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more comments and tests to reshape [pr] (#8236) #5610

more comments and tests to reshape [pr] (#8236)

more comments and tests to reshape [pr] (#8236) #5610

Workflow file for this run

name: Unit Tests
env:
# increment this when downloads substantially change to avoid the internet
DOWNLOAD_CACHE_VERSION: '8'
RUN_PROCESS_REPLAY: 1
GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
PYTHONPATH: .
on:
push:
branches:
- master
pull_request:
workflow_dispatch:
jobs:
autogen:
name: Autogen+Docs
runs-on: ubuntu-latest
timeout-minutes: 20
steps:
- name: Checkout Code
uses: actions/checkout@v4
- name: Set up Python 3.12
uses: actions/setup-python@v5
with:
python-version: 3.12
- name: Install docs dependencies (no cache)
run: pip install -e '.[docs]'
- name: Use as an external package
run: |
mkdir $HOME/test_external_dir
cd $HOME/test_external_dir
python -m venv venv
source venv/bin/activate
pip install $GITHUB_WORKSPACE
python -c "from tinygrad.tensor import Tensor; print(Tensor([1,2,3,4,5]))"
pip install mypy
mypy -c "from tinygrad.tensor import Tensor; print(Tensor([1,2,3,4,5]))"
- name: Run beautiful_mnist with tinygrad only
run: |
mkdir $GITHUB_WORKSPACE/test_dir
cd $GITHUB_WORKSPACE/test_dir
python -m venv venv
source venv/bin/activate
pip install $GITHUB_WORKSPACE
cp $GITHUB_WORKSPACE/examples/beautiful_mnist.py .
PYTHONPATH=$GITHUB_WORKSPACE BS=2 STEPS=10 python beautiful_mnist.py
- name: Test Docs Build
run: python -m mkdocs build --strict
- name: Test Docs
run: |
python docs/abstractions2.py
python docs/abstractions3.py
- name: Test Quickstart
run: awk '/```python/{flag=1;next}/```/{flag=0}flag' docs/quickstart.md > quickstart.py && PYTHONPATH=. python quickstart.py
- name: Test DEBUG
run: DEBUG=100 python3 -c "from tinygrad import Tensor; N = 1024; a, b = Tensor.rand(N, N), Tensor.rand(N, N); c = (a.reshape(N, 1, N) * b.T.reshape(1, N, N)).sum(axis=2); print((c.numpy() - (a.numpy() @ b.numpy())).mean())"
- name: Install OpenCL
run: |
echo 'Acquire::http::Pipeline-Depth "5";' | sudo tee -a /etc/apt/apt.conf.d/99parallel
echo "deb [ allow-insecure=yes ] https://apt.repos.intel.com/oneapi all main" | sudo tee /etc/apt/sources.list.d/oneAPI.list
sudo apt update || true
sudo apt install --allow-unauthenticated -y --no-install-recommends opencl-headers \
intel-oneapi-runtime-openmp=2023.2.1-16 intel-oneapi-runtime-compilers-common=2023.2.1-16 intel-oneapi-runtime-compilers=2023.2.1-16 \
intel-oneapi-runtime-dpcpp-sycl-opencl-cpu=2023.2.1-16 intel-oneapi-runtime-tbb-common=2021.10.0-49541 \
intel-oneapi-runtime-tbb=2021.10.0-49541 intel-oneapi-runtime-opencl=2023.2.1-16
- name: Install packages (cuda)
run: |
echo 'Acquire::http::Pipeline-Depth "5";' | sudo tee -a /etc/apt/apt.conf.d/99parallel
sudo apt update -y || true
sudo apt install -y --no-install-recommends git g++ cmake ninja-build llvm-15-dev zlib1g-dev libglew-dev \
flex bison libfl-dev libboost-thread-dev libboost-filesystem-dev nvidia-cuda-toolkit-gcc libzstd-dev
- name: Install packages (amd)
run: |
echo 'Acquire::http::Pipeline-Depth "5";' | sudo tee -a /etc/apt/apt.conf.d/99parallel
wget https://repo.radeon.com/rocm/rocm.gpg.key -O - | gpg --dearmor | sudo tee /etc/apt/keyrings/rocm.gpg > /dev/null
sudo tee /etc/apt/sources.list.d/rocm.list <<'EOF'
deb [arch=amd64 signed-by=/etc/apt/keyrings/rocm.gpg] https://repo.radeon.com/rocm/apt/6.1.2 jammy main
EOF
echo -e 'Package: *\nPin: release o=repo.radeon.com\nPin-Priority: 600' | sudo tee /etc/apt/preferences.d/rocm-pin-600
sudo apt update || true
sudo apt install --no-install-recommends --allow-unauthenticated -y hsa-rocr comgr hsa-rocr-dev liburing-dev libc6-dev
curl -s https://api.github.com/repos/Qazalin/remu/releases/latest | \
jq -r '.assets[] | select(.name == "libremu.so").browser_download_url' | \
sudo xargs curl -L -o /usr/local/lib/libremu.so
sudo tee --append /etc/ld.so.conf.d/rocm.conf <<'EOF'
