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torch-mlir/e2e_testing/xfail_sets.py

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# 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
from torch_mlir._version import torch_version_for_comparison, version
LINALG_XFAIL_SET = COMMON_TORCH_MLIR_LOWERING_XFAILS | {
# Lowering Torch Backend IR -> Linalg-on-Tensors Backend IR failed
# 'linalg.depthwise_conv_2d_nchw_chw' op inferred input/output operand #1 has shape's dimension #0 to be 4, but found 8
"Conv2dWithPaddingDilationStrideStaticModule_depthwise_multiplier",
}
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",
#### 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",
# error: failed to legalize operation 'torch.valsem.aten.bernoulli.float' that was explicitly marked illegal
"BernoulliFloatModule_basic",
"BernoulliPModule_basic",
# error: failed to legalize operation 'torch.aten.view' that was explicitly marked illegal
"ElementwiseFlattenBroadcastModule_basic",
"FlattenRank0Module_basic",
"UniformModule_basic",
"UniformStaticShapeModule_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: value (Tensor with shape=[2, 3, 6, 10], dtype=torch.float32, min=-1.336e-32, max=+0.9152, mean=+0.4837) is not close to golden value (Tensor with shape=[2, 3, 6, 10], dtype=torch.float32, min=+0.02233, max=+0.9152, mean=+0.4777)
"UpSampleNearest2dDynamicFactor_basic",
"ReduceMaxAlongDimUnsignedInt_basic",
#ERROR: value (-56) is not equal to golden value (200)
"AtenIntTensorByteDtypeModule_basic",
# ERROR: assert isinstance(e, FakeTensor)
"ElementwiseAddScalar_NumToTensorFloat_Module_basic",
# ERROR: assert isinstance(e, FakeTensor)
"RsubInt0d_NumToTensor_Module_basic",
# ERROR: RuntimeError: Found a custom (non-ATen) operator that either mutates or its inputs: prims::squeeze.. Getting these operators to work with functionalization requires some extra work. For mutable ops you need to register a corresponding out-of-place variant of the op, and you also need to register a Functionalization kernel that performs some boilerplate, telling functionalization to map from the mutable op to the out-of-place op. See a more complete example of how to do this at https://gist.github.com/bdhirsh/7dadbf6296f8f7d1abcf4c482f438aaa.
"PrimsSqueezeModule_basic",
"PrimsSqueezeEmptyDimensionsModule_basic",
# ERROR: RuntimeError: Found a custom (non-ATen) operator that either mutates or its inputs: prims::view_of.. Getting these operators to work with functionalization requires some extra work. For mutable ops you need to register a corresponding out-of-place variant of the op, and you also need to register a Functionalization kernel that performs some boilerplate, telling functionalization to map from the mutable op to the out-of-place op. See a more complete example of how to do this at https://gist.github.com/bdhirsh/7dadbf6296f8f7d1abcf4c482f438aaa.
"PrimsViewOfModule_basic",
"PrimsViewOfZeroRankModule_basic",
# See https://github.com/llvm/torch-mlir/pull/2040 and corresponding upstream issue
# https://github.com/pytorch/pytorch/issues/99752.
# torch._dynamo.exc.Unsupported: call_function BuiltinVariable(bool) [TensorVariable()] {}
'TensorToBoolZeroRank_basic',
'TensorToBool_basic',
# START tests failing due to: torch._dynamo.exc.Unsupported: call_function BuiltinVariable(float) [TensorVariable()] {}
'AtenSubFloatModule_basic',
'BoolFloatFalseModule_basic',
'BoolFloatTrueModule_basic',
'CeilFloatModule_basic',
'DivFloatModule_basic',
'GeFloatIntModule_basic',
'GeFloatModule_basic',
'GtFloatIntModule_basic',
'NeFloatIntModule_basic',
'SubFloatModule_basic',
'TensorToFloatZeroRank_basic',
'TensorToFloat_basic',
# END tests failing due to: torch._dynamo.exc.Unsupported: call_function BuiltinVariable(float) [TensorVariable()] {}
# START tests failing due to: torch._dynamo.exc.Unsupported: call_function BuiltinVariable(int) [TensorVariable()] {}
'AddIntModule_basic',
'AtenIntTensorCharDtypeModule_basic',
'BoolIntFalseModule_basic',
'BoolIntTrueModule_basic',
'DivIntModule_basic',
'EqIntModule_basic',
'GeIntModule_basic',
'GtIntModule_basic',
'MulIntModule_basic',
'NeIntModule_basic',
'SqrtIntModule_basic',
'SubIntModule_basic',
'TensorToIntZeroRank_basic',
'TensorToInt_basic',
'UnsafeViewCollapseDynamicWithAtenSizeIntModule_basic',
'ViewCollapseDynamicWithAtenSizeIntModule_basic',
# END tests failing due to: torch._dynamo.exc.Unsupported: call_function BuiltinVariable(int) [TensorVariable()] {}
# ERROR: torch._dynamo.exc.Unsupported: call_method ListVariable() sort [] {'reverse': ConstantVariable(bool)}
'SortIntListReverse_basic',
# ERROR: torch._dynamo.exc.Unsupported: call_method ListVariable() sort [] {}
'SortIntList_basic',
# START tests failing due to: torch._dynamo.exc.Unsupported: data dependent operator: aten._local_scalar_dense.default
'AtenFloatScalarModule_basic',
