torch-mlir/projects/pt1/e2e_testing/xfail_sets.py

4884 lines
195 KiB
Python

# 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
print(f"TORCH_VERSION_FOR_COMPARISON =", torch_version_for_comparison())
LINALG_XFAIL_SET = COMMON_TORCH_MLIR_LOWERING_XFAILS | {
# lowering to torch backend IR fails due to unsupported op: aten.upsample_[mode/dims].vec
# these interpolate tests are added specifically to test onnx.Resize.
"InterpolateDynamicModule_sizes_bilinear",
"InterpolateDynamicModule_sizes_nearest",
"InterpolateStaticModule_scales_bilinear_align_corners",
"InterpolateDynamicModule_scales_recompute_bilinear",
"ElementwiseFloatTensorGtIntTensorModule_basic",
"AtenIntMM_basic",
# unimplemented lowering torch -> linalg for torchvision.deform_conv2d
# this is added to check the torch.onnx.export -> import_onnx -> torch path
"DeformConv2D_basic",
"ReduceAnyDimFloatModule_basic",
"UnfoldModule_basic",
}
if torch_version_for_comparison() < version.parse("2.5.0.dev"):
LINALG_XFAIL_SET = LINALG_XFAIL_SET | {
# Error: 'torch.aten.scaled_dot_product_attention' op expected 8 operands, but found 7
# WORKS FOR TORCH VERSION 2.5.0.dev20240902, REMOVE WHEN ENABLE_GQA IS PUT IN STABLE
"ScaledDotProductAttentionBoolMaskModule_basic",
"ScaledDotProductAttentionDifferentCausalModule_basic",
"ScaledDotProductAttentionDifferentDynamicCausalModule_basic",
"ScaledDotProductAttentionDifferentModule_basic",
"ScaledDotProductAttentionMaskModule_basic",
"ScaledDotProductAttentionSameCausalModule_basic",
"ScaledDotProductAttentionSameDynamicModule_basic",
"ScaledDotProductAttentionSameModule_basic",
}
LINALG_CRASHING_SET = {
# Runtime op verification: Out of bounds access
"AtenDiagEmbedNegOffsetDiag_basic",
"AtenDiagEmbedNonDefault4DDiag_basic",
"AtenDiagEmbedOffsetDiag_basic",
"AtenDiagEmbedRevDimDiag_basic",
"AtenEmbeddingBagStaticModule_basic",
"AtenEmbeddingBagSumExample_basic",
"Aten_EmbeddingBagExample_basic",
# Runtime op verification: subview is out-of-bounds of the base memref
"Conv_Transpose1dModule_basic",
"Conv_Transpose1dStaticModule_basic",
"Conv_Transpose2dModule_basic",
"Conv_Transpose2dStaticModule_basic",
"Conv_Transpose3dModule_basic",
"Conv_Transpose3dStaticModule_basic",
"ConvolutionModule2DTransposeStridedStatic_basic",
"ConvolutionModule2DTransposeStrided_basic",
"GridSamplerBasic1_basic",
"GridSamplerBasic2_basic",
"GridSamplerBasic3_basic",
"GridSamplerBasic4_basic",
# Runtime op verification: stride mismatch in memref.cast
"ReduceAllDimEmpty_basic",
"TraceUnsignedIntModule_empty",
"TraceModule_empty",
# Crashes due to copy to a smaller destination buffer than the source buffer.
"SliceCopyStartGreaterThanDimSize_Module_basic",
}
TORCHDYNAMO_XFAIL_SET = {
#### General TorchDynamo/PyTorch errors
# torch._dynamo.exc.Unsupported: Tensor.item
"CumsumModule_basic",
"CumprodModule_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",
# Size result mismatch (exposed by downstream canonicalizer
# on incompatabile casts).
# https://github.com/pytorch/pytorch/issues/119407
"ConvolutionBackwardModule2DStrided_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: 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: torch._dynamo.exc.BackendCompilerFailed: backend='compiler_fn' raised: AssertionError: Unregistered operation: torch.aten._prelu_kernel
"ElementwisePreluStaticModule_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",
"ReduceMinAlongDimUnsignedInt_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",
"SplitDimStaticModule_basic",
"SplitDimDynamicModule_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",
"AtenMulFloatModule_basic",
"BoolFloatFalseModule_basic",
"BoolFloatTrueModule_basic",
"CeilFloatModule_basic",
"DivFloatModule_basic",
"GeFloatIntModule_basic",
"GeFloatModule_basic",
"GtFloatIntModule_basic",
"NeFloatIntModule_basic",
"SubFloatModule_basic",
"MulFloatModule_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",
"AddFloatIntModule_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: Tensor.item
"AtenItemIntOpModule_basic",
"AtenItemFpOpModule_basic",
# 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",
"QuantizedMLP_basic",
"QuantizedSingleLayer_basic",
"QuantizedBatchedInputSingleLayer_basic",
"QuantizedNoLayer_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 int call_function aten.size
"ViewSizeFromOtherTensor_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'
"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'
"ElementwiseAddScalarFloatModule_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.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
"ElementwiseAtenFloorDivideScalarNegativeModule_basic",
"ElementwiseAtenFloorDivideScalarModule_basic",
"ElementwiseDivScalarRoundingModeFloorModule_basic",
"ElementwiseDivScalarRoundingModeTruncModule_basic",
"ElementwiseDivScalarRoundingModeFloorStaticModule_basic",
"ElementwiseDivScalarRoundingModeTruncStaticModule_basic",
"ElementwiseDivScalarRoundingModeFloorIntStaticModule_basic",
"ElementwiseDivScalarRoundingModeTruncIntStaticModule_basic",
# ERROR: 'torch.aten.mul.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.int'
"AdaptiveAvgPool1dStaticLargerOutput_basic",
"AdaptiveAvgPool1dGeneralDynamic_basic",
"AdaptiveAvgPool1dGeneralDynamicNoBatches_basic",
"AdaptiveAvgPool2dDynamic_basic",
"AdaptiveAvgPool2dDynamicNoBatch_basic",
# ERROR: Exception: Unsupported op: get_attr
"NumToTensorFloatModule_basic",
"NumToTensorIntModule_basic",
"TensorFloatModule_basic",
"TensorIntModule_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",
# AssertionError: Unregistered operation: torch.aten._embedding_bag_forward_only
"AtenEmbeddingBagStaticModule_basic",
# Lowering not present for this case
"ElementwiseToDtypeI64ToUI8Module_basic",
# torch._dynamo.exc.TorchRuntimeError: Failed running call_function <built-in method add of type object at 0x7f4f8b05a720>(*(FakeTensor(..., size=(3, 4), dtype=torch.int8), 3, 2), **{}): Tensor with dtype torch.int64 is not the expected dtype of torch.int8!
"ElementwiseAddScalarInt8Module_basic",
# ERROR: dtype (torch.int64) is not equal to golden dtype (torch.float32)
"ThresholdBackward2dMixedModule_basic",
# ERROR: shape (torch.Size([12])) is not equal to golden shape (torch.Size([3, 4]))
"ArangeStartOutViewModule_basic",
# Dynamo does not support tracing quantized tensors
"ElementwiseDequantizePerChannelModule_basic",
"ElementwiseDequantizePerTensorModule_basic",
"ElementwiseQuantizePerTensorModule_basic",
"ElementwiseQuantizePerTensorUIntModule_basic",
"AtenMmQuint8_basic",
"AtenMmQint8_basic",
"AtenMmQMixedSigni8_basic",
"AtenMatmulQMixedSigni8Transpose_basic",
"AtenMatmulQMixedSigni8_basic",
"AtenMatmulQint8MV_basic",
"AtenMatmulQint8VV_basic",
"AtenMatmulQint8VM_basic",
"AtenMatmulQint8_basic",
"QuantizedReluInt32_basic",
"QuantizedReluInt8_basic",
"QuantizedReluUint8_basic",
"Conv2dQInt8Module_basic",
"Conv2dQInt8Module_depthwise",
"Conv2dQInt8Module_grouped",
"Conv2dQInt8Module_not_depthwise",
"Conv2dQInt8PerChannelModule_basic",
"Conv2dQInt8PerChannelModule_depthwise",
"Conv2dQInt8PerChannelModule_grouped",
"ConvTranspose2DQInt8_basic",
# Dynamo not supporting conv_tbc
"ConvTbcModule_basic",
"FloatImplicitModule_basic",
"IntImplicitModule_basic",
# Others
"ExponentialModule_basic",
"GridSamplerBasic1_basic",
"GridSamplerBasic2_basic",
"GridSamplerBasic3_basic",
"FakeQuantizePerTensorAffineModule_basic",
"FakeQuantizePerTensorAffineDynamicShapeModule_basic",
"FakeQuantizePerTensorAffineRoundToEvenModule_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",
"MaxPool3dCeilModeTrueModule_basic",
"MaxPool3dEmptyStrideStaticModule_basic",
"MaxPool3dLargeDatadModule_basic",
"MaxPool3dModuleRandomSimple_basic",
"MaxPool3dModule_basic",
"MaxPool3dStaticCeilModeTrueModule_basic",
"MaxPool3dStaticModule_basic",
# Looks like incorrect fx graph conversion
"ElementwiseAddScalar_TensorLiteralInt32_Module_basic",
}
FX_IMPORTER_XFAIL_SET = {
"TimeOutModule_basic", # this test is expected to time out
"ReduceAnyDimFloatModule_basic",
"AddFloatIntModule_basic",
"AllBoolFalseModule_basic",
"AllBoolTrueModule_basic",
"AnyBoolFalseModule_basic",
"AnyBoolTrueModule_basic",
"ArangeStartOutViewModule_basic",
"AtenFloatScalarModule_basic",
"AtenIntBoolOpConstFalseModule_basic",
"AtenIntBoolOpConstTrueModule_basic",
"AtenIntBoolOpModule_basic",
"AtenIntMM_basic",
"AtenItemFpOpModule_basic",
"AtenMatmulQMixedSigni8Transpose_basic",
"AtenMatmulQMixedSigni8_basic",
"AtenMatmulQint8MV_basic",
"AtenMatmulQint8_basic",
"AtenMatmulQint8VM_basic",
"AtenMatmulQint8VV_basic",
"AtenMmQMixedSigni8_basic",
"AtenMmQint8_basic",
"AtenMmQuint8_basic",
"QuantizedReluInt32_basic",
"QuantizedReluInt8_basic",
"QuantizedReluUint8_basic",
"AtenSubFloatModule_basic",
"BincountMinlengthModule_basic",
"BincountModule_basic",
"BincountStaticSizeModule_basic",
"BoolFloatConstantModule_basic",
"BoolFloatFalseModule_basic",
"BoolFloatTrueModule_basic",
"BoolIntConstantModule_basic",
"BoolIntFalseModule_basic",
"BoolIntTrueModule_basic",
"BroadcastDynamicDimModule_basic",
"CeilFloatModule_basic",
"ContainsIntList_False",
"ContainsIntList_True",
"Conv2dQInt8Module_basic",
"Conv2dQInt8Module_depthwise",
"Conv2dQInt8Module_grouped",
"Conv2dQInt8Module_not_depthwise",
"Conv2dQInt8PerChannelModule_basic",
"Conv2dQInt8PerChannelModule_depthwise",
"Conv2dQInt8PerChannelModule_grouped",
"ConvTbcModule_basic",
"ConvTranspose2DQInt8_basic",
"ConvolutionBackwardModule2DPadded_basic",
"ConvolutionBackwardModule2DStrided_basic",
"ConvolutionBackwardModule2D_basic",
"CumsumModule_basic",
"CumprodModule_basic",
"DeformConv2D_basic",
"DivFloatModule_basic",
"DivIntModule_basic",
"ElementwiseAddScalar_NumToTensorFloat_Module_basic",
"ElementwiseDequantizePerChannelModule_basic",
"ElementwiseDequantizePerTensorModule_basic",
"ElementwiseQuantizePerTensorModule_basic",
"ElementwiseQuantizePerTensorUIntModule_basic",
"ElementwiseRreluEvalModule_basic",
"ElementwiseRreluEvalStaticModule_basic",
"ElementwiseRreluTrainModule_basic",
"ElementwiseRreluTrainStaticModule_basic",
"ElementwiseToDtypeI64ToUI8Module_basic",
"EqIntModule_basic",
"FloatImplicitModule_basic",
"GeFloatIntModule_basic",
"GeFloatModule_basic",
"GeIntModule_basic",
"GtFloatIntModule_basic",
"GtIntModule_basic",
"IntFloatModule_basic",
"IntImplicitModule_basic",
"LenStrModule_basic",
"MulFloatModule_basic",
"NativeGroupNormBackwardModule_basic",
"NeFloatIntModule_basic",
"NeIntModule_basic",
"NllLossModuleBackward1DMeanWeight_basic",
"NllLossModuleBackward1DMean_basic",
"NllLossModuleBackward1DSumWeight_basic",
"NllLossModuleBackward1DSum_basic",
"NllLossModuleBackward1DWeight_basic",
"NllLossModuleBackward1D_basic",
"NumToTensorFloatModule_basic",
"NumToTensorIntModule_basic",
"NumelModule_basic",
"NumelZeroRankModule_basic",
"PowIntFloatModule_basic",
"PrimMaxIntModule_basic",
"PrimMinIntDynamicModule_basic",
"PrimMinIntModule_basic",
"PrimsSqueezeEmptyDimensionsModule_basic",
"PrimsSqueezeModule_basic",
"PrimsViewOfModule_basic",
"PrimsViewOfZeroRankModule_basic",
"QuantizedBatchedInputSingleLayer_basic",
"QuantizedMLP_basic",
"QuantizedNoLayer_basic",
"QuantizedSingleLayer_basic",
"ReduceMaxAlongDimUnsignedInt_basic",
"ReduceMinAlongDimUnsignedInt_basic",
"RsubInt0d_NumToTensor_Module_basic",
"ScalarImplicitFloatModule_basic",
"SignAndLogarithmOfDeterminantModule_F32",
"SignAndLogarithmOfDeterminantBatchedModule_F32",
"SignAndLogarithmOfDeterminantDynamicModule_F32",
"SortIntListReverse_basic",
"SortIntList_basic",
"SplitDimDynamicModule_basic",
"SplitDimStaticModule_basic",
"SqrtIntConstantModule_basic",
"SqrtIntModule_basic",
"SubFloatModule_basic",
"TensorToBoolZeroRank_basic",
"TensorToBool_basic",
"TensorToFloatZeroRank_basic",
"TensorToFloat_basic",
"ThresholdBackward2dMixedModule_basic",
"UnsafeViewCollapseDynamicWithAtenSizeIntModule_basic",
"UpSampleNearest2dDynamicFactor_basic",
"ViewCollapseDynamicWithAtenSizeIntModule_basic",
"ViewSizeFromOtherTensor_basic",
"WeightNormInterfaceModule_basic",
# Error: `aten.as_strided` op is not supported
"ChunkListUnpackDynamic_Module_basic",
"ChunkListUnpackUnevenDynamic_Module_basic",
"ChunkListUnpackUneven_Module_basic",
"ChunkListUnpack_Module_basic",
"SplitTensorGetItem_Module_basic",
"SplitTensorLastSmallerModule_basic",
"SplitTensorListUnpackModule_basic",
"SplitTensorNegativeDimModule_basic",
"SplitWithSizesListUnpackModule_basic",
"SplitWithSizes_Module_basic",
}
FX_IMPORTER_CRASHING_SET = LINALG_CRASHING_SET | {
"HBC_basic",
# Runtime op verification: out-of-bounds access
"_SoftmaxModule_basic",
"UpSampleNearest2dDynamicFactor_basic",
}
FX_IMPORTER_STABLEHLO_XFAIL_SET = {
"AddFloatIntModule_basic",
"ArgmaxIntModule_basic",
"ArgmaxIntModule_multiple_maxs",
"ArgmaxKeepdimModule_basic",
"ArgmaxModule_basic",
"AtenKthvalueDynamicDimsModule_basic",
"AtenKthvalueFloat64DynamicDimsModule_basic",
"AtenKthvalueFloat64Module_basic",
"AtenKthvalueKeepDimModule_basic",
"AtenKthvalueModule_basic",
"AtenPolarDoubleModule_basic",
"AtenPolarFloatModule_basic",
"DiagonalWithStaticShapeModule_basic",
"EinsumStaticDiagonalDimensionModule_basic",
"ElementwiseRemainderScalarModule_Bool_NegativeDivisor_basic",
"ElementwiseRemainderScalarModule_Float_NegativeDividend_basic",
"ElementwiseRemainderScalarModule_Float_NegativeDivisor_basic",
"ElementwiseRemainderScalarModule_Int_Float_NegativeDividend_basic",
"ElementwiseRemainderScalarModule_Int_NegativeDividend_basic",
"ElementwiseRemainderScalarModule_Int_NegativeDivisor_basic",
"ElementwiseRemainderTensorModule_Float_NegativeDivisor_basic",
"ElementwiseRemainderTensorModule_Int_Float_NegativeDividend_basic",
"ElementwiseRemainderTensorModule_Int_Float_NegativeDivisor_basic",
"ElementwiseRemainderTensorModule_Int_NegativeDividend_basic",
"ElementwiseRemainderTensorModule_Int_NegativeDivisor_basic",
"ElementwiseRreluEvalModule_basic",
"ElementwiseRreluEvalStaticModule_basic",
"ElementwiseRreluTrainModule_basic",
"ElementwiseRreluTrainStaticModule_basic",
"MaxPool1dCeilModeTrueModule_basic",
"MaxPool1dStaticCeilModeTrueModule_basic",
"MaxUnpool3dModulePad0_basic",
"MaxUnpool3dModule_basic",
"MultinomialModule2D_F32",
"MultinomialModule2D_basic",
"MultinomialModule_basic",
"QuantizedReluInt32_basic",
"QuantizedReluInt8_basic",
"QuantizedReluUint8_basic",
"ScatterAddStaticModule_basic",
"SelectScattertModule_basic",
"SelectScattertStaticModule_basic",
"SignAndLogarithmOfDeterminantBatchedModule_F32",
"SignAndLogarithmOfDeterminantDynamicModule_F32",
"SignAndLogarithmOfDeterminantModule_F32",
"SliceCopyEndGreaterThanDimSize_Module_basic",
"SliceCopyNegative_Module_basic",
"SliceCopyNonZeroDim_Module_basic",
"SliceCopyStartGreaterThanDimSize_Module_basic",
"SliceCopy_Module_basic",
"SliceScatterModule_basic",
"SliceScatterNegativeDimModule_basic",
"SliceScatterNegativeEndModule_basic",
"SliceScatterStaticModule_basic",
"SliceScatterStepVariationModule_basic",
"SliceScatterZeroDimModule_basic",
"TimeOutModule_basic",
"WeightNormInterfaceModule_basic",
"AdaptiveAvgPool3dDynamicNoBatch_basic",
"AdaptiveAvgPool3dDynamic_basic",
"AdaptiveMaxPool1dDynamicNoBatch_basic",
"AdaptiveMaxPool1dDynamic_basic",
"AdaptiveMaxPool1dDimOneStatic_basic",
"AdaptiveMaxPool1dStatic_basic",
"AdaptiveMaxPool2dDynamicNoBatch_basic",
"AdaptiveMaxPool2dDynamicWithIndices_basic",
"AdaptiveMaxPool2dDynamic_basic",
"AdaptiveMaxPool2dStaticWithIndices_basic",
"AdaptiveMaxPool2dStatic_basic",
"AdaptiveMaxPool3dDynamicNoBatch_basic",
"AdaptiveMaxPool3dDynamicWithIndices_basic",
"AdaptiveMaxPool3dDynamic_basic",
"AdaptiveMaxPool3dStaticWithIndices_basic",
"AdaptiveMaxPool3dStatic_basic",
"AllBoolFalseModule_basic",
"AllBoolTrueModule_basic",
"AnyBoolFalseModule_basic",
"AnyBoolTrueModule_basic",
"ArangeStartOutViewModule_basic",
"ArgminIntModule_basic",
"ArgminIntModule_multiple_mins",
"ArgminModule_basic",
"AtenComplexImagModule_basic",
"AtenComplexRealModule_basic",
"AtenComplexViewModule_basic",
"AtenDiagEmbedDefaultDiag_basic",
"AtenDiagEmbedDimDiag_basic",
"AtenDiagEmbedNegOffsetDiag_basic",
"AtenDiagEmbedNonDefault4DDiag_basic",
"AtenDiagEmbedOffsetDiag_basic",
"AtenDiagEmbedRevDimDiag_basic",
"AtenEmbeddingBagSumExample_basic",
"AtenFloatScalarModule_basic",
"AtenIntBoolOpConstFalseModule_basic",
"AtenIntBoolOpConstTrueModule_basic",
"AtenIntBoolOpModule_basic",
"AtenItemFpOpModule_basic",
"AtenMatmulQMixedSigni8Transpose_basic",
"AtenMatmulQMixedSigni8_basic",
"AtenMatmulQint8MV_basic",
"AtenMatmulQint8VM_basic",
"AtenMatmulQint8VV_basic",
"AtenMatmulQint8_basic",
"AtenMmQMixedSigni8_basic",
"AtenMmQint8_basic",
"AtenMmQuint8_basic",
"AtenRealView128Module_basic",
"AtenRealView64Module_basic",
"AtenSubFloatModule_basic",
"AtenTopKModule_basic",
"AtenTopKSmallestModule_basic",
"Aten_EmbeddingBagExample_basic",
"AvgPool2dDivisorOverrideModule_basic",
