├── .ci ├── benchmarks │ ├── huggingface.yaml │ ├── huggingface_models_list.txt │ ├── timm_models.yaml │ ├── timm_models_list.txt │ ├── torchbench.yaml │ └── torchbench_models_list.txt └── docker │ ├── README.md │ ├── common │ └── install_xpu.sh │ └── ubuntu │ └── Dockerfile ├── .clang-format ├── .clang-tidy ├── .cmakelintrc ├── .flake8 ├── .github ├── ISSUE_TEMPLATE │ ├── bug-report.yml │ ├── documentation.yml │ ├── dynamic-skip.yml │ └── feature-request.yml ├── actions │ ├── get-runner │ │ └── action.yml │ ├── linux-e2etest │ │ └── action.yml │ ├── linux-testenv │ │ └── action.yml │ ├── linux-uttest │ │ └── action.yml │ ├── print-environment │ │ └── action.yml │ └── pt2e │ │ └── action.yml ├── ci_commit_pins │ ├── torchbench.txt │ └── triton.txt ├── ci_expected_accuracy │ ├── check_expected.py │ ├── lts │ │ ├── inductor_huggingface_inference.csv │ │ ├── inductor_huggingface_training.csv │ │ ├── inductor_timm_models_inference.csv │ │ ├── inductor_timm_models_training.csv │ │ ├── inductor_torchbench_inference.csv │ │ └── inductor_torchbench_training.csv │ └── rolling │ │ ├── inductor_huggingface_inference.csv │ │ ├── inductor_huggingface_training.csv │ │ ├── inductor_timm_models_inference.csv │ │ ├── inductor_timm_models_training.csv │ │ ├── inductor_torchbench_inference.csv │ │ └── inductor_torchbench_training.csv ├── scripts │ ├── apply_torch_pr.py │ ├── bisect_search.sh │ ├── build.sh │ ├── calculate_best_perf.py │ ├── check-transformers.py │ ├── check-ut.py │ ├── check_llama_baseline.sh │ ├── e2e_summary.sh │ ├── env.sh │ ├── get_issue.py │ ├── inductor_summary.py │ ├── inductor_xpu_test.sh │ ├── install_xpu.bat │ ├── lintrunner.sh │ ├── llama_baseline.csv │ ├── llama_summary.py │ ├── microbench_summary.py │ ├── op_calculate_best_perf.py │ ├── op_perf_comparison.py │ ├── parse-junitxml.py │ ├── perf_comparison.py │ ├── rpath.sh │ ├── spec.py │ └── ut_result_check.sh └── workflows │ ├── _linux_accelerate.yml │ ├── _linux_build.yml │ ├── _linux_e2e.yml │ ├── _linux_e2e_summary.yml │ ├── _linux_op_benchmark.yml │ ├── _linux_test_image.yml │ ├── _linux_transformers.yml │ ├── _linux_ut.yml │ ├── _performance_comparison.yml │ ├── _windows_ut.yml │ ├── bisect_search.yml │ ├── nightly_ondemand.yml │ └── pull.yml ├── .gitignore ├── .lintrunner.toml ├── CMakeLists.txt ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── SECURITY.md ├── cmake ├── BuildFlags.cmake ├── ClangFormat.cmake ├── Codegen.cmake ├── Modules │ ├── FindONEMKL.cmake │ ├── FindSYCL.cmake │ ├── FindSYCL │ │ ├── make2cmake.cmake │ │ └── run_sycl.cmake │ ├── FindSYCLToolkit.cmake │ └── FindXCCL.cmake ├── ONEMKL.cmake ├── SYCL.cmake ├── SYCLTLA.cmake └── XCCL.cmake ├── docs └── torch_xpu_ops.jpg ├── mypy-strict.ini ├── mypy.ini ├── pyproject.toml ├── src ├── ATen │ ├── CMakeLists.txt │ ├── native │ │ ├── nested │ │ │ ├── NestedTensorTransformerFunctions.cpp │ │ │ └── xpu │ │ │ │ ├── NestedTensorTransformerFunctions.cpp │ │ │ │ └── sycl │ │ │ │ ├── NestedTensorTransformerFunctionKernels.cpp │ │ │ │ └── NestedTensorTransformerFunctionKernels.h │ │ ├── quantized │ │ │ ├── AffineQuantizer.cpp │ │ │ ├── FakeQuantizeCore.cpp │ │ │ ├── FusedObsFakeQuant.cpp │ │ │ ├── MakePerTensorQuantizedTensor.cpp │ │ │ ├── QuantizedMaxPool2d.cpp │ │ │ └── sycl │ │ │ │ ├── AffineQuantizerKernels.cpp │ │ │ │ ├── AffineQuantizerKernels.h │ │ │ │ ├── FakeQuantizeCoreKernels.cpp │ │ │ │ ├── FakeQuantizeCoreKernels.h │ │ │ │ ├── FusedObsFakeQuantKernels.cpp │ │ │ │ ├── FusedObsFakeQuantKernels.h │ │ │ │ ├── MakePerTensorQuantizedTensorKernels.cpp │ │ │ │ ├── MakePerTensorQuantizedTensorKernels.h │ │ │ │ ├── QuantizedMaxPool2d.cpp │ │ │ │ └── QuantizedMaxPool2d.h │ │ ├── sparse │ │ │ └── xpu │ │ │ │ ├── SparseBinaryOpIntersection.cpp │ │ │ │ ├── SparseCsrTensorMath.cpp │ │ │ │ ├── SparseSoftmax.cpp │ │ │ │ ├── SparseTensor.cpp │ │ │ │ ├── SparseTensorMath.cpp │ │ │ │ └── sycl │ │ │ │ ├── SparseBinaryOpIntersectionKernels.cpp │ │ │ │ ├── SparseBinaryOpIntersectionKernels.h │ │ │ │ ├── SparseCsrTensorMathKernels.cpp │ │ │ │ ├── SparseCsrTensorMathKernels.h │ │ │ │ ├── SparseSoftmaxKernels.cpp │ │ │ │ ├── SparseSoftmaxKernels.h │ │ │ │ ├── SparseTensorKernels.cpp │ │ │ │ ├── SparseTensorKernels.h │ │ │ │ ├── SparseTensorMathKernels.cpp │ │ │ │ └── SparseTensorMathKernels.h │ │ ├── transformers │ │ │ ├── Attention.cpp │ │ │ ├── SDPUtils.cpp │ │ │ ├── SDPUtils.h │ │ │ ├── sycl │ │ │ │ ├── AttentionKernels.cpp │ │ │ │ └── AttentionKernels.h │ │ │ └── xpu │ │ │ │ └── flash_attn │ │ │ │ ├── flash_api.cpp │ │ │ │ ├── flash_api.h │ │ │ │ ├── sycltla │ │ │ │ ├── collective │ │ │ │ │ ├── xe_flash_attn_sdpa_fwd_epilogue.h │ │ │ │ │ ├── xe_flash_attn_sdpa_fwd_mma.h │ │ │ │ │ └── xe_flash_attn_sdpa_fwd_softmax_epilogue.h │ │ │ │ ├── flash_api.h │ │ │ │ ├── kernel │ │ │ │ │ ├── tile_scheduler_sdpa_fwd.h │ │ │ │ │ └── xe_sdpa_fwd.h │ │ │ │ ├── mha_bwd.cpp │ │ │ │ ├── mha_bwd.h │ │ │ │ ├── mha_common.h │ │ │ │ ├── mha_fwd.cpp │ │ │ │ └── mha_fwd.h │ │ │ │ └── utils.h │ │ └── xpu │ │ │ ├── Activation.cpp │ │ │ ├── AdaptiveAveragePooling2d.cpp │ │ │ ├── AdaptiveAveragePooling3d.cpp │ │ │ ├── AdaptiveMaxPooling2d.cpp │ │ │ ├── AdaptiveMaxPooling3d.cpp │ │ │ ├── AiryAi.cpp │ │ │ ├── AmpKernels.cpp │ │ │ ├── AveragePool2d.cpp │ │ │ ├── AveragePool3d.cpp │ │ │ ├── BatchLinearAlgebra.cpp │ │ │ ├── BatchNorm.cpp │ │ │ ├── Bessel.cpp │ │ │ ├── BinaryOps.cpp │ │ │ ├── Blas.cpp │ │ │ ├── Blas.h │ │ │ ├── Bucketization.cpp │ │ │ ├── Col2Im.cpp │ │ │ ├── CompareOps.cpp │ │ │ ├── Copy.cpp │ │ │ ├── Cross.cpp │ │ │ ├── DeformConv2d.cpp │ │ │ ├── DepthwiseConv2d.cpp │ │ │ ├── DepthwiseConv3d.cpp │ │ │ ├── DilatedMaxPool2d.cpp │ │ │ ├── DilatedMaxPool3d.cpp │ │ │ ├── Distance.cpp │ │ │ ├── Distributions.cpp │ │ │ ├── Dropout.cpp │ │ │ ├── Embedding.cpp │ │ │ ├── EmbeddingBag.cpp │ │ │ ├── Equal.cpp │ │ │ ├── Fill.cpp │ │ │ ├── ForeachOpList.cpp │ │ │ ├── ForeachOpScalar.cpp │ │ │ ├── ForeachOpScalarList.cpp │ │ │ ├── ForeachOpScalarTensor.cpp │ │ │ ├── ForeachReduceOp.cpp │ │ │ ├── ForeachUnaryOp.cpp │ │ │ ├── FractionalMaxPool2d.cpp │ │ │ ├── FractionalMaxPool3d.cpp │ │ │ ├── FunctionOfAMatrixUtils.cpp │ │ │ ├── FusedAdam.cpp │ │ │ ├── FusedAdamW.cpp │ │ │ ├── FusedSgd.cpp │ │ │ ├── GatedLinearUnit.cpp │ │ │ ├── GridSampler.cpp │ │ │ ├── GroupNorm.cpp │ │ │ ├── Histogram.cpp │ │ │ ├── Im2Col.cpp │ │ │ ├── Indexing.cpp │ │ │ ├── LayerNorm.cpp │ │ │ ├── Lerp.cpp │ │ │ ├── LinearAlgebra.cpp │ │ │ ├── LinearInt4.cpp │ │ │ ├── Loss.cpp │ │ │ ├── LossCTC.cpp │ │ │ ├── LossMultiLabelMargin.cpp │ │ │ ├── LossMultiMargin.cpp │ │ │ ├── LossNLL.cpp │ │ │ ├── LossNLL2d.cpp │ │ │ ├── MaxUnpooling.cpp │ │ │ ├── NMS.cpp │ │ │ ├── Nonzero.cpp │ │ │ ├── Normalization.cpp │ │ │ ├── PinnedMemoryAllocator.cpp │ │ │ ├── PointwiseOps.cpp │ │ │ ├── Pow.cpp │ │ │ ├── PsRoiAlign.cpp │ │ │ ├── PsRoiPool.cpp │ │ │ ├── RNN.cpp │ │ │ ├── RangeFactories.cpp │ │ │ ├── RecordStream.cpp │ │ │ ├── ReduceAllOps.cpp │ │ │ ├── ReduceOps.cpp │ │ │ ├── ReflectionPad.cpp │ │ │ ├── Repeat.cpp │ │ │ ├── ReplicationPadding.cpp │ │ │ ├── Resize.cpp │ │ │ ├── RoiAlign.cpp │ │ │ ├── RoiPool.cpp │ │ │ ├── RreluWithNoise.cpp │ │ │ ├── ScanKernels.cpp │ │ │ ├── ScanKernels.h │ │ │ ├── SegmentReduce.cpp │ │ │ ├── SoftMax.cpp │ │ │ ├── Sorting.cpp │ │ │ ├── SpectralOps.cpp │ │ │ ├── SummaryOps.cpp │ │ │ ├── TensorAdvancedIndexing.cpp │ │ │ ├── TensorCompare.cpp │ │ │ ├── TensorFactories.cpp │ │ │ ├── TensorProperties.cpp │ │ │ ├── TensorShape.cpp │ │ │ ├── TensorTopK.cpp │ │ │ ├── TensorTransformations.cpp │ │ │ ├── TriangluarOps.cpp │ │ │ ├── UnaryOps.cpp │ │ │ ├── UnfoldBackward.cpp │ │ │ ├── Unique.cpp │ │ │ ├── UpSample.h │ │ │ ├── UpSampleBicubic2d.cpp │ │ │ ├── UpSampleBilinear2d.cpp │ │ │ ├── UpSampleLinear1d.cpp │ │ │ ├── UpSampleNearest1d.cpp │ │ │ ├── UpSampleNearest2d.cpp │ │ │ ├── UpSampleNearest3d.cpp │ │ │ ├── UpSampleTrilinear3d.cpp │ │ │ ├── WeightInt4Pack.cpp │ │ │ ├── WeightNorm.cpp │ │ │ ├── XPUFallback.template │ │ │ ├── XPUScalar.cpp │ │ │ ├── mkl │ │ │ ├── BatchLinearAlgebra.cpp │ │ │ ├── BatchLinearAlgebra.h │ │ │ ├── BlasImpl.cpp │ │ │ ├── BlasImpl.h │ │ │ ├── SpectralOps.cpp │ │ │ └── SpectralOps.h │ │ │ └── sycl │ │ │ ├── AbsKernel.cpp │ │ │ ├── AbsKernel.h │ │ │ ├── ActivationEluKernels.cpp │ │ │ ├── ActivationEluKernels.h │ │ │ ├── ActivationGeluKernel.cpp │ │ │ ├── ActivationGeluKernel.h │ │ │ ├── ActivationGluKernels.cpp │ │ │ ├── ActivationGluKernels.h │ │ │ ├── ActivationHardshrinkKernels.cpp │ │ │ ├── ActivationHardshrinkKernels.h │ │ │ ├── ActivationHardsigmoidKernels.cpp │ │ │ ├── ActivationHardsigmoidKernels.h │ │ │ ├── ActivationHardswishKernels.cpp │ │ │ ├── ActivationHardswishKernels.h │ │ │ ├── ActivationHardtanhKernels.cpp │ │ │ ├── ActivationHardtanhKernels.h │ │ │ ├── ActivationLeakyReluKernels.cpp │ │ │ ├── ActivationLeakyReluKernels.h │ │ │ ├── ActivationLogSigmoidKernels.cpp │ │ │ ├── ActivationLogSigmoidKernels.h │ │ │ ├── ActivationMishKernels.cpp │ │ │ ├── ActivationMishKernels.h │ │ │ ├── ActivationPreluKernels.cpp │ │ │ ├── ActivationPreluKernels.h │ │ │ ├── ActivationSiluKernels.cpp │ │ │ ├── ActivationSiluKernels.h │ │ │ ├── ActivationSoftplusKernels.cpp │ │ │ ├── ActivationSoftplusKernels.h │ │ │ ├── ActivationSoftshrinkKernels.cpp │ │ │ ├── ActivationSoftshrinkKernels.h │ │ │ ├── ActivationThresholdKernel.cpp │ │ │ ├── ActivationThresholdKernel.h │ │ │ ├── AdaptiveAveragePooling2dKernels.cpp │ │ │ ├── AdaptiveAveragePooling2dKernels.h │ │ │ ├── AdaptiveAveragePooling3dKernels.cpp │ │ │ ├── AdaptiveAveragePooling3dKernels.h │ │ │ ├── AdaptiveMaxPooling2dKernels.cpp │ │ │ ├── AdaptiveMaxPooling2dKernels.h │ │ │ ├── AdaptiveMaxPooling3dKernels.cpp │ │ │ ├── AdaptiveMaxPooling3dKernels.h │ │ │ ├── AiryAiKernel.cpp │ │ │ ├── AiryAiKernel.h │ │ │ ├── AmpKernels.cpp │ │ │ ├── AmpKernels.h │ │ │ ├── Atomics.h │ │ │ ├── AveragePool2dKernels.cpp │ │ │ ├── AveragePool2dKernels.h │ │ │ ├── AveragePool3dKernels.cpp │ │ │ ├── AveragePool3dKernels.h │ │ │ ├── BatchKernel.h │ │ │ ├── BatchNormKernels.cpp │ │ │ ├── BatchNormKernels.h │ │ │ ├── BesselJ0Kernel.cpp │ │ │ ├── BesselJ0Kernel.h │ │ │ ├── BesselJ1Kernel.cpp │ │ │ ├── BesselJ1Kernel.h │ │ │ ├── BesselY0Kernel.cpp │ │ │ ├── BesselY0Kernel.h │ │ │ ├── BesselY1Kernel.cpp │ │ │ ├── BesselY1Kernel.h │ │ │ ├── BinaryBitwiseOpsKernels.cpp │ │ │ ├── BinaryBitwiseOpsKernels.h │ │ │ ├── BinaryDivFloorKernel.cpp │ │ │ ├── BinaryDivTrueKernel.cpp │ │ │ ├── BinaryDivTruncKernel.cpp │ │ │ ├── BinaryGeometricKernels.cpp │ │ │ ├── BinaryGeometricKernels.h │ │ │ ├── BinaryInternal.h │ │ │ ├── BinaryKernels.cpp │ │ │ ├── BinaryKernels.h │ │ │ ├── BinaryLogicalOpsKernels.cpp │ │ │ ├── BinaryLogicalOpsKernels.h │ │ │ ├── BinaryMiscBackwardOpsKernels.cpp │ │ │ ├── BinaryMiscBackwardOpsKernels.h │ │ │ ├── BinaryMiscOpsKernels.cpp │ │ │ ├── BinaryMiscOpsKernels.h │ │ │ ├── BinaryRemainderKernel.cpp │ │ │ ├── BinaryRemainderKernel.h │ │ │ ├── BinaryShiftOpsKernels.cpp │ │ │ ├── BinaryShiftOpsKernels.h │ │ │ ├── BucketizationKernels.cpp │ │ │ ├── BucketizationKernels.h │ │ │ ├── ChebyshevPolynomialKernels.h │ │ │ ├── ChebyshevPolynomialTKernel.cpp │ │ │ ├── ChebyshevPolynomialUKernel.cpp │ │ │ ├── ChebyshevPolynomialVKernel.cpp │ │ │ ├── ChebyshevPolynomialWKernel.cpp │ │ │ ├── Col2ImKernel.cpp │ │ │ ├── Col2ImKernel.h │ │ │ ├── CompareKernels.cpp │ │ │ ├── CompareKernels.h │ │ │ ├── ComplexKernels.cpp │ │ │ ├── ComplexKernels.h │ │ │ ├── CopyKernel.cpp │ │ │ ├── CopyKernel.h │ │ │ ├── CopysignKernel.cpp │ │ │ ├── CopysignKernel.h │ │ │ ├── CrossKernel.cpp │ │ │ ├── CrossKernel.h │ │ │ ├── CumminmaxKernel.cpp │ │ │ ├── CumprodKernel.cpp │ │ │ ├── CumsumKernel.cpp │ │ │ ├── DeformConv2dKernels.cpp │ │ │ ├── DeformConv2dKernels.h │ │ │ ├── DepthwiseConv2dKernels.cpp │ │ │ ├── DepthwiseConv2dKernels.h │ │ │ ├── DepthwiseConv3dKernels.cpp │ │ │ ├── DepthwiseConv3dKernels.h │ │ │ ├── Dequant_int4.cpp │ │ │ ├── Dequant_int4.h │ │ │ ├── DilatedMaxPool2d.cpp │ │ │ ├── DilatedMaxPool2d.h │ │ │ ├── DilatedMaxPool3d.cpp │ │ │ ├── DilatedMaxPool3d.h │ │ │ ├── DistanceKernels.cpp │ │ │ ├── DistanceKernels.h │ │ │ ├── DistributionBernoulli.cpp │ │ │ ├── DistributionCauchyKernel.cpp │ │ │ ├── DistributionExponentialKernel.cpp │ │ │ ├── DistributionGeometricKernel.cpp │ │ │ ├── DistributionKernels.h │ │ │ ├── DistributionLogNormalKernel.cpp │ │ │ ├── DistributionNormal.cpp │ │ │ ├── DistributionRandomKernel.cpp │ │ │ ├── DistributionTemplates.h │ │ │ ├── DistributionUniform.cpp │ │ │ ├── Distributions.cpp │ │ │ ├── Distributions.h │ │ │ ├── Dropout.cpp │ │ │ ├── DropoutKernels.h │ │ │ ├── ElementwiseInvoke.h │ │ │ ├── Embedding.cpp │ │ │ ├── EmbeddingBackwardKernel.h │ │ │ ├── EmbeddingBag.cpp │ │ │ ├── EmbeddingBag.h │ │ │ ├── EmbeddingBagKernels.h │ │ │ ├── EmbeddingKernels.h │ │ │ ├── FFTKernelFunctor.cpp │ │ │ ├── FFTKernelFunctor.h │ │ │ ├── FillKernel.cpp │ │ │ ├── FillKernel.h │ │ │ ├── ForeachBinaryOpListKernels.cpp │ │ │ ├── ForeachBinaryOpListKernels.h │ │ │ ├── ForeachBinaryOpScalarKernels.cpp │ │ │ ├── ForeachBinaryOpScalarKernels.h │ │ │ ├── ForeachBinaryOpScalarListKernels.cpp │ │ │ ├── ForeachBinaryOpScalarListKernels.h │ │ │ ├── ForeachBinaryOpScalarTensorKernels.cpp │ │ │ ├── ForeachBinaryOpScalarTensorKernels.h │ │ │ ├── ForeachCopyKernels.cpp │ │ │ ├── ForeachCopyKernels.h │ │ │ ├── ForeachFunctors.h │ │ │ ├── ForeachPointwiseKernels.cpp │ │ │ ├── ForeachPointwiseOpListKernels.h │ │ │ ├── ForeachPointwiseOpScalarKernels.h │ │ │ ├── ForeachPointwiseOpScalarListKernels.h │ │ │ ├── ForeachReduceKernels.cpp │ │ │ ├── ForeachReduceKernels.h │ │ │ ├── ForeachTernaryKernels.cpp │ │ │ ├── ForeachTernaryOpListKernels.h │ │ │ ├── ForeachTernaryOpScalarKernels.h │ │ │ ├── ForeachTernaryOpScalarListKernels.h │ │ │ ├── ForeachUnaryKernels.cpp │ │ │ ├── ForeachUnaryKernels.h │ │ │ ├── FractionalMaxPool2dKernels.cpp │ │ │ ├── FractionalMaxPool2dKernels.h │ │ │ ├── FractionalMaxPool3dKernels.cpp │ │ │ ├── FractionalMaxPool3dKernels.h │ │ │ ├── FunctionOfAMatrixUtilsKernels.cpp │ │ │ ├── FunctionOfAMatrixUtilsKernels.h │ │ │ ├── FusedAdamAmsgradKernels.cpp │ │ │ ├── FusedAdamKernels.cpp │ │ │ ├── FusedAdamKernels.h │ │ │ ├── FusedAdamUtils.h │ │ │ ├── FusedAdamWAmsgradKernels.cpp │ │ │ ├── FusedAdamWKernels.cpp │ │ │ ├── FusedAdamWKernels.h │ │ │ ├── FusedSgdKernels.cpp │ │ │ ├── FusedSgdKernels.h │ │ │ ├── GcdLcmKernels.cpp │ │ │ ├── GcdLcmKernels.h │ │ │ ├── GridSampler.cpp │ │ │ ├── GridSampler.h │ │ │ ├── GridSamplerKernels.h │ │ │ ├── GroupNormKernels.cpp │ │ │ ├── GroupNormKernels.h │ │ │ ├── GroupReduceUtils.h │ │ │ ├── HermitePolynomialHKernel.cpp │ │ │ ├── HermitePolynomialHKernel.h │ │ │ ├── HermitePolynomialHeKernel.cpp │ │ │ ├── HermitePolynomialHeKernel.h │ │ │ ├── HistogramKernels.h │ │ │ ├── HistogramddKernels.cpp │ │ │ ├── IGammaKernel.cpp │ │ │ ├── IGammaKernel.h │ │ │ ├── Im2ColKernel.cpp │ │ │ ├── Im2ColKernel.h │ │ │ ├── IndexKernelUtils.h │ │ │ ├── IndexUtils.h │ │ │ ├── Indexing.cpp │ │ │ ├── Indexing.h │ │ │ ├── IndexingKernels.h │ │ │ ├── IndexingUtils.h │ │ │ ├── IntegerDivider.h │ │ │ ├── KernelUtils.h │ │ │ ├── LaguerrePolynomialLKernel.cpp │ │ │ ├── LaguerrePolynomialLKernel.h │ │ │ ├── LaunchUtils.h │ │ │ ├── LayerNormKernels.cpp │ │ │ ├── LayerNormKernels.h │ │ │ ├── LegendrePolynomialPKernel.cpp │ │ │ ├── LegendrePolynomialPKernel.h │ │ │ ├── LerpKernels.cpp │ │ │ ├── LerpKernels.h │ │ │ ├── LinearAlgebraKernels.cpp │ │ │ ├── LinearAlgebraKernels.h │ │ │ ├── LinearInt4.cpp │ │ │ ├── LinearInt4.h │ │ │ ├── LogAddExpKernels.cpp │ │ │ ├── LogAddExpKernels.h │ │ │ ├── LogcumsumexpKernel.cpp │ │ │ ├── Loops.h │ │ │ ├── LossCTCKernels.cpp │ │ │ ├── LossCTCKernels.h │ │ │ ├── LossKernels.cpp │ │ │ ├── LossKernels.h │ │ │ ├── LossNLL2dKernels.cpp │ │ │ ├── LossNLL2dKernels.h │ │ │ ├── LossNLLKernel.cpp │ │ │ ├── LossNLLKernel.h │ │ │ ├── MathExtensions.h │ │ │ ├── MaxMinElementwiseKernels.cpp │ │ │ ├── MaxMinElementwiseKernels.h │ │ │ ├── MaxUnpoolingKernels.cpp │ │ │ ├── MaxUnpoolingKernels.h │ │ │ ├── MemoryAccess.h │ │ │ ├── MemoryAccessUtils.h │ │ │ ├── ModifiedBesselI0Kernel.cpp │ │ │ ├── ModifiedBesselI0Kernel.h │ │ │ ├── ModifiedBesselI1Kernel.cpp │ │ │ ├── ModifiedBesselI1Kernel.h │ │ │ ├── ModifiedBesselK0Kernel.cpp │ │ │ ├── ModifiedBesselK0Kernel.h │ │ │ ├── ModifiedBesselK1Kernel.cpp │ │ │ ├── ModifiedBesselK1Kernel.h │ │ │ ├── MultiLabelMarginLossKernels.cpp │ │ │ ├── MultiLabelMarginLossKernels.h │ │ │ ├── MultiMarginLossKernels.cpp │ │ │ ├── MultiMarginLossKernels.h │ │ │ ├── MultiTensorApply.h │ │ │ ├── MultinomialKernel.cpp │ │ │ ├── MultinomialKernel.h │ │ │ ├── NMSKernel.cpp │ │ │ ├── NMSKernel.h │ │ │ ├── NonzeroKernel.cpp │ │ │ ├── NonzeroKernel.h │ │ │ ├── Norm.h │ │ │ ├── NumericLimits.h │ │ │ ├── OffsetCalculator.h │ │ │ ├── Philox4x32.h │ │ │ ├── PointwiseOpsKernels.cpp │ │ │ ├── PointwiseOpsKernels.h │ │ │ ├── Pow.h │ │ │ ├── PowKernels.cpp │ │ │ ├── PowKernels.h │ │ │ ├── PsRoiAlignKernels.cpp │ │ │ ├── PsRoiAlignKernels.h │ │ │ ├── PsRoiPoolKernels.cpp │ │ │ ├── PsRoiPoolKernels.h │ │ │ ├── RNNKernels.cpp │ │ │ ├── RNNKernels.h │ │ │ ├── RandpermKernel.cpp │ │ │ ├── RandpermKernel.h │ │ │ ├── RangeFactoriesKernel.cpp │ │ │ ├── RangeFactoriesKernel.h │ │ │ ├── Reduce.h │ │ │ ├── ReduceAMinMaxKernel.cpp │ │ │ ├── ReduceArgMaxKernel.cpp │ │ │ ├── ReduceArgMinKernel.cpp │ │ │ ├── ReduceLogicKernels.cpp │ │ │ ├── ReduceMaxValuesKernels.cpp │ │ │ ├── ReduceMaxValuesKernels.h │ │ │ ├── ReduceMinValuesKernels.cpp │ │ │ ├── ReduceMinValuesKernels.h │ │ │ ├── ReduceMomentKernels.cpp │ │ │ ├── ReduceNormKernel.cpp │ │ │ ├── ReduceNormKernel.h │ │ │ ├── ReduceOps.h │ │ │ ├── ReduceOpsKernels.h │ │ │ ├── ReduceSumProdKernels.cpp │ │ │ ├── ReflectionPadKernels.cpp │ │ │ ├── ReflectionPadKernels.h │ │ │ ├── RenormKernel.cpp │ │ │ ├── RenormKernel.h │ │ │ ├── RepeatKernel.cpp │ │ │ ├── RepeatKernel.h │ │ │ ├── ReplicationPaddingKernels.cpp │ │ │ ├── ReplicationPaddingKernels.h │ │ │ ├── ResizeKernel.cpp │ │ │ ├── ResizeKernel.h │ │ │ ├── RoiAlignKernels.cpp │ │ │ ├── RoiAlignKernels.h │ │ │ ├── RoiPoolKernels.cpp │ │ │ ├── RoiPoolKernels.h │ │ │ ├── RreluWithNoiseKernels.cpp │ │ │ ├── RreluWithNoiseKernels.h │ │ │ ├── SYCLGroupAlgorithm.h │ │ │ ├── ScaledModifiedBesselK0Kernel.cpp │ │ │ ├── ScaledModifiedBesselK0Kernel.h │ │ │ ├── ScaledModifiedBesselK1Kernel.cpp │ │ │ ├── ScaledModifiedBesselK1Kernel.h │ │ │ ├── ScanUtils.h │ │ │ ├── ScatterGatherKernels.cpp │ │ │ ├── ScatterGatherKernels.h │ │ │ ├── SegmentReduceKernels.cpp │ │ │ ├── SegmentReduceKernels.h │ │ │ ├── Shape.cpp │ │ │ ├── ShapeKernels.h │ │ │ ├── SharedReduceOps.h │ │ │ ├── ShiftedChebyshevPolynomialKernels.h │ │ │ ├── ShiftedChebyshevPolynomialTKernel.cpp │ │ │ ├── ShiftedChebyshevPolynomialUKernel.cpp │ │ │ ├── ShiftedChebyshevPolynomialVKernel.cpp │ │ │ ├── ShiftedChebyshevPolynomialWKernel.cpp │ │ │ ├── SoftMaxKernels.cpp │ │ │ ├── SoftMaxKernels.h │ │ │ ├── Sorting.cpp │ │ │ ├── Sorting.h │ │ │ ├── SortingCommon.h │ │ │ ├── SortingKernels.h │ │ │ ├── SortingRadixSelect.h │ │ │ ├── SortingRadixSort.h │ │ │ ├── SphericalBesselJ0Kernel.cpp │ │ │ ├── SphericalBesselJ0Kernel.h │ │ │ ├── StepKernels.cpp │ │ │ ├── StepKernels.h │ │ │ ├── SummaryOpsKernels.cpp │ │ │ ├── SummaryOpsKernels.h │ │ │ ├── TensorApplyUtils.h │ │ │ ├── TensorCompare.cpp │ │ │ ├── TensorCompareKernels.cpp │ │ │ ├── TensorCompareKernels.h │ │ │ ├── TensorFactoriesKernels.cpp │ │ │ ├── TensorFactoriesKernels.h │ │ │ ├── TensorModeKernel.cpp │ │ │ ├── TensorModeKernel.h │ │ │ ├── TensorShapeKernels.cpp │ │ │ ├── TensorShapeKernels.h │ │ │ ├── TensorTopKKernel.cpp │ │ │ ├── TensorTopKKernel.h │ │ │ ├── TensorTransformationsKernels.cpp │ │ │ ├── TensorTransformationsKernels.h │ │ │ ├── TriangularOpsKernels.cpp │ │ │ ├── TriangularOpsKernels.h │ │ │ ├── UnaryComplexKernels.cpp │ │ │ ├── UnaryComplexKernels.h │ │ │ ├── UnaryFractionKernels.cpp │ │ │ ├── UnaryFractionKernels.h │ │ │ ├── UnaryGammaKernels.cpp │ │ │ ├── UnaryGammaKernels.h │ │ │ ├── UnaryGeometricAcosKernel.cpp │ │ │ ├── UnaryGeometricAcosKernel.h │ │ │ ├── UnaryGeometricAcoshKernel.cpp │ │ │ ├── UnaryGeometricAcoshKernel.h │ │ │ ├── UnaryGeometricAsinKernel.cpp │ │ │ ├── UnaryGeometricAsinKernel.h │ │ │ ├── UnaryGeometricAsinhKernel.cpp │ │ │ ├── UnaryGeometricAsinhKernel.h │ │ │ ├── UnaryGeometricAtanKernel.cpp │ │ │ ├── UnaryGeometricAtanKernel.h │ │ │ ├── UnaryGeometricAtanhKernel.cpp │ │ │ ├── UnaryGeometricAtanhKernel.h │ │ │ ├── UnaryGeometricCosKernel.cpp │ │ │ ├── UnaryGeometricCosKernel.h │ │ │ ├── UnaryGeometricCoshKernel.cpp │ │ │ ├── UnaryGeometricCoshKernel.h │ │ │ ├── UnaryGeometricSinKernel.cpp │ │ │ ├── UnaryGeometricSinKernel.h │ │ │ ├── UnaryGeometricSinhKernel.cpp │ │ │ ├── UnaryGeometricSinhKernel.h │ │ │ ├── UnaryGeometricTanKernel.cpp │ │ │ ├── UnaryGeometricTanKernel.h │ │ │ ├── UnaryGeometricTanhKernel.cpp │ │ │ ├── UnaryGeometricTanhKernel.h │ │ │ ├── UnaryKernels.cpp │ │ │ ├── UnaryKernels.h │ │ │ ├── UnaryLogKernels.cpp │ │ │ ├── UnaryLogKernels.h │ │ │ ├── UnarySignKernels.cpp │ │ │ ├── UnarySignKernels.h │ │ │ ├── UnarySpecialOpsKernels.cpp │ │ │ ├── UnarySpecialOpsKernels.h │ │ │ ├── UnfoldBackwardKernels.cpp │ │ │ ├── UnfoldBackwardKernels.h │ │ │ ├── UniqueKernels.cpp │ │ │ ├── UniqueKernels.h │ │ │ ├── UpSampleBicubic2dKernels.cpp │ │ │ ├── UpSampleBicubic2dKernels.h │ │ │ ├── UpSampleBilinear2dKernels.cpp │ │ │ ├── UpSampleBilinear2dKernels.h │ │ │ ├── UpSampleLinear1dKernels.cpp │ │ │ ├── UpSampleLinear1dKernels.h │ │ │ ├── UpSampleNearest1dKernels.cpp │ │ │ ├── UpSampleNearest1dKernels.h │ │ │ ├── UpSampleNearest2dKernels.cpp │ │ │ ├── UpSampleNearest2dKernels.h │ │ │ ├── UpSampleNearest3dKernels.cpp │ │ │ ├── UpSampleNearest3dKernels.h │ │ │ ├── UpSampleTrilinear3dKernels.cpp │ │ │ ├── UpSampleTrilinear3dKernels.h │ │ │ ├── WeightInt4PackKernel.cpp │ │ │ ├── WeightInt4PackKernel.h │ │ │ ├── WeightNormKernels.cpp │ │ │ ├── WeightNormKernels.h │ │ │ ├── WelfordNorm.h │ │ │ ├── ZetaKernel.cpp │ │ │ ├── ZetaKernel.h │ │ │ └── pstl │ │ │ └── PSTLFunctions.h │ └── xpu │ │ ├── EmptyTensor.cpp │ │ └── EmptyTensor.h ├── BuildOnLinux.cmake ├── BuildOnWindows.cmake ├── CMakeLists.txt ├── comm │ ├── DeviceProperties.h │ ├── Macros.h │ ├── Memory.h │ ├── MemoryFormat.h │ ├── ReduceOpsUtils.h │ ├── RegisterUtils.h │ ├── Runtime.h │ ├── SYCLContext.h │ ├── SYCLHelpers.h │ ├── Scalar.h │ ├── TensorInfo.h │ ├── TensorOptions.h │ ├── XPUMathCompat.h │ ├── XPUPair.h │ └── xpu_aten.h └── xccl │ ├── CMakeLists.txt │ ├── FlightRecorderXCCL.cpp │ ├── NanCheck_XPU.cpp │ ├── NanCheck_XPU.hpp │ ├── ProcessGroupXCCL.cpp │ ├── ProcessGroupXCCL.hpp │ ├── ProcessGroupXCCLMonitor.cpp │ ├── ProcessGroupXCCLMonitor.hpp │ ├── Register.cpp │ ├── XPUEventCache.cpp │ ├── XPUEventCache.hpp │ └── reducer_xpu.cpp ├── test ├── microbench │ ├── adaptive_avg_pool2d.py │ ├── avg_pool2d.py │ ├── avg_pool3d.py │ ├── batch_norm_1d.py │ ├── batch_norm_2d.py │ ├── batch_norm_3d.py │ ├── col2im.py │ ├── distance.cdist.py │ ├── distance.pdist.py │ ├── distribution.bernoulli.py │ ├── distribution.cauchy.py │ ├── distribution.exponential.py │ ├── distribution.geometric.py │ ├── distribution.log_normal.py │ ├── distribution.multinomial.py │ ├── distribution.normal.py │ ├── distribution.random.py │ ├── distribution.uniform.py │ ├── dropout.py │ ├── eltwise.add.py │ ├── embedding.py │ ├── embedding_bag.py │ ├── flip.py │ ├── grid_sampler.grid_sampler_2d.py │ ├── grid_sampler.grid_sampler_3d.py │ ├── group_norm.py │ ├── im2col.py │ ├── indexing.diag.py │ ├── indexing.index.py │ ├── indexing.index_add.py │ ├── indexing.index_copy.py │ ├── indexing.index_fill.py │ ├── indexing.index_put.py │ ├── indexing.index_select.py │ ├── indexing.masked_fill.py │ ├── indexing.put.py │ ├── indexing.take.py │ ├── layer_norm.py │ ├── loss.binary_cross_entropy.py │ ├── loss.ctc_loss.py │ ├── loss.l1_loss.py │ ├── loss.mse_loss.py │ ├── loss.multilabel_margin_loss.py │ ├── loss.nll_loss.py │ ├── loss.smooth_l1_loss.py │ ├── matmul.py │ ├── pad_sequence.py │ ├── pooling.adaptive_max_pool2d.py │ ├── pooling.fractional_max_pool2d.py │ ├── pooling.fractional_max_pool3d.py │ ├── pooling.max_pool2d.py │ ├── pooling.max_pool3d.py │ ├── pooling.max_unpool2d.py │ ├── pooling.max_unpool3d.py │ ├── reduce.max.py │ ├── reduce.sum.py │ ├── remainder.py │ ├── repeat_interleave.py │ ├── roll.py │ ├── scan.cumsum.py │ ├── scan.masked_select.py │ ├── scan.nonzero.py │ ├── scan.topk.py │ ├── scan.unique.py │ ├── scatter_gather.gather.py │ ├── scatter_gather.scatter.py │ ├── scatter_gather.scatter_add.py │ ├── softmax.py │ ├── sort.py │ ├── sort.randperm.py │ ├── upsample_bicubic2d.py │ ├── upsample_bilinear2d.py │ ├── upsample_nearest2d.py │ ├── upsample_nearest3d.py │ └── upsample_nearest_exact2d.py ├── profiling │ ├── correlation_id_mixed.py │ ├── llama.py │ ├── profile_partial_runtime_ops.py │ ├── reproducer.missing.gpu.kernel.time.py │ ├── rn50.py │ ├── time_precision_in_profile.py │ └── triton_xpu_ops_time.py ├── regressions │ ├── optests_failures_dict.json │ ├── test_binary.py │ ├── test_cat.py │ ├── test_clamp_promotion.py │ ├── test_compare.py │ ├── test_conversion.py │ ├── test_copy.py │ ├── test_copy_downcast_fp8.py │ ├── test_deform_conv.py │ ├── test_div_mode.py │ ├── test_foreach_list.py │ ├── test_foreach_scalar.py │ ├── test_foreach_scalarlist.py │ ├── test_grid_sample.py │ ├── test_index_and_index_put.py │ ├── test_int4pack.py │ ├── test_layer_norm.py │ ├── test_loops.py │ ├── test_nms.py │ ├── test_operation_on_device_1.py │ ├── test_rand.py │ ├── test_record_stream.py │ ├── test_resize.py │ ├── test_roi_align.py │ ├── test_safe_softmax.py │ ├── test_softmax.py │ ├── test_sort.py │ ├── test_tensor_factory.py │ ├── test_torchvision_roi_ops.py │ ├── test_tril.py │ ├── test_unary.py │ ├── test_upsample_bilinear_bwd.py │ ├── test_upsample_nearest.py │ ├── test_where.py │ └── test_xpu_ops_header.py ├── sycl │ ├── CMakeLists.txt │ ├── main.cpp │ ├── simple_kernel.cpp │ └── simple_kernel.hpp └── xpu │ ├── __init__.py │ ├── distributed │ ├── __init__.py │ ├── test_c10d_ops_xccl.py │ └── test_c10d_xccl.py │ ├── expect │ ├── TestSparseCPU.test_print_coalesced_cpu_float64.expect │ ├── TestSparseCPU.test_print_uncoalesced_cpu_float64.expect │ ├── TestSparseCompressedCPU.test_print_SparseBSC_cpu.expect │ ├── TestSparseCompressedCPU.test_print_SparseBSR_cpu.expect │ ├── TestSparseCompressedCPU.test_print_SparseCSC_cpu.expect │ ├── TestSparseCompressedCPU.test_print_SparseCSR_cpu.expect │ ├── TestSparseCompressedXPU.test_print_SparseBSC_xpu.expect │ ├── TestSparseCompressedXPU.test_print_SparseBSR_xpu.expect │ ├── TestSparseCompressedXPU.test_print_SparseCSC_xpu.expect │ ├── TestSparseCompressedXPU.test_print_SparseCSR_xpu.expect │ ├── TestSparseMeta.test_print_meta_SparseBSC_float64.expect │ ├── TestSparseMeta.test_print_meta_SparseBSR_float64.expect │ ├── TestSparseMeta.test_print_meta_SparseCOO_float64.expect │ ├── TestSparseMeta.test_print_meta_SparseCSC_float64.expect │ ├── TestSparseMeta.test_print_meta_SparseCSR_float64.expect │ ├── TestSparseXPU.test_print_coalesced_xpu_float64.expect │ └── TestSparseXPU.test_print_uncoalesced_xpu_float64.expect │ ├── extended │ ├── __init__.py │ ├── run_test_with_skip.py │ ├── run_test_with_skip_arc.py │ ├── run_test_with_skip_bmg.py │ ├── run_test_with_skip_lnl.py │ ├── run_test_with_skip_mtl.py │ ├── skip_list_arc.py │ ├── skip_list_common.py │ ├── skip_list_win.py │ ├── skip_list_win_arc.py │ ├── skip_list_win_bmg.py │ ├── skip_list_win_lnl.py │ ├── skip_list_win_mtl.py │ ├── test_ops_xpu.py │ └── test_tensor_creation_ops_xpu.py │ ├── functorch │ └── test_ops_xpu.py │ ├── nn │ ├── __init__.py │ ├── test_convolution_xpu.py │ ├── test_dropout_xpu.py │ ├── test_embedding_xpu.py │ ├── test_init_xpu.py │ ├── test_lazy_modules_xpu.py │ ├── test_load_state_dict_xpu.py │ ├── test_module_hooks_xpu.py │ ├── test_multihead_attention_xpu.py │ ├── test_packed_sequence_xpu.py │ ├── test_parametrization_xpu.py │ ├── test_pooling_xpu.py │ └── test_pruning_xpu.py │ ├── quantization │ └── core │ │ ├── __init__.py │ │ ├── test_quantized_op_xpu.py │ │ ├── test_quantized_tensor_xpu.py │ │ ├── test_workflow_module_xpu.py │ │ └── test_workflow_ops_xpu.py │ ├── run_distributed.py │ ├── run_test_win_with_skip_mtl.py │ ├── run_test_with_only.py │ ├── run_test_with_skip.py │ ├── run_test_with_skip_arc.py │ ├── run_test_with_skip_bmg.py │ ├── run_test_with_skip_lnl.py │ ├── run_test_with_skip_mtl.py │ ├── skip_list_arc.py │ ├── skip_list_common.py │ ├── skip_list_dist.py │ ├── skip_list_mtl.py │ ├── skip_list_win.py │ ├── skip_list_win_arc.py │ ├── skip_list_win_bmg.py │ ├── skip_list_win_lnl.py │ ├── skip_list_win_mtl.py │ ├── test_autocast_xpu.py │ ├── test_autograd_fallback_xpu.py │ ├── test_autograd_xpu.py │ ├── test_binary_ufuncs_xpu.py │ ├── test_comparison_utils_xpu.py │ ├── test_complex_xpu.py │ ├── test_content_store_xpu.py │ ├── test_dataloader_xpu.py │ ├── test_decomp.py │ ├── test_decomp_xpu.py │ ├── test_distributions_xpu.py │ ├── test_dynamic_shapes_xpu.py │ ├── test_foreach_xpu.py │ ├── test_indexing_xpu.py │ ├── test_linalg_xpu.py │ ├── test_masked_xpu.py │ ├── test_maskedtensor_xpu.py │ ├── test_matmul_cuda_xpu.py │ ├── test_meta_xpu.py │ ├── test_modules_xpu.py │ ├── test_namedtensor_xpu.py │ ├── test_native_functions_xpu.py │ ├── test_native_mha_xpu.py │ ├── test_nestedtensor_xpu.py │ ├── test_nn_xpu.py │ ├── test_ops_fwd_gradients_xpu.py │ ├── test_ops_gradients_xpu.py │ ├── test_ops_xpu.py │ ├── test_optim_xpu.py │ ├── test_reductions_xpu.py │ ├── test_scatter_gather_ops_xpu.py │ ├── test_segment_reductions_xpu.py │ ├── test_shape_ops_xpu.py │ ├── test_sort_and_select_xpu.py │ ├── test_sparse_csr_xpu.py │ ├── test_sparse_xpu.py │ ├── test_spectral_ops_xpu.py │ ├── test_tensor_creation_ops_xpu.py │ ├── test_torch_xpu.py │ ├── test_transformers_xpu.py │ ├── test_type_promotion_xpu.py │ ├── test_unary_ufuncs_xpu.py │ ├── test_view_ops_xpu.py │ ├── windows_skip_cases.py │ └── xpu_test_utils.py ├── tools ├── check_ops.py ├── codegen │ └── install_xpu_headers.py ├── fixheaders │ ├── README.md │ ├── cuda.yaml │ ├── cutlass.yaml │ ├── default.yaml │ ├── fixheaders.py │ ├── pytorch.yaml │ ├── pytorchexamples.yaml │ ├── run.sh │ └── torchvision.yaml └── linter │ ├── __init__.py │ ├── adapters │ ├── README.md │ ├── _linter.py │ ├── actionlint_linter.py │ ├── bazel_linter.py │ ├── black_linter.py │ ├── clangformat_linter.py │ ├── clangtidy_linter.py │ ├── cmake_linter.py │ ├── constexpr_linter.py │ ├── docstring_linter.py │ ├── exec_linter.py │ ├── flake8_linter.py │ ├── gha_linter.py │ ├── grep_linter.py │ ├── import_linter.py │ ├── lintrunner_version_linter.py │ ├── mypy_linter.py │ ├── nativefunctions_linter.py │ ├── newlines_linter.py │ ├── no_merge_conflict_csv_linter.py │ ├── no_workflows_on_fork.py │ ├── pip_init.py │ ├── pyfmt_linter.py │ 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