'AtenIntBoolOpModule_basic',
'OneHotModule_basic',
'QuantizedMLP_basic',
'ScalarImplicitFloatModule_basic',
'ScalarImplicitIntModule_basic',
# END tests failing due to: torch._dynamo.exc.Unsupported: data dependent operator: aten._local_scalar_dense.default
# START tests failing due to: torch._dynamo.exc.Unsupported: dynamic shape operator: aten.bincount.default
'BincountMinlengthModule_basic',
'BincountModule_basic',
'BincountStaticSizeModule_basic',
# END tests failing due to: torch._dynamo.exc.Unsupported: dynamic shape operator: aten.bincount.default
# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor bool call_function aten.Bool
'BoolFloatConstantModule_basic',
'BoolIntConstantModule_basic',
# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor bool call_function aten.__contains__
'ContainsIntList_False',
'ContainsIntList_True',
# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor bool call_function aten.all
'AllBoolFalseModule_basic',
'AllBoolTrueModule_basic',
# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor bool call_function aten.any
'AnyBoolFalseModule_basic',
'AnyBoolTrueModule_basic',
# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor float call_function aten.sqrt
'SqrtIntConstantModule_basic',
# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function aten.size
'BroadcastDynamicDimModule_basic',
# START tests failing due to: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function aten.Int
'AtenIntBoolOpConstFalseModule_basic',
'AtenIntBoolOpConstTrueModule_basic',
'IntFloatModule_basic',
'PowIntFloatModule_basic',
# END tests failing due to: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function aten.Int
# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function aten.len
'LenStrModule_basic',
# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function aten.numel
'NumelModule_basic',
'NumelZeroRankModule_basic',
# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function prim.max
'PrimMaxIntModule_basic',
# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function prim.min
'PrimMinIntModule_basic',
'PrimMinIntDynamicModule_basic',
# START tests failing due to: empty graph in dynamo
'IsFloatingPointFloat_True',
'IsFloatingPointInt_False',
'TorchPrimLoopForLikeModule_basic',
'TorchPrimLoopWhileLikeModule_basic',
"ScalarConstantTupleModule_basic",
# END tests failing due to: empty graph in dynamo
# ERROR due to: backend never runs because of empty frame
'ConstantBoolParameterModule_basic',
# START tests failing due to: 'torch.aten.mul.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.float'
"AddCDivModule_basic",
"ElementwiseMulScalarModule_basic",
"ElementwiseMulScalarModule_float",
"NativeGroupNormBackwardModule_basic",
"UpSampleNearest2dDynamicSize_basic",
"UpSampleNearest2dStaticFactor_basic",
"UpSampleNearest2dStaticSize_basic",
"UpSampleNearest2d_basic",
# END tests failing due to: 'torch.aten.mul.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.float'
# START tests failing due to: 'torch.aten.add.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.float'
"BatchNorm1DModule_basic",
"BatchNorm1DWith2DInputModule_basic",
"BatchNorm2DModule_basic",
"BatchNorm3DModule_basic",
"BatchNorm1DStaticShapeModule_basic",
"ElementwiseAddScalarFloatModule_basic",
"ElementwiseAddScalarInt64Module_basic",
"ElementwiseAddScalarIntModule_basic",
"MobilenetV3Module_basic",
"NativeBatchNorm1DModule_basic",
"NativeBatchNorm2DModule_basic",
"NativeBatchNorm3DModule_basic",
"NativeBatchNormNoneWeightModule_basic",
"NativeGroupNormModule_basic",
"ResNet18Module_basic",
"ResNet18StaticModule_basic",
# END tests failing due to: 'torch.aten.add.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.float'
# ERROR: 'torch.aten.add.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.int'
"ElementwiseAddScalar_TensorLiteralInt32_Module_basic",
"HBC_basic",
# ERROR: 'torch.aten.div.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.float'
"ElementwiseDivScalarModule_basic",
# ERROR: 'torch.aten.div.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.int'
"ElementwiseAtenDivIntScalarModule_basic",
# ERROR: 'torch.aten.mul.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.int'
"ElementwiseMulScalarModule_int",
# ERROR: 'torch.aten.sub.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.float'
"ElementwiseSubScalarFloatModule_basic",
"ElementwiseSubScalarIntModule_basic",
# ERROR: Exception: Unsupported: missing default value for argument 0 in schema for aten.div.Tensor_mode
"ElementwiseDivRoundingModeFloorModule_basic",
"ElementwiseDivRoundingModeTruncModule_basic",
# ERROR: Exception: Unsupported op: get_attr
"NumToTensorFloatModule_basic",
"NumToTensorIntModule_basic",
"TensorFloatModule_basic",
"TensorIntModule_basic",
# ERROR: Exception: Unsupported: missing default value for argument 0 in schema for aten.randn.generator
"RandnGeneratorF64Module_basic",