"BernoulliTensorModule_basic",
"BincountMinlengthModule_basic",
"BincountModule_basic",
"BincountStaticSizeModule_basic",
"BoolFloatConstantModule_basic",
"BoolFloatFalseModule_basic",
"BoolFloatTrueModule_basic",
"BoolIntConstantModule_basic",
"BoolIntFalseModule_basic",
"BoolIntTrueModule_basic",
"BroadcastDynamicDimModule_basic",
"CeilFloatModule_basic",
"ConstantBoolParameterModule_basic",
"ContainsIntList_False",
"ContainsIntList_True",
"Conv2dQInt8Module_basic",
"Conv2dQInt8Module_depthwise",
"Conv2dQInt8Module_grouped",
"Conv2dQInt8Module_not_depthwise",
"Conv2dQInt8PerChannelModule_basic",
"Conv2dQInt8PerChannelModule_depthwise",
"Conv2dQInt8PerChannelModule_grouped",
"ConvTbcModule_basic",
"ConvTranspose2DQInt8_basic",
"ConvolutionBackwardModule2DPadded_basic",
"ConvolutionBackwardModule2DStrided_basic",
"ConvolutionBackwardModule2D_basic",
"CumsumModule_basic",
"CumprodModule_basic",
"CumprodInputDtypeInt32Module_basic",
"CumprodStaticModule_basic",
"CumprodStaticNegativeDimModule_basic",
"DeformConv2D_basic",
"DeterminantBatchedModule_F32",
"DeterminantDynamicModule_F32",
"DeterminantModule_F32",
"DiagonalModule_basic",
"DiagonalModule_nonsquare",
"DiagonalModule_transposed",
"DiagonalModule_with_dims",
"DiagonalModule_with_dims_and_offset",
"DiagonalModule_with_negative_dims",
"DiagonalModule_with_offset",
"DivFloatModule_basic",
"DivIntModule_basic",
"ElementwiseAddScalar_NumToTensorFloat_Module_basic",
"ElementwiseDequantizePerChannelModule_basic",
"ElementwiseDequantizePerTensorModule_basic",
"ElementwiseErfIntModule_basic",
"ElementwiseLogitModule_basic",
"ElementwiseMulTensorComplexModule_basic",
"ElementwiseMulTensorComplexDiffModule_basic",
"ElementwiseQuantizePerTensorModule_basic",
"ElementwiseQuantizePerTensorUIntModule_basic",
"ElementwiseReciprocalIntModule_basic",
"ElementwiseToDtypeI64ToUI8Module_basic",
"EqIntModule_basic",
"Fill_TensorFloat32WithFloat32_basic",
"Fill_TensorFloat32WithFloat64_basic",
"Fill_TensorFloat32WithInt64_basic",
"FloatImplicitModule_basic",
"GeFloatIntModule_basic",
"GeFloatModule_basic",
"GeIntModule_basic",
"GtFloatIntModule_basic",
"GtIntModule_basic",
"HBC_basic",
"HardtanhBackward_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",
"IndexPutImpl2DImplicitModule_basic",
"IndexPutImpl2DIndexModule_basic",
"IndexPutImpl2DNoneIndexStaticModule_basic",
"IndexPutImpl3DFloatAccumulateModule_basic",
"IndexPutImpl3DFloatNonAccumulateModule_basic",
"IndexPutImplIndexWithNoneModule_basic",
"IndexSelectRank0IdxModule_basic",
"IndexTensorNegativeIndexModule_basic",
"IntFloatModule_basic",
"IntImplicitModule_basic",
"LenStrModule_basic",
"MaxPool2dCeilModeTrueModule_basic",
"MaxPool2dStaticCeilModeTrueModule_basic",
"MaxPool2dWithIndicesBackwardDynamic3DModule_basic",
"MaxPool2dWithIndicesBackwardDynamic4DModule_basic",
"MaxPool2dWithIndicesBackwardStatic3DModule_basic",
"MaxPool2dWithIndicesBackwardStatic4DModule_basic",
"MaxPool3dCeilModeTrueModule_basic",
"MaxPool3dEmptyStrideStaticModule_basic",
"MaxPool3dLargeDatadModule_basic",
"MaxPool3dModuleRandomSimple_basic",
"MaxPool3dModule_basic",
"MaxPool3dStaticCeilModeTrueModule_basic",
"MaxPool3dStaticModule_basic",
"MaxPool3dWithIndicesAllNegativeValuesModule_basic",
"MaxPool3dWithIndicesAllOnesModule_basic",
"MaxPool3dWithIndicesCeilModeTrueModule_basic",
"MaxPool3dWithIndicesFullSizeKernelModule_basic",
"MaxPool3dWithIndicesModule_basic",
"MaxPool3dWithIndicesNonDefaultDilationModule_basic",
"MaxPool3dWithIndicesNonDefaultPaddingModule_basic",
"MaxPool3dWithIndicesNonDefaultParamsModule_basic",
"MaxPool3dWithIndicesNonDefaultStrideModule_basic",
"MaxPool3dWithIndicesStaticModule_basic",
"MulFloatModule_basic",
"NativeGroupNormBackwardModule_basic",
"NeFloatIntModule_basic",
"NeIntModule_basic",
"NllLossModuleBackward1DMeanWeight_basic",
"NllLossModuleBackward1DMean_basic",
"NllLossModuleBackward1DSumWeight_basic",
"NllLossModuleBackward1DSum_basic",
"NllLossModuleBackward1DWeight_basic",
"NllLossModuleBackward1D_basic",
"NllLossModuleBackwardMeanWeight_basic",
"NllLossModuleBackwardMean_basic",
"NllLossModuleBackwardSumWeight_basic",
"NllLossModuleBackwardSum_basic",
"NllLossModuleBackwardWeight_basic",
"NllLossModuleBackward_basic",
"NllLossModuleBackward_ignore_index",
"NormScalarComplexModule_basic",
"NormScalarModule_basic",
"NormalFunctionalModule_basic",
"NumToTensorFloatModule_basic",
"NumToTensorIntModule_basic",
"NumelModule_basic",
"NumelZeroRankModule_basic",
"PowIntFloatModule_basic",
"PrimMaxIntModule_basic",
"PrimMinIntDynamicModule_basic",
"PrimMinIntModule_basic",
"PrimsSqueezeEmptyDimensionsModule_basic",
"PrimsSqueezeModule_basic",
"PrimsViewOfModule_basic",
"PrimsViewOfZeroRankModule_basic",
"QuantizedBatchedInputSingleLayer_basic",
"QuantizedMLP_basic",
"QuantizedNoLayer_basic",
"QuantizedSingleLayer_basic",
"RandnDtypeDeviceModule_basic",
"RandnGeneratorF64Module_basic",
"RandnGeneratorModule_basic",
"RandnLikeDtypeModule_basic",
"RandnLikeModule_basic",
"RandnModule_basic",
"ReduceProdDimIntFloatModule_basic",
"ReflectionPad1dModule2dInput_Right",
"ReflectionPad1dModule2dInput_basic",
"ReflectionPad1dModule3dInput_Left",
"ReflectionPad1dModule3dInput_basic",
"ReflectionPad2dModule_Bottom",
"ReflectionPad2dModule_Left",
"ReflectionPad2dModule_Right",
"ReflectionPad2dModule_Top",
"ReflectionPad2dModule_basic",
"ReplicationPad2dModule_basic",
"ReplicationPad2dModule_bottom0",
"ReplicationPad2dModule_left0",
"ReplicationPad2dModule_right0",
"ReplicationPad2dModule_top0",
"RsubInt0d_NumToTensor_Module_basic",
"ScalarImplicitFloatModule_basic",
# REMOVE WHEN ENABLE_GQA IS ADDED
"ScatterReduceFloatMaxModule",
"ScatterReduceFloatMaxModuleIncludeSelf",
"ScatterReduceFloatMeanModule",
"ScatterReduceFloatMeanModuleIncludeSelf",
"ScatterReduceFloatMinModule",
"ScatterReduceFloatMinModuleIncludeSelf",
"ScatterReduceFloatProdModule",
"ScatterReduceFloatProdModuleIncludeSelf",
"ScatterReduceFloatSumModule",
"ScatterReduceFloatSumModuleIncludeSelf",
"ScatterReduceIntMaxModule",
"ScatterReduceIntMaxModuleIncludeSelf",
"ScatterReduceIntMeanModule",
"ScatterReduceIntMeanModuleIncludeSelf",
"ScatterReduceIntMinModule",
"ScatterReduceIntMinModuleIncludeSelf",
"ScatterReduceIntProdModule",
"ScatterReduceIntProdModuleIncludeSelf",
"ScatterReduceIntSumModule",
"ScatterReduceIntSumModuleIncludeSelf",
"ScatterSrcModule_basic",
"ScatterSrcStaticModule_basic",
"ScatterValueFloatModule_basic",
"ScatterValueIntModule_basic",
"SliceOutOfLowerBoundEndIndexModule_basic",
"SortIntListReverse_basic",
"SortIntList_basic",
"SortTensorDescending_basic",
"SortTensorInteger_basic",
"SortTensorNegativeDimension_basic",
"SortTensorSpecificDimension_basic",
"SortTensor_basic",
"SplitDimDynamicModule_basic",
"SplitDimStaticModule_basic",
"SqrtIntConstantModule_basic",
"SqrtIntModule_basic",
"SubFloatModule_basic",
"TModuleRank0_basic",
"TensorToBoolZeroRank_basic",
"TensorToBool_basic",
"TensorToFloatZeroRank_basic",
"TensorToFloat_basic",
"TensorToInt_basic",
"Threshold1dFloatModule_basic",
"Threshold1dIntI32Module_basic",
"Threshold1dIntModule_basic",
"Threshold2dFloatModule_basic",
"Threshold2dIntModule_basic",
"Threshold3dFloatModule_basic",
"Threshold3dIntModule_basic",
"ThresholdBackward1dFloatModule_basic",
"ThresholdBackward1dIntModule_basic",
"ThresholdBackward1dMixedModule_basic",
"ThresholdBackward2dFloatModule_basic",
"ThresholdBackward2dIntModule_basic",
"ThresholdBackward2dMixedModule_basic",
"ThresholdBackward3dFloatModule_basic",
"ThresholdBackward3dIntModule_basic",
"ThresholdBackward3dMixedModule_basic",
"TraceModule_basic",
"TraceModule_empty",
"TraceModule_nonsquare",
"TraceSignedIntModule_basic",
"TraceUnsignedIntModule_basic",
"TraceUnsignedIntModule_empty",
"UnsafeIndexPutHackedTwin1DFloatNonAccumulateModule_basic",
"UnsafeViewCollapseDynamicWithAtenSizeIntModule_basic",
"UpSampleNearest2dBackwardScalesNone_basic",
"UpSampleNearest2dBackward_basic",
"ViewCollapseDynamicWithAtenSizeIntModule_basic",
"ViewSizeFromOtherTensor_basic",
# Error: `aten.as_strided` op is not supported
"ChunkListUnpackDynamic_Module_basic",
"ChunkListUnpackUnevenDynamic_Module_basic",
"ChunkListUnpackUneven_Module_basic",
"ChunkListUnpack_Module_basic",
"SplitTensorGetItem_Module_basic",
"SplitTensorLastSmallerModule_basic",
"SplitTensorListUnpackModule_basic",
"SplitTensorNegativeDimModule_basic",
"SplitWithSizesListUnpackModule_basic",
"SplitWithSizes_Module_basic",
}
FX_IMPORTER_STABLEHLO_CRASHING_SET = {
"BatchNorm1DModule_basic",
"BatchNorm2DModule_basic",
"BatchNorm3DModule_basic",
"ResNet18Module_basic",
"ResNet18StaticModule_basic",
"MobilenetV3Module_basic",
"Conv2dBiasNoPaddingModule_basic",
# llvm-project/llvm/include/llvm/ADT/ArrayRef.h:257:
# const T &llvm::ArrayRef<long>::operator[](size_t) const [T = long]:
# Assertion `Index < Length && "Invalid index!"
"IndexPutWithNoneAndBroadcastModule_basic",
# Assertion `newMaterialization.getType() == outputType
# materialization callback produced value of incorrect type failed
"ReduceMaxAlongDimUnsignedInt_basic",
"ReduceMinAlongDimUnsignedInt_basic",
}
STABLEHLO_PASS_SET = {
"ReduceAminmaxSingleDim_basic",
"ReduceAminmaxAllDims_basic",
"ReduceAmaxEmptyDim_basic",
"ReduceMinAlongDimNegative_basic",
"ReduceMinAlongDim_basic",
"ArgminModule_with_dim",
"ReduceMinAlongDimSignedInt_basic",
"ReduceAnyDimFloatModule_basic",
"MeshgridIndexingIJ_basic",
"MeshgridIndexingXY_basic",
"Meshgrid_basic",
"SplitWithSizes_Module_basic",
"TensorSplitSections_GetItemModule_basic",
"TensorSplitSections_ListUnpackModule_basic",
"EmptyModule_uint8",
"TypeConversionUint8ToF32Module_basic",
"Atleast1dModule0dInput_basic",
"Atleast1dModule1dInput_basic",
"Atleast2dModule0dInput_basic",
"Atleast2dModule1dInput_basic",
"Atleast2dModule2dInput_basic",
"AtenLinear1D_basic",
"AtenLinear2D_basic",
"AtenLinear3DBias_basic",
"AtenLinearMatVec_basic",
"AtenLinearVecMatBias_basic",
"AtenLinearVecMat_basic",
"ReduceAminSingleDim_basic",
"AtenDotModule_basic",
"AdaptiveAvgPool1dNonUnitOutputSizeStaticModule_basic",
"AdaptiveAvgPool1dUnitOutputSizeStaticModule_basic",
"AdaptiveAvgPool2dNonUnitOutputSizeStaticModule_basic",
"AdaptiveAvgPool2dUnitOutputSizeStaticModule_basic",
"AdaptiveAvgPool2dOutputSizeDivisibleByInputStaticModule_basic",
"AdaptiveAvgPool2dFixedKernelStrideSizeStaticModule_basic",
"AddIntModule_basic",
"AddFloatIntModule_basic",
"AliasModule_basic",
"TrueFalseOrBoolOpModule_basic",
"AllBoolFalseModule_basic",
"AllBoolTrueModule_basic",
"AnyBoolFalseModule_basic",
"AnyBoolTrueModule_basic",
"ArangeDtypeFloatModule_basic",
"ArangeDtypeIntModule_basic",
"ArangeFalsePinMemoryModule_basic",
"ArangeFloatModule_basic",
"ArangeIntModule_basic",
"ArangeNegativeStartFloatModule_basic",
"ArangeNegativeStartIntModule_basic",
"ArangeStartFloatModule_basic",
"ArangeStartIntModule_basic",
"ArangeStartNegativeStepFloatModule_basic",
"ArangeStartNegativeStepIntModule_basic",
"ArangeStartOutDtypeModule_basic",
"ArangeStartOutModule_basic",
"ArangeStartStepFloatModule_basic",
"ArangeStartStepIntModule_basic",
"ArangeZeroElementOutputModule_basic",
"ArgmaxModule_with_dim",
"AtenComplex64Module_basic",
"AtenFloatScalarModule_basic",
"AtenHannWindowPeriodicFalseModule_basic",
"AtenHannWindowPeriodicTrueModule_basic",
"AtenIntBoolOpConstFalseModule_basic",
"AtenIntBoolOpConstTrueModule_basic",
"AtenIntBoolOpModule_basic",
"AtenIntTensorByteDtypeModule_basic",
"AtenIntTensorCharDtypeModule_basic",
"AtenItemIntOpModule_basic",
"AtenMmFloatTypes_basic",
"AtenMmIntTypes_basic",
"AtenIntMM_basic",
"AtenRoundFloatHalfToEvenModule_basic",
"AtenRoundFloatModule_basic",
"AtenRoundIntModule_basic",
"AtenSubFloatModule_basic",
"AtenToDeviceModule_basic",
"AtenTrilStaticModule_basic",
"AtenTrilWithNegDiagonalStaticModule_basic",
"AtenTrilWithPosDiagonalStaticModule_basic",
"Aten_CastFloatModule_basic",
"Aten_CastLongModule_basic",
"AvgPool1dStaticModule_basic",
"AvgPool2dStaticModule_basic",
"AvgPool2dCountIncludePadFalseStaticModule_basic",
"AvgPool3dStaticModule_basic",
"BaddbmmBroadcast1DInputModule_basic",
"BaddbmmBroadcast2DInputModule_basic",
"BaddbmmStaticModule_basic",
"BoolFloatConstantModule_basic",
"BoolFloatFalseModule_basic",
"BoolFloatTrueModule_basic",
"BoolIntConstantModule_basic",
"BoolIntFalseModule_basic",
"BoolIntTrueModule_basic",
"BoolTensorReturnFalseModule_basic",
"BoolTensorReturnMixedModule_basic",
"BoolTensorReturnTrueModule_basic",
"BroadcastListConstructWithMinusOneModule_basic",
"BroadcastToSameRankStaticModule_basic",
"BroadcastZeroRankInputStaticModule_basic",
"CeilFloatModule_basic",
"ChunkListUnpackUneven_Module_basic",
"ChunkListUnpack_Module_basic",
"CloneModule_basic",
"CollapseAllDimensionsModule_basic",
"CollapseStaticModule_basic",
"ConstantBoolParameterModule_basic",
"ContainsIntList_False",
"ContainsIntList_True",
"ContiguousModule_basic",
"Conv2dWithPaddingDilationStrideStaticModule_basic",
"Conv2dWithPaddingDilationStrideStaticModule_depthwise",
"Conv2dWithPaddingDilationStrideStaticModule_depthwise_multiplier",
"Conv2dWithPaddingDilationStrideStaticModule_grouped",
"Conv2dWithPaddingDilationStrideStaticModule_grouped_multiplier",
"Convolution2DStaticModule_basic",
"ConvolutionBackwardModule2DStatic_basic",
"ConvolutionModule2DTransposeStridedStatic_basic",
"Conv_Transpose1dStaticModule_basic",
"Conv_Transpose2dStaticModule_basic",
"Conv_Transpose3dStaticModule_basic",
"ConstantPad2dStaticModule_basic",
"ConstantPadNdModule_basic",
"ConstantPadNdPartialStaticModule_basic",
"ConstantPadNdStaticModule_basic",
"CosineSimilarityStaticBroadcastModule_basic",
"CosineSimilarityStaticModule_basic",
"CumsumInputDtypeInt32Module_basic",
"CumsumStaticModule_basic",
"CumsumStaticNegativeDimModule_basic",
"CumprodInputDtypeInt32Module_basic",
"CumprodStaticModule_basic",
"CumprodStaticNegativeDimModule_basic",
"DetachModule_basic",
"DivFloatModule_basic",
"DivIntModule_basic",
"DropoutEvalFloatModule_basic",
"DropoutEvalIntModule_basic",
"ElementwiseAbsFloatModule_basic",
"ElementwiseAbsIntModule_basic",
"ElementwiseAcoshIntModule_basic",
"ElementwiseAcoshModule_basic",
"ElementwiseAsinhIntModule_basic",
"ElementwiseAsinhModule_basic",
"ElementwiseAtanhIntModule_basic",
"ElementwiseAtanhModule_basic",
"ElementwiseAtan2TensorFloatStaticModule_basic",
"ElementwiseAtan2TensorIntStaticModule_basic",
"ElementwiseAtan2FloatIntStaticModule_basic",
"ElementwiseAddScalar_NumToTensorFloat_Module_basic",
"ElementwiseAddScalar_TensorLiteralInt32_Module_basic",
"ElementwiseAtenIsinfOpModule_basic",
"ElementwiseAtenIsneginfOpModule_basic",
"ElementwiseAtenIsposinfOpModule_basic",
"ElementwiseAtenLogicalAndOpPromoteBroadcastStaticShapeModule_basic",
"ElementwiseAtenLogicalNotOpModule_basic",
"ElementwiseAtenLogicalNotOpPromoteModule_basic",
"ElementwiseAtenLogicalOrOpPromoteBroadcastStaticShapeModule_basic",
"ElementwiseAtenLogicalXorOpPromoteBroadcastStaticShapeModule_basic",
"ElementwiseAtenWhereSelfModule_basic",
"ElementwiseBinaryStaticShapeModule_basic",
"ElementwiseBitwiseAndStaticShapeModule_basic",
"ElementwiseBitwiseNotInt32Module_basic",
"ElementwiseBitwiseNotInt64Module_basic",
"ElementwiseBitwiseOrStaticShapeModule_basic",
"ElementwiseBitwiseXorStaticShapeModule_basic",
"ElementwiseBitwiseLeftShiftInt64Module_basic",
"ElementwiseBitwiseLeftShiftInt8Module_basic",
"ElementwiseBitwiseRightShiftInt64Module_basic",
"ElementwiseBitwiseRightShiftInt8Module_basic",
"ElementwiseCeilModule_basic",
"ElementwiseCeluStaticModule_basic",
"ElementwiseClampMaxModule_basic",
"ElementwiseClampMinModule_basic",
"ElementwiseClampMinTensorFloatModule_basic",
"ElementwiseClampMinTensorIntModule_basic",
"ElementwiseClampModule_basic",
"ElementwiseClampTensorFloatModule_basic",
"ElementwiseClampTensorIntModule_basic",
"ElementwiseClampTensorInt8Module_basic",
"ElementwiseCloneChannelsLastMemoryFormatModule_basic",
"ElementwiseCloneContiguousModule_basic",
"ElementwiseCloneModule_basic",
"ElementwiseCosModule_basic",
"ElementwiseDivTensorRoundingModeFloorStaticModule_basic",
"ElementwiseDivTensorRoundingModeTruncStaticModule_basic",
"ElementwiseDivTensorRoundingModeFloorIntStaticModule_basic",
"ElementwiseDivTensorRoundingModeTruncIntStaticModule_basic",
"ElementwiseDivScalarRoundingModeFloorStaticModule_basic",
"ElementwiseDivScalarRoundingModeTruncStaticModule_basic",
"ElementwiseDivScalarRoundingModeFloorIntStaticModule_basic",
"ElementwiseDivScalarRoundingModeTruncIntStaticModule_basic",
"ElementwiseErfModule_basic",
"ElementwiseExpModule_basic",
"ElementwiseExpm1IntModule_basic",
"ElementwiseExpm1Module_basic",
"ElementwiseFloorIntModule_basic",
"ElementwiseFloorModule_basic",
"ElementwiseFmodTensor_Float_basic",
"ElementwiseFmodTensor_Int_Float_basic",
"ElementwiseFmodTensor_Int_basic",
"ElementwiseGeluApproximateTanhModule_basic",
"ElementwiseGeluModule_basic",