/opt/rocm/lib
/opt/rocm/lib64
EOF
sudo ldconfig
- name: Compile EfficientNet to C and test it
run: |
CLANG=1 PYTHONPATH="." python examples/compile_efficientnet.py > recognize.c
clang -O2 recognize.c -lm -o recognize
cat test/models/efficientnet/Chicken.jpg | ./recognize | grep cock
- name: Verify OpenCL autogen
run: |
cp tinygrad/runtime/autogen/opencl.py /tmp/opencl.py.bak
./autogen_stubs.sh opencl
diff /tmp/opencl.py.bak tinygrad/runtime/autogen/opencl.py
- name: Verify CUDA autogen
run: |
cp tinygrad/runtime/autogen/cuda.py /tmp/cuda.py.bak
cp tinygrad/runtime/autogen/nv_gpu.py /tmp/nv_gpu.py.bak
./autogen_stubs.sh cuda
./autogen_stubs.sh nv
diff /tmp/cuda.py.bak tinygrad/runtime/autogen/cuda.py
diff /tmp/nv_gpu.py.bak tinygrad/runtime/autogen/nv_gpu.py
- name: Verify AMD autogen
run: |
cp tinygrad/runtime/autogen/hsa.py /tmp/hsa.py.bak
cp tinygrad/runtime/autogen/comgr.py /tmp/comgr.py.bak
cp tinygrad/runtime/autogen/amd_gpu.py /tmp/amd_gpu.py.bak
./autogen_stubs.sh hsa
./autogen_stubs.sh comgr
./autogen_stubs.sh amd
diff /tmp/hsa.py.bak tinygrad/runtime/autogen/hsa.py
diff /tmp/comgr.py.bak tinygrad/runtime/autogen/comgr.py
diff /tmp/amd_gpu.py.bak tinygrad/runtime/autogen/amd_gpu.py
- name: Verify Linux autogen
run: |
cp tinygrad/runtime/autogen/libc.py /tmp/libc.py.bak
cp tinygrad/runtime/autogen/io_uring.py /tmp/io_uring.py.bak
./autogen_stubs.sh libc
./autogen_stubs.sh io_uring
diff /tmp/libc.py.bak tinygrad/runtime/autogen/libc.py
diff /tmp/io_uring.py.bak tinygrad/runtime/autogen/io_uring.py
uops:
name: uops tests
runs-on: ubuntu-latest
timeout-minutes: 20
steps:
- name: Checkout Code
uses: actions/checkout@v4
- name: Set up Python 3.12
uses: actions/setup-python@v5
with:
python-version: 3.12
- name: Cache python packages
uses: actions/cache@v4
with:
path: ${{ env.Python3_ROOT_DIR }}/lib/python3.12/site-packages
key: uops-packages-${{ hashFiles('**/setup.py') }}-3.12
- name: Install dependencies
run: pip install -e '.[testing]' --extra-index-url https://download.pytorch.org/whl/cpu
- name: Test IMAGE=2 support
run: |
IMAGE=2 PYTHON=1 python3 test/test_ops.py TestOps.test_gemm
IMAGE=2 PYTHON=1 python3 test/test_ops.py TestOps.test_simple_conv2d
- name: Test emulated METAL tensor cores
run: |
DEBUG=2 EMULATE_METAL=1 FORWARD_ONLY=1 PYTHON=1 python3 test/test_ops.py TestOps.test_big_gemm
PYTHONPATH=. DEBUG=2 EMULATE_METAL=1 FORWARD_ONLY=1 PYTHON=1 python3 test/test_linearizer.py TestLinearizer.test_tensor_cores TestLinearizer.test_tensor_cores_padded
- name: Test emulated AMX tensor cores
run: PYTHONPATH=. DEBUG=2 AMX=1 EMULATE_AMX=1 FORWARD_ONLY=1 PYTHON=1 python3 test/test_ops.py TestOps.test_gemm
- name: Test emulated AMD tensor cores
run: |
PYTHONPATH=. DEBUG=2 EMULATE_AMD=1 FORWARD_ONLY=1 PYTHON=1 N=16 HALF=1 ACC_HALF=0 python3 ./extra/gemm/simple_matmul.py
PYTHONPATH=. DEBUG=2 EMULATE_AMD=1 FORWARD_ONLY=1 PYTHON=1 N=64 HALF=1 ACC_HALF=0 python3 ./extra/gemm/simple_matmul.py
PYTHONPATH=. DEBUG=2 EMULATE_AMD=1 FORWARD_ONLY=1 PYTHON=1 N=16 HALF=1 ACC_HALF=1 python3 ./extra/gemm/simple_matmul.py
PYTHONPATH=. DEBUG=2 EMULATE_AMD=1 FORWARD_ONLY=1 PYTHON=1 N=64 HALF=1 ACC_HALF=1 python3 ./extra/gemm/simple_matmul.py
PYTHONPATH=. DEBUG=2 EMULATE_AMD=1 FORWARD_ONLY=1 PYTHON=1 python3 test/test_linearizer.py TestLinearizer.test_tensor_cores TestLinearizer.test_tensor_cores_padded
- name: Test emulated CUDA tensor cores
run: |
DEBUG=2 EMULATE_CUDA=1 FORWARD_ONLY=1 PYTHON=1 python3 test/test_ops.py TestOps.test_gemm_fp16
PYTHONPATH="." DEBUG=2 EMULATE_CUDA=1 FORWARD_ONLY=1 PYTHON=1 python3 test/test_linearizer.py TestLinearizer.test_tensor_cores TestLinearizer.test_tensor_cores_padded
- name: Test emulated INTEL OpenCL tensor cores
run: DEBUG=2 EMULATE_INTEL=1 FORWARD_ONLY=1 PYTHON=1 HALF=1 N=64 python3 ./extra/gemm/simple_matmul.py
- name: Full test tensor cores
run: |
PYTHONPATH=. DEBUG=2 EMULATE_METAL=1 FORWARD_ONLY=1 PYTHON=1 python3 ./test/test_linearizer.py TestLinearizer.test_tensor_cores