"RandnGeneratorModule_basic",
# START tests failing due to: complex floating point ops
# END tests failing due to: complex floating point ops
# ERROR: Exception: Unsupported: return type List[Tensor] in schema for aten.unbind.int
"UnbindIntListUnpack_Module_basic",
"UnbindIntGetItem_Module_basic",
# ERROR: torch._dynamo.exc.Unsupported: call_function BuiltinVariable(float) [TensorVariable()] {}
"ScatterValueFloatModule_basic",
# ERROR: torch._dynamo.exc.Unsupported: call_function BuiltinVariable(int) [TensorVariable()] {}
"ScatterValueIntModule_basic",
# AssertionError: Unregistered operation: torch.aten._unsafe_index_put
"UnsafeIndexPutHackedTwin1DFloatNonAccumulateModule_basic",
# Lowering Torch Backend IR -> Linalg-on-Tensors Backend IR failed
# 'linalg.depthwise_conv_2d_nchw_chw' op inferred input/output operand #1 has shape's dimension #0 to be 4, but found 8
"Conv2dWithPaddingDilationStrideStaticModule_depthwise_multiplier",
# Exception: Unsupported: node.meta['val'] is not a FakeTensor or list of FakeTensor's: _scaled_dot_product_flash_attention;
"ScaledDotProductAttentionSameModule_basic",
"ScaledDotProductAttentionDifferentModule_basic",
# AssertionError: Unregistered operation: torch.aten._embedding_bag_forward_only
"AtenEmbeddingBagStaticModule_basic",
}
if torch_version_for_comparison() < version.parse("2.1.0.dev"):
TORCHDYNAMO_XFAIL_SET -= {
"ScaledDotProductAttentionSameModule_basic",
"ScaledDotProductAttentionDifferentModule_basic",
}
TORCHDYNAMO_CRASHING_SET = {
# 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
"Aten_EmbeddingBagExample_basic",
"FullModuleInt3D_basic",
"ThresholdBackward1dIntModule_basic",
"ThresholdBackward2dIntModule_basic",
"ThresholdBackward3dIntModule_basic",
# See https://github.com/llvm/torch-mlir/issues/2050
"ElementwiseCloneChannelsLastMemoryFormatModule_basic",
"ElementwiseCloneContiguousModule_basic",
"ElementwiseCloneModule_basic",
"ExpandAsFloatModule_basic",
"ExpandAsIntModule_basic",
"ExpandModule_basic",
"MoveDimIntModule_basic",
"MoveDimIntNegativeIndexModule_basic",
"NarrowVerticalTest2_basic",
"NarrowVerticalTest_basic",
"NumpyTRank2Module_basic",
"NumpyTRankNDynamicModule_basic",
"NumpyTRankNStaticModule_basic",
"PermuteModule_basic",
"PermuteNegativeIndexModule_basic",
"SelectIntNegativeDimAndIndexStaticModule_basic",
"TestMultipleTensorAndPrimitiveTypesReturn_basic",
"TModuleRank2_basic",
"ToCopyModule_basic",
"TransposeIntModule_basic",
"TransposeIntNegDimsModule_basic",
"IndexPutImpl2DNoneIndexStaticModule_basic",
}
STABLEHLO_PASS_SET = {
"TileBigDimsSizeModule_basic",
"TileSmallDimsSizeModule_basic",
"AddIntModule_basic",
"AtenIntBoolOpModule_basic",
"AtenIntTensorByteDtypeModule_basic",
"AtenIntTensorCharDtypeModule_basic",
"BoolFloatFalseModule_basic",
"BoolFloatTrueModule_basic",
"BoolIntFalseModule_basic",
"BoolIntTrueModule_basic",
"CeilFloatModule_basic",
"DivFloatModule_basic",
"DivIntModule_basic",
"EqIntModule_basic",
"GeFloatIntModule_basic",
"GeFloatModule_basic",
"GeIntModule_basic",
"GtFloatIntModule_basic",
"GtIntModule_basic",
"MulIntModule_basic",
"NeFloatIntModule_basic",
"NeIntModule_basic",
"SqrtIntModule_basic",
"SubFloatModule_basic",
"SubIntModule_basic",
"TensorToBoolZeroRank_basic",
"TensorToIntZeroRank_basic",
"TensorToFloatZeroRank_basic",
"IndexTensorStaticContiguousWithNoneModule_basic",
"IndexTensorStaticNonContiguousWithNoneModule_basic",
"AliasModule_basic",
"TensorIntModule_basic",
"AllBoolFalseModule_basic",
"AllBoolTrueModule_basic",
"AnyBoolFalseModule_basic",
"AnyBoolTrueModule_basic",
"AtenIntBoolOpConstFalseModule_basic",
"AtenIntBoolOpConstTrueModule_basic",
"AtenFloatScalarModule_basic",
"ScalarImplicitFloatModule_basic",
"ScalarImplicitIntModule_basic",
"AtenSubFloatModule_basic",
"BoolFloatConstantModule_basic",
"BoolIntConstantModule_basic",
"ContainsIntList_False",
"ContainsIntList_True",
"IntFloatModule_basic",
"IsFloatingPointFloat_True",
"IsFloatingPointInt_False",
"LenStrModule_basic",
"MeanDimAllReduceKeepdimModule_basic",
"MeanDimAllReduceModule_basic",
"MeanDimDtypeModule_basic",
"MeanDimKeepdimModule_basic",
"MeanDimModule_basic",
"MeanDimNegativeModule_basic",
"NumelZeroRankModule_basic",
"PowIntFloatModule_basic",
"PrimMaxIntModule_basic",
"PrimMinIntModule_basic",
"PrimMinIntDynamicModule_basic",
"SortIntListReverse_basic",
"SortIntList_basic",
"SqrtIntConstantModule_basic",
"StdBiasedModule_basic",
"StdDimBiasedModule_basic",
"TestMultipleTensorAndPrimitiveTypesReturn_basic",
"VarBiasedModule_basic",
"VarDimBiasedModule_basic",
"VarMeanBiasedModule_basic",
"VarMeanDimBiasedModule_basic",
"ConstantBoolParameterModule_basic",
"MaskedFillScalarIntValueStaticModule_basic",
"MaskedFillScalarFloatValueStaticModule_basic",
"AdaptiveAvgPool1dNonUnitOutputSizeStaticModule_basic",
"AdaptiveAvgPool2dNonUnitOutputSizeStaticModule_basic",