"ElementwiseLeakyReluStaticModule_basic",
"ElementwiseLogModule_basic",
"ElementwiseLog10Module_basic",
"ElementwiseLog2Module_basic",
"ElementwiseLog10IntModule_basic",
"ElementwiseLog2IntModule_basic",
"ElementwiseNanToNumWithNoneModule_Basic",
"ElementwiseNanToNumModule_Basic",
"ElementwiseNeFloatTensorStaticModule_basic",
"ElementwiseNeIntTensorStaticModule_basic",
"ElementwiseNegModule_basic",
"ElementwiseOrTensorStaticShapeModule_basic",
"ElementwiseAndScalarStaticShapeModule_basic",
"ElementwisePowScalarModule_basic",
"ElementwisePowTensorBroadcastStaticModule_basic",
"ElementwisePowTensorStaticModule_basic",
"ElementwisePreluStaticModule_basic",
"ElementwiseReciprocalModule_basic",
"ElementwiseReluModule_basic",
"ElementwiseRemainderTensorModule_Float_basic",
"ElementwiseRemainderTensorModule_Float_NegativeDividend_basic",
"ElementwiseRemainderTensorModule_Int_Float_basic",
"ElementwiseRemainderTensorModule_Int_basic",
"ElementwiseRreluEvalStaticModule_basic",
"ElementwiseRreluTrainStaticModule_basic",
"ElementwiseRsqrtModule_basic",
"ElementwiseSigmoidModule_basic",
"ElementwiseSinModule_basic",
"ElementwiseSqrtModule_basic",
"ElementwiseTanIntModule_basic",
"ElementwiseTanModule_basic",
"ElementwiseTernaryStaticShapeModule_basic",
"ElementwiseToDtypeF32ToI64Module_basic",
"ElementwiseToDtypeI64ToI8Module_basic",
"ElementwiseToDtypeIdentityModule_basic",
"ElementwiseUnaryModule_basic",
"EmptyLikeMemoryFormatModule_basic",
"EmptyLikeModule_defaultDtype",
"EmptyLikeModule_falsePinMemory",
"EmptyLikeModule_float",
"EmptyLikeModule_int",
"EmptyModule_contiguous",
"EmptyModule_defaultDtype",
"EmptyModule_falsePinMemory",
"EmptyModule_float",
"EmptyModule_int",
"EmptyStridedModule_basic",
"EqIntModule_basic",
"ExpandAsIntModule_basic",
"FakeQuantizePerTensorAffineCachemaskModule_basic",
"FakeQuantizePerTensorAffineModule_basic",
"FakeQuantizePerTensorAffineRoundToEvenModule_basic",
"Fill_TensorFloat64WithFloat32Static_basic",
"Fill_TensorFloat64WithFloat32_basic",
"Fill_TensorFloat64WithFloat64_basic",
"Fill_TensorFloat64WithInt64Static_basic",
"Fill_TensorFloat64WithInt64_basic",
"FlattenRank0Module_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",
"GeFloatIntModule_basic",
"GeFloatModule_basic",
"GeIntModule_basic",
"GeluBackwardModule_basic",
"GluStaticModule_basic",
"GridSamplerBasic1_basic",
"GridSamplerBasic2_basic",
"GridSamplerBasic3_basic",
"GridSamplerBasic4_basic",
"GtFloatIntModule_basic",
"GtIntModule_basic",
"HstackBasicComplexModule_basic",
"HstackBasicFloatModule_basic",
"HstackBasicIntFloatModule_basic",
"HstackBasicIntModule_basic",
"IndexTensorMultiIndexStaticModule_basic",
"IndexTensorStaticModule_basic",
"IntFloatModule_basic",
"IsFloatingPointFloat_True",
"IsFloatingPointInt_False",
"LeakyReluBackwardStaticModule_basic",
"LenStrModule_basic",
"LiftFreshCopyModule_basic",
"LinspaceDtypeModule_basic",
"LinspaceEmptyModule_basic",
"LinspaceModule_basic",
"LinspaceOneSizeModule_basic",
"LinspaceTwoSizeModule_basic",
"MaskedFillScalarFloatValueStaticModule_basic",
"MaskedFillScalarIntValueStaticModule_basic",
"MaskedFillTensorIntValueStaticModule_basic",
"MaskedScatterStaticBasic_basic",
"Matmul4dStatic_basic",
"Matmul_2d",
"Matmul_dot",
"Matmul_matvec",
"Matmul_vecmat",
"MatmulStaticBroadcast_basic",
"MaxPool1dStaticModule_basic",
"MaxPool1dEmptyStrideStaticModule_basic",
"MaxPool2dStaticModule_basic",
"MaxPool2dEmptyStrideStaticModule_basic",
"MaxPool3dStaticModule_basic",
"MaxPool3dEmptyStrideStaticModule_basic",
"MeanDimAllReduceModule_basic",
"MeanDimEmptyDimModule_basic",
"MeanDimNoneDimModule_basic",
"MeanDtypeModule_basic",
"MeanDynamicSizesModule_basic",
"MeanModule_basic",
"Mlp2LayerModuleNoBias_basic",
"MmDagModule_basic",
"MmModule_basic",
"MmModule_chained",
"MmTanhModule_basic",
"MoveDimIntModule_basic",
"MoveDimIntNegativeIndexModule_basic",
"MulFloatModule_basic",
"MulFloatModule_basic",
"MulIntModule_basic",
"Mv_basic",
"NarrowHorizontalTest2_basic",
"NarrowHorizontalTest_basic",
"NarrowTensorHorizontalModule_basic",
"NarrowTensorVerticalModule_basic",
"NarrowVerticalTest2_basic",
"NarrowVerticalTest_basic",
"NativeDropoutEvalFloatModule_basic",
"NeFloatIntModule_basic",
"NeIntModule_basic",
"NewEmptyModuleDefaultDtype_basic",
"NewEmptyModuleFalsePinMemory_basic",
"NewEmptyModuleFloat2D_basic",
"NewEmptyModuleFloat3D_basic",
"NewEmptyModuleInt2D_basic",
"NewEmptyModuleInt3D_basic",
"NewEmptyModuleLayoutIntDtype_basic",
"NewEmptyModuleNonDefaultFloatDtype_basic",
"NewEmptyModuleNonDefaultIntDtype_basic",
"NewEmptyStridedModuleDefaultDtype_basic",
"NewFullModuleDefaultDtype_basic",
"NewFullModuleFalsePinMemory_basic",
"NewFullModuleFloat3DStatic_basic",
"NewFullModuleFloat3D_basic",
"NewFullModuleInt2D_basic",
"NewFullModuleInt3D_basic",
"NewOnesModuleDefaultDtype_basic",
"NewOnesModuleFalsePinMemory_basic",
"NewOnesModuleFloat2D_basic",
"NewOnesModuleFloat3D_basic",
"NewOnesModuleInt2D_basic",
"NewOnesModuleInt3D_basic",
"NewZerosModuleDefaultDtype_basic",
"NewZerosModuleFalsePinMemory_basic",
"NewZerosModuleFloat2D_basic",
"NewZerosModuleFloat3D_basic",
"NewZerosModuleInt2D_basic",
"NewZerosModuleInt3D_basic",
"NewZerosStaticModuleLayoutStrided_basic",
"NumToTensorFloatModule_basic",
"NumToTensorIntModule_basic",
"NumelModule_basic",
"NumelZeroRankModule_basic",
"NumpyTRank0Module_basic",
"NumpyTRank1Module_basic",
"NumpyTRank2Module_basic",
"NumpyTRankNDynamicModule_basic",
"NumpyTRankNStaticModule_basic",
"OnesLikeModule_defaultDtype",
"OnesLikeModule_falsePinMemory",
"OnesLikeModule_float",
"OnesLikeModule_int",
"OnesModuleCPUDevice_basic",
"OnesModuleDefaultDtype_basic",
"OnesModuleFalsePinMemory_basic",
"OnesModuleFloat_basic",
"OnesModuleInt_basic",
"PadModule_basic",
"PadWithNoneValModule_basic",
"Permute0RankModule_basic",
"PermuteModule_basic",
"PermuteNegativeIndexModule_basic",
"PixelShuffleModuleStaticRank3Int64_basic",
"PixelShuffleModuleStaticRank4Float32_basic",
"PowIntFloatModule_basic",
"PrimListUnpackNumMismatchModule_basic",
"PrimMaxIntModule_basic",
"PrimMinIntDynamicModule_basic",
"PrimMinIntModule_basic",
"PrimsConvertElementTypeModule_basic",
"PrimsIotaModule_basic",
"PrimsSqueezeEmptyDimensionsModule_basic",
"PrimsViewOfModule_basic",
"PrimsViewOfZeroRankModule_basic",
"RandIntDtypeModule_basic",
"RandIntLowDtypeModule_basic",
"RandIntLowModule_basic",
"RandIntModule_basic",
"RandIntPinMemoryModule_basic",
"ReduceAllFloatModule_basic",
"ReduceAllIntModule_basic",
"ReduceAllBoolModule_basic",
"ReduceAnyFloatModule_basic",
"ReduceAnyIntModule_basic",
"ReduceAnyBoolModule_basic",
"ReduceAmaxMultiDim_basic",
"ReduceAmaxOutOfOrderDim_basic",
"ReduceAmaxSingleDim_basic",
"ReduceFrobeniusNormModule_basic",
"ReduceMaxAllDims_basic",
"ReduceMaxAlongDimNegative_basic",
"ReduceMaxAlongDimSignedInt_basic",
"ReduceMaxAlongDim_basic",
"ReduceMaxFloatModule_basic",
"ReduceMaxSignedIntModule_basic",
"ReduceMaxUnsignedIntModule_basic",
"ReduceMinFloatModule_basic",
"ReduceMinSignedIntModule_basic",
"ReduceMinUnsignedIntModule_basic",
"ReduceSumDimIntListDtypeFloatModule_basic",
"ReduceSumDimIntListDtypeIntModule_basic",
"ReduceSumDimIntListElementTypeBoolModule_basic",
"ReduceSumDimIntListEmptyDimModule_basic",
"ReduceSumDimIntListFloatModule_basic",
"ReduceSumDimIntListIntModule_basic",
"ReduceSumDtypeFloatModule_basic",
"ReduceSumDtypeIntModule_basic",
"ReduceSumElementTypeBoolModule_basic",
"ReduceSumFloatModule_basic",
"ReduceSumSignedIntModule_basic",
"ReduceSumUnsignedIntModule_basic",
"ReduceProdFloatModule_basic",
"ReduceProdDtypeFloatModule_basic",
"ReduceProdElementTypeBoolModule_basic",
"ReduceProdUnsignedIntModule_basic",
"ReduceProdSignedIntModule_basic",
"ReduceProdDtypeIntModule_basic",
"RepeatInterleaveSelfIntModule_basic",
"RepeatInterleaveSelfIntNoDimModule_basic",
"ReturnThreeTensorFloat32_basic",
"ReturnTwoTensorF32I64_basic",
"RollModule_basic",
"Rot90BasicModule_basic",
"Rot90MultipleRotationsModule_basic",
"Rot90NegativeEvenRotationsModule_basic",
"Rot90NegativeOddRotationsModule_basic",
"RsubInt0d_NumToTensor_Module_basic",
"ScalarConstantTupleModule_basic",
"ScalarImplicitFloatModule_basic",
"ScalarImplicitIntModule_basic",
"ScalarTensorDefaultDtypeModule_basic",
"ScalarTensorFloat32Module_basic",
"ScalarTensorInt32Module_basic",
"ScalarTensorInt64Module_basic",
"SliceModule_basic",
"SliceNegIdxModule_basic",
"SliceOutOfLowerBoundStartIndexModule_basic",
"SliceOutOfUpperBoundIndexModule_basic",
"SliceOutOfUpperBoundIndexStaticModule_basic",
"SliceSizeTwoStepModule_basic",
"SliceStartEqEndModule_basic",
"SliceStaticModule_basic",
"SliceWholeTensorModule_basic",
"SortIntListReverse_basic",
"SortIntList_basic",
"SplitDimStaticModule_basic",
"SplitTensorGetItem_Module_basic",
"SplitTensorLastSmallerModule_basic",
"SplitTensorListUnpackModule_basic",
"SplitTensorNegativeDimModule_basic",
"SplitWithSizesListUnpackModule_basic",
"SqrtIntConstantModule_basic",
"SqrtIntModule_basic",
"SqueezeDimModule_identity",
"SqueezeDimModule_unitDim",
"SqueezeModule_allUnitDim",
"SubFloatModule_basic",
"SubIntModule_basic",
"TModuleRank0_basic",
"TModuleRank1_basic",
"TModuleRank2_basic",
"TensorFloatModule_basic",
"TensorIntModule_basic",
"TensorLiteralModule_basic",
"TensorOpaqueLiteralModule_basic",
"TensorToBoolZeroRank_basic",
"TensorToFloatZeroRank_basic",
"TensorToIntZeroRank_basic",
"TensorsConcatModule_basic",
"TensorsConcatComplex128FloatModule_basic",
"TensorsConcatComplex64FloatModule_basic",
"TensorsConcatComplex128IntModule_basic",
"TensorsConcatNegativeDimModule_basic",
"TensorsConcatNegativeDimStaticModule_basic",
"TensorsConcatPromoteDTypeModule_basic",
"TensorsConcatStaticModule_basic",
"TestF16Return_basic",
"TestMultipleTensorAndPrimitiveTypesReturn_basic",
"TestMultipleTensorReturn_basic",
"ToCopyBoolDTypeStaticModule_basic",
"ToDtypeBoolLayoutNoneStaticModule_basic",
"ToDtypeLayoutCPUModule_basic",
"ToDtypeLayoutNoneModule_basic",
"ToDtypeLayoutStridedModule_basic",
"TorchPrimLoopForLikeTensorArgModule_basic",
"TransposeIntModule_basic",
"TransposeIntNegDimsModule_basic",
"TriuIndicesModule_basic",
"TriuIndicesAllZerosModule_basic",
"TriuIndicesNegativeOffsetModule_basic",
"TrilIndicesAllZerosModule_basic",
"TrilIndicesModule_basic",
"TrilIndicesNegativeOffsetModule_basic",
"TrilIndicesOfssetGreaterThanRowModule_basic",
"TupleModule_basic",
"TypeAsDifferentModule_basic",
"TypeAsSameModule_basic",
"TypeConversionF32ToF64Module_basic",
"TypeConversionF64ToF32Module_basic",
"TypeConversionI1ToF32Module_basic",
"TypeConversionI1ToF64Module_basic",
"TypeConversionI1ToI32Module_basic",
"TypeConversionI1ToI64Module_basic",
"TypeConversionI32ToI64Module_basic",
"TypeConversionI64ToI32Module_basic",
"UnsafeView1DFoldModule_basic",
"View1DFoldModule_basic",
"ZeroFloat32Module_basic",
"ZeroInt32Module_basic",
"ZeroInt64Module_basic",
"ZerosLikeModule_defaultDtype",
"ZerosLikeModule_falsePinMemory",
"ZerosLikeModule_float",
"ZerosLikeModule_int",
"ZerosModuleDefaultDtype_basic",
"ZerosModuleFalsePinMemory_basic",
"ZerosModuleFloat2D_basic",
"ZerosModuleFloat3D_basic",
"ZerosModuleInt2D_basic",
"ZerosModuleInt3D_basic",
"AtenEmbeddingBagStaticModule_basic",
"AtenEyeMModuleCPUDevice_basic",
"AtenEyeMModuleDefaultDtype_basic",
"AtenEyeMModuleFalsePinMemory_basic",
"AtenEyeMModuleFloat2D_basic",
"AtenEyeMModuleInt2D_basic",
"AtenEyeModuleCPUDevice_basic",
"AtenEyeModuleDefaultDtype_basic",
"AtenEyeModuleFalsePinMemory_basic",
"AtenEyeModuleFloat2D_basic",
"AtenEyeModuleInt2D_basic",
"AtenInstanceNormModule_basic",
"AtenLinalgCrossBroadcast_basic",
"AtenLinalgCrossCustomDim_basic",
"AtenLinalgCrossFloat_basic",
"AtenLinalgCrossInt_basic",
"AtenLinalgCrossNegativeDim_basic",
"BucketizeTensorStaticFloatModule_basic",
"BucketizeTensorStaticModule_basic",
"DropoutTrainStaticShapeModule_basic",
"ElementwiseWhereScalarOtherStaticModule_basic",
"ElementwiseWhereScalarSelfStaticModule_basic",
"EmbeddingModule1DIndices_basic",
"EmbeddingModuleF16_basic",
"EmbeddingModuleI32Static_basic",
"EmbeddingModuleI32_basic",
"EmbeddingModuleI64_basic",
"GatherStaticModule_basic",
"IndexSelectDynamicIndexSizeModule_basic",
"IndexSelectNegativeDimModule_basic",
"IndexSelectSingleIdxModule_basic",
"IndexSelectTwoIdxModule_basic",
"IndexSelectWholeDimensionModule_basic",
"IndexSelectWholeTensorModule_basic",
"IndexTensorStaticContiguousWithNoneModule_basic",
"IndexTensorStaticNonContiguousWithNoneModule_basic",
"LayerNormLastDimModule_basic",
"LayerNormModule_basic",
"LayerNormNormalizeOverAllDimsModule_basic",
"MaxPool2dWithIndicesStaticModule_basic",
"MeanDimAllReduceKeepdimModule_basic",
"NativeDropoutTrainStaticShapeModule_basic",
"NativeLayerNormModule4D_basic",
"NativeLayerNormModule_basic",
"NormalizeModule_basic",
"PrimsSqueezeModule_basic",
"RandModule_basic",
"ReduceSumDimIntListKeepDimNegativeDimStaticModule_basic",
"SelectIntNegativeDimAndIndexStaticModule_basic",
"SqueezeDimModule_static",
"SqueezeModule_static",
"TriuBroadcastModule_basic",
"TriuModule_basic",
"UnbindIntGetItem_Module_basic",
"UnbindIntListUnpack_Module_basic",
"UniformStaticShapeModule_basic",
"ArangeStartOutViewModule_basic",
"ConvolutionBackwardModule2DStrided_basic",
"EinsumStaticContractRhsModule_basic",
"EinsumStaticFourDimensionModule_basic",
"EinsumStaticModule_basic",
"EinsumStaticWithEllipsisSlicingAndBroadcastModule_basic",
"EinsumStaticWithEllipsisSlicingModule_basic",
"FlattenStaticModule_basic",
"GroupNormModule_basic",
"GroupNormNoWeightAndBiasModule_basic",
"NativeGroupNormModule_basic",
"RepeatModule_basic",
"ReshapeAliasCollapseModule_basic",
"ReshapeAliasExpandModule_basic",
"ReshapeAsModule_basic",
"ReshapeExpandModule_basic",
"TileBigDimsSizeModule_basic",
"TileSmallDimsSizeModule_basic",
"UnflattenIntNegativeOneDimStaticModule_basic",
"UnflattenIntNegativeOneSizeStaticModule_basic",
"UnflattenIntStaticModule_basic",
"UnflattenStaticModule_basic",
"UniformNoCorrelationModule_basic",
"UnsafeViewCollapseModule_basic",
"UnsafeViewDynamicExpandModule_basic",
"UnsafeViewExpandModule_basic",
"ViewCollapseInferredDimModule_basic",
"ViewCollapseModule_basic",
"ViewCollapseOnesMiddleModule_basic",
"ViewDynamicExpandCollapseModule_basic",
"ViewDynamicExpandModule_basic",
"ViewExpandCollapseModule_basic",
"ViewExpandCollapseWithOnesModule_basic",
"ViewExpandDynamicDimModule_basic",
"ViewExpandInferredDimModule_basic",
"ViewExpandModule_basic",
"ViewExpandOnesBeforeAndAfterModule_basic",
"ViewExpandOnesMiddleModule_basic",
"ViewExpandOnesModule_basic",
"ViewNegativeStaticModule_basic",
"ViewNoChange1dModule_basic",
"ViewNoChange2dModule_basic",
"ViewNoChange3dModule_basic",
"ViewNoChangeStaticModule_basic",
"ViewOffsetBackwardTestStaticModule_basic",
"ViewOffsetTestStaticModule_basic",
"ViewTwoFiveThreeStaticModule_basic",
"ViewTwoToThreeStaticModule_basic",
"ElementwiseLog1pModule_basic",
"ElementwiseSgnModule_basic",
"ElementwiseSignIntModule_basic",
"ElementwiseAcosModule_basic",
"ElementwiseAsinModule_basic",
"ElementwiseAtanTensorFloatModule_basic",
"ElementwiseAcosIntModule_basic",
"ElementwiseAsinIntModule_basic",
"ElementwiseAtanTensorIntModule_basic",
"ElementwiseCosIntModule_basic",
"ElementwiseExpIntModule_basic",
"ElementwiseLogIntModule_basic",
"ElementwiseRsqrtIntModule_basic",
"ElementwiseSigmoidIntModule_basic",
"ElementwiseSinIntModule_basic",
"ElementwiseSqrtIntModule_basic",
"ElementwiseUnaryIntModule_basic",
"ElementwiseCoshIntModule_basic",
"ElementwiseCoshModule_basic",
"ElementwiseSinhIntModule_basic",
"ElementwiseSinhModule_basic",
"ElementwiseTruncIntModule_basic",
"ElementwiseTruncModule_basic",
"ElementwiseLogSigmoidModule_basic",
"ElementwiseHardshrinkStaticModule_basic",
"ElementwiseSoftshrinkStaticModule_basic",
"RenormModuleFloat16_basic",
"RenormModuleFloat32NegativeDim_basic",
"RenormModuleFloat32_basic",
}
STABLEHLO_CRASHING_SET = {
"IndexPutWithNoneAndBroadcastModule_basic",
"ReduceMaxAlongDimUnsignedInt_basic",
"ReduceMinAlongDimUnsignedInt_basic",
# LLVM ERROR: Failed to infer result type(s)
"ElementwiseClampMinTensorFloatModule_basic",
"ElementwiseClampMinTensorIntModule_basic",
"ElementwiseClampTensorFloatModule_basic",
"ElementwiseClampTensorIntModule_basic",
}
TOSA_CRASHING_SET = {
# Runtime op verification: Out of bounds access
"IndexTensorNegativeIndexModule_basic",
"ReduceAllDimEmpty_basic",
}
FX_IMPORTER_TOSA_CRASHING_SET = {
"IndexTensorNegativeIndexModule_basic",
"InterpolateDynamicModule_scales_recompute_bilinear",
"InterpolateDynamicModule_sizes_bilinear",
"InterpolateDynamicModule_sizes_nearest",
"InterpolateStaticModule_scales_bilinear_align_corners",
"UpSampleNearest2d_basic",
"UpSampleNearest2dStaticSize_basic",
"UpSampleNearest2dDynamicSize_basic",
"UpSampleNearest2dDynamicFactor_basic",
"UpSampleNearest2dStaticFactor_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 = {
