swap order in rsqrt #6089
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| name: Unit Tests | |
| env: | |
| # increment this when downloads substantially change to avoid the internet | |
| DOWNLOAD_CACHE_VERSION: '9' | |
| CAPTURE_PROCESS_REPLAY: 1 | |
| GH_TOKEN: ${{ secrets.GITHUB_TOKEN }} | |
| on: | |
| push: | |
| branches: | |
| - master | |
| pull_request: | |
| workflow_dispatch: | |
| jobs: | |
| llvmspeed: | |
| name: LLVM Speed | |
| runs-on: ubuntu-24.04 | |
| timeout-minutes: 20 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: llvm-speed | |
| deps: testing_minimal | |
| llvm: 'true' | |
| - name: External Benchmark Schedule | |
| run: PYTHONPATH="." python3 test/external/external_benchmark_schedule.py | |
| - name: Speed Test | |
| run: LLVM=1 LLVMOPT=1 python3 test/test_speed_v_torch.py | |
| - name: Speed Test (BEAM=2) | |
| run: BEAM=2 LLVM=1 LLVMOPT=1 python3 test/test_speed_v_torch.py | |
| docs: | |
| name: Docs | |
| runs-on: ubuntu-22.04 | |
| timeout-minutes: 10 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| deps: docs | |
| pydeps: "capstone" | |
| - 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: 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 | |
| autogen: | |
| name: Autogen | |
| runs-on: ubuntu-22.04 | |
| timeout-minutes: 10 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| opencl: 'true' | |
| amd: 'true' | |
| cuda: 'true' | |
| webgpu: 'true' | |
| llvm: 'true' | |
| - 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 | |
| - name: Verify WebGPU autogen | |
| run: | | |
| cp tinygrad/runtime/autogen/webgpu.py /tmp/webgpu.py.bak | |
| ./autogen_stubs.sh webgpu | |
| diff /tmp/webgpu.py.bak tinygrad/runtime/autogen/webgpu.py | |
| - name: Verify LLVM autogen | |
| run: | | |
| cp tinygrad/runtime/autogen/llvm.py /tmp/llvm.py.bak | |
| ./autogen_stubs.sh llvm | |
| diff /tmp/llvm.py.bak tinygrad/runtime/autogen/llvm.py | |
| tc: | |
| name: Tensor Core tests | |
| runs-on: ubuntu-latest | |
| timeout-minutes: 10 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: uops-minimal | |
| deps: testing_minimal | |
| - 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 | |
| DEBUG=2 EMULATE_CUDA=1 ALLOW_TF32=1 FORWARD_ONLY=1 PYTHON=1 python3 test/test_ops.py TestOps.test_gemm | |
| DEBUG=2 EMULATE_CUDA_SM75=1 FORWARD_ONLY=1 PYTHON=1 python3 test/test_ops.py TestOps.test_gemm_fp16 | |
| PYTHONPATH="." DEBUG=2 EMULATE_CUDA=1 ALLOW_TF32=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 ALLOW_TF32=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 | |
| bepython: | |
| name: Python Backend | |
| runs-on: ubuntu-latest | |
| timeout-minutes: 10 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: be-minimal | |
| deps: testing_minimal | |
| - 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 or test_scaled_dot_product_attention or test_cummax)" --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 | |
| runs-on: ubuntu-latest | |
| timeout-minutes: 10 | |
| # TODO: run the pre-commit hook to replace a lot of this | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: linting-only | |
| python-version: '3.10' | |
| deps: linting | |
| - 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 | |
| unittest: | |
| name: Unit Tests | |
| runs-on: ubuntu-latest | |
| timeout-minutes: 10 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: unittest-12 | |
| deps: testing | |
| - 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: Repo line count < 11200 lines | |
| run: MAX_LINE_COUNT=11200 python sz.py | |
| fuzzing: | |
| name: Fuzzing | |
| runs-on: ubuntu-latest | |
| timeout-minutes: 10 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: fuzzing-minimal | |
| deps: testing_minimal | |
| - 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 | |
| testgpuimage: | |
| name: 'GPU IMAGE Tests' | |
| runs-on: ubuntu-20.04 | |
| timeout-minutes: 10 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: gpu-image | |
| deps: testing_minimal | |
| opencl: 'true' | |
| - name: Run Kernel Count Test | |
| run: PYTHONPATH="." GPU=1 python -m pytest -n=auto test/external/external_test_opt.py | |
| - name: Test WINO=1 | |
| run: GPU=1 DEBUG=2 WINO=1 python3 test/test_ops.py TestOps.test_simple_conv2d | |
| - 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 | |
| - name: Run process replay tests | |
| uses: ./.github/actions/process-replay | |
| testopenpilot: | |
| name: 'openpilot Compile Tests' | |
| runs-on: ubuntu-20.04 | |
| timeout-minutes: 10 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: openpilot-compile | |
| deps: testing | |
| opencl: 'true' | |
| - name: Test openpilot model kernel count and gate usage | |
| run: | | |
| PYTHONPATH="." ALLOWED_KERNEL_COUNT=209 ALLOWED_READ_IMAGE=2105 ALLOWED_GATED_READ_IMAGE=29 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 | |
| - 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 | |
| - 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 | |
| - name: Run process replay tests | |
| uses: ./.github/actions/process-replay | |
| testopencl: | |
| name: 'ONNX+Optimization Tests' | |
| runs-on: ubuntu-22.04 | |
| timeout-minutes: 20 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: onnxoptl | |
| deps: testing,testing_tf | |
| python-version: '3.11' | |
| opencl: 'true' | |
| llvm: 'true' | |
| - name: Test ONNX (GPU) | |
| run: GPU=1 python -m pytest -n=auto test/external/external_test_onnx_backend.py --durations=20 | |
| - name: Test ONNX (CLANG) | |
| run: CLANG=1 python -m pytest -n=auto test/external/external_test_onnx_backend.py --durations=20 | |
| - name: Test ONNX (LLVM) | |
| run: LLVM=1 python -m pytest -n=auto test/external/external_test_onnx_backend.py --durations=20 | |
| - 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 | |
| - name: Test Optimization Helpers | |
| run: PYTHONPATH="." DEBUG=1 python3 extra/optimization/test_helpers.py | |
| - name: Test Action Space | |
| run: PYTHONPATH="." DEBUG=1 GPU=1 python3 extra/optimization/get_action_space.py | |
| - name: Test Beam Search | |
| run: PYTHONPATH="." GPU=1 IGNORE_BEAM_CACHE=1 python3 -m pytest extra/optimization/test_beam_search.py | |
| - name: Test MLPerf stuff | |
| run: GPU=1 python -m pytest -n=auto test/external/external_test_optim.py test/external/external_test_losses.py test/external/external_test_metrics.py test/external/external_test_datasets.py --durations=20 | |
| - 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 | |
| uses: ./.github/actions/process-replay | |
| testmodels: | |
| name: Models (llvm+clang+gpu) | |
| runs-on: ubuntu-22.04 | |
| timeout-minutes: 10 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: models | |
| deps: testing | |
| opencl: 'true' | |
| llvm: 'true' | |
| - name: Test models (llvm) | |
| run: LLVM=1 python -m pytest -n=auto test/models --durations=20 | |
| - name: Test models (gpu) | |
| run: GPU=1 python -m pytest -n=auto test/models --durations=20 | |
| - name: Test models (clang) | |
| run: CLANG=1 python -m pytest -n=auto test/models --durations=20 | |
| - name: Run process replay tests | |
| uses: ./.github/actions/process-replay | |
| testdsp: | |
| name: Linux (DSP) | |
| runs-on: ubuntu-24.04 | |
| timeout-minutes: 10 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: dsp-minimal | |
| deps: testing_minimal | |
| pydeps: "onnx==1.16.0 onnxruntime" | |
| llvm: "true" | |
| - name: Set up Docker Buildx | |
| uses: docker/setup-buildx-action@v3 | |
| - name: Build QEMU Docker with cache | |
| uses: docker/build-push-action@v4 | |
| with: | |
| file: extra/dsp/Dockerfile | |
| push: false | |
| load: true | |
| tags: qemu-hexagon:latest | |
| cache-from: type=gha | |
| cache-to: type=gha,mode=min | |
| - name: Run test_tiny on DSP | |
| run: DEBUG=2 DSP=1 python test/test_tiny.py | |
| - name: Test quantize onnx | |
| run: PYTHONPATH="." DEBUG=2 DSP=1 python3 test/test_quantize_onnx.py | |
| - name: Test LLVM=1 DEVECTORIZE=0 | |
| run: LLVM=1 DEVECTORIZE=0 python3 -m pytest -n auto test/test_tiny.py test/test_ops.py -k "not test_avg_pool3d_failure" | |
| #- name: Test CLANG=1 DEVECTORIZE=0 | |
| # run: CLANG=1 DEVECTORIZE=0 python3 -m pytest -n auto test/test_tiny.py test/test_ops.py -k "not test_avg_pool3d_failure" | |
| testwebgpu: | |
| name: Linux (WebGPU) | |
| runs-on: ubuntu-22.04 | |
| timeout-minutes: 20 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: webgpu-minimal | |
| deps: testing_minimal | |
| python-version: '3.11' | |
| webgpu: 'true' | |
| - 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 python3 -m pytest -n=auto test/ --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_fuzz_shape_ops.py --ignore=test/test_linearizer_failures.py --durations=20 | |
| - name: Run process replay tests | |
| uses: ./.github/actions/process-replay | |
| tests: | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| backend: [llvm, clang, gpu, ptx, amd, nv] #, triton] | |