"AddSizeIntModule_basic",
"AddSizeIntNegDimModule_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",
"BatchMlpLayerModule_basic",
"BatchNorm1DModule_basic",
"BatchNorm1DWith2DInputModule_basic",
"BatchNorm2DModule_basic",
"BatchNorm3DModule_basic",
"BatchNorm1DStaticShapeModule_basic",
"ResNet18StaticModule_basic",
"BmmFloatModule_basic",
"BmmIntModule_basic",
"BroadcastToModule_basic",
"BroadcastToSameRankStaticModule_basic",
"BroadcastZeroRankInputStaticModule_basic",
"BroadcastListConstructWithMinusOneModule_basic",
"BucketizeTensorStaticFloatModule_basic",
"BucketizeTensorStaticModule_basic",
"CumsumStaticModule_basic",
"CumsumStaticNegativeDimModule_basic",
"DetachModule_basic",
"ElementwiseIsnanModule_basic",
"ElementwiseAtenLogicalAndOpPromoteBroadcastStaticShapeModule_basic",
"ElementwiseAtenLogicalNotOpModule_basic",
"ElementwiseAtenLogicalNotOpPromoteModule_basic",
"ElementwiseAtenLogicalOrOpPromoteBroadcastStaticShapeModule_basic",
"ElementwiseAtenLogicalXorOpPromoteBroadcastStaticShapeModule_basic",
"ElementwiseAtenWhereSelfModule_basic",
"ElementwiseWhereScalarOtherStaticModule_basic",
"ElementwiseWhereScalarSelfStaticModule_basic",
"ElementwiseBitwiseAndStaticShapeModule_basic",
"ElementwiseBitwiseNotInt64Module_basic",
"ElementwiseBitwiseNotInt32Module_basic",
"ElementwiseOrTensorStaticShapeModule_basic",
"ElementwiseBitwiseOrStaticShapeModule_basic",
"ElementwiseBitwiseXorStaticShapeModule_basic",
"ElementwiseClampModule_basic",
"ElementwiseClampMinModule_basic",
"ElementwiseClampMaxModule_basic",
"ElementwiseSignModule_basic",
"ElementwisePowModule_basic",
"ElementwisePowTensorStaticModule_basic",
"ElementwisePowTensorBroadcastStaticModule_basic",
"ElementwiseExpModule_basic",
"ElementwiseFlattenBroadcastModule_basic",
"ElementwiseLeakyReluModule_basic",
"ElementwiseEluModule_basic",
"ElementwiseEluNonDefaultModule_basic",
"ElementwiseLogModule_basic",
"ElementwiseNegModule_basic",
"ElementwiseRsqrtModule_basic",
"ElementwiseSigmoidModule_basic",
"ElementwiseSqrtModule_basic",
"ElementwiseSinModule_basic",
"ElementwiseCosModule_basic",
"ElementwiseCeilModule_basic",
"ElementwiseFloorModule_basic",
"ElementwiseUnaryModule_basic",
"ElementwiseUnsqueezeBroadcastModule_basic",
"ElementwiseUnsqueezeNegDimsModule_basic",
"ElementwiseToDtypeF32ToI64Module_basic",
"ElementwiseAddModule_basic",
"ElementwiseAddScalarFloatModule_basic",
"ElementwiseAddScalarInt64Module_basic",
"ElementwiseAddScalarIntModule_basic",
"ElementwiseAddScalar_NumToTensorFloat_Module_basic",
"ElementwiseAddScalar_TensorLiteralInt32_Module_basic",
"ElementwiseDivScalarModule_basic",
"ElementwiseAtenDivIntScalarModule_basic",
"ElementwiseEqDiffWidthScalarModule_basic",
"ElementwiseEqFloatScalarModule_basic",
"ElementwiseEqIntScalarModule_basic",
"ElementwiseNeFloatScalarModule_basic",
"ElementwiseNeFloatTensorStaticModule_basic",
"ElementwiseNeIntTensorStaticModule_basic",
"ElementwiseEqBoolScalarModule_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",
"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",
"ElementwiseAbsModule_basic",
"EmbeddingModule1DIndices_basic",
"EmbeddingModuleI32Static_basic",
"EmbeddingModuleI32_basic",
"EmbeddingModuleI64_basic",
"EmbeddingModuleF16_basic",
"EmptyLikeMemoryFormatModule_basic",
"EmptyLikeModule_defaultDtype",
"EmptyLikeModule_falsePinMemory",
"EmptyLikeModule_float",
"EmptyLikeModule_int",
"ExpandAsIntModule_basic",
"ExpandModule_basic",
"Fill_TensorFloat64WithFloat32_basic",
"Fill_TensorFloat64WithFloat64_basic",
"Fill_TensorFloat64WithInt64_basic",
"Fill_TensorFloat64WithFloat32Static_basic",
"Fill_TensorFloat64WithInt64Static_basic",
"FlipModuleStaticShape_basic",
"FlipNegativeIndexModule_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",
"NewFullModuleDefaultDtype_basic",
"NewFullModuleFalsePinMemory_basic",
"NewFullModuleFloat2D_basic",
"NewFullModuleFloat3DStatic_basic",
"NewFullModuleFloat3D_basic",
"NewFullModuleInt2DStatic_basic",
"NewFullModuleInt2D_basic",
"NewFullModuleInt3D_basic",
"GatherStaticModule_basic",
"GatherModule_basic",
"Gather2DInputModdule_basic",
"GatherRandomIndexModule_basic",
"GatherNegativeDimModule_basic",
"GeluBackwardModule_basic",
"HardswishModule_basic",
"HardswishRandomModule_basic",
"HardTanhIntModule_basic",
"HardTanhModule_basic",
"HardsigmoidModule_basic",
"HardsigmoidRandomModule_basic",
"IndexSelectDynamicIndexSizeModule_basic",
"IndexSelectSingleIdxModule_basic",
"IndexSelectTwoIdxModule_basic",
"IndexSelectWholeDimensionModule_basic",
"IndexSelectWholeTensorModule_basic",
"IndexSelectNegativeDimModule_basic",
"IndexTensorStaticModule_basic",
"IndexTensorMultiIndexStaticModule_basic",
"LayerNormLastDimModule_basic",
"LayerNormModule_basic",
"LayerNormNormalizeOverAllDimsModule_basic",
"LeakyReluBackwardStaticModule_basic",
"LinalgVectorNormModule_basic",