"DiagonalWithStaticShapeModule_basic",
"EinsumStaticDiagonalDimensionModule_basic",
"ElementwiseAtenFloorDivideBroadcastModule_basic",
"ElementwiseAtenFloorDivideScalarModule_basic",
"ElementwiseAtenFloorDivideScalarNegativeModule_basic",
"ElementwiseAtenFloorDivideTensorNegativeModule_basic",
"ElementwiseAtenFloorDivideTensorPositiveModule_basic",
"ElementwiseDivScalarRoundingModeFloorIntStaticModule_basic",
"ElementwiseDivScalarRoundingModeFloorModule_basic",
"ElementwiseDivScalarRoundingModeFloorStaticModule_basic",
"ElementwiseDivScalarRoundingModeTruncIntStaticModule_basic",
"ElementwiseDivScalarRoundingModeTruncModule_basic",
"ElementwiseDivScalarRoundingModeTruncStaticModule_basic",
"ElementwiseDivTensorRoundingModeFloorIntStaticModule_basic",
"ElementwiseDivTensorRoundingModeFloorModule_basic",
"ElementwiseDivTensorRoundingModeFloorStaticModule_basic",
"ElementwiseDivTensorRoundingModeTruncIntStaticModule_basic",
"ElementwiseDivTensorRoundingModeTruncModule_basic",
"ElementwiseDivTensorRoundingModeTruncStaticModule_basic",
"ElementwiseGeFloatTensorModule_basic",
"ElementwiseGeIntTensorModule_basic",
"ElementwiseRemainderScalarModule_Bool_NegativeDivisor_basic",
"ElementwiseRemainderScalarModule_Bool_basic",
"ElementwiseRemainderScalarModule_Int_NegativeDividend_basic",
"ElementwiseRemainderScalarModule_Int_NegativeDivisor_basic",
"ElementwiseRemainderTensorModule_Float_NegativeDividend_basic",
"ElementwiseRemainderTensorModule_Float_NegativeDivisor_basic",
"ElementwiseRemainderTensorModule_Float_basic",
"ElementwiseRemainderTensorModule_Int_Float_NegativeDividend_basic",
"ElementwiseRemainderTensorModule_Int_Float_NegativeDivisor_basic",
"ElementwiseRemainderTensorModule_Int_Float_basic",
"ElementwiseRemainderTensorModule_Int_NegativeDividend_basic",
"ElementwiseRemainderTensorModule_Int_NegativeDivisor_basic",
"ElementwiseRemainderTensorModule_Int_basic",
"TriuBroadcastModule_basic",
"TriuModule_basic",
"AtenHannWindowPeriodicFalseModule_basic",
"AtenHannWindowPeriodicTrueModule_basic",
"ElementwiseAndScalarModule_basic",
"ElementwiseAndScalarStaticShapeModule_basic",
"ElementwiseAtenLogicalNotOpModule_basic",
"ElementwiseAtenLogicalXorOpModule_basic",
"ElementwiseAtenLogicalXorOpPromoteBroadcastModule_basic",
"ElementwiseAtenLogicalXorOpPromoteBroadcastStaticShapeModule_basic",
"ElementwiseBitwiseAndScalarInt32Module_basic",
"ElementwiseBitwiseAndScalarInt64Module_basic",
"ElementwiseBitwiseLeftShiftInt32Module_basic",
"ElementwiseBitwiseLeftShiftInt64Module_basic",
"ElementwiseBitwiseLeftShiftInt8Module_basic",
"ElementwiseBitwiseRightShiftInt32Module_basic",
"ElementwiseBitwiseRightShiftInt64Module_basic",
"ElementwiseBitwiseRightShiftInt8Module_basic",
"ElementwiseCosModule_basic",
"ElementwiseErfModule_basic",
"ElementwiseLeFloatIntScalarModule_basic",
"ElementwiseLeFloatScalarModule_basic",
"ElementwiseLeFloatTensorNanModule_basic",
"ElementwiseLeIntScalarModule_basic",
"ElementwiseLeMixedIntScalarModule_basic",
"ElementwisePowScalarModule_basic",
"ElementwisePowTensorBroadcastModule_basic",
"ElementwisePowTensorBroadcastStaticModule_basic",
"ElementwisePowTensorModule_basic",
"ElementwisePowTensorStaticModule_basic",
"ElementwiseSinModule_basic",
"ArgminIntModule_basic",
"ArgminIntModule_multiple_mins",
"ArgminModule_basic",
"ArgminModule_keepDim",
"ReduceAllDimBool_basic",
"ReduceAllDimFloat_basic",
"ReduceAllDimInt_basic",
"ReduceAllFloatModule_basic",
"ReduceAllIntModule_basic",
"ReduceAnyFloatModule_basic",
"ReduceAnyIntModule_basic",
"ReduceMaxAllDims_basic",
"ReduceMaxFloatModule_basic",
"ReduceMaxSignedIntModule_basic",
"ReduceMaxUnsignedIntModule_basic",
"ReduceMinFloatModule_basic",
"ReduceMinSignedIntModule_basic",
"ReduceMinUnsignedIntModule_basic",
"ReduceProdDtypeFloatModule_basic",
"ReduceProdDtypeIntModule_basic",
"ReduceProdElementTypeBoolModule_basic",
"ReduceProdFloatModule_basic",
"ReduceProdSignedIntModule_basic",
"ReduceProdUnsignedIntModule_basic",
"ReduceSumDimIntListDtypeFloatModule_basic",
"ReduceSumDimIntListDtypeIntModule_basic",
"ReduceSumDimIntListElementTypeBoolModule_basic",
"ReduceSumDtypeFloatModule_basic",
"ReduceSumDtypeIntModule_basic",
"ReduceSumElementTypeBoolModule_basic",
"AtenTrilStaticModule_basic",
"AtenTrilWithNegDiagonalStaticModule_basic",
"AtenTrilWithPosDiagonalStaticModule_basic",
"ArgmaxKeepdimModule_basic",
"MeshgridIndexingIJ_basic",
"MeshgridIndexingXY_basic",
"Meshgrid_basic",
"AvgPool2dCountIncludePadFalseStaticModule_basic",
"TensorSplitSections_GetItemModule_basic",
"TensorSplitSections_ListUnpackModule_basic",
"Atleast1dModule0dInput_basic",
"Atleast1dModule1dInput_basic",
"Atleast2dModule0dInput_basic",
"Atleast2dModule1dInput_basic",
"Atleast2dModule2dInput_basic",
"AtenLinear2D_basic",
"AtenLinear3DBias_basic",
"ElementwiseAddScalar_NumToTensorFloat_Module_basic",
"ElementwiseDivTensorFloatModule_basic",
"ElementwiseMulTensorFloatModule_basic",
"ElementwiseWhereScalarSelfStaticModule_basic",
"GroupNormModule_basic",
"GroupNormNoWeightAndBiasModule_basic",
"NativeGroupNormModule_basic",
"AtenDotModule_basic",
"ElementwiseFloatTensorGtIntScalarModule_basic",
"ElementwiseLogSigmoidModule_basic",
"ElementwiseTernaryStaticShapeModule_basic",
"ElementwiseTruncModule_basic",
"ElementwiseTruncIntModule_basic",
"ElementwiseSgnModule_basic",
"ElementwiseSignIntModule_basic",
"AdaptiveAvgPool2dNonUnitOutputSizeStaticModule_basic",
"AdaptiveAvgPool2dUnitOutputSizeStaticModule_basic",
"AdaptiveAvgPool2dOutputSizeDivisibleByInputStaticModule_basic",
"AdaptiveAvgPool2dFixedKernelStrideSizeStaticModule_basic",
"AddCDivModule_basic",
"AddCDiv_Module_basic",
"AddCMulModule_basic",
"AddCMul_Module_basic",
"Add_Module_basic",
"AliasModule_basic",
"ArangeDtypeFloatModule_basic",
"ArangeIntModule_basic",
"ArangeNegativeStartIntModule_basic",
"ArangeStartIntModule_basic",
"ArangeStartNegativeStepIntModule_basic",
"ArangeStartOutModule_basic",
"ArangeStartOutViewModule_basic",
"ArangeStartStepIntModule_basic",
"ArangeZeroElementOutputModule_basic",
"ArangeDtypeIntModule_basic",
"ArangeFalsePinMemoryModule_basic",
"ArangeFloatModule_basic",
"ArangeNegativeStartFloatModule_basic",
"ArangeStartFloatModule_basic",
"ArangeStartNegativeStepFloatModule_basic",
"ArangeStartOutDtypeModule_basic",
"ArangeStartStepFloatModule_basic",
"ArgmaxIntModule_basic",
"ArgmaxIntModule_multiple_maxs",
"ArgmaxModule_basic",
"ArgmaxModule_keepDim",
"AtenComplex64Module_basic",
"AtenEyeMModuleCPUDevice_basic",
"AtenEyeMModuleDefaultDtype_basic",
"AtenEyeMModuleFalsePinMemory_basic",
"AtenEyeMModuleFloat2D_basic",
"AtenEyeModuleCPUDevice_basic",
"AtenEyeModuleDefaultDtype_basic",
"AtenEyeModuleFalsePinMemory_basic",
"AtenEyeModuleFloat2D_basic",
"AtenRoundIntModule_basic",
"AtenInstanceNormModule_basic",
"AtenToDeviceModule_basic",
"Aten_CastFloatModule_basic",
"TrueFalseOrBoolOpModule_basic",
"BaddbmmBroadcast1DInputModule_basic",
"BaddbmmBroadcast2DInputModule_basic",
"BaddbmmDynamicModule_basic",
"BaddbmmStaticModule_basic",
"BaddbmmWithAlphaBetaModule_basic",
"BaddbmmWithAlphaModule_basic",
"BaddbmmWithBetaModule_basic",
"BatchNorm1DModule_basic",
"BatchNorm1DStaticShapeModule_basic",
"BatchNorm1DWith2DInputModule_basic",
"BatchNorm2DModule_basic",
"BatchNorm3DModule_basic",
"BmmFloatModule_basic",
"BoolTensorHandleSignless_basic",
"BoolTensorReturnFalseModule_basic",
"BoolTensorReturnMixedModule_basic",
"BoolTensorReturnTrueModule_basic",
"BroadcastListConstructWithMinusOneModule_basic",
"BroadcastToSameRankStaticModule_basic",
"BroadcastZeroRankInputStaticModule_basic",
"BucketizeTensorStaticFloatModule_basic",
"BucketizeTensorStaticModule_basic",
"CloneModule_basic",
"ChunkListUnpackUneven_Module_basic",
"ChunkListUnpack_Module_basic",
"ConstantBoolParameterModule_basic",
"ConstantPad2dStaticModule_basic",
"ConstantPadNdModule_basic",
"ConstantPadNdPartialStaticModule_basic",
"ConstantPadNdStaticModule_basic",
"ContiguousModule_basic",
"Conv2dBiasNoPaddingModule_basic",
"Conv2dNoPaddingModule_basic",
"Conv2dWithPaddingDilationStrideModule_basic",
"Conv2dWithPaddingDilationStrideStaticModule_basic",
"Conv2dWithPaddingDilationStrideStaticModule_depthwise",
"Conv2dWithPaddingDilationStrideStaticModule_depthwise_multiplier",
"Conv2dWithPaddingModule_basic",
"Convolution2DStaticModule_basic",
"CosineSimilarityStaticModule_basic",
"DetachModule_basic",
"DropoutEvalFloatModule_basic",
"DropoutEvalIntModule_basic",
"DropoutModule_basic",
"EinsumStaticContractRhsModule_basic",
"EinsumStaticFourDimensionModule_basic",
"EinsumStaticModule_basic",
"EinsumStaticWithEllipsisSlicingModule_basic",
"EinsumStaticWithEllipsisSlicingAndBroadcastModule_basic",
"ElementwiseAbsFloatModule_basic",
"ElementwiseAbsIntModule_basic",
"ElementwiseAddModule_basic",
"ElementwiseAddScalarFloatModule_basic",
"ElementwiseAddScalarInt64Module_basic",
"ElementwiseAddScalarInt8Module_basic",
"ElementwiseAddScalarIntModule_basic",
"ElementwiseAddScalar_TensorLiteralInt32_Module_basic",
"ElementwiseAtenDivIntScalarModule_basic",
"ElementwiseAtenIsinfOpModule_basic",
"ElementwiseAtenIsneginfOpModule_basic",
"ElementwiseAtenIsposinfOpModule_basic",
"ElementwiseAtenLogicalOrOpBrodcastModule_basic",
"ElementwiseAtenLogicalOrOpDiffArgs1Module_basic",
"ElementwiseAtenLogicalOrOpDiffArgs2Module_basic",
"ElementwiseAtenLogicalOrOpDiffArgs3Module_basic",
"ElementwiseAtenLogicalOrOpModule_basic",
"ElementwiseAtenLogicalOrOpNegativeModule_basic",
"ElementwiseAtenLogicalOrOpPromoteBroadcastStaticShapeModule_basic",
"ElementwiseAtenLogicalOrOpRandomFloatModule_basic",
"ElementwiseAtenLogicalOrOpRandomModule_basic",
"ElementwiseAtenWhereSelfModule_basic",
"ElementwiseBinaryModule_basic",
"ElementwiseBinaryStaticShapeModule_basic",
"ElementwiseBitwiseAndModule_basic",
"ElementwiseBitwiseAndStaticShapeModule_basic",
"ElementwiseBitwiseNotInt32Module_basic",
"ElementwiseBitwiseNotInt64Module_basic",
"ElementwiseBitwiseOrModule_basic",
"ElementwiseBitwiseOrStaticShapeModule_basic",
"ElementwiseBitwiseXorModule_basic",
"ElementwiseBitwiseXorStaticShapeModule_basic",
"ElementwiseCeilModule_basic",
"ElementwiseCeluModule_basic",
"ElementwiseCeluStaticModule_basic",
"ElementwiseClampMaxModule_basic",
"ElementwiseClampMinModule_basic",
"ElementwiseClampModule_basic",
"ElementwiseClampTensorInt8Module_basic",
"ElementwiseCloneChannelsLastMemoryFormatModule_basic",
"ElementwiseCloneContiguousModule_basic",
"ElementwiseCloneModule_basic",
"ElementwiseDivScalarModule_basic",
"ElementwiseDivTensorIntegerModule_basic",
"ElementwiseDivTensorUnsignedIntegerModule_basic",
"ElementwiseDivScalarIntegerModule_basic",
"ElementwiseDivScalarUnsignedIntegerModule_basic",
"ElementwiseEluModule_basic",
"ElementwiseEluNonDefaultModule_basic",
"ElementwiseEqBoolScalarModule_basic",
"ElementwiseEqDiffWidthScalarModule_basic",
"ElementwiseEqFloatScalarModule_basic",
"ElementwiseEqFloatTensorModule_basic",
"ElementwiseEqIntScalarModule_basic",
"ElementwiseEqIntTensorModule_basic",
"ElementwiseExpModule_basic",
"ElementwiseFlattenBroadcastModule_basic",
"ElementwiseFloorIntModule_basic",
"ElementwiseFloorModule_basic",
"ElementwiseFmaxModule_basic",
"ElementwiseFminModule_basic",
"ElementwiseFmodTensor_Float_basic",
"ElementwiseFmodTensor_Int_Float_basic",
"ElementwiseFmodTensor_Int_basic",
"ElementwiseGeFloatIntScalarModule_basic",
"ElementwiseGeFloatScalarModule_basic",
"ElementwiseGeIntScalarModule_basic",
"ElementwiseGeMixedIntScalarModule_basic",
"ElementwiseGeluModule_basic",
"ElementwiseGtFloatScalarModule_basic",
"ElementwiseGtFloatTensorModule_basic",
"ElementwiseGtIntScalarModule_basic",
"ElementwiseGtIntTensorModule_basic",
"ElementwiseGtMixed2ScalarModule_basic",
"ElementwiseIsinfModule_basic",
"ElementwiseAtenIsneginfOpModule_basic",
"ElementwiseAtenIsposinfOpModule_basic",
"ElementwiseIsnanModule_basic",
"ElementwiseLeFloatTensorModule_basic",
"ElementwiseLeIntTensorModule_basic",
"ElementwiseLeakyReluModule_basic",
"ElementwiseLeakyReluModule_basic",
"ElementwiseLeakyReluStaticModule_basic",
"ElementwiseLerpScalarIntModule_basic",
"ElementwiseLerpScalarFloatModule_basic",
"ElementwiseLog2Module_basic",
"ElementwiseLogModule_basic",
"ElementwiseLtDiffWidthScalarModule_basic",
"ElementwiseLtFloatScalarModule_basic",
"ElementwiseLtFloatTensorModule_basic",
"ElementwiseLtIntScalarModule_basic",
"ElementwiseLtIntTensorModule_basic",
"ElementwiseMaxOtherIntModule_basic",
"ElementwiseMaxOtherModule_basic",
"ElementwiseMaximumIntModule_basic",
"ElementwiseMaximumModule_basic",
"ElementwiseMinOtherIntModule_basic",
"ElementwiseMinOtherModule_basic",
"ElementwiseMinimumIntModule_basic",
"ElementwiseMinimumModule_basic",
"ElementwiseMulScalarModule_basic",
"ElementwiseMulScalarModule_float",
"ElementwiseMulScalarModule_float",
"ElementwiseMulScalarModule_int",
"ElementwiseMulTensorIntModule_basic",
"ElementwiseNeFloatScalarModule_basic",
"ElementwiseNeFloatTensorModule_basic",
"ElementwiseNeFloatTensorStaticModule_basic",
"ElementwiseNeIntScalarModule_basic",
