# Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. # See https://llvm.org/LICENSE.txt for license information. # SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception # Also available under a BSD-style license. See LICENSE. # This file describes the sets of tests expected to fail for each config. # This information is deliberately kept in a side table, rather than # in-situ on the test, as a deliberate layering decision: tests should # have unique keys to identify them and enable side tables of various kinds # (this includes down into lower parts of the stack, where a side table # might be used to keep more elaborate sets of testing configurations). from torch_mlir_e2e_test.test_suite import COMMON_TORCH_MLIR_LOWERING_XFAILS LINALG_XFAIL_SET = COMMON_TORCH_MLIR_LOWERING_XFAILS TORCHDYNAMO_XFAIL_SET = { #### General TorchDynamo/PyTorch errors # RecursionError: maximum recursion depth exceeded # RuntimeError: Failed running call_function aten.lift_fresh_copy(... # https://github.com/pytorch/pytorch/issues/89627 "LiftFreshCopyModule_basic", # TypeError: new_empty(): argument 'size' (position 1) must be tuple of ints, but found element of type NoneType at pos 0 # RuntimeError: Failed running call_function aten.convolution_backward(... # https://github.com/pytorch/pytorch/issues/89629 "ConvolutionBackwardModule2DPadded_basic", "ConvolutionBackwardModule2D_basic", # RuntimeError: Index tensor must have the same number of dimensions as self tensor # RuntimeError: Failed running call_function aten.nll_loss_backward(... # https://github.com/pytorch/pytorch/issues/89630 "NllLossModuleBackward1DMeanWeight_basic", "NllLossModuleBackward1DMean_basic", "NllLossModuleBackward1DSumWeight_basic", "NllLossModuleBackward1DSum_basic", "NllLossModuleBackward1DWeight_basic", "NllLossModuleBackward1D_basic", # TypeError: uniform() missing 2 required keyword-only arguments: 'dtype' and 'device' # RuntimeError: Failed running call_function aten.uniform(... # https://github.com/pytorch/torchdynamo/issues/1954 "UniformNoCorrelationModule_basic", # TypeError: expected np.ndarray (got float) # TODO: This is due to returning a scalar float as output from the test. # We should probably just standardize all tests to return tensors. "DivIntModule_basic", #### Torch-MLIR internal compiler errors # These are probably due to slightly different ops being recorded by # torchdynamo vs. torchscript. # No upstream decompositions. # %6:4 = torch.operator "aten._embedding_bag_forward_only"(%1, %3, %5, %false, %int0, %false, %none, %false, %int-1) : (!torch.tensor<*,f32>, !torch.tensor<*,si64>, !torch.tensor<*,si64>, !torch.bool, !torch.int, !torch.bool, !torch.none, !torch.bool, !torch.int) -> (!torch.tensor, !torch.tensor, !torch.tensor, !torch.tensor) # See also: https://github.com/pytorch/torchdynamo/issues/327 "AtenEmbeddingBagSumExample_basic", # %1 = torch.operator "aten.scalar_tensor"(%float8.000000e00, %int6, %int0, %cpu, %none) : (!torch.float, !torch.int, !torch.int, !torch.Device, !torch.none) -> !torch.tensor "ElementwiseWhereScalarModule_basic", "ElementwiseWhereScalarOtherModule_basic", "ElementwiseWhereScalarSelfModule_basic", # %7 = torch.operator "aten._index_put_impl_.hacked_twin"(%1, %6, %5, %true, %false) : (!torch.tensor<*,f32>, !torch.list, !torch.tensor<*,f32>, !torch.bool, !torch.bool) -> !torch.tensor "IndexPutImpl1DFloatAccumulateModule_basic", "IndexPutImpl1DFloatNonAccumulateModule_basic", "IndexPutImpl1DIntAccumulateModule_basic", "IndexPutImpl1DIntNonAccumulateModule_basic", "IndexPutImpl2DFloatAccumulateModule_basic", "IndexPutImpl2DFloatNonAccumulateModule_basic", "IndexPutImpl3DFloatAccumulateModule_basic", "IndexPutImpl3DFloatNonAccumulateModule_basic", # %4 = torch.operator "aten.squeeze_.dim"(%3, %int0) : (!torch.tensor<*,f32>, !torch.int) -> !torch.tensor "Matmul_vecmat", # https://github.com/llvm/torch-mlir/issues/1611 # error: 'tensor.cast' op operand type 'tensor<0xi64>' and result type 'tensor<18xi64>' are cast incompatible "Aten_EmbeddingBagExample_basic", # error: failed to legalize operation 'torch.valsem.aten.bernoulli.float' that was explicitly marked illegal "BernoulliFloatModule_basic", # error: failed to legalize operation 'torch.aten.view' that was explicitly marked illegal "ElementwiseFlattenBroadcastModule_basic", "FlattenRank0Module_basic", "UniformModule_basic", # error: failed to materialize conversion for result #0 of operation 'torch.aten.t' that remained live after conversion "TModuleRank1_basic", # error: unsupported by backend contract: tensor with unknown rank # note: see current operation: %1 = "torch.tensor_static_info_cast"(%arg0) : (!torch.vtensor<[5,4,3,2,1],f32>) -> !torch.vtensor<*,f32> "ElementwisePreluModule_basic", # error: op lowering missing. Issue: https://github.com/llvm/torch-mlir/issues/1792 "StdCorrectionKeepDimModule_basic", } MHLO_PASS_SET = { "AdaptiveAvgPool2dNonUnitOutputSizeStaticModule_basic", "ArangeDtypeFloatModule_basic", "ArangeDtypeIntModule_basic", "ArangeFalsePinMemoryModule_basic", "ArangeFloatModule_basic", "ArangeIntModule_basic", "ArangeNegativeStartFloatModule_basic", "ArangeNegativeStartIntModule_basic", "ArangeStartFloatModule_basic", "ArangeStartIntModule_basic", "ArangeStartNegativeStepFloatModule_basic", "ArangeStartNegativeStepIntModule_basic", "ArangeStartStepFloatModule_basic", "ArangeStartStepIntModule_basic", "ArangeZeroElementOutputModule_basic", "BmmModule_basic", "BroadcastToModule_basic", "BroadcastToSameRankStaticModule_basic", "BroadcastZeroRankInputStaticModule_basic", "CumsumStaticModule_basic", "CumsumStaticNegativeDimModule_basic", "ElementwiseAtenLogicalAndOpPromoteBroadcastStaticShapeModule_basic", "ElementwiseAtenLogicalNotOpModule_basic", "ElementwiseAtenLogicalNotOpPromoteModule_basic", "ElementwiseAtenLogicalOrOpPromoteBroadcastStaticShapeModule_basic", "ElementwiseAtenLogicalXorOpPromoteBroadcastStaticShapeModule_basic", "ElementwiseAtenWhereSelfModule_basic", "ElementwiseBitwiseAndStaticShapeModule_basic", "ElementwiseBitwiseNotInt64Module_basic", "ElementwiseBitwiseNotInt32Module_basic", "ElementwiseBitwiseOrStaticShapeModule_basic", "ElementwiseBitwiseXorStaticShapeModule_basic", "ElementwiseClampModule_basic", "ElementwiseClampMinModule_basic", "ElementwiseClampMaxModule_basic", "ElementwiseExpModule_basic", "ElementwiseLogModule_basic", "ElementwiseNegModule_basic", "ElementwiseRsqrtModule_basic", "ElementwiseSigmoidModule_basic", "ElementwiseSqrtModule_basic", "ElementwiseUnaryModule_basic", "ElementwiseUnsqueezeNegDimsModule_basic", "ElementwiseToDtypeF32ToI64Module_basic", "ElementwiseAddModule_basic", "ElementwiseAddScalarFloatModule_basic", "ElementwiseAddScalarInt64Module_basic", "ElementwiseAddScalarIntModule_basic", "ElementwiseDivScalarModule_basic", "ElementwiseEqDiffWidthScalarModule_basic", "ElementwiseEqFloatScalarModule_basic", "ElementwiseEqIntScalarModule_basic", "ElementwiseErfModule_basic", "ElementwiseGeluModule_basic", "ElementwiseGtFloatScalarModule_basic", "ElementwiseGtIntScalarModule_basic", "ElementwiseGtMixed2ScalarModule_basic", "ElementwiseGeFloatIntScalarModule_basic", "ElementwiseGeFloatScalarModule_basic", "ElementwiseGeIntScalarModule_basic", "ElementwiseGeMixedIntScalarModule_basic", "ElementwiseLeakyReluStaticModule_basic", "ElementwiseLeFloatIntScalarModule_basic", "ElementwiseLeFloatScalarModule_basic", "ElementwiseLeIntScalarModule_basic", "ElementwiseLeMixedIntScalarModule_basic", "ElementwiseLtDiffWidthScalarModule_basic", "ElementwiseLtFloatScalarModule_basic", "ElementwiseLtIntScalarModule_basic", "ElementwiseMulScalarModule_basic", "ElementwiseMulScalarModule_float", "ElementwiseMulScalarModule_int", "ElementwiseNeFloatTensorModule_basic", "ElementwiseNeIntScalarModule_basic", "ElementwiseReciprocalModule_basic", "ElementwiseRelu6Module_basic", "ElementwiseReluModule_basic", "ElementwiseRemainderScalarModule_Bool_basic", "ElementwiseRemainderScalarModule_Float_basic", "ElementwiseRemainderScalarModule_Int_Float_basic", "ElementwiseRemainderScalarModule_Int_basic", "ElementwiseSubScalarFloatModule_basic", "ElementwiseSubScalarIntModule_basic", "ElementwiseWhereScalarModule_basic", "EmbeddingModule1DIndices_basic", "EmbeddingModuleI32Static_basic", "EmbeddingModuleI32_basic", "EmbeddingModuleI64_basic", "EmbeddingModuleF16_basic", "ExpandAsIntModule_basic", "ExpandModule_basic", "FullLikeModuleDefaultDtype_basic", "FullLikeModuleFalsePinMemory_basic", "FullLikeModuleFloat2D_basic", "FullLikeModuleFloat3DStatic_basic", "FullLikeModuleFloat3D_basic", "FullLikeModuleInt2DStatic_basic", "FullLikeModuleInt2D_basic", "FullLikeModuleInt3D_basic", "FullModuleDefaultDtype_basic", "FullModuleFalsePinMemory_basic", "FullModuleFloat2D_basic", "FullModuleFloat3D_basic", "FullModuleInt2D_basic", "FullModuleInt3D_basic", "GatherStaticModule_basic", "GatherModule_basic", "Gather2DInputModdule_basic", "GatherRandomIndexModule_basic", "GeluBackwardModule_basic", "HardTanhIntModule_basic", "HardTanhModule_basic", "HardsigmoidModule_basic", "HardsigmoidRandomModule_basic", "IndexSelectDynamicIndexSizeModule_basic", "IndexSelectSingleIdxModule_basic", "IndexSelectTwoIdxModule_basic", "IndexSelectWholeDimensionModule_basic", "IndexSelectWholeTensorModule_basic", "LayerNormLastDimModule_basic", "LayerNormModule_basic", "LayerNormNormalizeOverAllDimsModule_basic", "LeakyReluBackwardStaticModule_basic", "MatmulBroadcastBatchDim_basic", "MatmulSingleDynamicBatchDim_basic", "Matmul_3d", "Matmul_4d", "MeanDimEmptyDimModule_basic", "MeanDtypeModule_basic", "MeanDynamicSizesModule_basic", "MeanLargeInputModule_basic", "MeanModule_basic", "MmTanhModule_basic", "Mv_basic", "NativeLayerNormModule4D_basic", "NativeLayerNormModule_basic", "PrimsConvertElementTypeModule_basic", "ReduceFrobeniusNormKeepDimModule_basic", "ReduceSumDimIntListElementTypeBoolModule_basic", "ReduceSumElementTypeBoolModule_basic", "ReduceSumDimIntListEmptyDimModule_basic", "ReduceSumDimIntListDtypeFloatModule_basic", "ReduceSumDimIntListDtypeIntModule_basic", "ReduceSumDimIntListKeepDimFloatModule_basic", "ReduceSumDimIntListKeepDimIntModule_basic", "ReduceSumDtypeFloatModule_basic", "ReduceSumDtypeIntModule_basic", "SelectIntModule_basic", "SelectIntNegativeDimAndIndexStaticModule_basic", "SliceSingleIdxModule_basic", "SqueezeDimModule_dynamic", "SqueezeDimModule_negDim", "ToCopyBoolDTypeStaticModule_basic", "ToCopyModule_basic", "ToCopyWithDTypeFalsePinMemoryModule_basic", "ToCopyWithDTypeModule_basic", "ReduceFrobeniusNormModule_basic", "FlattenStaticModule_basic", "FlattenRank0Module_basic", "TensorsConcatNegativeDimModule_basic", "LiftFreshCopyModule_basic", "Mlp2LayerModuleNoBias_basic", "NumelModule_basic", "SqueezeModule_allUnitDim", "SqueezeDimModule_unitDim", "ViewCollapseOnesMiddleModule_basic", "ViewDoubleMergeStaticModule_basic", "ViewExpandDynamicDimModule_basic", "ViewFlattenAndExpandModule_basic", "ViewFiveTestStaticModule_basic", "ViewOffsetTestStaticModule_basic", "ViewTwoFiveThreeStaticModule_basic", "ViewTwoToThreeStaticModule_basic", "ViewExpandOnesMiddleOppModule_basic", "ViewOffsetBackwardTestStaticModule_basic", "NumToTensorFloatModule_basic", "AtenToDeviceModule_basic", "AvgPool2dStaticModule_basic", "Conv2dWithPaddingDilationStrideStaticModule_basic", "Convolution2DStaticModule_basic", "ConvolutionModule2DTransposeStridedStatic_basic", "ElementwiseCloneContiguousModule_basic", "ElementwiseCloneChannelsLastMemoryFormatModule_basic", "ElementwiseCloneModule_basic", "ElementwiseBinaryStaticShapeModule_basic", "ReturnThreeTensorFloat32_basic", "BoolTensorReturnFalseModule_basic", "BoolTensorReturnTrueModule_basic", "BoolTensorReturnMixedModule_basic", "SqueezeModule_static", "TModuleRank1_basic", "TModuleRank0_basic", "ElementwiseToDtypeIdentityModule_basic", "View1DFoldModule_basic", "UnsafeView1DFoldModule_basic", "RsubFloatModule_basic", "RsubFloatModule_noalpha_basic", "RsubIntModule_basic", "RsubIntModule_noalpha_basic", "SliceStaticModule_basic", "SliceModule_basic", "SliceNegIdxModule_basic", "SliceOutOfLowerBoundStartIndexModule_basic", "SliceOutOfUpperBoundIndexModule_basic", "SliceStartEqEndModule_basic", "SliceSizeTwoStepModule_basic", "SliceWholeTensorModule_basic", "SqueezeDimModule_static", "SqueezeDimModule_identity", "SqueezeModule_broadcast", "ReturnTwoTensorF32I64_basic", "Matmul4dStatic_basic", "Matmul_dot", "Matmul_2d", "Matmul_matvec", "Matmul_vecmat", "MaxPool2dWithIndicesStaticModule_basic", "MmDagModule_basic", "MmModule_basic", "MmModule_chained", "MaxPool2dStaticModule_basic", "PermuteModule_basic", "PermuteNegativeIndexModule_basic", "ReduceSumDimIntListKeepDimNegativeDimStaticModule_basic", "ZerosLikeModule_defaultDtype", "ZerosLikeModule_falsePinMemory", "ZerosLikeModule_float", "ZerosLikeModule_int", "ZerosModuleDefaultDtype_basic", "ZerosModuleInt2D_basic", "ZerosModuleInt3D_basic", "ZerosModuleFloat2D_basic", "ZerosModuleFloat3D_basic", "ZerosModuleFalsePinMemory_basic", "OnesModuleDefaultDtype_basic", "OnesModuleInt_basic", "OnesModuleFloat_basic", "OnesModuleFalsePinMemory_basic", "OnesLikeModule_defaultDtype", "OnesLikeModule_falsePinMemory", "OnesLikeModule_float", "OnesLikeModule_int", "NewZerosModuleDefaultDtype_basic", "NewZerosModuleInt2D_basic", "NewZerosModuleInt3D_basic", "NewZerosModuleFloat2D_basic", "NewZerosModuleFloat3D_basic", "NewZerosModuleFalsePinMemory_basic", "NewOnesModuleDefaultDtype_basic", "NewOnesModuleInt2D_basic", "NewOnesModuleInt3D_basic", "NewOnesModuleFloat2D_basic", "NewOnesModuleFloat3D_basic", "NewOnesModuleFalsePinMemory_basic", "DropoutEvalIntModule_basic", "DropoutEvalFloatModule_basic", "ContiguousModule_basic", "DropoutModule_basic", "ViewCollapseModule_basic", "ViewCollapseInferredDimModule_basic", "ViewDynamicExpandCollapseModule_basic", "ViewDynamicExpandModule_basic", "ViewExpandModule_basic", "ViewExpandOnesModule_basic", "ViewExpandOnesBeforeAndAfterModule_basic", "ViewExpandOnesMiddleModule_basic", "ViewExpandCollapseModule_basic", "ViewExpandCollapseWithOnesModule_basic", "ViewExpandInferredDimModule_basic", "ViewNegativeStaticModule_basic", "ViewNoChangeStaticModule_basic", "ViewNoChange1dModule_basic", "ViewNoChange2dModule_basic", "ViewNoChange3dModule_basic", "UnsafeViewExpandModule_basic", "ReduceMaxAllDims_basic", "ReduceMaxFloatModule_basic", "ReduceMaxSignedIntModule_basic", "ReduceMaxUnsignedIntModule_basic", "ReduceSumDimIntListFloatModule_basic", "ReduceSumDimIntListIntModule_basic", "ReduceSumFloatModule_basic", "ReduceSumSignedIntModule_basic", "ReduceSumUnsignedIntModule_basic", "RepeatModule_basic", "ReshapeAliasCollapseModule_basic", "ReshapeAliasExpandModule_basic", "ReshapeExpandModule_basic", "RollModule_basic", "TestMultipleTensorReturn_basic", "AdaptiveAvgPool2dUnitOutputSizeStaticModule_basic", "BaddbmmStaticModule_basic", "BaddbmmBroadcast1DInputModule_basic", "BaddbmmBroadcast2DInputModule_basic", "NarrowHorizontalTest2_basic", "NarrowHorizontalTest_basic", "NarrowVerticalTest2_basic", "NarrowVerticalTest_basic", "NumToTensorIntModule_basic", "NumpyTRank0Module_basic", "NumpyTRank1Module_basic", "NumpyTRank2Module_basic", "NumpyTRankNStaticModule_basic", "NumpyTRankNDynamicModule_basic", "TModuleRank2_basic", "TensorLiteralModule_basic", "TensorsConcatModule_basic", "TensorOpaqueLiteralModule_basic", "TransposeIntModule_basic", "TransposeIntNegDimsModule_basic", "ToDtypeBoolLayoutNoneModule_basic", "ToDtypeBoolLayoutNoneStaticModule_basic", "ToDtypeLayoutNoneModule_basic", "ToDtypeLayoutStridedModule_basic", "TypeAsSameModule_basic", "TypeConversionF32ToF64Module_basic", "TypeConversionF64ToF32Module_basic", "TypeConversionI1ToF32Module_basic", "TypeConversionI1ToF64Module_basic", "TypeConversionI1ToI32Module_basic", "TypeConversionI1ToI64Module_basic", "TypeConversionI32ToI64Module_basic", "TypeConversionI64ToI32Module_basic", "TypePromotionAlphaWiderModule_basic", "TypePromotionSameCategoryZeroRankWider_basic", "TypePromotionZeroRankHigherCategoryModule_basic", "OnesModuleCPUDevice_basic", "Permute0RankModule_basic", "UnsafeViewCollapseModule_basic", "UnsafeViewDynamicExpandModule_basic", "AtenRoundIntModule_basic", "TestF16Return_basic", } # Write the TOSA set as a "passing" set as it is very early in development # and very few tests work yet. TOSA_PASS_SET = { "ElementwiseCloneContiguousModule_basic", "ElementwiseCloneChannelsLastMemoryFormatModule_basic", "ElementwiseCloneModule_basic", "ElementwiseUnaryModule_basic", "ElementwiseBinaryModule_basic", "ElementwiseSigmoidModule_basic", "ElementwiseExpModule_basic", "ElementwiseReluModule_basic", "ElementwiseLeakyReluModule_basic", "ElementwiseFloorModule_basic", "ElementwiseLogModule_basic", "ElementwiseBinaryStaticShapeModule_basic", "ElementwiseMinimumModule_basic", "ElementwiseMinimumIntModule_basic", "ElementwiseMaximumModule_basic", "ElementwiseMaximumIntModule_basic", "ViewDoubleMergeStaticModule_basic", "ViewCollapseOnesMiddleModule_basic", "ViewFiveTestStaticModule_basic", "ViewOffsetTestStaticModule_basic", "ViewTwoFiveThreeStaticModule_basic", "ViewTwoToThreeStaticModule_basic", "ViewExpandOnesMiddleOppModule_basic", "ViewOffsetBackwardTestStaticModule_basic", "TanhBackward_basic", "ElementwiseAddModule_basic", "ReturnThreeTensorFloat32_basic", "AddCMulModule_basic", "AddCDivModule_basic", "SqueezeModule_broadcast", "BoolTensorReturnFalseModule_basic", "BoolTensorReturnTrueModule_basic", "BoolTensorReturnMixedModule_basic", "BoolTensorHandleSignless_basic", "ElementwiseRsqrtModule_basic", "SelectIntNegativeDimAndIndexStaticModule_basic", "SqueezeModule_static", "SqueezeModule_noUnitDim", "SqueezeModule_allUnitDim", "TModuleRank1_basic", "TModuleRank0_basic", "ElementwiseToDtypeIdentityModule_basic", "AtenToDeviceModule_basic", "View1DFoldModule_basic", "UnsafeView1DFoldModule_basic", "SqueezeDimModule_static", "SqueezeDimModule_identity", "SqueezeDimModule_unitDim", "ReturnTwoTensorF32I64_basic", "ElementwisePowModule_basic", "BmmModule_basic", "MmDagModule_basic", "Matmul4dStatic_basic", "Matmul_dot", "Matmul_3d", "RsubFloatModule_basic", "RsubFloatModule_noalpha_basic", "ElementwiseBitwiseAndModule_basic", "ElementwiseBitwiseAndStaticShapeModule_basic", "ElementwiseBitwiseNotInt32Module_basic", "ElementwiseBitwiseNotInt64Module_basic", "ElementwiseBitwiseOrModule_basic", "ElementwiseBitwiseOrStaticShapeModule_basic", "ElementwiseBitwiseXorModule_basic", "ElementwiseBitwiseXorStaticShapeModule_basic", "ElementwiseGtFloatScalarModule_basic", "ElementwiseGtIntScalarModule_basic", "ElementwiseGtMixed2ScalarModule_basic", "ElementwiseGtFloatTensorModule_basic", "ElementwiseGtIntTensorModule_basic", "ElementwiseLtFloatScalarModule_basic", "ElementwiseLtIntScalarModule_basic", "ElementwiseLtDiffWidthScalarModule_basic", "ElementwiseLtFloatTensorModule_basic", "ElementwiseLtIntTensorModule_basic", "ElementwiseEqFloatScalarModule_basic", "ElementwiseEqIntScalarModule_basic", "ElementwiseEqDiffWidthScalarModule_basic", "ElementwiseEqFloatTensorModule_basic", "ElementwiseEqIntTensorModule_basic", "ElementwiseMulScalarModule_int", "ElementwiseMulScalarModule_float", "ElementwiseMulTensorIntModule_basic", "ElementwiseDivScalarModule_basic", "ElementwiseSubScalarFloatModule_basic", "ElementwiseAddScalarFloatModule_basic", "ElementwiseMulScalarModule_float", "ElementwiseCeilModule_basic", "ElementwiseReciprocalModule_basic", "TypePromotionAlphaWiderModule_basic", "Conv2dWithPaddingDilationStrideStaticModule_basic", "BatchNorm1DModule_basic", "BatchNorm1DWith2DInputModule_basic", "BatchNorm2DModule_basic", "BatchNorm3DModule_basic", "FlattenStaticModule_basic", "FlattenRank0Module_basic", "ElementwiseFlattenBroadcastModule_basic", "SquareModule_basic", "MaxPool2dStaticModule_basic", "ResNet18StaticModule_basic", "ReduceAmaxKeepDim_basic", "NativeLayerNormModule4D_basic", "LayerNormNormalizeOverAllDimsModule_basic", "PermuteModule_basic", "PermuteNegativeIndexModule_basic", "ElementwiseLog2Module_basic", "Threshold1dIntI32Module_basic", "Threshold1dFloatModule_basic", "Threshold2dFloatModule_basic", "Threshold3dFloatModule_basic", "ElementwiseSubScalarIntModule_basic", "ElementwiseAddScalarIntModule_basic", "ElementwiseMulScalarModule_basic", "ZerosModuleDefaultDtype_basic", "ZerosModuleInt2D_basic", "ZerosModuleInt3D_basic", "ZerosModuleFloat2D_basic", "ZerosModuleFloat3D_basic", "ZerosModuleFalsePinMemory_basic", "OnesModuleDefaultDtype_basic", "OnesModuleInt_basic", "OnesModuleFloat_basic", "OnesModuleFalsePinMemory_basic", "OnesModuleCPUDevice_basic", "NewZerosModuleDefaultDtype_basic", "NewZerosModuleInt2D_basic", "NewZerosModuleInt3D_basic", "NewZerosModuleFloat2D_basic", "NewZerosModuleFloat3D_basic", "NewZerosModuleFalsePinMemory_basic", "NewOnesModuleDefaultDtype_basic", "NewOnesModuleInt2D_basic", "NewOnesModuleInt3D_basic", "NewOnesModuleFloat2D_basic", "NewOnesModuleFloat3D_basic", "NewOnesModuleFalsePinMemory_basic", "SiluModule_basic", "DropoutEvalIntModule_basic", "DropoutEvalFloatModule_basic", "ContiguousModule_basic", "DropoutModule_basic", "ViewExpandModule_basic", "ViewExpandOnesModule_basic", "ViewExpandOnesBeforeAndAfterModule_basic", "ViewExpandOnesMiddleModule_basic", "ViewExpandCollapseModule_basic", "ViewExpandCollapseWithOnesModule_basic", "ViewCollapseInferredDimModule_basic", "ViewExpandInferredDimModule_basic", "ViewNegativeStaticModule_basic", "ViewNoChangeStaticModule_basic", "UnsafeViewExpandModule_basic", "ReshapeCollapseModule_basic", "ElementwiseGeluModule_basic", "GeluBackwardModule_basic", "ElementwiseNeIntScalarModule_basic", "ElementwiseNeFloatTensorModule_basic", "Convolution2DStaticModule_basic", "ElementwiseNegModule_basic", "TestMultipleTensorReturn_basic", "TypeAsSameModule_basic", "AdaptiveAvgPool2dUnitOutputSizeStaticModule_basic", "BaddbmmDynamicModule_basic", "BaddbmmStaticModule_basic", "BaddbmmWithAlphaBetaModule_basic", "BaddbmmWithAlphaModule_basic", "BaddbmmWithBetaModule_basic", "BaddbmmBroadcast1DInputModule_basic", "BaddbmmBroadcast2DInputModule_basic", "NumpyTRank1Module_basic", "NumpyTRank2Module_basic", "NumpyTRankNStaticModule_basic", "NumpyTRankNDynamicModule_basic", "EmbeddingModuleI32Static_basic", "TModuleRank2_basic", "TransposeIntModule_basic", "TransposeIntNegDimsModule_basic", "ArgmaxModule_keepDim", "ArgmaxModule_with_dim", "_LogSoftmaxModuleStable_basic", "ElementwiseAtenWhereSelfModule_basic", "ElementwiseUnsqueezeBroadcastModule_basic", "MaskedFillScalarIntValueStaticModule_basic", "MaskedFillTensorIntValueStaticModule_basic", "ElementwiseAddScalarInt64Module_basic", "TensorLiteralModule_basic", "TensorOpaqueLiteralModule_basic", "TypePromotionDifferentCategoryModule_basic", "TypePromotionSameCategoryDifferentWidthModule_basic", "TypePromotionZeroRankHigherCategoryModule_basic", "GatherStaticModule_basic", "IndexTensorStaticModule_basic", "LiftFreshCopyModule_basic", "ReduceSumDimIntListKeepDimNegativeDimStaticModule_basic", "ReduceSumDimIntListFloatModule_basic", "ReduceSumDimIntListIntModule_basic", "ReduceSumDimIntListKeepDimFloatModule_basic", "ReduceSumDimIntListKeepDimIntModule_basic", "ReduceSumFloatModule_basic", "ReduceSumSignedIntModule_basic", "ReduceSumUnsignedIntModule_basic", "BroadcastToSameRankStaticModule_basic", "BroadcastZeroRankInputStaticModule_basic", "SliceStaticModule_basic", "ArangeStartStepIntModule_basic", "ArangeDtypeFloatModule_basic", "ArangeIntModule_basic", "ArangeNegativeStartIntModule_basic", "ArangeStartIntModule_basic", "ArangeStartNegativeStepIntModule_basic", "ArangeZeroElementOutputModule_basic", "NumToTensorIntModule_basic", "ToDtypeBoolLayoutNoneStaticModule_basic", "ToCopyBoolDTypeStaticModule_basic", "HardTanhIntModule_basic", "AtenRoundIntModule_basic", "MseLossNoReductionModule_basic", "AddCMul_Module_basic", "AddCDiv_Module_basic", "TestF16Return_basic", "ElementwiseLeakyReluModule_basic", "ElementwiseLeakyReluStaticModule_basic", "LeakyReluBackwardModule_basic", "LeakyReluBackwardStaticModule_basic", "ElementwiseRelu6Module_basic", "HardTanhModule_basic", "HardsigmoidModule_basic", "HardsigmoidRandomModule_basic", "HardswishModule_basic", "HardswishRandomModule_basic", } LTC_XFAIL_SET = { "_Convolution2DAllFalseModule_basic", "_Convolution2DBenchmarkModule_basic", "_Convolution2DCudnnModule_basic", "_Convolution2DDeterministicModule_basic", "_Convolution2DTF32Module_basic", "_ConvolutionDeprecated2DAllFalseModule_basic", "_ConvolutionDeprecated2DBenchmarkModule_basic", "_ConvolutionDeprecated2DCudnnModule_basic", "_ConvolutionDeprecated2DDeterministicModule_basic", "AdaptiveAvgPool2dNonUnitOutputSizeDynamicModule_basic", "AdaptiveAvgPool2dNonUnitOutputSizeStaticModule_basic", "AddIntModule_basic", "AtenIntBoolOpModule_basic", "BernoulliFloatModule_basic", "BernoulliTensorModule_basic", "BincountMinlengthModule_basic", "BincountModule_basic", "BincountStaticSizeModule_basic", "BoolFloatFalseModule_basic", "BoolFloatTrueModule_basic", "BoolIntFalseModule_basic", "BoolIntTrueModule_basic", "CeilFloatModule_basic", "DivFloatModule_basic", "ElementwiseAtenFloorDivideBroadcastModule_basic", "ElementwiseAtenFloorDivideModule_basic", "EqIntModule_basic", "GeFloatIntModule_basic", "GeFloatModule_basic", "GeIntModule_basic", "GtFloatIntModule_basic", "GtIntModule_basic", "HBC_basic", "IndexPut1DFloatAccumulateModule_basic", "IndexPut1DFloatNonAccumulateModule_basic", "IndexPut1DIntAccumulateModule_basic", "IndexPut1DIntNonAccumulateModule_basic", "IndexPut2DFloatAccumulateModule_basic", "IndexPut2DFloatNonAccumulateModule_basic", "IndexPut2DIntAccumulateModule_basic", "IndexPut2DIntNonAccumulateModule_basic", "IndexPut3DFloatAccumulateModule_basic", "IndexPut3DFloatNonAccumulateModule_basic", "IndexPut3DIntAccumulateModule_basic", "IndexPut3DIntNonAccumulateModule_basic", "IndexPutHackedTwin1DFloatAccumulateModule_basic", "IndexPutHackedTwin1DFloatNonAccumulateModule_basic", "IndexPutHackedTwin1DIntAccumulateModule_basic", "IndexPutHackedTwin1DIntNonAccumulateModule_basic", "IndexPutHackedTwin2DFloatAccumulateModule_basic", "IndexPutHackedTwin2DFloatNonAccumulateModule_basic", "IndexPutHackedTwin2DIntAccumulateModule_basic", "IndexPutHackedTwin2DIntNonAccumulateModule_basic", "IndexPutHackedTwin3DFloatAccumulateModule_basic", "IndexPutHackedTwin3DFloatNonAccumulateModule_basic", "IndexPutHackedTwin3DIntAccumulateModule_basic", "IndexPutHackedTwin3DIntNonAccumulateModule_basic", "IndexPutImpl1DFloatAccumulateModule_basic", "IndexPutImpl1DFloatNonAccumulateModule_basic", "IndexPutImpl1DIntAccumulateModule_basic", "IndexPutImpl1DIntNonAccumulateModule_basic", "IndexPutImpl2DFloatAccumulateModule_basic", "IndexPutImpl2DFloatNonAccumulateModule_basic", "IndexPutImpl3DFloatAccumulateModule_basic", "IndexPutImpl3DFloatNonAccumulateModule_basic", "IndexTensorModule3dInput_basic", "IndexTensorModule_basic", "IndexTensorStaticModule_basic", "IndexTensorMultiInputContiguousCenter_basic", "IndexTensorMultiInputNonContiguous_basic", "IndexTensorMultiInputOneDim_basic", "IndexTensorMultiInputThreeIndexers_basic", "IndexTensorMultiInput_basic", "IndexTensorSelectDimModule_basic", "IndexTensorMultiInputContiguousOneDimDynamic_basic", "IndexTensorMultiInputNonContiguousOneDimDynamic_basic", "IndexTensorMultiInputNonContiguousDynamic_basic", "IndexTensorMultiInputNonContiguousMultipleStaticDims_basic", "IndexTensorHackedTwinModule_basic", "IndexTensorHackedTwinModule3dInput_basic", "IndexTensorHackedTwinMultiInputNonContiguousMultipleStaticDims_basic", "LiftFreshCopyModule_basic", "Matmul_dot", "MulIntModule_basic", "DivIntModule_basic", "NeFloatIntModule_basic", "NeIntModule_basic", "QuantizedMLP_basic", "RandLikeDtypeModule_basic", "RandLikeModule_basic", "RollModule_basic", "ScalarImplicitFloatModule_basic", "ScalarImplicitIntModule_basic", "SliceEndSleStartModule_basic", "SliceOutOfUpperBoundIndexModule_basic", "SliceStartEqEndModule_basic", "SqrtIntModule_basic", "SubFloatModule_basic", "SubIntModule_basic", "TensorsConcatNegativeDimModule_basic", "TensorToBoolZeroRank_basic", "TensorToBool_basic", "TensorToFloatZeroRank_basic", "TensorToFloat_basic", "TensorToIntZeroRank_basic", "TensorToInt_basic", "TensorsConcatModule_basic", "UniformModule_basic", "UniformNoCorrelationModule_basic", "UnsafeViewCollapseDynamicWithAtenSizeIntModule_basic", "ViewCollapseDynamicWithAtenSizeIntModule_basic", "AtenEmbeddingBagSumExample_basic", "Aten_EmbeddingBagExample_basic", "ElementwiseRemainderScalarModule_Int_Float_basic", "ElementwiseRemainderScalarModule_Float_basic", "ElementwiseRemainderScalarModule_Int_basic", "ElementwiseRemainderScalarModule_Bool_basic", "AtenIntTensorByteDtypeModule_basic", "AtenIntTensorCharDtypeModule_basic", "Fill_TensorFloat32WithFloat32_basic", "Fill_TensorFloat32WithFloat64_basic", "Fill_TensorFloat32WithInt64_basic", "UpSampleNearest2dBackwardVec_basic", "UpSampleNearest2dBackwardOutputSizeNone_basic", "ConvolutionBackwardModule2D_basic", "ConvolutionBackwardModule2DPadded_basic", "VarMeanCorrectionModule_basic", "VarMeanCorrectionNoneModule_basic", "PrimsConvertElementTypeModule_basic", "CopyModule_basic", "CopyWithDifferentDTypesAndSizesModule_basic", "CopyWithDifferentDTypesModule_basic", "CopyWithDifferentSizesModule_basic", "ElementwisePreluModule_basic", "VarMeanBiasedModule_basic", "VarMeanUnbiasedModule_basic", "RandnLikeModule_basic", "RandnLikeDtypeModule_basic", "NewEmptyStridedModuleDefaultDtype_basic", }