"LinalgVectorNormKeepDimModule_basic",
"MatmulBroadcastBatchDim_basic",
"MatmulSingleDynamicBatchDim_basic",
"Matmul_3d",
"Matmul_4d",
"MeanDimEmptyDimModule_basic",
"MeanDtypeModule_basic",
"MeanDynamicSizesModule_basic",
"MeanLargeInputModule_basic",
"MeanModule_basic",
"Mlp1LayerModule_basic",
"Mlp2LayerModule_basic",
"MmTanhModule_basic",
"Mv_basic",
"NativeLayerNormModule4D_basic",
"NativeLayerNormModule_basic",
"OneHotModule_basic",
"PrimsConvertElementTypeModule_basic",
"ReduceFrobeniusNormKeepDimModule_basic",
"ReduceSumDimIntListElementTypeBoolModule_basic",
"ReduceSumElementTypeBoolModule_basic",
"ReduceSumDimIntListEmptyDimModule_basic",
"ReduceSumDimIntListDtypeFloatModule_basic",
"ReduceSumDimIntListDtypeIntModule_basic",
"ReduceSumDimIntListKeepDimFloatModule_basic",
"ReduceSumDimIntListKeepDimIntModule_basic",
"ReduceSumDtypeFloatModule_basic",
"ReduceSumDtypeIntModule_basic",
"ReduceL1NormModule_basic",
"ReduceL1NormWithDTypeModule_basic",
"ReduceL2NormModule_basic",
"ReduceL3NormAllDimsModule_basic",
"ReduceL3NormKeepDimModule_basic",
"ReduceLN3NormModule_basic",
"NormScalarOptDimKeepDimModule_basic",
"NormScalarOptDimModule_basic",
"NormalizeModule_basic",
"ScalarConstantTupleModule_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",
"TensorsConcatPromoteDTypeModule_basic",
"TensorsConcatStaticModule_basic",
"TensorsConcatNegativeDimStaticModule_basic",
"TensorsStackModule_basic",
"TensorsStackNegativeDimModule_basic",
"TensorsStackPromoteDTypeModule_basic",
"LiftFreshCopyModule_basic",
"Mlp2LayerModuleNoBias_basic",
"NumelModule_basic",
"SiluModule_basic",
"SquareModule_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",
"AvgPool1dStaticModule_basic",
"AvgPool2dStaticModule_basic",
"Conv2dWithPaddingDilationStrideStaticModule_basic",
"Conv2dWithPaddingDilationStrideStaticModule_depthwise",
"Conv2dWithPaddingDilationStrideStaticModule_depthwise_multiplier",
"Conv2dWithPaddingDilationStrideStaticModule_grouped",
"Conv2dWithPaddingDilationStrideStaticModule_grouped_multiplier",
"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",
"RsubInt0d_NumToTensor_Module_basic",
"ScalarTensorDefaultDtypeModule_basic",
"ScalarTensorFloat32Module_basic",
"ScalarTensorInt32Module_basic",
"ScalarTensorInt64Module_basic",
"SelectScattertModule_basic",
"SelectScattertStaticModule_basic",
"SliceStaticModule_basic",
"SliceModule_basic",
"SliceNegIdxModule_basic",
"SliceOutOfLowerBoundStartIndexModule_basic",
"SliceOutOfUpperBoundIndexModule_basic",
"SliceOutOfUpperBoundIndexStaticModule_basic",
"SliceStartEqEndModule_basic",
"SliceSizeTwoStepModule_basic",
"SliceWholeTensorModule_basic",
"SliceScatterModule_basic",
"SliceScatterNegativeDimModule_basic",
"SliceScatterNegativeEndModule_basic",
"SliceScatterStaticModule_basic",
"SliceScatterStepVariationModule_basic",
"SliceScatterZeroDimModule_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",
"EmptyModule_contiguous",
"EmptyModule_defaultDtype",
"EmptyModule_falsePinMemory",
"EmptyModule_int",
"EmptyModule_float",
"NewEmptyModuleDefaultDtype_basic",
"NewEmptyModuleFalsePinMemory_basic",
"NewEmptyModuleFloat2D_basic",
"NewEmptyModuleFloat3D_basic",
"NewEmptyModuleInt2D_basic",
"NewEmptyModuleInt3D_basic",
"NewEmptyModuleLayoutIntDtype_basic",
"NewEmptyModuleNonDefaultFloatDtype_basic",
"NewEmptyModuleNonDefaultIntDtype_basic",
"NewEmptyStridedModuleDefaultDtype_basic",
"EmptyStridedModule_basic",
"PermuteModule_basic",
"PermuteNegativeIndexModule_basic",
"ReduceSumDimIntListKeepDimNegativeDimStaticModule_basic",
"ZeroFloat32Module_basic",
"ZeroInt32Module_basic",
"ZeroInt64Module_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",
"NewZerosStaticModuleLayoutStrided_basic",
"DropoutEvalIntModule_basic",
"DropoutEvalFloatModule_basic",
"DropoutTrainStaticShapeModule_basic",
"NativeDropoutEvalFloatModule_basic",
"NativeDropoutTrainStaticShapeModule_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",
"ReduceMinAllDims_basic",
"ReduceMinFloatModule_basic",
"ReduceMinSignedIntModule_basic",
"ReduceMinUnsignedIntModule_basic",
"ReduceSumDimIntListFloatModule_basic",
"ReduceSumDimIntListIntModule_basic",
"ReduceSumFloatModule_basic",
"ReduceSumSignedIntModule_basic",
"ReduceSumUnsignedIntModule_basic",
"RepeatModule_basic",
"ReshapeAliasCollapseModule_basic",
"ReshapeAliasExpandModule_basic",
"ReshapeExpandModule_basic",
"RollModule_basic",
"TestMultipleTensorReturn_basic",
"AdaptiveAvgPool1dUnitOutputSizeStaticModule_basic",
"AdaptiveAvgPool2dUnitOutputSizeStaticModule_basic",
"BaddbmmStaticModule_basic",
"BaddbmmBroadcast1DInputModule_basic",
"BaddbmmBroadcast2DInputModule_basic",
"NarrowHorizontalTest2_basic",
"NarrowHorizontalTest_basic",
"NarrowVerticalTest2_basic",
"NarrowVerticalTest_basic",
"NarrowTensorHorizontalModule_basic",
"NarrowTensorVerticalModule_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",