PYTHONPATH=. DEBUG=2 EMULATE_AMD=1 FORWARD_ONLY=1 PYTHON=1 python3 ./test/test_linearizer.py TestLinearizer.test_tensor_cores
PYTHONPATH=. DEBUG=2 EMULATE_CUDA=1 FORWARD_ONLY=1 PYTHON=1 python3 ./test/test_linearizer.py TestLinearizer.test_tensor_cores
PYTHONPATH=. DEBUG=2 EMULATE_INTEL=1 FORWARD_ONLY=1 PYTHON=1 python3 ./test/test_linearizer.py TestLinearizer.test_tensor_cores
PYTHONPATH=. DEBUG=2 AMX=1 EMULATE_AMX=1 FORWARD_ONLY=1 PYTHON=1 python3 ./test/test_linearizer.py TestLinearizer.test_tensor_cores
- name: Test tensor cores (TC=3)
run: |
TC=3 DEBUG=3 EMULATE_METAL=1 FORWARD_ONLY=1 PYTHON=1 python3 test/test_ops.py TestOps.test_gemm
TC=3 PYTHONPATH=. DEBUG=3 EMULATE_AMD=1 PYTHON=1 N=16 HALF=1 ACC_HALF=0 python3 ./extra/gemm/simple_matmul.py
TC=3 DEBUG=3 EMULATE_CUDA=1 FORWARD_ONLY=1 PYTHON=1 python3 test/test_ops.py TestOps.test_gemm_fp16
TC=3 PYTHONPATH=. DEBUG=3 EMULATE_INTEL=1 PYTHON=1 N=16 HALF=1 python3 ./extra/gemm/simple_matmul.py
TC=3 PYTHONPATH=. DEBUG=3 AMX=1 EMULATE_AMX=1 FORWARD_ONLY=1 PYTHON=1 python3 test/test_ops.py TestOps.test_gemm
- name: Test device flop counts
run: |
PYTHONPATH=. DEBUG=2 EMULATE_METAL=1 PYTHON=1 python3 ./test/test_uops_stats.py TestUOpsStatsMatmulHalf
PYTHONPATH=. DEBUG=2 EMULATE_AMD=1 PYTHON=1 python3 ./test/test_uops_stats.py TestUOpsStatsMatmulHalf
PYTHONPATH=. DEBUG=2 EMULATE_CUDA=1 PYTHON=1 python3 ./test/test_uops_stats.py TestUOpsStatsMatmulHalf
PYTHONPATH=. DEBUG=2 EMULATE_INTEL=1 PYTHON=1 python3 ./test/test_uops_stats.py TestUOpsStatsMatmulHalf
PYTHONPATH=. DEBUG=2 AMX=1 EMULATE_AMX=1 PYTHON=1 python3 ./test/test_uops_stats.py TestUOpsStats.test_simple_matmul
- name: Test dtype with Python emulator
run: DEBUG=1 PYTHONPATH=. PYTHON=1 python3 -m pytest -n=auto test/test_dtype.py test/test_dtype_alu.py
- name: Test ops with Python emulator
run: DEBUG=2 PYTHON=1 python3 -m pytest -n=auto test/test_ops.py -k "not (test_split or test_simple_cumsum or test_cumsum or test_einsum or test_dot or test_dot_1d or test_big_gemm or test_broadcastdot or test_multidot or test_var_axis or test_std_axis or test_broadcast_full or test_broadcast_partial or test_simple_conv3d or test_dilated_conv_transpose2d or test_simple_conv_transpose3d or test_large_input_conv2d or test_max_pool2d or test_max_pool2d_simple or test_max_pool2d_bigger_stride or test_avg_pool2d or test_cat or test_scaled_product_attention or test_scaled_product_attention_causal or test_slice_fancy_indexing_dim_inject_none or test_slice_fancy_indexing_list_indices or test_slice_fancy_indexing_no_dim_collapse or test_slice_fancy_indexing_tuple_indices or test_slice_fancy_indexing_list_with_tensors or test_slice_fancy_indexing_dim_collapse_int or test_interpolate_bilinear or test_interpolate_bilinear_corners_aligned)" --durations=20
- name: Test uops with Python emulator
run: PYTHON=1 python3 -m pytest test/test_uops.py --durations=20
- name: Test symbolic with Python emulator
run: PYTHONPATH=. PYTHON=1 python3 test/test_symbolic_ops.py
- name: test_linearizer_failures with Python emulator
run: PYTHONPATH=. PYTHON=1 python3 -m pytest -rA test/test_linearizer_failures.py::TestLinearizerFailures::test_failure_1
linter:
name: Linters+fuzz+unit Tests
runs-on: ubuntu-latest
timeout-minutes: 20
# TODO: run the pre-commit hook to replace a lot of this
steps:
- name: Checkout Code
uses: actions/checkout@v4
- name: Set up Python 3.10
uses: actions/setup-python@v5
with:
python-version: "3.10"
- name: Cache python packages
uses: actions/cache@v4
with:
path: ${{ env.Python3_ROOT_DIR }}/lib/python3.10/site-packages
key: linting-packages-${{ hashFiles('**/setup.py') }}-3.10
- name: Install dependencies
run: pip install -e '.[linting,testing]' --extra-index-url https://download.pytorch.org/whl/cpu
- name: Lint bad-indentation and trailing-whitespace with pylint
run: python -m pylint --disable=all -e W0311 -e C0303 --jobs=0 --indent-string=' ' --recursive=y .