"ElementwiseNeIntTensorModule_basic",
"ElementwiseNeIntTensorStaticModule_basic",
"ElementwiseNegModule_basic",
"ElementwiseOrTensorModule_basic",
"ElementwiseOrTensorStaticShapeModule_basic",
"ElementwisePowModule_basic",
"ElementwisePreluModule_basic",
"ElementwisePreluStaticModule_basic",
"ElementwiseRad2DegModule_basic",
"ElementwiseRad2DegIntModule_basic",
"ElementwiseReciprocalModule_basic",
"ElementwiseRelu6Module_basic",
"ElementwiseReluModule_basic",
"ElementwiseRemainderScalarModule_Float_NegativeDividend_basic",
"ElementwiseRemainderScalarModule_Float_NegativeDivisor_basic",
"ElementwiseRemainderScalarModule_Int_Float_NegativeDividend_basic",
"ElementwiseRemainderScalarModule_Int_Float_NegativeDivisor_basic",
"ElementwiseRemainderScalarModule_Float_basic",
"ElementwiseRemainderScalarModule_Int_Float_basic",
"ElementwiseRemainderScalarModule_Int_basic",
"ElementwiseRemainderScalarModule_Int_basic",
"ElementwiseRreluEvalModule_basic",
"ElementwiseRreluEvalStaticModule_basic",
"ElementwiseRsqrtModule_basic",
"ElementwiseSeluModule_basic",
"ElementwiseSigmoidModule_basic",
"ElementwiseSignModule_basic",
"ElementwiseHardshrinkModule_basic",
"ElementwiseHardshrinkStaticModule_basic",
"ElementwiseSoftshrinkModule_basic",
"ElementwiseSoftshrinkStaticModule_basic",
"ElementwiseSqrtIntModule_basic",
"ElementwiseSqrtModule_basic",
"ElementwiseSubScalarFloatModule_basic",
"ElementwiseSubScalarIntModule_basic",
"ElementwiseSubTensorInt8Module_basic",
"ElementwiseToDtypeIdentityModule_basic",
"ElementwiseUnaryModule_basic",
"ElementwiseUnsqueezeBroadcastModule_basic",
"ElementwiseWhereScalarModule_basic",
"ElementwiseNanToNumWithNoneModule_Basic",
"ElementwiseNanToNumModule_Basic",
"EmbeddingModule1DIndices_basic",
"EmbeddingModuleI32Static_basic",
"FlattenRank0Module_basic",
"FlattenStaticModule_basic",
"FlattenDynamicModuleCollapseAll_basic",
"FullLikeModuleFloat3DStatic_basic",
"FullLikeModuleInt2DStatic_basic",
"FullModuleDefaultDtype_basic",
"FullModuleFloat2D_basic",
"FullModuleFloat3D_basic",
"FullModuleInt3D_basic",
"GatherStaticModule_basic",
"GeluBackwardModule_basic",
"GluStaticModule_basic",
"HardTanhIntModule_basic",
"HardTanhModule_basic",
"HardsigmoidModule_basic",
"HardsigmoidRandomModule_basic",
"HardswishModule_basic",
"HardswishRandomModule_basic",
"HardtanhBackward_basic",
"IndexTensorMultiIndexStaticModule_basic",
"IndexTensorStaticModule_basic",
"IscloseStaticModuleTrue_basic",
"IscloseStaticModule_basic",
"LayerNormNormalizeOverAllDimsModule_basic",
"LeakyReluBackwardModule_basic",
"LeakyReluBackwardStaticModule_basic",
"LiftFreshCopyModule_basic",
"LinalgVectorNormKeepDimModule_basic",
"LinalgVectorNormModule_basic",
"LinalgNormKeepDimModule_basic",
"MaskedFillScalarDefaultModule_basic",
"MaskedFillScalarIntValueModule_basic",
"MaskedFillScalarIntValueStaticModule_basic",
"MaskedFillTensorIntValueStaticModule_basic",
"Matmul4dStatic_basic",
"Matmul_3d",
"Matmul_dot",
"MatmulStaticBroadcast_basic",
"MaxPool2dEmptyStrideStaticModule_basic",
"MaxPool2dStaticCeilModeTrueModule_basic",
"MaxPool2dStaticModule_basic",
"MeanModule_basic",
"MmDagModule_basic",
"MoveDimIntModule_basic",
"MoveDimIntModule_basic",
"MoveDimIntNegativeIndexModule_basic",
"MseLossNoReductionModule_basic",
"NativeLayerNormModule4D_basic",
"NewFullModuleDefaultDtype_basic",
"NewFullModuleFalsePinMemory_basic",
"NewFullModuleFloat2D_basic",
"NewFullModuleFloat3DStatic_basic",
"NewFullModuleFloat3D_basic",
"NewFullModuleInt2DStatic_basic",
"NewOnesModuleDefaultDtype_basic",
"NewOnesModuleFalsePinMemory_basic",
"NewOnesModuleFloat2D_basic",
"NewOnesModuleFloat3D_basic",
"NewOnesModuleInt2D_basic",
"NewOnesModuleInt3D_basic",
"NewZerosModuleDefaultDtype_basic",
"NewZerosModuleFalsePinMemory_basic",
"NewZerosModuleFloat2D_basic",
"NewZerosModuleFloat3D_basic",
"NewZerosModuleInt2D_basic",
"NewZerosModuleInt3D_basic",
"NewZerosStaticModuleLayoutStrided_basic",
"NormalizeModule_basic",
"NormScalarOptDimKeepDimModule_basic",
"NormScalarOptDimModule_basic",
"NumToTensorFloatModule_basic",
"NumToTensorIntModule_basic",
"NumpyTRank0Module_basic",
"NumpyTRank1Module_basic",
"NumpyTRank2Module_basic",
"NumpyTRankNDynamicModule_basic",
"NumpyTRankNStaticModule_basic",
"OnesModuleCPUDevice_basic",
"OnesModuleDefaultDtype_basic",
"OnesModuleFalsePinMemory_basic",
"OnesModuleFloat_basic",
"OnesModuleInt_basic",
"PadModule_basic",
"PadWithNoneValModule_basic",
"Permute0RankModule_basic",
"PermuteModule_basic",
"PermuteNegativeIndexModule_basic",
"PrimListUnpackNumMismatchModule_basic",
"PrimsIotaModule_basic",
"PrimsSqueezeEmptyDimensionsModule_basic",
"PrimsSqueezeModule_basic",
"PrimsViewOfModule_basic",
"PrimsViewOfZeroRankModule_basic",
"ReduceAllBoolModule_basic",
"ReduceAnyBoolModule_basic",
"ReduceSumDimIntListFloatModule_basic",
"ReduceSumDimIntListIntModule_basic",
"ReduceSumDimIntListKeepDimFloatModule_basic",
"ReduceSumDimIntListKeepDimIntModule_basic",
"ReduceSumDimIntListKeepDimNegativeDimStaticModule_basic",
"ReduceSumFloatModule_basic",
"ReduceSumSignedIntModule_basic",
"ReduceSumUnsignedIntModule_basic",
"RepeatModule_basic",
"RepeatInterleaveSelfIntNoDimModule_basic",
"ResNet18StaticModule_basic",
"ReshapeAliasCollapseModule_basic",
"ReshapeAliasExpandModule_basic",
"ReshapeAsModule_basic",
"ReshapeCollapseModule_basic",
"ReshapeExpandModule_basic",
"ReturnThreeTensorFloat32_basic",
"ReturnTwoTensorF32I64_basic",
"RsubFloatModule_basic",
"RsubFloatModule_noalpha_basic",
"RsubInt0d_NumToTensor_Module_basic",
"RsubIntModule_basic",
"ScalarTensorDefaultDtypeModule_basic",
"ScalarTensorFloat32Module_basic",
"ScalarTensorInt32Module_basic",
"ScalarTensorInt64Module_basic",
"SelectIntNegativeDimAndIndexStaticModule_basic",
"SiluModule_basic",
"SliceOutOfUpperBoundIndexStaticModule_basic",
"SliceStaticModule_basic",
"SplitTensorGetItem_Module_basic",
"SplitTensorLastSmallerModule_basic",
"SplitTensorListUnpackModule_basic",
"SplitTensorNegativeDimModule_basic",
"SplitWithSizesListUnpackModule_basic",
"SquareModule_basic",
"SqueezeDimModule_identity",
"SqueezeDimModule_static",
"SqueezeDimModule_unitDim",
"SqueezeModule_allUnitDim",
"SqueezeModule_broadcast",
"SqueezeModule_noUnitDim",
"SqueezeModule_static",
"TModuleRank0_basic",
"TModuleRank1_basic",
"TModuleRank2_basic",
"TanhBackward_basic",
"TensorFloatModule_basic",
"TensorIntModule_basic",
"TensorLiteralModule_basic",
"TensorOpaqueLiteralModule_basic",
"TensorsConcatNegativeDimStaticModule_basic",
"TensorsConcatStaticModule_basic",
"TestF16Return_basic",
"TestMultipleTensorReturn_basic",
"Threshold1dFloatModule_basic",
"Threshold1dIntI32Module_basic",
"Threshold2dFloatModule_basic",
"Threshold3dFloatModule_basic",
"TileBigDimsSizeModule_basic",
"TileSmallDimsSizeModule_basic",
"ToCopyBoolDTypeStaticModule_basic",
"ToDtypeBoolLayoutNoneStaticModule_basic",
"TransposeIntModule_basic",
"TransposeIntNegDimsModule_basic",
"TupleModule_basic",
"TypeAsSameModule_basic",
"TypePromotionAlphaWiderModule_basic",
"TypePromotionDifferentCategoryModule_basic",
"TypePromotionSameCategoryDifferentWidthModule_basic",
"TypePromotionSameCategoryZeroRankWider_basic",
"TypePromotionZeroRankHigherCategoryModule_basic",
"UnbindIntGetItem_Module_basic",
"UnbindIntListUnpack_Module_basic",
"UnflattenIntNegativeOneDimStaticModule_basic",
"UnflattenIntNegativeOneSizeStaticModule_basic",
"UnflattenIntStaticModule_basic",
"UnflattenStaticModule_basic",
"UnsafeView1DFoldModule_basic",
"UnsafeViewCollapseModule_basic",
"UnsafeViewDynamicExpandModule_basic",
"UnsafeViewExpandModule_basic",
"View1DFoldModule_basic",
"ViewCollapseModule_basic",
"ViewCollapseInferredDimModule_basic",
"ViewCollapseOnesMiddleModule_basic",
"ViewDoubleMergeStaticModule_basic",
"ViewDynamicExpandCollapseModule_basic",
"ViewDynamicExpandModule_basic",
"ViewExpandCollapseModule_basic",
"ViewExpandCollapseWithOnesModule_basic",
"ViewExpandDynamicDimModule_basic",
"ViewExpandInferredDimModule_basic",
"ViewExpandModule_basic",
"ViewExpandOnesBeforeAndAfterModule_basic",
"ViewExpandOnesMiddleModule_basic",
"ViewExpandOnesMiddleOppModule_basic",
"ViewExpandOnesModule_basic",
"ViewFiveTestStaticModule_basic",
"ViewNegativeStaticModule_basic",
"ViewNoChange1dModule_basic",
"ViewNoChange2dModule_basic",
"ViewNoChange3dModule_basic",
"ViewNoChangeStaticModule_basic",
"ViewOffsetBackwardTestStaticModule_basic",
"ViewOffsetTestStaticModule_basic",
"ViewTwoFiveThreeStaticModule_basic",
"ViewTwoToThreeStaticModule_basic",
"ZerosModuleDefaultDtype_basic",
"ZerosModuleFalsePinMemory_basic",
"ZerosModuleFloat2D_basic",
"ZerosModuleFloat3D_basic",
"ZerosModuleInt2D_basic",
"ZerosModuleInt3D_basic",
"_LogSoftmaxModuleStable_basic",
"LinspaceModule_basic",
"LinspaceOneSizeModule_basic",
"LinspaceTwoSizeModule_basic",
"TorchPrimLoopForLikeTensorArgModule_basic",
"RenormModuleFloat32NegativeDim_basic",
"RenormModuleFloat32_basic",
"IndexTensorStaticContiguousWithNoneModule_basic",
"IndexTensorStaticNonContiguousWithNoneModule_basic",
}
MAKE_FX_TOSA_CRASHING_SET = TOSA_CRASHING_SET | {
# Runtime op verification: static result dims in reassoc group do not divide src dim evenly
"FlattenDynamicModule_basic",
"ReshapeDynamicModule_basic",
"ViewFlattenAndExpandModule_basic",
"ViewSizeDimLedAndFollowedByExpandedOnesModule_basic",
"ViewSizeDimLedByExpandedOnesModule_basic",
}
MAKE_FX_TOSA_PASS_SET = (
TOSA_PASS_SET
| {
### Tests additionally passing in make_fx_tosa
"AdaptiveAvgPool1dStaticLargerOutput_basic",
"ScaledDotProductAttentionBoolMaskModule_basic",
"ScaledDotProductAttentionDifferentDynamicCausalModule_basic",
"ArgminIntModule_basic",
"ArgminIntModule_multiple_mins",
"ArgminModule_basic",
"ArgminModule_keepDim",
"ReduceAllDimBool_basic",
"ReduceAllDimFloat_basic",
"ReduceAllDimInt_basic",
"ReduceAllFloatModule_basic",
"ReduceAllIntModule_basic",
"ReduceAnyFloatModule_basic",
"ReduceAnyIntModule_basic",
"ReduceMaxAllDims_basic",
"ReduceMaxFloatModule_basic",
"ReduceMaxSignedIntModule_basic",
"ReduceMaxUnsignedIntModule_basic",
"ReduceMinFloatModule_basic",
"ReduceMinSignedIntModule_basic",
"ReduceMinUnsignedIntModule_basic",
"ReduceProdDtypeFloatModule_basic",
"ReduceProdDtypeIntModule_basic",
"ReduceProdElementTypeBoolModule_basic",
"ReduceProdFloatModule_basic",
"ReduceProdSignedIntModule_basic",
"ReduceProdUnsignedIntModule_basic",
"ReduceSumDimIntListDtypeFloatModule_basic",
"ReduceSumDimIntListDtypeIntModule_basic",
"ReduceSumDimIntListElementTypeBoolModule_basic",
"ReduceSumDtypeFloatModule_basic",
"ReduceSumDtypeIntModule_basic",
"ReduceSumElementTypeBoolModule_basic",
"ScaledDotProductAttentionDifferentModule_basic",
"ScaledDotProductAttentionMaskModule_basic",
"ScaledDotProductAttentionSameModule_basic",
"AvgPool2dCountIncludePadFalseStaticModule_basic",
"AtenLinear1D_basic",
"AtenLinearMatVec_basic",
"AtenLinearVecMatBias_basic",
"Atleast1dModule0dInput_basic",
"Atleast1dModule1dInput_basic",
"Atleast2dModule0dInput_basic",
"Atleast2dModule1dInput_basic",
"Atleast2dModule2dInput_basic",
"MaxPool1dEmptyStrideStaticModule_basic",
"MaxPool1dStaticCeilModeTrueModule_basic",
"MaxPool1dStaticModule_basic",
"AdaptiveAvgPool1dNonUnitOutputSizeStaticModule_basic",
"AdaptiveAvgPool1dUnitOutputSizeStaticModule_basic",
"AdaptiveAvgPool1dStaticEvenMultiple_basic",
"CosineSimilarityModule_basic",
"NativeGroupNormBackwardModule_basic",
"ReduceFrobeniusNormKeepDimModule_basic",
"ReduceFrobeniusNormModule_basic",
"SliceWholeTensorModule_basic",
"TensorFloatModule_basic",
"TensorIntModule_basic",
"AdaptiveAvgPool1dNonUnitOutputSizeStaticModule_basic",
"AdaptiveAvgPool1dUnitOutputSizeStaticModule_basic",
"RepeatInterleaveSelfIntModule_basic",
"TorchPrimLoopForLikeTensorArgModule_basic",
"ViewSizeDimFollowedByCollapsedOnesModule_basic",
"ViewSizeDimFollowedByExpandedOnesModule_basic",
"ViewSizeDimLedAndFollowedByCollapsedOnesModule_basic",
"ViewSizeDimLedByCollapsedOnesModule_basic",
"ViewSizeFromOtherTensor_basic",
"RenormModuleFloat32NegativeDim_basic",
"RenormModuleFloat32_basic",
}
) - {
### Test failing in make_fx_tosa but not in tosa
# Dynamic shape, has extra unsupported broadcast ops
"Matmul_3d",
"MatmulStaticBroadcast_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",
# failed to legalize operation 'torch.aten.to.dtype' that was explicitly marked illegal
"AtenEyeModuleInt2D_basic",
"AtenEyeMModuleInt2D_basic",
"Conv2dBiasNoPaddingModule_basic",
"Conv2dNoPaddingModule_basic",
"Conv2dWithPaddingDilationStrideModule_basic",
"Conv2dWithPaddingModule_basic",
# failed to legalize operation 'torch.operator'
"ElementwisePreluModule_basic",
"ElementwisePreluStaticModule_basic",
"ElementwiseLogSigmoidModule_basic",
# failed to legalize operation 'torch.aten.rrelu_with_noise'
"ElementwiseRreluEvalModule_basic",
"ElementwiseRreluEvalStaticModule_basic",
# incompatible return type failure for tosa.concat.
"HstackBasicComplexModule_basic",
"HstackBasicFloatModule_basic",
"HstackBasicIntFloatModule_basic",
"HstackBasicIntModule_basic",
