix.name, 'gfx942')
run: |
source ${VENV_DIR}/bin/activate
pytest SHARK-TestSuite/iree_tests/pytorch/models/sdxl-scheduled-unet-3-tank \
-rpfE \
-k real_weights \
--no-skip-tests-missing-files \
--capture=no \
--log-cli-level=info \
--timeout=1200 \
--durations=0 \
--config-files=${SDXL_UNET_CONFIG_FILE_PATH}
sudo chmod -R 777 ~/actions-runner/_work
- name: Checking out IREE repository
uses: actions/[email protected]
with:
submodules: false
- uses: actions/[email protected]
with:
# Must match the subset of versions built in pkgci_build_packages.
python-version: "3.11"
- uses: actions/[email protected]
with:
name: linux_x86_64_release_packages
path: ${{ env.PACKAGE_DOWNLOAD_DIR }}
- name: Setup venv
run: |
./build_tools/pkgci/setup_venv.py ${VENV_DIR} \
--artifact-path=${PACKAGE_DOWNLOAD_DIR} \
--fetch-gh-workflow=${{ inputs.artifact_run_id }}
# TODO(#17344): regenerate .mlirbc files, test plat_rdna3_rocm on rocm
# # In-tree tests
# - name: Run experimental/regression_suite tests
# run: |
# source ${VENV_DIR}/bin/activate
# pytest \
# -rA -s -m "plat_host_cpu and presubmit" \
# experimental/regression_suite

- name: "Run external tests - SDXL prompt encoder"
if: "matrix.sdxl-clip-config-file != '' && !cancelled()"
- name: "Running SDXL special model tests"
if: "!cancelled()"
run: |
source ${VENV_DIR}/bin/activate
pytest SHARK-TestSuite/iree_tests/pytorch/models/sdxl-prompt-encoder-tank \
pytest ./experimental/regression_suite/shark-test-suite-models/sdxl \
-k ${{ matrix.backend }} \
-rpfE \
-k real_weights \
--no-skip-tests-missing-files \
--capture=no \
--log-cli-level=info \
--timeout=1200 \
--durations=0 \
--config-files=${SDXL_CLIP_CONFIG_FILE_PATH}
--durations=0
env:
ROCM_CHIP: ${{ matrix.rocm-chip }}

- name: "Run external tests - SDXL vae decode"
if: "matrix.sdxl-vae-config-file != '' && !cancelled()"
- name: "Running SD3 special model tests"
if: "!cancelled()"
run: |
source ${VENV_DIR}/bin/activate
pytest SHARK-TestSuite/iree_tests/pytorch/models/sdxl-vae-decode-tank \
pytest ./experimental/regression_suite/shark-test-suite-models/sd3 \
-k ${{ matrix.backend }} \
-rpfE \
-k real_weights \
--no-skip-tests-missing-files \
--capture=no \
--log-cli-level=info \
--timeout=1200 \
--durations=0 \
--config-files=${SDXL_VAE_CONFIG_FILE_PATH}
--durations=0
env:
ROCM_CHIP: ${{ matrix.rocm-chip }}

# Note: mi250 benchmark times are more lenient than mi300 (allowing about
# 10% deviation from observed averages), since the mi250 runners we use
Expand All @@ -314,7 +330,7 @@ jobs:
if: contains(matrix.name, 'rocm_mi250_gfx90a')
run: |
source ${VENV_DIR}/bin/activate
pytest SHARK-TestSuite/iree_tests/benchmarks/sdxl/benchmark_sdxl_rocm.py \
pytest ./experimental/benchmarks/sdxl/benchmark_sdxl_rocm.py \
--goldentime-rocm-e2e-ms 1450.0 \
--goldentime-rocm-unet-ms 370.0 \
--goldentime-rocm-clip-ms 18.5 \
Expand All @@ -336,7 +352,7 @@ jobs:
if: contains(matrix.name, 'rocm_mi300_gfx942')
run: |
source ${VENV_DIR}/bin/activate
pytest SHARK-TestSuite/iree_tests/benchmarks/sdxl/benchmark_sdxl_rocm.py \
pytest ./experimental/benchmarks/sdxl/benchmark_sdxl_rocm.py \
--goldentime-rocm-e2e-ms 325.0 \
--goldentime-rocm-unet-ms 77.0 \
--goldentime-rocm-clip-ms 15.5 \
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