- name: Lint with ruff
run: |
pip3 install --upgrade --force-reinstall ruff
python3 -m ruff check .
- name: Lint tinygrad with pylint
run: python -m pylint tinygrad/
- name: Run mypy
run: python -m mypy --strict-equality --lineprecision-report . && cat lineprecision.txt
- name: Test README
run: awk '/```python/{flag=1;next}/```/{flag=0}flag' README.md > README.py && PYTHONPATH=. python README.py
- name: Run unit tests
run: PYTHONPATH="." python -m pytest -n=auto test/unit/
- name: Fuzz Test symbolic
run: python test/external/fuzz_symbolic.py
- name: Fuzz Test shapetracker
run: |
PYTHONPATH="." python test/external/fuzz_shapetracker.py
PYTHONPATH="." python test/external/fuzz_shapetracker_math.py
- name: Repo line count <= 9999 lines
run: MAX_LINE_COUNT=9999 python sz.py
testopencl:
strategy:
fail-fast: false
matrix:
task: [optimage, onnx]
name: ${{ matrix.task=='optimage'&&'GPU IMAGE+compile Tests' || matrix.task=='onnx'&&'ONNX+Optimization Tests' }}
runs-on: ubuntu-20.04
timeout-minutes: 20
steps:
- name: Checkout Code
uses: actions/checkout@v4
- name: Install OpenCL
run: |
echo 'Acquire::http::Pipeline-Depth "5";' | sudo tee -a /etc/apt/apt.conf.d/99parallel
echo "deb [ allow-insecure=yes ] https://apt.repos.intel.com/oneapi all main" | sudo tee /etc/apt/sources.list.d/oneAPI.list
sudo apt update || true
sudo apt install --allow-unauthenticated -y --no-install-recommends \
intel-oneapi-runtime-openmp=2023.2.1-16 intel-oneapi-runtime-compilers-common=2023.2.1-16 intel-oneapi-runtime-compilers=2023.2.1-16 \
intel-oneapi-runtime-dpcpp-sycl-opencl-cpu=2023.2.1-16 intel-oneapi-runtime-tbb-common=2021.10.0-49541 \
intel-oneapi-runtime-tbb=2021.10.0-49541 intel-oneapi-runtime-opencl=2023.2.1-16
- name: Set up Python 3.11
uses: actions/setup-python@v5
with:
python-version: 3.11
- name: Cache python packages
uses: actions/cache@v4
with:
path: ${{ env.Python3_ROOT_DIR }}/lib/python3.11/site-packages
key: testing-packages-${{ hashFiles('**/setup.py') }}
- name: Cache downloads
uses: actions/cache@v4
with:
path: ~/.cache/tinygrad/downloads/
key: downloads-cache-${{ matrix.task }}-${{ env.DOWNLOAD_CACHE_VERSION }}
- name: Install Dependencies
run: pip install -e '.[testing,testing_tf]' --extra-index-url https://download.pytorch.org/whl/cpu
- if: ${{ matrix.task == 'optimage' }}
name: Run Kernel Count Test
run: PYTHONPATH="." GPU=1 python -m pytest -n=auto test/external/external_test_opt.py
- if: ${{ matrix.task == 'optimage'}}
name: Test WINO=1
run: GPU=1 DEBUG=2 WINO=1 python3 test/test_ops.py TestOps.test_simple_conv2d
- if: ${{ matrix.task == 'optimage'}}
name: Test GPU IMAGE=2 ops + training
run: |
PYTHONPATH="." GPU=1 IMAGE=2 python -m pytest -n=auto test/test_ops.py --durations=20
PYTHONPATH="." GPU=1 IMAGE=2 python3 test/models/test_end2end.py TestEnd2End.test_linear_mnist
- if: ${{ matrix.task == 'optimage' }}
name: Test openpilot model kernel count and gate usage
run: |
PYTHONPATH="." ALLOWED_KERNEL_COUNT=208 ALLOWED_READ_IMAGE=2138 ALLOWED_GATED_READ_IMAGE=13 FLOAT16=0 GPU=1 IMAGE=2 python examples/openpilot/compile3.py https://github.com/commaai/openpilot/raw/v0.9.4/selfdrive/modeld/models/supercombo.onnx
- if: ${{ matrix.task == 'optimage' }}
name: Test openpilot alt model correctness (float32)
run: PYTHONPATH="." FLOAT16=0 DEBUGCL=1 GPU=1 IMAGE=2 python examples/openpilot/compile3.py https://github.com/commaai/openpilot/raw/3799fe46b3a629e491d4b8498b8ae83e4c88c304/selfdrive/modeld/models/supercombo.onnx
- if: ${{ matrix.task == 'optimage' }}
name: Test openpilot fastvits model correctness (float32)
run: PYTHONPATH="." FLOAT16=0 DEBUGCL=1 GPU=1 IMAGE=2 python examples/openpilot/compile3.py https://github.com/commaai/openpilot/raw/9118973ed03c1ae1d40cf69a29507ec2cc78efd7/selfdrive/modeld/models/supercombo.onnx