"TypeAsDifferentModule_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",
"_LogSoftmaxModuleStable_basic",
"PrimsSqueezeModule_basic",
"PrimsSqueezeEmptyDimensionsModule_basic",
"MoveDimIntModule_basic",
"MoveDimIntNegativeIndexModule_basic",
"ConvolutionBackwardModule2DStatic_basic",
"ConvolutionBackwardModule2DStrided_basic",
"PrimsViewOfModule_basic",
"PrimsViewOfZeroRankModule_basic",
"AtenComplex64Module_basic",
"SplitTensorGetItem_Module_basic",
"SplitTensorListUnpackModule_basic",
"SplitTensorNegativeDimModule_basic",
"SplitTensorLastSmallerModule_basic",
"SplitWithSizesListUnpackModule_basic",
"UnbindIntListUnpack_Module_basic",
"UnbindIntGetItem_Module_basic",
"ChunkListUnpack_Module_basic",
"ChunkListUnpackUneven_Module_basic",
"RandIntDtypeModule_basic",
"RandIntLowDtypeModule_basic",
"RandIntLowModule_basic",
"RandIntModule_basic",
"RandIntPinMemoryModule_basic",
"RandModule_basic",
"UniformStaticShapeModule_basic",
"UniformNoCorrelationModule_basic",
"TupleModule_basic",
"AtenEmbeddingBagStaticModule_basic",
}
STABLEHLO_CRASHING_SET = {
# These e2e tests crash because currently mlir-hlo's shape-component-analysis
# only support exact one index in tensor::ExtractOp when it's related with
# some tensors' shape. REF:
# https://github.com/tensorflow/mlir-hlo/blob/master/mhlo/analysis/shape_component_analysis.cc#L586
# FIXME if upstream mlir-hlo fix this.
"ViewCollapseDynamicWithAtenSizeIntModule_basic",
"UnsafeViewCollapseDynamicWithAtenSizeIntModule_basic",
"Aten_EmbeddingBagExample_basic",
"AtenEmbeddingBagSumExample_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 = {
"TileBigDimsSizeModule_basic",
"TileSmallDimsSizeModule_basic",
"IndexPutImpl2DNoneIndexStaticModule_basic",
"AliasModule_basic",
"MaxPool2dEmptyStrideStaticModule_basic",
"ConstantBoolParameterModule_basic",
"ElementwiseCloneContiguousModule_basic",
"ElementwiseCloneChannelsLastMemoryFormatModule_basic",
"ElementwiseCloneModule_basic",
"ElementwiseUnaryModule_basic",
"ElementwiseBinaryModule_basic",
"ElementwiseSigmoidModule_basic",
"ElementwiseExpModule_basic",
"ElementwiseReluModule_basic",
"ElementwiseLeakyReluModule_basic",
"ElementwiseEluModule_basic",
"ElementwiseEluNonDefaultModule_basic",
"ElementwiseFloorModule_basic",
"ElementwiseLogModule_basic",
"ElementwiseBinaryStaticShapeModule_basic",
"ElementwiseMinimumModule_basic",
"ElementwiseMinimumIntModule_basic",
"ElementwiseMinOtherIntModule_basic",
"ElementwiseMinOtherModule_basic",
"ElementwiseMaximumModule_basic",
"ElementwiseMaximumIntModule_basic",
"ElementwiseMaxOtherIntModule_basic",
"ElementwiseMaxOtherModule_basic",
"ViewDoubleMergeStaticModule_basic",
"ViewCollapseOnesMiddleModule_basic",
"ViewFiveTestStaticModule_basic",
"ViewOffsetTestStaticModule_basic",
"ViewTwoFiveThreeStaticModule_basic",
"ViewTwoToThreeStaticModule_basic",
"ViewExpandOnesMiddleOppModule_basic",
"ViewOffsetBackwardTestStaticModule_basic",
"TanhBackward_basic",
"HardtanhBackward_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",
"ElementwiseSignModule_basic",
"ElementwisePowModule_basic",
"BmmFloatModule_basic",
"MmDagModule_basic",
"Matmul4dStatic_basic",
"Matmul_dot",
"Matmul_3d",
"RsubFloatModule_basic",
"RsubFloatModule_noalpha_basic",
"RsubInt0d_NumToTensor_Module_basic",
"ElementwiseBitwiseAndModule_basic",
"ElementwiseBitwiseAndStaticShapeModule_basic",
"ElementwiseBitwiseNotInt32Module_basic",
"ElementwiseBitwiseNotInt64Module_basic",
"ElementwiseOrTensorStaticShapeModule_basic",
"ElementwiseOrTensorModule_basic",
"ElementwiseBitwiseOrModule_basic",
"ElementwiseBitwiseOrStaticShapeModule_basic",
"ElementwiseBitwiseXorModule_basic",
"ElementwiseBitwiseXorStaticShapeModule_basic",
"ElementwiseGeFloatIntScalarModule_basic",
"ElementwiseGeFloatScalarModule_basic",
"ElementwiseGeIntScalarModule_basic",
"ElementwiseGeMixedIntScalarModule_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",
"ElementwiseEqBoolScalarModule_basic",
"ElementwiseEqDiffWidthScalarModule_basic",
"ElementwiseEqFloatTensorModule_basic",
"ElementwiseEqIntTensorModule_basic",
"ElementwiseNeFloatScalarModule_basic",
"ElementwiseNeFloatTensorModule_basic",
"ElementwiseNeFloatTensorStaticModule_basic",
"ElementwiseNeIntTensorModule_basic",
"ElementwiseNeIntTensorStaticModule_basic",
"ElementwiseMulScalarModule_int",
"ElementwiseMulScalarModule_float",
"ElementwiseMulTensorIntModule_basic",
"ElementwiseDivScalarModule_basic",
"ElementwiseAtenDivIntScalarModule_basic",
"ElementwiseSubScalarFloatModule_basic",
"ElementwiseAddScalarFloatModule_basic",
"ElementwiseAddScalar_TensorLiteralInt32_Module_basic",
"ElementwiseMulScalarModule_float",
"ElementwiseCeilModule_basic",
"ElementwiseReciprocalModule_basic",
"ElementwiseIsnanModule_basic",
"TypePromotionAlphaWiderModule_basic",
"Conv2dWithPaddingDilationStrideStaticModule_basic",
"Conv2dWithPaddingDilationStrideStaticModule_depthwise",
"Conv2dWithPaddingDilationStrideStaticModule_depthwise_multiplier",
"BatchNorm1DModule_basic",
"BatchNorm1DWith2DInputModule_basic",
"BatchNorm2DModule_basic",
"BatchNorm3DModule_basic",
"BatchNorm1DStaticShapeModule_basic",
"FlattenStaticModule_basic",