# Shape Related failures
"PrimListUnpackNumMismatchModule_basic",
"ReshapeExpandModule_basic",
"UnsafeViewCollapseModule_basic",
"UnsafeViewDynamicExpandModule_basic",
"ViewCollapseModule_basic",
"ViewDynamicExpandCollapseModule_basic",
"ViewDynamicExpandModule_basic",
"ViewExpandDynamicDimModule_basic",
"ViewNoChange1dModule_basic",
"ViewNoChange2dModule_basic",
"ViewNoChange3dModule_basic",
}
if torch_version_for_comparison() < version.parse("2.5.0.dev"):
MAKE_FX_TOSA_PASS_SET = MAKE_FX_TOSA_PASS_SET | {
"ScaledDotProductAttentionDifferentModule_basic",
"ScaledDotProductAttentionMaskModule_basic",
"ScaledDotProductAttentionSameModule_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 = {
"TorchPrimLoopForLikeTensorArgModule_basic" "CollapseAllDimensionsModule_basic",
"CollapseRank1DynamicModule_basic",
"CollapseStaticModule_basic",
"CollapsePartialDynamicModule_basic",
"CollapseFullDynamicModule_basic",
"SplitDimStaticModule_basic",
"SplitDimDynamicModule_basic",
"PixelShuffleModuleStaticRank3Int64_basic",
"PixelShuffleModuleStaticRank4Float32_basic",
"PixelShuffleModuleFullDynamic_basic",
"PixelShuffleModuleSpatiallyDynamic_basic",
"PixelShuffleModuleSpatiallyStatic_basic",
"ConvTbcModule_basic",
"_Convolution2DAllFalseModule_basic",
"_Convolution2DBenchmarkModule_basic",
"_Convolution2DCudnnModule_basic",
"_Convolution2DDeterministicModule_basic",
"_Convolution2DTF32Module_basic",
"_ConvolutionDeprecated2DAllFalseModule_basic",
"_ConvolutionDeprecated2DBenchmarkModule_basic",
"_ConvolutionDeprecated2DCudnnModule_basic",
"_ConvolutionDeprecated2DDeterministicModule_basic",
"MaxPool3dEmptyStrideStaticModule_basic",
"AddIntModule_basic",
"AddFloatIntModule_basic",
"ArangeStartOutViewModule_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",
"ExponentialModule_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",
"QuantizedSingleLayer_basic",
"QuantizedBatchedInputSingleLayer_basic",
"ScalarImplicitFloatModule_basic",
"ScalarImplicitIntModule_basic",
"SliceEndSleStartModule_basic",
"SliceOutOfUpperBoundIndexModule_basic",
"SliceOutOfUpperBoundIndexStaticModule_basic",
"SliceStartEqEndModule_basic",
"SqrtIntModule_basic",
"SubFloatModule_basic",
"MulFloatModule_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",
"ElementwiseLogitModule_basic",
"ElementwiseRemainderScalarModule_Int_Float_basic",
"ElementwiseRemainderScalarModule_Bool_basic",
"ElementwiseLerpScalarIntModule_basic",
"ElementwiseLerpScalarFloatModule_basic",
"AtenIntTensorByteDtypeModule_basic",
"AtenIntTensorCharDtypeModule_basic",
"UpSampleNearest2dBackwardVec_basic",
"UpSampleNearest2dBackwardOutputSizeNone_basic",
"ConvolutionBackwardModule2D_basic",
"ConvolutionBackwardModule2DPadded_basic",
"VarMeanCorrectionModule_basic",
"VarMeanCorrectionNoneModule_basic",
"ElementwisePreluModule_basic",
"VarMeanBiasedModule_basic",
"VarMeanUnbiasedModule_basic",
"RandnLikeModule_basic",
"RandnLikeDtypeModule_basic",
"NormalFunctionalModule_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",
"EmptyStridedSizeIntStrideModule_basic",
"ElementwiseBitwiseAndScalarInt64Module_basic",
"ElementwiseBitwiseAndScalarInt32Module_basic",
"ElementwiseBitwiseAndScalarInt8Module_basic",
"Conv2dQInt8Module_basic",
"Conv2dQInt8Module_depthwise",
"Conv2dQInt8Module_grouped",
"Conv2dQInt8Module_not_depthwise",
"Conv2dQInt8PerChannelModule_basic",
"Conv2dQInt8PerChannelModule_depthwise",
"Conv2dQInt8PerChannelModule_grouped",
"ConvTranspose2DQInt8_basic",
}
ONNX_XFAIL_SET = {
# This test is expected to time out
"TimeOutModule_basic",
# Failure - cast error
"PermuteNegativeIndexModule_basic",
# Failure - incorrect numerics
"ReduceAnyDimFloatModule_basic",
"AvgPool2dDivisorOverrideModule_basic",
"BroadcastDynamicDimModule_basic",
"ElementwiseAtan2TensorIntModule_basic",
"ElementwiseAtan2TensorIntStaticModule_basic",
"ElementwiseAtenFloorDivideScalarNegativeModule_basic",
"ElementwiseAtenFloorDivideTensorNegativeModule_basic",
"ElementwiseLog10IntModule_basic",
"ElementwiseLog2IntModule_basic",
"ElementwiseFminModule_basic",
"ElementwiseFmaxModule_basic",
"MultinomialModule2D_basic",
"MultinomialModule2D_F32",
"PixelShuffleModuleStaticRank4Float32_basic",
"ReflectionPad1dModule2dInput_Right",
"ReflectionPad1dModule2dInput_basic",
"ReflectionPad1dModule3dInput_Left",
"ReflectionPad1dModule3dInput_basic",
"ReflectionPad2dModule_Bottom",
"ReflectionPad2dModule_Left",
"ReflectionPad2dModule_Right",
"ReflectionPad2dModule_Top",
"ReflectionPad2dModule_basic",
"ReplicationPad2dModule_basic",
"ReplicationPad2dModule_bottom0",
"ReplicationPad2dModule_left0",
"ReplicationPad2dModule_right0",
"ReplicationPad2dModule_top0",
"SliceCopyEndGreaterThanDimSize_Module_basic",
"SliceCopyNegative_Module_basic",
"SliceCopyNonZeroDim_Module_basic",
"SliceCopy_Module_basic",
"StdCorrectionLargeInputModule_basic",
"TupleModule_basic",
"VarCorrectionLargeInputModule_basic",
# Failure - incorrect shape
"ArangeStartOutDtypeModule_basic",
"ArangeStartOutViewModule_basic",
"MoveDimIntNegativeIndexModule_basic",
"ReduceL3NormKeepDimModule_basic",
"ViewSizeFromOtherTensor_basic",
# incorrect shape generated by torch.onnx.export (needs an unsqueeze)
"MultinomialModule_basic",
# Failure - onnx_export
"AdaptiveAvgPool1dGeneralDynamic_basic",
"AdaptiveAvgPool1dNonUnitOutputSizeDynamicModule_basic",
"AdaptiveAvgPool1dStaticLargerOutput_basic",
"AdaptiveAvgPool2dDynamicNoBatch_basic",
"AdaptiveAvgPool2dDynamic_basic",
"AdaptiveAvgPool2dNonUnitOutputSizeDynamicModule_basic",
"AdaptiveAvgPool2dOutputSizeDivisibleByInputDynamicModule_basic",
"AdaptiveAvgPool2dFixedKernelStrideSizeStaticModule_basic",
"AdaptiveAvgPool3dDynamicNoBatch_basic",
"AdaptiveAvgPool3dDynamic_basic",
"AdaptiveMaxPool1dDynamicNoBatch_basic",
"AdaptiveMaxPool1dDynamic_basic",
"AdaptiveMaxPool1dStatic_basic",
"AdaptiveMaxPool2dDynamicNoBatch_basic",
"AdaptiveMaxPool2dDynamicWithIndices_basic",
"AdaptiveMaxPool2dDynamic_basic",
"AdaptiveMaxPool2dStaticWithIndices_basic",
"AdaptiveMaxPool2dStatic_basic",
"AdaptiveMaxPool3dDynamicNoBatch_basic",
"AdaptiveMaxPool3dDynamicWithIndices_basic",
"AdaptiveMaxPool3dDynamic_basic",
"AdaptiveMaxPool3dStaticWithIndices_basic",
"AdaptiveMaxPool3dStatic_basic",
"AddCDivModule_basic",
"AddIntModule_basic",
"AddFloatIntModule_basic",
"Add_Module_basic",
"AllBoolFalseModule_basic",
"AllBoolTrueModule_basic",
"AnyBoolFalseModule_basic",
"AnyBoolTrueModule_basic",
"AtenComplex64Module_basic",
"AtenComplexImagModule_basic",
"AtenComplexRealModule_basic",
"AtenComplexViewModule_basic",
"AtenDiagEmbedDefaultDiag_basic",
"AtenDiagEmbedDimDiag_basic",
"AtenDiagEmbedNegOffsetDiag_basic",
"AtenDiagEmbedNonDefault4DDiag_basic",
"AtenDiagEmbedOffsetDiag_basic",
"AtenDiagEmbedRevDimDiag_basic",
"AtenEmbeddingBagStaticModule_basic",
"AtenEmbeddingBagSumExample_basic",
"AtenFloatScalarModule_basic",
"AtenIntBoolOpConstFalseModule_basic",
"AtenIntBoolOpConstTrueModule_basic",
"AtenIntBoolOpModule_basic",
"AtenIntTensorByteDtypeModule_basic",
"AtenIntTensorCharDtypeModule_basic",
"AtenIntMM_basic",
"AtenItemFpOpModule_basic",
"AtenItemIntOpModule_basic",
"AtenKthvalueModule_basic",
"AtenKthvalueKeepDimModule_basic",
"AtenKthvalueDynamicDimsModule_basic",
"AtenKthvalueFloat64Module_basic",
"AtenKthvalueFloat64DynamicDimsModule_basic",
"AtenLinalgCrossDynamic_basic",
"AtenMatmulQMixedSigni8Transpose_basic",
"AtenMatmulQMixedSigni8_basic",
"AtenMatmulQint8MV_basic",
"AtenMatmulQint8VM_basic",
"AtenMatmulQint8VV_basic",
"AtenMatmulQint8_basic",
"AtenMmQMixedSigni8_basic",
"AtenMmQint8_basic",
"AtenMmQuint8_basic",
"AtenPolarFloatModule_basic",
"AtenPolarDoubleModule_basic",
"AtenRealView128Module_basic",
"AtenRealView64Module_basic",
"AtenSubFloatModule_basic",
"AtenTopKModule_basic",
"AtenTopKSmallestModule_basic",
"Aten_EmbeddingBagExample_basic",
"AvgPool2dWithoutPadModule_basic",
"BatchMlpLayerModule_basic",
"BincountMinlengthModule_basic",
"BincountModule_basic",
"BincountStaticSizeModule_basic",
"BoolFloatConstantModule_basic",
"BoolFloatFalseModule_basic",
"BoolFloatTrueModule_basic",
"BoolIntConstantModule_basic",
"BoolIntFalseModule_basic",
"BoolIntTrueModule_basic",
"CeilFloatModule_basic",
"ChunkListUnpackDynamic_Module_basic",
"ChunkListUnpackUnevenDynamic_Module_basic",
"CollapseAllDimensionsModule_basic",
"CollapseFullDynamicModule_basic",
"CollapsePartialDynamicModule_basic",
"CollapseRank1DynamicModule_basic",
"CollapseStaticModule_basic",
"ConstantBoolParameterModule_basic",
"ContainsIntList_False",
"ContainsIntList_True",
"Conv1dModule_basic",
"Conv2dBiasNoPaddingModule_basic",
"Conv2dModule_basic",
"Conv2dNoPaddingModule_basic",
"Conv2dQInt8Module_basic",
"Conv2dQInt8Module_depthwise",
"Conv2dQInt8Module_grouped",
"Conv2dQInt8Module_not_depthwise",
"Conv2dQInt8PerChannelModule_basic",
"Conv2dQInt8PerChannelModule_depthwise",
"Conv2dQInt8PerChannelModule_grouped",
"Conv2dWithPaddingDilationStrideModule_basic",
"Conv2dWithPaddingModule_basic",
"Conv3dModule_basic",
"ConvTbcModule_basic",
"ConvTranspose2DQInt8_basic",
"Conv_Transpose2dModule_basic",
"Convolution2DModule_basic",
"Convolution2DStridedModule_basic",
"ConvolutionBackwardModule2DPadded_basic",
"ConvolutionBackwardModule2DStatic_basic",
"ConvolutionBackwardModule2DStrided_basic",
"ConvolutionBackwardModule2D_basic",
"ConvolutionModule2DGroups_basic",
"ConvolutionModule2DTransposeNonUnitOutputPadding_basic",
"ConvolutionModule2DTransposeStrided_basic",
"ConvolutionModule2DTranspose_basic",
"DivFloatModule_basic",
"DivIntModule_basic",
"ElementwiseAcoshIntModule_basic",
"ElementwiseAcoshModule_basic",
"ElementwiseAsinhIntModule_basic",
"ElementwiseAsinhModule_basic",
"ElementwiseAtanhIntModule_basic",
"ElementwiseAtanhModule_basic",
"ElementwiseAtenIsneginfOpModule_basic",
"ElementwiseAtenIsposinfOpModule_basic",
"ElementwiseBitwiseNotInt32Module_basic",
"ElementwiseBitwiseNotInt64Module_basic",
"ElementwiseBitwiseOrModule_basic",
"ElementwiseBitwiseOrStaticShapeModule_basic",
"ElementwiseBitwiseRightShiftInt32Module_basic",
"ElementwiseBitwiseRightShiftInt64Module_basic",
"ElementwiseBitwiseRightShiftInt8Module_basic",
"ElementwiseBitwiseXorModule_basic",
"ElementwiseBitwiseXorStaticShapeModule_basic",
"ElementwiseSinhIntModule_basic",
"ElementwiseSinhModule_basic",
"ElementwiseCoshIntModule_basic",
"ElementwiseCoshModule_basic",
"ElementwiseTruncIntModule_basic",
"ElementwiseTruncModule_basic",
"ElementwiseDequantizePerChannelModule_basic",
"ElementwiseDequantizePerTensorModule_basic",
"ElementwiseDivTensorRoundingModeFloorIntStaticModule_basic",
"ElementwiseDivTensorRoundingModeTruncIntStaticModule_basic",
"ElementwiseEluNonDefaultModule_basic",
"ElementwiseExpm1IntModule_basic",
"ElementwiseExpm1Module_basic",
"ElementwiseFmodTensor_Int_basic",
"ElementwiseMulTensorComplexModule_basic",
"ElementwiseMulTensorComplexDiffModule_basic",
"ElementwiseOrTensorModule_basic",
"ElementwiseOrTensorStaticShapeModule_basic",
"ElementwiseQuantizePerTensorModule_basic",
"ElementwiseQuantizePerTensorUIntModule_basic",
"ElementwiseRad2DegModule_basic",
"ElementwiseRad2DegIntModule_basic",
"ElementwiseRemainderTensorModule_Int_basic",
"ElementwiseRemainderTensorModule_Int_NegativeDividend_basic",
"ElementwiseRemainderTensorModule_Int_NegativeDivisor_basic",
"ElementwiseSgnModule_basic",
"EmptyStridedModule_basic",
"EmptyStridedSizeIntStrideModule_basic",
"EqIntModule_basic",
"ExponentialModule_basic",
"FakeQuantizePerTensorAffineCachemaskModule_basic",
"FloatImplicitModule_basic",
"GeFloatIntModule_basic",
"GeFloatModule_basic",
"GeIntModule_basic",
"GeluBackwardModule_basic",
"GtFloatIntModule_basic",
"GtIntModule_basic",
"HardtanhBackward_basic",
"HstackBasicComplexModule_basic",
"HstackBasicFloatModule_basic",
"HstackBasicIntFloatModule_basic",
"HstackBasicIntModule_basic",
"IndexPutImpl1DFloatAccumulateModule_basic",
"IndexPutImpl1DFloatNonAccumulateModule_basic",
"IndexPutImpl1DIntAccumulateModule_basic",
"IndexPutImpl1DIntNonAccumulateModule_basic",
"IndexPutImpl2DFloatAccumulateModule_basic",
"IndexPutImpl2DFloatNonAccumulateModule_basic",
"IndexPutImpl2DImplicitModule_basic",
"IndexPutImpl2DIndexModule_basic",
"IndexPutImpl2DNoneIndexStaticModule_basic",
"IndexPutImpl3DFloatAccumulateModule_basic",
"IndexPutImpl3DFloatNonAccumulateModule_basic",
"IndexPutImplIndexWithNoneModule_basic",
"IndexPutWithNoneAndBroadcastModule_basic",
"IntFloatModule_basic",
"IntImplicitModule_basic",
"IouOfModule_basic",
"IsFloatingPointFloat_True",
"IsFloatingPointInt_False",
"IscloseStaticModuleTrue_basic",
"IscloseStaticModule_basic",
"LeakyReluBackwardModule_basic",
"LeakyReluBackwardStaticModule_basic",
"LenStrModule_basic",
"LiftFreshCopyModule_basic",
"LinalgNormKeepDimComplexModule_basic",
"LinalgVectorNormComplexModule_basic",
"LogSoftmaxBackwardModule_basic",
"MaskedScatterStaticBasic_basic",
"MaxPool1dCeilModeTrueModule_basic",
"MaxPool1dModule_basic",
"MaxPool2dCeilModeTrueModule_basic",
"MaxPool2dModule_basic",
"MaxPool2dWithIndicesAllOnesModule_basic",