- if: ${{ matrix.task == 'onnx' }}
name: Test ONNX (GPU)
run: GPU=1 python -m pytest -n=auto test/external/external_test_onnx_backend.py --durations=20
- if: ${{ matrix.task == 'onnx' }}
name: Test ONNX (CLANG)
run: CLANG=1 python -m pytest -n=auto test/external/external_test_onnx_backend.py --durations=20
- if: ${{ matrix.task == 'onnx' }}
name: Run CLOUD=1 Test
run: |
CLOUDDEV=CLANG CLOUD=1 python3 test/test_tiny.py
CLOUDDEV=GPU CLOUD=1 python3 test/test_tiny.py
CLOUDDEV=GPU IMAGE=2 CLOUD=1 python3 test/test_tiny.py
- if: ${{ matrix.task == 'onnx' }}
name: Test Optimization Helpers
run: PYTHONPATH="." DEBUG=1 python3 extra/optimization/test_helpers.py
- if: ${{ matrix.task == 'onnx' }}
name: Test Action Space
run: PYTHONPATH="." DEBUG=1 GPU=1 python3 extra/optimization/get_action_space.py
- if: ${{ matrix.task == 'onnx' }}
name: Test Beam Search
run: PYTHONPATH="." GPU=1 IGNORE_BEAM_CACHE=1 python3 -m pytest extra/optimization/test_beam_search.py
- if: ${{ matrix.task == 'onnx' }}
name: Test MLPerf optimizers
run: GPU=1 python -m pytest -n=auto test/external/external_test_optim.py --durations=20
- if: ${{ matrix.task == 'onnx' }}
name: Test MLPerf losses
run: GPU=1 python -m pytest -n=auto test/external/external_test_losses.py --durations=20
- if: ${{ matrix.task == 'onnx' }}
name: Test MLPerf metrics
run: GPU=1 python -m pytest -n=auto test/external/external_test_metrics.py --durations=20
- if: ${{ matrix.task == 'onnx' }}
name: Test MLPerf datasets
run: GPU=1 python -m pytest -n=auto test/external/external_test_datasets.py --durations=20
- if: ${{ matrix.task == 'onnx' }}
name: Run handcode_opt
run: PYTHONPATH=. MODEL=resnet GPU=1 DEBUG=1 BS=4 HALF=0 python3 examples/handcode_opt.py
- name: Run process replay tests
run: |
export PR_TITLE=$(jq -r .pull_request.title "$GITHUB_EVENT_PATH")
export COMMIT_MESSAGE=$(git show -s --format=%B ${{ github.event.pull_request.head.sha }})
cp test/external/process_replay/process_replay.py ./process_replay.py && git fetch origin master && git -c advice.detachedHead=false checkout origin/master && PYTHONPATH=. python3 process_replay.py
testwebgpu:
name: WebGPU Tests
runs-on: ubuntu-latest
timeout-minutes: 20
steps:
- name: Checkout Code
uses: actions/checkout@v4
- name: Set up Python 3.11
uses: actions/setup-python@v5
with:
python-version: 3.11
- name: Cache python packages
uses: actions/cache@v4
with:
path: ~/.local/lib/python3.11/site-packages
key: webgpu-testing-user3-packages-${{ hashFiles('**/setup.py') }}
- name: Install Dependencies
run: pip install --user -e '.[webgpu,testing]' --extra-index-url https://download.pytorch.org/whl/cpu
- name: Install dependencies for software-based vulkan
run: |
sudo apt update -y || true
sudo apt install -y libegl1-mesa libgl1-mesa-dri libxcb-xfixes0-dev mesa-vulkan-drivers
- name: Cache downloads
uses: actions/cache@v4
with:
path: ~/.cache/tinygrad/downloads/
key: downloads-cache-webgpu-${{ env.DOWNLOAD_CACHE_VERSION }}
- name: Check Device.DEFAULT (WEBGPU) and print some source
run: |
WEBGPU=1 python -c "from tinygrad import Device; assert Device.DEFAULT == 'WEBGPU', Device.DEFAULT"
WEBGPU=1 DEBUG=4 FORWARD_ONLY=1 python3 test/test_ops.py TestOps.test_add
- name: Run selected webgpu tests
run: |
WEBGPU=1 WGPU_BACKEND_TYPE=Vulkan python3 -m pytest -n=auto test/ --ignore=test/external --ignore=test/models --ignore=test/unit \
--ignore=test/test_copy_speed.py --ignore=test/test_rearrange_einops.py --ignore=test/test_speed_v_torch.py --ignore=test/test_transcendental.py \
--ignore=test/test_fuzz_shape_ops.py --ignore=test/test_linearizer_failures.py --durations=20
- name: Run process replay tests