| name: Linux (${{ matrix.backend }}) | |
| runs-on: ubuntu-22.04 | |
| timeout-minutes: 20 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: ${{ matrix.backend }}-minimal | |
| deps: testing_minimal${{matrix.backend=='ptx'&&',cuda'||matrix.backend=='triton'&&',triton'||''}} | |
| opencl: ${{ matrix.backend == 'gpu' && 'true' }} | |
| amd: ${{ matrix.backend == 'amd' && 'true' }} | |
| cuda: ${{ (matrix.backend == 'ptx' || matrix.backend == 'triton' || matrix.backend == 'nv') && 'true' }} | |
| - name: Set env | |
| run: printf "${{ 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\nCUDA=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' }}" >> $GITHUB_ENV | |
| - name: Check Device.DEFAULT and print some source | |
| run: | | |
| PYTHONPATH=${{ 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/models --ignore=test/unit --durations=20 | |
| - name: Run pytest (cuda) | |
| if: matrix.backend=='ptx'||matrix.backend=='triton'||matrix.backend=='nv' | |
| run: python -m pytest -n=auto test/ --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 test/external/external_test_am.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 | |
| uses: ./.github/actions/process-replay | |
| # ****** OSX Tests ****** | |
| testmetal2: | |
| name: MacOS (unit) | |
| runs-on: macos-14 | |
| timeout-minutes: 10 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: metal2 | |
| deps: testing | |
| python-version: '3.11' | |
| amd: 'true' | |
| cuda: 'true' | |
| - name: Run real world test | |
| run: JIT=2 METAL=1 python -m pytest -n=auto test/models/test_real_world.py --durations=20 | |
| - name: Test models (Metal) | |
| run: JIT=2 METAL=1 python -m pytest -n=auto test/models --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 | |
| - name: Run pytest (amd) | |
| env: | |
| MOCKGPU: 1 | |
| AMD: 1 | |
| FORWARD_ONLY: 1 | |
| run: | | |
| python3 -m pytest -n=auto test/test_hcq.py test/test_tiny.py --durations=20 | |
| - name: Run pytest (ptx) | |
| env: | |
| MOCKGPU: 1 | |
| PTX: 1 | |
| NV: 1 | |
| FORWARD_ONLY: 1 | |
| run: | | |
| python3 -m pytest -n=auto test/test_hcq.py test/test_tiny.py --durations=20 | |
| - name: Run process replay tests | |
| uses: ./.github/actions/process-replay | |
| osxwebgpu: | |
| name: MacOS (WebGPU) | |
| runs-on: macos-14 | |
| timeout-minutes: 10 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: osx-webgpu | |
| webgpu: 'true' | |
| - name: Build WEBGPU Efficientnet | |
| run: WEBGPU=1 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 | |
| osxtests: | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| backend: [metal, llvm, clang] | |
| name: MacOS (${{ matrix.backend }}) | |
| runs-on: macos-15 | |
| timeout-minutes: 10 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: macos-${{ matrix.backend }}-minimal | |
| deps: testing_minimal | |
| llvm: ${{ matrix.backend == 'llvm' && 'true' }} | |
| - name: Set env | |
| run: printf "${{ matrix.backend == 'llvm' && 'LLVM=1' || matrix.backend == 'clang' && 'CLANG=1' || matrix.backend == 'metal' && 'METAL=1\nJIT=2'}}" >> $GITHUB_ENV | |
| - name: Check Device.DEFAULT and print some source | |
| run: | | |
| python -c "from tinygrad import Device; assert Device.DEFAULT == '${{ matrix.backend }}'.upper(), Device.DEFAULT" | |
| DEBUG=4 python3 test/test_tiny.py TestTiny.test_plus | |
| - name: Run pytest (${{ matrix.backend }}) | |
| run: python3 -m pytest -n=auto test/ --ignore=test/models --ignore=test/unit --durations=20 | |
| - name: Run process replay tests | |
| uses: ./.github/actions/process-replay | |
| # ****** Windows Tests ****** | |
| wintests: | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| backend: [llvm, clang] | |
| name: Windows (${{ matrix.backend }}) | |
| runs-on: windows-latest | |
| timeout-minutes: 10 | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v4 | |
| - name: Setup Environment | |
| uses: ./.github/actions/setup-tinygrad | |
| with: | |
| key: windows-minimal | |
| deps: testing_minimal | |
| - name: Set env | |
| shell: bash | |
| run: printf "${{ matrix.backend == 'llvm' && 'LLVM=1' || matrix.backend == 'clang' && 'CLANG=1'}}" >> $GITHUB_ENV | |
| - name: Run pytest (${{ matrix.backend }}) | |
| shell: bash | |
| run: | | |
| python -c "from tinygrad import Device; assert Device.DEFAULT == '${{ matrix.backend }}'.upper(), Device.DEFAULT" | |
| python -m pytest -n=auto test/test_tiny.py test/test_ops.py --durations=20 |