"FlattenRank0Module_basic",
"ElementwiseFlattenBroadcastModule_basic",
"SquareModule_basic",
"MaxPool2dStaticModule_basic",
"MaxPool2dStaticCeilModeTrueModule_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",
"Convolution2DStaticModule_basic",
"ElementwiseNegModule_basic",
"TestMultipleTensorReturn_basic",
"TypeAsSameModule_basic",
"AdaptiveAvgPool2dNonUnitOutputSizeStaticModule_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",
"EmbeddingModule1DIndices_basic",
"TModuleRank2_basic",
"TransposeIntModule_basic",
"TransposeIntNegDimsModule_basic",
"ArgmaxModule_keepDim",
"ArgmaxModule_with_dim",
"_LogSoftmaxModuleStable_basic",
"ElementwiseAtenWhereSelfModule_basic",
"ElementwiseUnsqueezeBroadcastModule_basic",
"MaskedFillScalarIntValueModule_basic",
"MaskedFillScalarIntValueStaticModule_basic",
"MaskedFillTensorIntValueStaticModule_basic",
"ElementwiseAddScalarInt64Module_basic",
"TensorLiteralModule_basic",
"NewZerosStaticModuleLayoutStrided_basic",
"TensorOpaqueLiteralModule_basic",
"TypePromotionDifferentCategoryModule_basic",
"TypePromotionSameCategoryDifferentWidthModule_basic",
"TypePromotionSameCategoryZeroRankWider_basic",
"TypePromotionZeroRankHigherCategoryModule_basic",
"GatherStaticModule_basic",
"IndexTensorStaticModule_basic",
"IndexTensorMultiIndexStaticModule_basic",
"ElementwiseWhereScalarModule_basic",
"FullLikeModuleFloat3DStatic_basic",
"FullModuleDefaultDtype_basic",
"FullModuleFloat3D_basic",
"NewFullModuleDefaultDtype_basic",
"NewFullModuleFalsePinMemory_basic",
"NewFullModuleFloat2D_basic",
"NewFullModuleFloat3DStatic_basic",
"NewFullModuleFloat3D_basic",
"NewFullModuleInt2DStatic_basic",
"MaskedFillScalarDefaultModule_basic",
"NumToTensorFloatModule_basic",
"LiftFreshCopyModule_basic",
"ReduceSumDimIntListKeepDimNegativeDimStaticModule_basic",
"ReduceSumDimIntListFloatModule_basic",
"ReduceSumDimIntListIntModule_basic",
"ReduceSumDimIntListKeepDimFloatModule_basic",
"ReduceSumDimIntListKeepDimIntModule_basic",
"ReduceSumFloatModule_basic",
"ReduceSumSignedIntModule_basic",
"ReduceSumUnsignedIntModule_basic",
"BroadcastToSameRankStaticModule_basic",
"BroadcastZeroRankInputStaticModule_basic",
"BroadcastListConstructWithMinusOneModule_basic",
"SliceStaticModule_basic",
"SliceOutOfUpperBoundIndexStaticModule_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",
"BucketizeTensorStaticFloatModule_basic",
"BucketizeTensorStaticModule_basic",
"ElementwiseLeFloatTensorModule_basic",
"ElementwiseLeIntTensorModule_basic",
"FullLikeModuleInt2DStatic_basic",
"FullModuleInt3D_basic",
"FullModuleFloat2D_basic",
"ElementwiseAbsModule_basic",
"RepeatModule_basic",
"ConstantPad2dStaticModule_basic",
"ConstantPadNdModule_basic",
"ConstantPadNdPartialStaticModule_basic",
"ConstantPadNdStaticModule_basic",
"PadModule_basic",
"PadWithNoneValModule_basic",
"ElementwiseRemainderScalarModule_Float_basic",
"ElementwiseRemainderScalarModule_Int_Float_basic",
"ElementwiseRemainderScalarModule_Int_basic",
"PrimsSqueezeModule_basic",
"PrimsSqueezeEmptyDimensionsModule_basic",
"MoveDimIntModule_basic",
"MoveDimIntNegativeIndexModule_basic",
"ElementwiseRemainderScalarModule_Int_basic",
"MoveDimIntModule_basic",
"PrimsViewOfModule_basic",
"PrimsViewOfZeroRankModule_basic",
"DetachModule_basic",
"ScalarTensorDefaultDtypeModule_basic",
"ScalarTensorFloat32Module_basic",
"ScalarTensorInt32Module_basic",
"ScalarTensorInt64Module_basic",
"UnbindIntListUnpack_Module_basic",
"UnbindIntGetItem_Module_basic",
"TensorsConcatStaticModule_basic",
"TensorsConcatNegativeDimStaticModule_basic",
"AtenComplex64Module_basic",
"ElementwiseSqrtIntModule_basic",
"ElementwiseSqrtModule_basic",
"SplitTensorGetItem_Module_basic",
"SplitTensorListUnpackModule_basic",
"SplitTensorNegativeDimModule_basic",
"SplitTensorLastSmallerModule_basic",
"SplitWithSizesListUnpackModule_basic",
"ChunkListUnpack_Module_basic",
"ChunkListUnpackUneven_Module_basic",
"TupleModule_basic",
"NumpyTRank0Module_basic",
"Permute0RankModule_basic",
"Add_Module_basic",
"SoftmaxIntModule_basic",
"SoftmaxIntNegDimModule_basic",
"_LogSoftmaxModule_basic",
"_SoftmaxModule_basic",
}
MAKE_FX_TOSA_PASS_SET = (TOSA_PASS_SET | {
### Tests additionally passing in make_fx_tosa
"NativeGroupNormBackwardModule_basic",
"SliceWholeTensorModule_basic",
"TensorFloatModule_basic",
"TensorIntModule_basic",
"AdaptiveAvgPool1dNonUnitOutputSizeStaticModule_basic",
"AdaptiveAvgPool1dUnitOutputSizeStaticModule_basic",
}) - {
### Test failing in make_fx_tosa but not in tosa
# Dynamic shape, has extra unsupported broadcast ops
"Matmul_3d",
# failed to legalize operation 'torch.aten.max_pool2d_with_indices
"MaxPool2dEmptyStrideStaticModule_basic",
"MaxPool2dStaticCeilModeTrueModule_basic",
"MaxPool2dStaticModule_basic",
"ResNet18StaticModule_basic",
# Unimplemented operator 'aten._index_put_impl_.hacked_twin'
"IndexPutImpl1DFloatNonAccumulateModule_basic",
"IndexPutImpl1DIntNonAccumulateModule_basic",
# RuntimeError: The size of tensor a (7) must match the size of tensor b (3) at non-singleton dimension 1
"Add_Module_basic",
}
if torch_version_for_comparison() < version.parse("2.1.0.dev"):