run: |
export PR_TITLE=$(jq -r .pull_request.title "$GITHUB_EVENT_PATH")
export COMMIT_MESSAGE=$(git show -s --format=%B ${{ github.event.pull_request.head.sha }})
cp test/external/process_replay/process_replay.py ./process_replay.py && git fetch origin master && git -c advice.detachedHead=false checkout origin/master && PYTHONPATH=. python3 process_replay.py
testmetal:
name: Metal Tests
runs-on: macos-14
timeout-minutes: 20
steps:
- name: Checkout Code
uses: actions/checkout@v4
with:
fetch-depth: 2 # NOTE: this fetches the HEAD commit of the PR
- name: Set up Python 3.11
uses: actions/setup-python@v5
with:
python-version: 3.11
- name: Cache python packages
uses: actions/cache@v4
with:
path: /Users/runner/Library/Python/3.11/lib/python/site-packages
key: metal-m1-testing-user3-packages-${{ hashFiles('**/setup.py') }}
- name: Install Dependencies
run: pip install --user -e '.[webgpu,testing]' --extra-index-url https://download.pytorch.org/whl/cpu
- name: Cache downloads
uses: actions/cache@v4
with:
path: ~/Library/Caches/tinygrad/downloads/
key: downloads-cache-metal-only-${{ env.DOWNLOAD_CACHE_VERSION }}
- name: Check Device.DEFAULT (METAL) and print some source
run: |
METAL=1 python -c "from tinygrad import Device; assert Device.DEFAULT == 'METAL', Device.DEFAULT"
METAL=1 DEBUG=4 FORWARD_ONLY=1 python3 test/test_ops.py TestOps.test_add
- name: Run metal test
run: JIT=2 METAL=1 python -m pytest -n=auto test/ --ignore=test/external --ignore=test/models --ignore=test/unit --durations=20
- name: Run real world test
run: JIT=2 METAL=1 python -m pytest -n=auto test/models/test_real_world.py --durations=20
- name: Run ONNX
run: JIT=2 METAL=1 python -m pytest -n=auto test/external/external_test_onnx_backend.py --durations=20
- name: Test tensor core ops (fake)
run: TC=2 METAL=1 DEBUG=3 python test/test_ops.py TestOps.test_gemm
- name: Test tensor core ops (real)
run: METAL=1 DEBUG=3 python test/test_ops.py TestOps.test_big_gemm
- name: Test LLaMA compile speed
run: PYTHONPATH="." METAL=1 python test/external/external_test_speed_llama.py
- name: Test Beam Search
run: PYTHONPATH="." METAL=1 IGNORE_BEAM_CACHE=1 python3 -m pytest extra/optimization/test_beam_search.py
- name: Fuzz Test linearizer
run: PYTHONPATH="." METAL=1 DEPTH=4 FUZZ_N=50 FUZZ_MAX_SIZE=1000000 python test/external/fuzz_linearizer.py
# - name: Fuzz Test models schedule
# run: FUZZ_SCHEDULE=1 FUZZ_SCHEDULE_MAX_PATHS=5 python -m pytest test/models/test_train.py test/models/test_end2end.py
- name: Run TRANSCENDENTAL math
run: TRANSCENDENTAL=2 python -m pytest -n=auto test/test_ops.py::TestOps::test_sin test/test_ops.py::TestOps::test_cos test/test_ops.py::TestOps::test_tan test/test_ops.py::TestOps::test_exp test/test_ops.py::TestOps::test_log --durations=20
# WebGPU e2e tests
- name: Build WEBGPU Efficientnet
run: WEBGPU=1 WGPU_BACKEND_TYPE=Metal python3 -m examples.compile_efficientnet
- name: Clean npm cache
run: npm cache clean --force
- name: Install Puppeteer
run: npm install puppeteer
- name: Run WEBGPU Efficientnet
run: node test/web/test_webgpu.js
- name: Run process replay tests
run: |
export PR_TITLE=$(jq -r .pull_request.title "$GITHUB_EVENT_PATH")
export COMMIT_MESSAGE=$(git show -s --format=%B ${{ github.event.pull_request.head.sha }})
cp test/external/process_replay/process_replay.py ./process_replay.py && git fetch origin master && git -c advice.detachedHead=false checkout origin/master && PYTHONPATH=. python3 process_replay.py
tests:
strategy:
fail-fast: false
matrix:
backend: [llvm, clang, gpu, ptx, amd, nv] #, triton]
name: Tests on (${{ matrix.backend }})
runs-on: ubuntu-22.04
timeout-minutes: 20
steps:
- name: Checkout Code
uses: actions/checkout@v4