"MaxPool2dWithIndicesBackwardDynamic3DModule_basic",
"MaxPool2dWithIndicesBackwardDynamic4DModule_basic",
"MaxPool2dWithIndicesBackwardStatic3DModule_basic",
"MaxPool2dWithIndicesBackwardStatic4DModule_basic",
"MaxPool2dWithIndicesCeilModeTrueModule_basic",
"MaxPool2dWithIndicesFullSizeKernelModule_basic",
"MaxPool2dWithIndicesModule_basic",
"MaxPool2dWithIndicesNonDefaultDilationModule_basic",
"MaxPool2dWithIndicesNonDefaultParamsModule_basic",
"MaxPool2dWithIndicesNonDefaultStrideModule_basic",
"MaxPool3dCeilModeTrueModule_basic",
"MaxPool3dLargeDatadModule_basic",
"MaxPool3dModuleRandomSimple_basic",
"MaxPool3dModule_basic",
"MaxPool3dWithIndicesAllOnesModule_basic",
"MaxPool3dWithIndicesCeilModeTrueModule_basic",
"MaxPool3dWithIndicesFullSizeKernelModule_basic",
"MaxPool3dWithIndicesModule_basic",
"MaxPool3dWithIndicesNonDefaultDilationModule_basic",
"MaxPool3dWithIndicesNonDefaultParamsModule_basic",
"MaxPool3dWithIndicesNonDefaultStrideModule_basic",
"MaxUnpool3dModule_basic",
"MaxUnpool3dModulePad0_basic",
"MeanDimEmptyDimModule_basic",
"Mlp1LayerModule_basic",
"Mlp2LayerModuleNoBias_basic",
"Mlp2LayerModule_basic",
"MulFloatModule_basic",
"MulIntModule_basic",
"NarrowHorizontalTest2_basic",
"NarrowHorizontalTest_basic",
"NarrowTensorHorizontalModule_basic",
"NarrowTensorVerticalModule_basic",
"NarrowVerticalTest2_basic",
"NarrowVerticalTest_basic",
"NativeBatchNorm1DModule_basic",
"NativeBatchNorm2DModule_basic",
"NativeBatchNorm3DModule_basic",
"NativeBatchNormNoneWeightModule_basic",
"NativeDropoutEvalFloatModule_basic",
"NativeGroupNormBackwardModule_basic",
"NativeGroupNormModule_basic",
"NativeLayerNormDynamicModule_basic",
"NeFloatIntModule_basic",
"NeIntModule_basic",
"NewEmptyStridedModuleDefaultDtype_basic",
"NllLossModuleBackward1DMeanWeight_basic",
"NllLossModuleBackward1DMean_basic",
"NllLossModuleBackward1DSumWeight_basic",
"NllLossModuleBackward1DSum_basic",
"NllLossModuleBackward1DWeight_basic",
"NllLossModuleBackward1D_basic",
"NllLossModuleBackwardMeanWeight_basic",
"NllLossModuleBackwardMean_basic",
"NllLossModuleBackwardSumWeight_basic",
"NllLossModuleBackwardSum_basic",
"NllLossModuleBackwardWeight_basic",
"NllLossModuleBackward_basic",
"NllLossModuleBackward_ignore_index",
"NllLossModule_1D_basic",
"NllLossModule_basic",
"NllLossModule_ignore_index_out_of_bounds_basic",
"NllLossModule_mean_basic",
"NllLossModule_sum_basic",
"NormScalarComplexModule_basic",
"NormScalarModule_basic",
"NormScalarOptDimKeepDimComplexModule_basic",
"NormScalarOptDimKeepDimModule_basic",
"NormScalarOptDimModule_basic",
"NormalFunctionalModule_basic",
"NumToTensorFloatModule_basic",
"NumToTensorIntModule_basic",
"NumelModule_basic",
"NumelZeroRankModule_basic",
"PixelShuffleModuleFullDynamic_basic",
"PixelShuffleModuleSpatiallyDynamic_basic",
"PixelShuffleModuleSpatiallyStatic_basic",
"PixelShuffleModuleStaticRank3Int64_basic",
"PowIntFloatModule_basic",
"PrimMaxIntModule_basic",
"PrimMinIntDynamicModule_basic",
"PrimMinIntModule_basic",
"PrimsConvertElementTypeModule_basic",
"PrimsSqueezeEmptyDimensionsModule_basic",
"PrimsSqueezeModule_basic",
"PrimsViewOfModule_basic",
"PrimsViewOfZeroRankModule_basic",
"QuantizedReluInt8_basic",
"QuantizedReluInt32_basic",
"QuantizedReluUint8_basic",
"RandIntDtypeModule_basic",
"RandIntModule_basic",
"RandIntPinMemoryModule_basic",
"ReduceFrobeniusNormComplexModule_basic",
"ReduceL1NormComplexModule_basic",
"ReduceL2NormComplexModule_basic",
"ReduceL3NormKeepDimComplexModule_basic",
"ReshapeAliasCollapseModule_basic",
"ReshapeAliasExpandModule_basic",
"ReshapeExpandModule_basic",
"Rot90DynamicDimsModule_basic",
"SafeSoftmaxModule_basic",
"SafeSoftmaxNonNoneDtypeModule_basic",
"ScalarConstantTupleModule_basic",
"ScalarImplicitFloatModule_basic",
"ScalarImplicitIntModule_basic",
"ScatterReduceFloatMaxModule",
"ScatterReduceFloatMeanModule",
"ScatterReduceFloatMeanModuleIncludeSelf",
"ScatterReduceFloatMinModule",
"ScatterReduceFloatProdModule",
"ScatterReduceFloatSumModule",
"ScatterReduceIntMaxModule",
"ScatterReduceIntMeanModule",
"ScatterReduceIntMeanModuleIncludeSelf",
"ScatterReduceIntMinModule",
"ScatterReduceIntProdModule",
"ScatterReduceIntSumModule",
"SelectScattertModule_basic",
"SelectScattertStaticModule_basic",
"SignAndLogarithmOfDeterminantModule_F32",
"SignAndLogarithmOfDeterminantBatchedModule_F32",
"SignAndLogarithmOfDeterminantDynamicModule_F32",
"SliceEndSleStartModule_basic",
"SliceOutOfUpperBoundIndexModule_basic",
"SliceScatterModule_basic",
"SliceScatterNegativeDimModule_basic",
"SliceScatterNegativeEndModule_basic",
"SliceScatterStaticModule_basic",
"SliceScatterStepVariationModule_basic",
"SliceScatterZeroDimModule_basic",
"SliceStartEqEndModule_basic",
"SoftmaxBackwardModule_basic",
"SortIntListReverse_basic",
"SortIntList_basic",
"SplitDimDynamicModule_basic",
"SplitDimStaticModule_basic",
"SqrtIntConstantModule_basic",
"SqrtIntModule_basic",
"SubFloatModule_basic",
"SubIntModule_basic",
"TanhBackward_basic",
"TensorsConcatComplex128FloatModule_basic",
"TensorsConcatComplex64FloatModule_basic",
"TensorsConcatComplex128IntModule_basic",
"TensorToBoolZeroRank_basic",
"TensorToBool_basic",
"TensorToFloatZeroRank_basic",
"TensorToFloat_basic",
"TensorToIntZeroRank_basic",
"TensorToInt_basic",
"TestMultipleTensorAndPrimitiveTypesReturn_basic",
"Threshold1dFloatModule_basic",
"Threshold1dIntI32Module_basic",
"Threshold1dIntModule_basic",
"Threshold2dFloatModule_basic",
"Threshold2dIntModule_basic",
"Threshold3dFloatModule_basic",
"Threshold3dIntModule_basic",
"ThresholdBackward1dFloatModule_basic",
"ThresholdBackward1dIntModule_basic",
"ThresholdBackward1dMixedModule_basic",
"ThresholdBackward2dFloatModule_basic",
"ThresholdBackward2dIntModule_basic",
"ThresholdBackward2dMixedModule_basic",
"ThresholdBackward3dFloatModule_basic",
"ThresholdBackward3dIntModule_basic",
"ThresholdBackward3dMixedModule_basic",
"ToCopyBoolDTypeStaticModule_basic",
"ToCopyModule_basic",
"ToCopyWithDTypeFalsePinMemoryModule_basic",
"ToCopyWithDTypeModule_basic",
"TorchPrimLoopForLikeModule_basic",
"TorchPrimLoopWhileLikeModule_basic",
"TraceModule_basic",
"TraceModule_empty",
"TraceModule_nonsquare",
"TraceSignedIntModule_basic",
"TraceUnsignedIntModule_basic",
"TraceUnsignedIntModule_empty",
"UniformModule_basic",
"UniformNoCorrelationModule_basic",
"UniformStaticShapeModule_basic",
"UnsafeIndexPutHackedTwin1DFloatNonAccumulateModule_basic",
"UnsafeView1DFoldModule_basic",
"UnsafeViewCollapseDynamicWithAtenSizeIntModule_basic",
"UnsafeViewCollapseModule_basic",
"UnsafeViewDynamicExpandModule_basic",
"UnsafeViewDynamicExpandWithAtenSizeIntModule_basic",
"UnsafeViewExpandModule_basic",
"UpSampleNearest2dBackwardScalesNone_basic",
"UpSampleNearest2dBackward_basic",
"UpSampleNearest2dDynamicFactor_basic",
"UpSampleNearest2dStaticFactor_basic",
"UpSampleNearest2d_basic",
"ViewCollapseDynamicWithAtenSizeIntModule_basic",
"ViewCollapseModule_basic",
"ViewDynamicExpandCollapseModule_basic",
"ViewDynamicExpandCollapseWithAtenIntModule_basic",
"ViewDynamicExpandModule_basic",
"ViewDynamicExpandWithAtenSizeIntModule_basic",
"ViewExpandDynamicDimModule_basic",
"ViewNoChange1dModule_basic",
"ViewNoChange2dModule_basic",
"ViewNoChange3dModule_basic",
"WeightNormInterfaceModule_basic",
"_Convolution2DAllFalseModule_basic",
"_Convolution2DBenchmarkModule_basic",
"_Convolution2DCudnnModule_basic",
"_Convolution2DDeterministicModule_basic",
"_Convolution2DTF32Module_basic",
"_ConvolutionDeprecated2DAllFalseModule_basic",
"_ConvolutionDeprecated2DBenchmarkModule_basic",
"_ConvolutionDeprecated2DCudnnModule_basic",
"_ConvolutionDeprecated2DDeterministicModule_basic",
"_SoftmaxModule_basic",
# Failure - onnx_import
# Failure - onnx_lowering: onnx.SplitToSequence
"ChunkListUnpackUneven_Module_basic",
"TensorSplitSections_GetItemModule_basic",
"TensorSplitSections_ListUnpackModule_basic",
# Failure - onnx_lowering: onnx.AveragePool
"AdaptiveAvgPool1dGeneralDynamicNoBatches_basic",
# these diagonal modules are currently failing due to dynamic shape.
# We are currently testing aten.diagonal using DiagonalWithStaticShapeModule instead.
# when the issue is fixed, please remove DiagonalWithStaticShapeModule as well as the xfails here.
"TileBigDimsSizeModule_basic",
"TileSmallDimsSizeModule_basic",
# Failure - onnx_lowering: onnx.ReduceProd
"ReduceProdFloatModule_basic",
"ReduceProdDtypeFloatModule_basic",
"ReduceProdElementTypeBoolModule_basic",
"ReduceProdUnsignedIntModule_basic",
"ReduceProdSignedIntModule_basic",
"ReduceProdDtypeIntModule_basic",
# ERROR: dtype (torch.float32) is not equal to golden dtype (torch.float64)
"RandnDtypeDeviceModule_basic",
"RandnGeneratorF64Module_basic",
"RandnGeneratorModule_basic",
"RandnModule_basic",
"RandnLikeModule_basic",
"BernoulliFloatModule_basic",
"BernoulliPModule_basic",
"BernoulliTensorModule_basic",
# Failure - onnx_lowering: onnx.ReduceProd
"ReduceProdDimIntFloatModule_basic",
# Failure - onnx_lowering: onnx.ScatterElements
"ScatterReduceFloatMaxModuleIncludeSelf",
"ScatterReduceFloatMinModuleIncludeSelf",
"ScatterReduceIntMaxModuleIncludeSelf",
"ScatterReduceIntMinModuleIncludeSelf",
"ScatterValueFloatModule_basic",
"ScatterAddStaticModule_basic",
# Failure - onnx_lowering: onnx.ScatterND
"IndexPut1DFloatAccumulateModule_basic",
"IndexPut1DIntAccumulateModule_basic",
"IndexPut2DFloatAccumulateModule_basic",
"IndexPut2DIntAccumulateModule_basic",
"IndexPut3DFloatAccumulateModule_basic",
"IndexPut3DIntAccumulateModule_basic",
"IndexPutHackedTwin1DFloatAccumulateModule_basic",
"IndexPutHackedTwin1DIntAccumulateModule_basic",
"IndexPutHackedTwin2DFloatAccumulateModule_basic",
"IndexPutHackedTwin2DIntAccumulateModule_basic",
"IndexPutHackedTwin3DFloatAccumulateModule_basic",
"IndexPutHackedTwin3DIntAccumulateModule_basic",
# RuntimeError: unsupported input type: Device
"PrimsIotaModule_basic",
# unimplemented torchvision.deform_conv2d torch->linalg
"DeformConv2D_basic",
# Error: 'aten::renorm' to ONNX opset version 17 is not supported.
"RenormModuleFloat16_basic",
"RenormModuleFloat32NegativeDim_basic",
"RenormModuleFloat32_basic",
"RenormModuleFloat32DynamicDims_basic",
"Rot90BasicModule_basic",
"Rot90DynamicDymsModule_basic",
"Rot90MultipleRotationsModule_basic",
"Rot90NegativeEvenRotationsModule_basic",
"Rot90NegativeOddRotationsModule_basic",
# Failure - unknown
"BernoulliModule_basic",
"Conv_Transpose1dModule_basic",
"Conv_Transpose3dModule_basic",
"CopyWithDifferentDTypesAndSizesModule_basic",
"CopyWithDifferentDTypesModule_basic",
"CosineSimilarityStaticBroadcastModule_basic",
"CumsumInputDtypeInt32Module_basic",
"CumprodModule_basic",
"CumprodInputDtypeInt32Module_basic",
"CumprodStaticModule_basic",
"CumprodStaticNegativeDimModule_basic",
"ElementwiseAcosIntModule_basic",
"ElementwiseAsinIntModule_basic",
"ElementwiseAtanTensorIntModule_basic",
"ElementwiseCosIntModule_basic",
"ElementwiseDivTensorRoundingModeTruncModule_basic",
"ElementwiseDivTensorRoundingModeTruncStaticModule_basic",
"ElementwiseErfIntModule_basic",
"ElementwiseExpIntModule_basic",
"ElementwiseLogIntModule_basic",
"ElementwiseSigmoidIntModule_basic",
"ElementwiseSinIntModule_basic",
"ElementwiseTanIntModule_basic",
"ElementwiseToDtypeI64ToUI8Module_basic",
"ElementwiseUnaryIntModule_basic",
"ElementwiseFloatTensorGtIntTensorModule_basic",
"MaskedFillTensorFloatValueModule_basic",
"NativeDropoutTrainModule_basic",
"NativeDropoutTrainStaticShapeModule_basic",
"ReduceAnyFloatModule_basic",
"ReduceMaxAlongDimUnsignedInt_basic",
"ReduceMinAlongDimUnsignedInt_basic",
"UnfoldModule_basic",
}
if torch_version_for_comparison() < version.parse("2.3.0.dev"):
ONNX_XFAIL_SET = ONNX_XFAIL_SET | {
# ERROR: shape (torch.Size([6, 4, 5])) is not equal to golden shape (torch.Size([120]))
"RepeatInterleaveSelfIntNoDimModule_basic",
}
if torch_version_for_comparison() < version.parse("2.4.0.dev"):
ONNX_XFAIL_SET = ONNX_XFAIL_SET | {
# torch.onnx.errors.UnsupportedOperatorError: Exporting the operator 'aten::bitwise_left_shift' to ONNX opset version 17 is not supported.
"ElementwiseBitwiseLeftShiftInt32Module_basic",
"ElementwiseBitwiseLeftShiftInt64Module_basic",
"ElementwiseBitwiseLeftShiftInt8Module_basic",
# bitwise and support has been added in torch nightly
"ElementwiseAndScalarModule_basic",
"ElementwiseAndScalarStaticShapeModule_basic",
"ElementwiseBitwiseAndModule_basic",
"ElementwiseBitwiseAndScalarInt32Module_basic",
"ElementwiseBitwiseAndScalarInt64Module_basic",
"ElementwiseBitwiseAndScalarInt8Module_basic",
"ElementwiseBitwiseAndStaticShapeModule_basic",
}
if torch_version_for_comparison() >= version.parse("2.5.0.dev"):
ONNX_XFAIL_SET = ONNX_XFAIL_SET | {
# ERROR: value (Tensor with shape=[2, 3, 8, 20], dtype=torch.float32, min=+nan, max=+nan, mean=+nan) is not close to golden value (Tensor with shape=[2, 3, 8, 20], dtype=torch.float32, min=-2.394, max=+2.454, mean=-0.02828)
"ScaledDotProductAttentionBoolMaskModule_basic",
}
if torch_version_for_comparison() < version.parse("2.4.0.dev"):