MAKE_FX_TOSA_PASS_SET -= {
# 'tensor.expand_shape' op expected rank expansion, but found source rank 1 >= result rank 1
"ReshapeCollapseModule_basic",
# failed to lower torch.aten.empty.memory_format
"BatchNorm1DModule_basic",
"BatchNorm1DWith2DInputModule_basic",
"BatchNorm2DModule_basic",
"BatchNorm3DModule_basic",
"BatchNorm1DStaticShapeModule_basic",
}
LTC_CRASHING_SET = {
# TODO: update test to move all inputs to the lazy device. Otherwise test fails with:
# Check failed: lazy_tensor Input tensor is not a lazy tensor: CPUBoolType.
"HBC_basic",
}
LTC_XFAIL_SET = {
"_Convolution2DAllFalseModule_basic",
"_Convolution2DBenchmarkModule_basic",
"_Convolution2DCudnnModule_basic",
"_Convolution2DDeterministicModule_basic",
"_Convolution2DTF32Module_basic",
"_ConvolutionDeprecated2DAllFalseModule_basic",
"_ConvolutionDeprecated2DBenchmarkModule_basic",
"_ConvolutionDeprecated2DCudnnModule_basic",
"_ConvolutionDeprecated2DDeterministicModule_basic",
"AdaptiveAvgPool1dNonUnitOutputSizeDynamicModule_basic",
"AdaptiveAvgPool1dNonUnitOutputSizeStaticModule_basic",
"AdaptiveAvgPool2dNonUnitOutputSizeDynamicModule_basic",
"AdaptiveAvgPool2dNonUnitOutputSizeStaticModule_basic",
"AddIntModule_basic",
"AtenIntBoolOpModule_basic",
"BernoulliTensorModule_basic",
"BincountMinlengthModule_basic",
"BincountModule_basic",
"BincountStaticSizeModule_basic",
"BoolFloatFalseModule_basic",
"BoolFloatTrueModule_basic",
"BoolIntFalseModule_basic",
"BoolIntTrueModule_basic",
"CeilFloatModule_basic",
"DivFloatModule_basic",
"EqIntModule_basic",
"GeFloatIntModule_basic",
"GeFloatModule_basic",
"GeIntModule_basic",
"GtFloatIntModule_basic",
"GtIntModule_basic",
"IndexPutImpl1DFloatAccumulateModule_basic",
"IndexPutImpl1DFloatNonAccumulateModule_basic",
"IndexPutImpl1DIntAccumulateModule_basic",
"IndexPutImpl1DIntNonAccumulateModule_basic",
"IndexPutImpl2DFloatAccumulateModule_basic",
"IndexPutImpl2DFloatNonAccumulateModule_basic",
"IndexPutImpl2DIndexModule_basic",
"IndexPutImpl2DNoneIndexStaticModule_basic",
"IndexPutImpl3DFloatAccumulateModule_basic",
"IndexPutImpl3DFloatNonAccumulateModule_basic",
"IndexPutImplIndexWithNoneModule_basic",
"Matmul_dot",
"MulIntModule_basic",
"DivIntModule_basic",
"NeFloatIntModule_basic",
"NeIntModule_basic",
"QuantizedMLP_basic",
"RollModule_basic",
"ScalarImplicitFloatModule_basic",
"ScalarImplicitIntModule_basic",
"SliceEndSleStartModule_basic",
"SliceOutOfUpperBoundIndexModule_basic",
"SliceOutOfUpperBoundIndexStaticModule_basic",
"SliceStartEqEndModule_basic",
"SqrtIntModule_basic",
"SubFloatModule_basic",
"SubIntModule_basic",
"TensorsStackPromoteDTypeModule_basic",
"TensorToBoolZeroRank_basic",
"TensorToBool_basic",
"TensorToFloatZeroRank_basic",
"TensorToFloat_basic",
"TensorToIntZeroRank_basic",
"TensorToInt_basic",
"UniformModule_basic",
"UnsafeViewCollapseDynamicWithAtenSizeIntModule_basic",
"ViewCollapseDynamicWithAtenSizeIntModule_basic",
"AtenEmbeddingBagSumExample_basic",
"Aten_EmbeddingBagExample_basic",
"ElementwiseRemainderScalarModule_Int_Float_basic",
"ElementwiseRemainderScalarModule_Bool_basic",
"AtenIntTensorByteDtypeModule_basic",
"AtenIntTensorCharDtypeModule_basic",
"UpSampleNearest2dBackwardVec_basic",
"UpSampleNearest2dBackwardOutputSizeNone_basic",
"ConvolutionBackwardModule2D_basic",
"ConvolutionBackwardModule2DPadded_basic",
"VarMeanCorrectionModule_basic",
"VarMeanCorrectionNoneModule_basic",
"PrimsConvertElementTypeModule_basic",
"ElementwisePreluModule_basic",
"VarMeanBiasedModule_basic",
"VarMeanUnbiasedModule_basic",
"RandnLikeModule_basic",
"RandnLikeDtypeModule_basic",
"BernoulliFloatModule_basic",
"BernoulliModule_basic",
"BernoulliPModule_basic",
"DropoutTrainModule_basic",
"DropoutTrainStaticShapeModule_basic",
"NativeDropoutTrainModule_basic",
"NativeDropoutTrainStaticShapeModule_basic",
"StdCorrectionKeepDimModule_basic",
"StdCorrectionNoneModule_basic",
"VarCorrectionKeepDimModule_basic",
"VarCorrectionNoneModule_basic",
"AtenFloatScalarModule_basic",
"PrimsSqueezeModule_basic",
"PrimsSqueezeEmptyDimensionsModule_basic",
"PrimsViewOfModule_basic",
"PrimsViewOfZeroRankModule_basic",
"OneHotModule_basic",
"VarMeanDimModule_basic",
"VarMeanDimBiasedModule_basic",
"AtenComplexImagModule_basic",
"AtenComplexRealModule_basic",
"AtenComplexViewModule_basic",
"AtenRealView128Module_basic",
"AtenRealView64Module_basic",
"ScatterValueFloatModule_basic",
"ScatterValueIntModule_basic",
"UniformStaticShapeModule_basic",
"AtenEmbeddingBagStaticModule_basic",
"EmptyStridedModule_basic",
}
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