with:
fetch-depth: 2 # NOTE: this fetches the HEAD commit of the PR
- name: Set up Python 3.12
uses: actions/setup-python@v5
with:
python-version: 3.12
- name: Cache python packages
uses: actions/cache@v4
with:
path: ${{ env.Python3_ROOT_DIR }}/lib/python3.12/site-packages
key: ${{ matrix.backend }}-packages-${{ hashFiles('**/setup.py') }}
- name: Cache downloads
uses: actions/cache@v4
with:
path: ~/.cache/tinygrad/downloads/
key: downloads-cache-${{ matrix.backend }}-${{ env.DOWNLOAD_CACHE_VERSION }}
- name: Set env
run: printf "${{ matrix.backend == 'llvm' && 'LLVM=1' || matrix.backend == 'clang' && 'CLANG=1' || matrix.backend == 'gpu' && 'GPU=1' || matrix.backend == 'PTX' && 'FORWARD_ONLY=1\nJIT=1\nOPT=2\nNV=1\nPTX=1\nMOCKGPU=1' || matrix.backend == 'triton' && 'FORWARD_ONLY=1\nJIT=1\nOPT=2\nNV=1\nMOCKGPU=1\nTRITON=1\nTRITON_PTXAS_PATH=/usr/bin/ptxas' || matrix.backend == 'amd' && 'AMD=1\nMOCKGPU=1\nFORWARD_ONLY=1' || matrix.backend == 'nv' && 'NV=1\nMOCKGPU=1\nFORWARD_ONLY=1' }}" >> $GITHUB_ENV
- name: Install OpenCL
if: matrix.backend == 'gpu'
run: |
echo 'Acquire::http::Pipeline-Depth "5";' | sudo tee -a /etc/apt/apt.conf.d/99parallel
echo "deb [ allow-insecure=yes ] https://apt.repos.intel.com/oneapi all main" | sudo tee /etc/apt/sources.list.d/oneAPI.list
sudo apt update || true
sudo apt install --allow-unauthenticated -y --no-install-recommends opencl-headers \
intel-oneapi-runtime-openmp=2023.2.1-16 intel-oneapi-runtime-compilers-common=2023.2.1-16 intel-oneapi-runtime-compilers=2023.2.1-16 \
intel-oneapi-runtime-dpcpp-sycl-opencl-cpu=2023.2.1-16 intel-oneapi-runtime-tbb-common=2021.10.0-49541 \
intel-oneapi-runtime-tbb=2021.10.0-49541 intel-oneapi-runtime-opencl=2023.2.1-16
- name: Install packages (cuda)
if: matrix.backend == 'ptx' || matrix.backend == 'triton' || matrix.backend == 'nv'
run: |
echo 'Acquire::http::Pipeline-Depth "5";' | sudo tee -a /etc/apt/apt.conf.d/99parallel
sudo apt update -y || true
sudo apt install -y --no-install-recommends git g++ cmake ninja-build llvm-15-dev zlib1g-dev libglew-dev \
flex bison libfl-dev libboost-thread-dev libboost-filesystem-dev nvidia-cuda-toolkit-gcc libzstd-dev
- name: Cache gpuocelot
if: matrix.backend == 'ptx' || matrix.backend == 'triton' || matrix.backend == 'nv'
id: cache-build
uses: actions/cache@v4
env:
cache-name: cache-gpuocelot-build
with:
path: ${{ github.workspace }}/gpuocelot/ocelot
key: ubuntu22.04-gpuocelot-4524e34adb7eaccc6f71262f2e21d7052bb17c2f-rebuild-9
- name: Clone/compile gpuocelot
if: (matrix.backend == 'ptx' || matrix.backend == 'triton' || matrix.backend == 'nv') && steps.cache-build.outputs.cache-hit != 'true'
run: |
git clone --recurse-submodules https://github.com/gpuocelot/gpuocelot.git ${{ github.workspace }}/gpuocelot
cd ${{ github.workspace }}/gpuocelot/ocelot
git checkout 4524e34adb7eaccc6f71262f2e21d7052bb17c2f
mkdir build
cd build
cmake .. -Wno-dev -G Ninja -DOCELOT_BUILD_TOOLS=OFF -DCMAKE_BUILD_ALWAYS=0 -DBUILD_TESTS_CUDA=OFF
ninja
- name: Install gpuocelot
if: matrix.backend == 'ptx' || matrix.backend == 'triton' || matrix.backend == 'nv'
run: |
cd ${{ github.workspace }}/gpuocelot/ocelot/build
sudo cp libgpuocelot.so /usr/lib/libgpuocelot.so
- name: Install packages (amd)
if: matrix.backend == 'amd'
run: |
echo 'Acquire::http::Pipeline-Depth "5";' | sudo tee -a /etc/apt/apt.conf.d/99parallel
wget https://repo.radeon.com/rocm/rocm.gpg.key -O - | gpg --dearmor | sudo tee /etc/apt/keyrings/rocm.gpg > /dev/null
sudo tee /etc/apt/sources.list.d/rocm.list <<'EOF'
deb [arch=amd64 signed-by=/etc/apt/keyrings/rocm.gpg] https://repo.radeon.com/rocm/apt/6.1.2 jammy main
EOF
echo -e 'Package: *\nPin: release o=repo.radeon.com\nPin-Priority: 600' | sudo tee /etc/apt/preferences.d/rocm-pin-600
sudo apt update || true
sudo apt install --no-install-recommends --allow-unauthenticated -y hsa-rocr comgr hsa-rocr-dev liburing-dev libc6-dev
curl -s https://api.github.com/repos/Qazalin/remu/releases/latest | \
jq -r '.assets[] | select(.name == "libremu.so").browser_download_url' | \
sudo xargs curl -L -o /usr/local/lib/libremu.so
sudo tee --append /etc/ld.so.conf.d/rocm.conf <<'EOF'
/opt/rocm/lib
/opt/rocm/lib64
EOF
sudo ldconfig
- name: Install dependencies
run: pip install -e '.[testing${{matrix.backend=='llvm'&&',llvm'||matrix.backend=='ptx'&&',cuda'||matrix.backend=='triton'&&',triton'||''}}]' --extra-index-url https://download.pytorch.org/whl/cpu --extra-index-url https://aiinfra.pkgs.visualstudio.com/PublicPackages/_packaging/Triton-Nightly/pypi/simple/
- name: Check Device.DEFAULT and print some source
run: |
PYTHONPATH=${{ github.workspace }} python3 -c "from tinygrad import Device; assert Device.DEFAULT in ['LLVM','CLANG','CUDA','GPU','AMD','NV'], Device.DEFAULT"
DEBUG=5 PYTHONPATH=${{ github.workspace }} FORWARD_ONLY=1 python3 test/test_ops.py TestOps.test_add
- name: Run pytest (not cuda or amd)
if: matrix.backend!='ptx' && matrix.backend!='triton' && matrix.backend != 'amd' && matrix.backend != 'nv'
run: python -m pytest -n=auto test/ --ignore=test/unit --durations=20
- name: Run ONNX (only LLVM)
if: matrix.backend == 'llvm'
run: python -m pytest -n=auto test/external/external_test_onnx_backend.py --durations=20
- name: Run pytest (cuda)
if: matrix.backend=='ptx'||matrix.backend=='triton'||matrix.backend=='nv'
run: python -m pytest -n=auto test/ -k 'not (half or test_efficientnet_safetensors)' --ignore=test/external --ignore=test/models --ignore=test/unit --ignore test/test_gc.py --durations=20
- name: Run pytest (amd)
if: matrix.backend=='amd'
run: python -m pytest -n=auto test/test_ops.py test/test_dtype.py test/test_dtype_alu.py test/test_linearizer.py test/test_randomness.py test/imported/test_indexing.py test/test_hcq.py --durations=20
- name: Run TRANSCENDENTAL math
run: TRANSCENDENTAL=2 python -m pytest -n=auto test/test_ops.py::TestOps::test_sin test/test_ops.py::TestOps::test_cos test/test_ops.py::TestOps::test_tan test/test_ops.py::TestOps::test_exp test/test_ops.py::TestOps::test_log --durations=20
- name: Run process replay tests
run: |
export PR_TITLE=$(jq -r .pull_request.title "$GITHUB_EVENT_PATH")
export COMMIT_MESSAGE=$(git show -s --format=%B ${{ github.event.pull_request.head.sha }})
cp test/external/process_replay/process_replay.py ./process_replay.py && git fetch origin master && git -c advice.detachedHead=false checkout origin/master && PYTHONPATH=. python3 process_replay.py
#testunicorn:
# name: ARM64 unicorn Test
# runs-on: ubuntu-latest
# timeout-minutes: 20
# steps:
# - name: Checkout Code
# uses: actions/checkout@v4
# - name: Set up Python 3.11
# uses: actions/setup-python@v5
# with:
# python-version: 3.11
# - name: Cache python packages
# uses: actions/cache@v4
# with:
# path: ${{ env.Python3_ROOT_DIR }}/lib/python3.11/site-packages
# key: testing-arm-packages-${{ hashFiles('**/setup.py') }}
# - name: Install cross-assembler
# run: |
# sudo apt update -y
# sudo apt install -y --no-install-recommends gcc-aarch64-linux-gnu
# - name: Install dependencies
# run: pip install -e '.[testing,arm]' --extra-index-url https://download.pytorch.org/whl/cpu
# - name: Test arm
# run: CI=1 ARM64=1 CLANG=1 python -m pytest -n=auto test/ -k 'not (test_nn.py and (test_conv_transpose2d or test_conv2d))' --ignore=test/models --ignore=test/test_speed_v_torch.py --ignore=test/test_net_speed.py --ignore=test/test_specific_conv.py --ignore=test/unit/test_disk_tensor.py