STABLEHLO_PASS_SET = STABLEHLO_PASS_SET - {
"AtenIntMM_basic",
}
FX_IMPORTER_STABLEHLO_XFAIL_SET = FX_IMPORTER_STABLEHLO_XFAIL_SET | {
"AtenIntMM_basic",
}
ONNX_CRASHING_SET = LINALG_CRASHING_SET | {
"FakeQuantizePerTensorAffineModule_basic",
"FakeQuantizePerTensorAffineDynamicShapeModule_basic",
"ElementwisePreluModule_basic",
"ViewDynamicExpandCollapseWithParallelUnknownDimModule_basic",
"ScatterReduceFloatProdModuleIncludeSelf",
"ScatterReduceFloatSumModuleIncludeSelf",
"ScatterReduceIntProdModuleIncludeSelf",
"ScatterReduceIntSumModuleIncludeSelf",
# The following test sporadically stopped producing correct numerics for the golden value in the CI.
# For now, we are removing the test until this issue has been debugged.
"QuantizedMLP_basic",
# Runtime crash: mismatched size for broadcast
"MaxPool2dWithIndicesAllNegativeValuesModule_basic",
"MaxPool2dWithIndicesNonDefaultPaddingModule_basic",
"MaxPool3dWithIndicesAllNegativeValuesModule_basic",
"MaxPool3dWithIndicesNonDefaultPaddingModule_basic",
"StdDimEmptyDimModule_basic",
"StdCorrectionEmptyDimModule_basic",
"VarCorrectionEmptyDimModule_basic",
"VarDimEmptyDimModule_basic",
# Runtime op verification: rank mismatch in memref.cast
"ViewSizeFromOtherTensor_basic",
}
FX_IMPORTER_TOSA_XFAIL_SET = {
"AdaptiveMaxPool1dDimOneStatic_basic",
"AtenPolarDoubleModule_basic",
"AtenPolarFloatModule_basic",
"HstackBasicComplexModule_basic",
"HstackBasicFloatModule_basic",
"HstackBasicIntFloatModule_basic",
"HstackBasicIntModule_basic",
"Rot90BasicModule_basic",
"Rot90DynamicDimsModule_basic",
"Rot90MultipleRotationsModule_basic",
"Rot90NegativeEvenRotationsModule_basic",
"Rot90NegativeOddRotationsModule_basic",
"AtenIntMM_basic",
"AtenKthvalueDynamicDimsModule_basic",
"AtenKthvalueFloat64DynamicDimsModule_basic",
"AtenKthvalueFloat64Module_basic",
"AtenKthvalueKeepDimModule_basic",
"AtenKthvalueModule_basic",
"AvgPool3dStaticModule_basic",
"Conv_Transpose1dModule_basic",
"Conv_Transpose1dStaticModule_basic",
"Conv_Transpose2dStaticModule_basic",
"Conv_Transpose3dModule_basic",
"Conv_Transpose3dStaticModule_basic",
"ElementwiseFloatTensorGtIntTensorModule_basic",
"ElementwiseIntTensorLtFloatTensorModule_basic",
"ElementwiseRreluEvalModule_basic",
"ElementwiseRreluEvalStaticModule_basic",
"ElementwiseRreluTrainModule_basic",
"ElementwiseRreluTrainStaticModule_basic",
"FakeQuantizePerTensorAffineCachemaskModule_basic",
"IndexPutWithNoneAndBroadcastModule_basic",
"MaskedScatterStaticBasic_basic",
"MaxUnpool3dModulePad0_basic",
"MaxUnpool3dModule_basic",
"MultinomialModule2D_F32",
"MultinomialModule2D_basic",
"MultinomialModule_basic",
"RenormModuleFloat16_basic",
# REMOVE WHEN ENABLE_GQA IS ADDED
"ScatterAddStaticModule_basic",
"TensorsConcatComplex128FloatModule_basic",
"TensorsConcatComplex128IntModule_basic",
"TensorsConcatComplex64FloatModule_basic",
"TimeOutModule_basic",
"TrilIndicesAllZerosModule_basic",
"TrilIndicesModule_basic",
"TrilIndicesNegativeOffsetModule_basic",
"TrilIndicesOfssetGreaterThanRowModule_basic",
"TriuIndicesAllZerosModule_basic",
"TriuIndicesModule_basic",
"TriuIndicesNegativeOffsetModule_basic",
"TypeConversionUint8ToF32Module_basic",
"WeightNormInterfaceModule_basic",
"AdaptiveAvgPool3dDynamicNoBatch_basic",
"AdaptiveAvgPool3dDynamic_basic",
"AdaptiveMaxPool1dDynamicNoBatch_basic",
"AdaptiveMaxPool1dDynamic_basic",
"AdaptiveMaxPool1dStatic_basic",
"AdaptiveMaxPool2dDynamicNoBatch_basic",
"AdaptiveMaxPool2dDynamicWithIndices_basic",
"AdaptiveMaxPool2dDynamic_basic",
"AdaptiveMaxPool2dStaticWithIndices_basic",
"AdaptiveMaxPool2dStatic_basic",
"AdaptiveMaxPool3dDynamicNoBatch_basic",
"AdaptiveMaxPool3dDynamicWithIndices_basic",
"AdaptiveMaxPool3dDynamic_basic",
"AdaptiveMaxPool3dStaticWithIndices_basic",
"AdaptiveMaxPool3dStatic_basic",
"AddIntModule_basic",
"AddFloatIntModule_basic",
"AllBoolFalseModule_basic",
"AllBoolTrueModule_basic",
"AnyBoolFalseModule_basic",
"AnyBoolTrueModule_basic",
"ArangeStartOutViewModule_basic",
"AtenComplexImagModule_basic",
"AtenComplexRealModule_basic",
"AtenComplexViewModule_basic",
"AtenDiagEmbedDefaultDiag_basic",
"AtenDiagEmbedDimDiag_basic",
"AtenDiagEmbedNegOffsetDiag_basic",
"AtenDiagEmbedNonDefault4DDiag_basic",
"AtenDiagEmbedOffsetDiag_basic",
"AtenDiagEmbedRevDimDiag_basic",
"AtenEmbeddingBagStaticModule_basic",
"AtenEmbeddingBagSumExample_basic",
"AtenEyeMModuleInt2D_basic",
"AtenEyeModuleInt2D_basic",
"AtenFloatScalarModule_basic",
"AtenIntBoolOpConstFalseModule_basic",
"AtenIntBoolOpConstTrueModule_basic",
"AtenIntBoolOpModule_basic",
"AtenIntTensorByteDtypeModule_basic",
"AtenIntTensorCharDtypeModule_basic",
"AtenItemFpOpModule_basic",
"AtenItemIntOpModule_basic",
"AtenLinalgCrossBroadcast_basic",
"AtenLinalgCrossCustomDim_basic",
"AtenLinalgCrossDynamic_basic",
"AtenLinalgCrossFloat_basic",
"AtenLinalgCrossInt_basic",
"AtenLinalgCrossNegativeDim_basic",
"AtenMatmulQMixedSigni8Transpose_basic",
"AtenMatmulQMixedSigni8_basic",
"AtenMatmulQint8MV_basic",
"AtenMatmulQint8VM_basic",
"AtenMatmulQint8VV_basic",
"AtenMatmulQint8_basic",
"AtenMmIntTypes_basic",
"AtenMmQMixedSigni8_basic",
"AtenMmQint8_basic",
"AtenMmQuint8_basic",
"AtenRealView128Module_basic",
"AtenRealView64Module_basic",
"AtenRoundFloatHalfToEvenModule_basic",
"AtenRoundFloatModule_basic",
"AtenSubFloatModule_basic",
"AtenTopKModule_basic",
"AtenTopKSmallestModule_basic",
"Aten_CastLongModule_basic",
"Aten_EmbeddingBagExample_basic",
"AvgPool1dFloatModule_basic",
"AvgPool1dIntModule_basic",
"AvgPool1dStaticModule_basic",
"AvgPool2dCeilModeTrueModule_basic",
"AvgPool2dDivisorOverrideModule_basic",
"AvgPool2dFloatModule_basic",
"AvgPool2dIntModule_basic",
"AvgPool2dStaticModule_basic",
"BernoulliFloatModule_basic",
"BernoulliModule_basic",
"BernoulliOnesModule_basic",
"BernoulliPModule_basic",
"BernoulliTensorModule_basic",
"BernoulliZerosModule_basic",
"BincountMinlengthModule_basic",
"BincountModule_basic",
"BincountStaticSizeModule_basic",
"BmmIntModule_basic",
"BoolFloatConstantModule_basic",
"BoolFloatFalseModule_basic",
"BoolFloatTrueModule_basic",
"BoolIntConstantModule_basic",
"BoolIntFalseModule_basic",
"BoolIntTrueModule_basic",
"BroadcastDynamicDimModule_basic",
"BroadcastToModule_basic",
"CeilFloatModule_basic",
"CollapseAllDimensionsModule_basic",
"CollapseFullDynamicModule_basic",
"CollapsePartialDynamicModule_basic",
"CollapseRank1DynamicModule_basic",
"CollapseStaticModule_basic",
"ConstantBoolParameterModule_basic",
"ContainsIntList_False",
"ContainsIntList_True",
"Conv1dModule_basic",
"Conv2dQInt8Module_basic",
"Conv2dQInt8Module_depthwise",
"Conv2dQInt8Module_grouped",
"Conv2dQInt8Module_not_depthwise",
"Conv2dQInt8PerChannelModule_basic",
"Conv2dQInt8PerChannelModule_depthwise",
"Conv2dQInt8PerChannelModule_grouped",
"Conv2dWithPaddingDilationStrideStaticModule_grouped",
"Conv2dWithPaddingDilationStrideStaticModule_grouped_multiplier",
"Conv3dModule_basic",
"ConvTbcModule_basic",
"ConvTranspose2DQInt8_basic",
"Conv_Transpose2dModule_basic",
"ConvolutionBackwardModule2DPadded_basic",
"ConvolutionBackwardModule2DStatic_basic",
"ConvolutionBackwardModule2DStrided_basic",
"ConvolutionBackwardModule2D_basic",
"ConvolutionModule2DGroups_basic",
"ConvolutionModule2DTransposeNonUnitOutputPadding_basic",
"ConvolutionModule2DTransposeStridedStatic_basic",
"ConvolutionModule2DTransposeStrided_basic",
"ConvolutionModule2DTranspose_basic",
"CopyWithDifferentDTypesModule_basic",
"CosineSimilarityStaticBroadcastModule_basic",
"CumsumInputDtypeInt32Module_basic",
"CumsumModule_basic",
"CumsumStaticModule_basic",
"CumsumStaticNegativeDimModule_basic",
"CumprodModule_basic",
"CumprodInputDtypeInt32Module_basic",
"CumprodStaticModule_basic",
"CumprodStaticNegativeDimModule_basic",
"DeformConv2D_basic",
"DeterminantBatchedModule_F32",
"DeterminantDynamicModule_F32",
"DeterminantModule_F32",
"DivFloatModule_basic",
"DivIntModule_basic",
"DropoutTrainModule_basic",
"DropoutTrainStaticShapeModule_basic",
"ElementwiseAcosIntModule_basic",
"ElementwiseAcosModule_basic",
"ElementwiseAcoshIntModule_basic",
"ElementwiseAcoshModule_basic",
"ElementwiseAddScalar_NumToTensorFloat_Module_basic",
"ElementwiseAsinIntModule_basic",
"ElementwiseAsinModule_basic",
"ElementwiseAsinhIntModule_basic",
"ElementwiseAsinhModule_basic",
"ElementwiseAtan2FloatIntModule_basic",
"ElementwiseAtan2FloatIntStaticModule_basic",
"ElementwiseAtan2TensorFloatModule_basic",
"ElementwiseAtan2TensorFloatStaticModule_basic",
"ElementwiseAtan2TensorIntModule_basic",
"ElementwiseAtan2TensorIntStaticModule_basic",
"ElementwiseAtanTensorFloatModule_basic",
"ElementwiseAtanTensorIntModule_basic",
"ElementwiseAtanhIntModule_basic",
"ElementwiseAtanhModule_basic",
"ElementwiseAtenLogicalAndOpModule_basic",
"ElementwiseAtenLogicalAndOpPromoteBroadcastModule_basic",
"ElementwiseAtenLogicalAndOpPromoteBroadcastStaticShapeModule_basic",
"ElementwiseAtenLogicalNotOpPromoteModule_basic",
"ElementwiseBitwiseAndScalarInt8Module_basic",
"ElementwiseClampMinTensorFloatModule_basic",
"ElementwiseClampMinTensorIntModule_basic",
"ElementwiseClampTensorFloatModule_basic",
"ElementwiseClampTensorIntModule_basic",
"ElementwiseCosIntModule_basic",
"ElementwiseCoshIntModule_basic",
"ElementwiseCoshModule_basic",
"ElementwiseDequantizePerChannelModule_basic",
"ElementwiseDequantizePerTensorModule_basic",
"ElementwiseErfIntModule_basic",
"ElementwiseExpIntModule_basic",
"ElementwiseExpm1IntModule_basic",
"ElementwiseExpm1Module_basic",
"ElementwiseGeluApproximateTanhModule_basic",
"ElementwiseIntTensorLtFloatScalarModule_basic",
"ElementwiseLog10IntModule_basic",
"ElementwiseLog10Module_basic",
"ElementwiseLog1pModule_basic",
"ElementwiseLog2IntModule_basic",
"ElementwiseLogIntModule_basic",
"ElementwiseLogSigmoidModule_basic",
"ElementwiseLogitModule_basic",
"ElementwiseMishModule_basic",
"ElementwiseMulTensorComplexDiffModule_basic",
"ElementwiseMulTensorComplexModule_basic",
"ElementwiseQuantizePerTensorModule_basic",
"ElementwiseQuantizePerTensorUIntModule_basic",
"ElementwiseReciprocalIntModule_basic",
"ElementwiseRsqrtIntModule_basic",
"ElementwiseSigmoidIntModule_basic",
"ElementwiseSinIntModule_basic",
"ElementwiseSinhIntModule_basic",
"ElementwiseSinhModule_basic",
"ElementwiseTanIntModule_basic",
"ElementwiseTanModule_basic",
"ElementwiseToDtypeF32ToI64Module_basic",
"ElementwiseToDtypeI64ToUI8Module_basic",
"ElementwiseUnaryIntModule_basic",
"ElementwiseWhereScalarOtherStaticModule_basic",
"EmptyLikeMemoryFormatModule_basic",
"EmptyLikeModule_defaultDtype",
"EmptyLikeModule_falsePinMemory",
"EmptyLikeModule_float",
"EmptyLikeModule_int",
"EmptyModule_contiguous",
"EmptyModule_defaultDtype",
"EmptyModule_falsePinMemory",
"EmptyModule_float",
"EmptyModule_int",
"EmptyModule_uint8",
"EmptyStridedModule_basic",
"EmptyStridedSizeIntStrideModule_basic",
"EqIntModule_basic",
"ExpandModule_basic",
"ExponentialModule_basic",
"FakeQuantizePerTensorAffineDynamicShapeModule_basic",
"FakeQuantizePerTensorAffineModule_basic",
"FakeQuantizePerTensorAffineRoundToEvenModule_basic",
"Fill_TensorFloat32WithFloat32_basic",
"Fill_TensorFloat32WithFloat64_basic",
"Fill_TensorFloat32WithInt64_basic",
"Fill_TensorFloat64WithFloat32Static_basic",
"Fill_TensorFloat64WithFloat32_basic",
"Fill_TensorFloat64WithFloat64_basic",
"Fill_TensorFloat64WithInt64Static_basic",
"Fill_TensorFloat64WithInt64_basic",
"FlipModuleStaticShape_basic",
"FlipModule_basic",
"FlipNegativeIndexModule_basic",
"FloatImplicitModule_basic",
"FullLikeModuleInt2D_basic",
"FullLikeModuleInt3D_basic",
"FullModuleDefaultDtype_basic",
"FullModuleFalsePinMemory_basic",
"FullModuleFloat2D_basic",
"FullModuleFloat3D_basic",
"FullModuleInt2D_basic",
"FullModuleInt3D_basic",
"GeFloatIntModule_basic",
"GeFloatModule_basic",
"GeIntModule_basic",
"GridSamplerBasic1_basic",
"GridSamplerBasic2_basic",
"GridSamplerBasic3_basic",
"GridSamplerBasic4_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",
"IndexPutImpl2DImplicitModule_basic",
"IndexPutImpl2DIndexModule_basic",
"IndexPutImpl2DNoneIndexStaticModule_basic",
"IndexPutImpl3DFloatAccumulateModule_basic",
"IndexPutImpl3DFloatNonAccumulateModule_basic",
"IndexPutImplIndexWithNoneModule_basic",
"IndexSelectDynamicIndexSizeModule_basic",
"IndexSelectDynamicInputSizeModule_basic",
"IndexSelectDynamicModulebasic",
"IndexSelectNegativeDimModule_basic",
"IndexSelectRank0IdxModule_basic",
"IndexSelectSingleIdxModule_basic",
"IndexSelectTwoIdxModule_basic",
"IndexSelectWholeDimensionModule_basic",
"IndexSelectWholeTensorModule_basic",
"IndexTensorNegativeIndexModule_basic",
"InterpolateDynamicModule_sizes_bilinear",
"InterpolateDynamicModule_sizes_nearest",
"InterpolateStaticModule_scales_bilinear_align_corners",
"InterpolateDynamicModule_scales_recompute_bilinear",
"IntFloatModule_basic",
"IntImplicitModule_basic",
"IsFloatingPointFloat_True",
"IsFloatingPointInt_False",
"LenStrModule_basic",
"LinalgNormKeepDimComplexModule_basic",
"LinalgVectorNormComplexModule_basic",
"LinspaceDtypeModule_basic",
"LinspaceEmptyModule_basic",
"LinspaceOneSizeModule_basic",
"MaskedFillTensorFloatValueModule_basic",
"MatmulBroadcastBatchDim_basic",
"MatmulStaticBroadcast_basic",
"MaxPool1dCeilModeTrueModule_basic",
"MaxPool1dModule_basic",
"MaxPool2dCeilModeTrueModule_basic",
"MaxPool2dModule_basic",
"MaxPool2dWithIndicesAllNegativeValuesModule_basic",
"MaxPool2dWithIndicesAllOnesModule_basic",
"MaxPool2dWithIndicesBackwardDynamic3DModule_basic",
"MaxPool2dWithIndicesBackwardDynamic4DModule_basic",
"MaxPool2dWithIndicesBackwardStatic3DModule_basic",
"MaxPool2dWithIndicesBackwardStatic4DModule_basic",
"MaxPool2dWithIndicesCeilModeTrueModule_basic",
"MaxPool2dWithIndicesFullSizeKernelModule_basic",
"MaxPool2dWithIndicesModule_basic",
"MaxPool2dWithIndicesNonDefaultDilationModule_basic",
"MaxPool2dWithIndicesNonDefaultPaddingModule_basic",
"MaxPool2dWithIndicesNonDefaultParamsModule_basic",
"MaxPool2dWithIndicesNonDefaultStrideModule_basic",
"MaxPool2dWithIndicesStaticModule_basic",
"MaxPool3dCeilModeTrueModule_basic",
"MaxPool3dEmptyStrideStaticModule_basic",
"MaxPool3dLargeDatadModule_basic",
"MaxPool3dModuleRandomSimple_basic",
"MaxPool3dModule_basic",
"MaxPool3dStaticCeilModeTrueModule_basic",
"MaxPool3dStaticModule_basic",
"MaxPool3dWithIndicesAllNegativeValuesModule_basic",
"MaxPool3dWithIndicesAllOnesModule_basic",
"MaxPool3dWithIndicesCeilModeTrueModule_basic",
"MaxPool3dWithIndicesFullSizeKernelModule_basic",
"MaxPool3dWithIndicesModule_basic",
"MaxPool3dWithIndicesNonDefaultDilationModule_basic",
"MaxPool3dWithIndicesNonDefaultPaddingModule_basic",
"MaxPool3dWithIndicesNonDefaultParamsModule_basic",
"MaxPool3dWithIndicesNonDefaultStrideModule_basic",
"MaxPool3dWithIndicesStaticModule_basic",
"MeanDimEmptyDimModule_basic",
"MeanDimNoneDimModule_basic",
"MseLossMeanReductionModule_basic",
"MseLossSumReductionWithDifferentElemTypeModule_basic",
"MulFloatModule_basic",
"MulIntModule_basic",
"NativeBatchNorm1DModule_basic",
"NativeBatchNorm2DModule_basic",
"NativeBatchNorm3DModule_basic",
"NativeBatchNormNoneWeightModule_basic",
"NativeDropoutTrainModule_basic",
"NativeDropoutTrainStaticShapeModule_basic",
"NativeGroupNormBackwardModule_basic",
"NeFloatIntModule_basic",
"NeIntModule_basic",
"NewEmptyModuleDefaultDtype_basic",
"NewEmptyModuleFalsePinMemory_basic",
"NewEmptyModuleFloat2D_basic",
"NewEmptyModuleFloat3D_basic",
"NewEmptyModuleInt2D_basic",
"NewEmptyModuleInt3D_basic",
"NewEmptyModuleLayoutIntDtype_basic",
"NewEmptyModuleNonDefaultFloatDtype_basic",
"NewEmptyModuleNonDefaultIntDtype_basic",
"NewEmptyStridedModuleDefaultDtype_basic",
"NewFullModuleInt2D_basic",
"NewFullModuleInt3D_basic",
"NllLossModuleBackward1DMeanWeight_basic",
"NllLossModuleBackward1DMean_basic",
"NllLossModuleBackward1DSumWeight_basic",
"NllLossModuleBackward1DSum_basic",
"NllLossModuleBackward1DWeight_basic",
"NllLossModuleBackward1D_basic",
"NllLossModuleBackwardMeanWeight_basic",
"NllLossModuleBackwardMean_basic",
"NllLossModuleBackwardSumWeight_basic",
"NllLossModuleBackwardSum_basic",
"NllLossModuleBackwardWeight_basic",
"NllLossModuleBackward_basic",
"NllLossModuleBackward_ignore_index",
"NormScalarComplexModule_basic",
"NormScalarModule_basic",
"NormScalarOptDimKeepDimComplexModule_basic",
"NormalFunctionalModule_basic",
"NumToTensorFloatModule_basic",
"NumToTensorIntModule_basic",
"NumelModule_basic",
"NumelZeroRankModule_basic",
"OnesLikeModule_falsePinMemory",
"PixelShuffleModuleFullDynamic_basic",
"PixelShuffleModuleSpatiallyDynamic_basic",
"PixelShuffleModuleSpatiallyStatic_basic",
"PixelShuffleModuleStaticRank3Int64_basic",
"PixelShuffleModuleStaticRank4Float32_basic",
"PowIntFloatModule_basic",
"PrimMaxIntModule_basic",
"PrimMinIntDynamicModule_basic",
"PrimMinIntModule_basic",
"PrimsConvertElementTypeModule_basic",
"PrimsSqueezeEmptyDimensionsModule_basic",
"PrimsSqueezeModule_basic",
"PrimsViewOfModule_basic",
"PrimsViewOfZeroRankModule_basic",
"QuantizedBatchedInputSingleLayer_basic",
"QuantizedMLP_basic",
"QuantizedNoLayer_basic",
"QuantizedReluInt32_basic",
"QuantizedReluInt8_basic",
"QuantizedReluUint8_basic",
"QuantizedSingleLayer_basic",
"RandIntDtypeModule_basic",
"RandIntLowDtypeModule_basic",
"RandIntLowModule_basic",
"RandIntModule_basic",
"RandIntPinMemoryModule_basic",
"RandLikeDtypeModule_basic",
"RandLikeModule_basic",
"RandModule_basic",
"RandnDtypeDeviceModule_basic",
"RandnGeneratorF64Module_basic",
"RandnGeneratorModule_basic",
"RandnLikeDtypeModule_basic",
"RandnLikeModule_basic",
"RandnModule_basic",
"ReduceAllDimEmpty_basic",
"ReduceFrobeniusNormComplexModule_basic",
"ReduceL1NormComplexModule_basic",
"ReduceL1NormWithDTypeModule_basic",
"ReduceL2NormComplexModule_basic",
"ReduceL3NormAllDimsModule_basic",
"ReduceL3NormKeepDimComplexModule_basic",
"ReduceL3NormKeepDimModule_basic",
"ReduceMaxAlongDimUnsignedInt_basic",
"ReduceMinAlongDimUnsignedInt_basic",
"ReduceSumDimIntListEmptyDimModule_basic",
"ReflectionPad1dModule2dInput_Right",
"ReflectionPad1dModule2dInput_basic",
"ReflectionPad1dModule3dInput_Left",
"ReflectionPad1dModule3dInput_basic",
"ReflectionPad2dModule_Bottom",
"ReflectionPad2dModule_Left",
"ReflectionPad2dModule_Right",
"ReflectionPad2dModule_Top",
"ReflectionPad2dModule_basic",
"ReplicationPad2dModule_basic",
"ReplicationPad2dModule_bottom0",
"ReplicationPad2dModule_left0",
"ReplicationPad2dModule_right0",
"ReplicationPad2dModule_top0",
"RollModule_basic",
"RsubInt0d_NumToTensor_Module_basic",
"RsubIntModule_noalpha_basic",
"ScalarConstantTupleModule_basic",
"ScalarImplicitFloatModule_basic",
"ScalarImplicitIntModule_basic",
"ScatterReduceFloatMaxModule",
"ScatterReduceFloatMaxModuleIncludeSelf",
"ScatterReduceFloatMeanModule",
"ScatterReduceFloatMeanModuleIncludeSelf",
"ScatterReduceFloatMinModule",
"ScatterReduceFloatMinModuleIncludeSelf",
"ScatterReduceFloatProdModule",
"ScatterReduceFloatProdModuleIncludeSelf",
"ScatterReduceFloatSumModule",
"ScatterReduceFloatSumModuleIncludeSelf",
"ScatterReduceIntMaxModule",
"ScatterReduceIntMaxModuleIncludeSelf",
"ScatterReduceIntMeanModule",
"ScatterReduceIntMeanModuleIncludeSelf",
"ScatterReduceIntMinModule",
"ScatterReduceIntMinModuleIncludeSelf",
"ScatterReduceIntProdModule",
"ScatterReduceIntProdModuleIncludeSelf",
"ScatterReduceIntSumModule",
"ScatterReduceIntSumModuleIncludeSelf",
"ScatterSrcModule_basic",
"ScatterSrcStaticModule_basic",
"ScatterValueFloatModule_basic",
"ScatterValueIntModule_basic",
"SelectScattertModule_basic",
"SelectScattertStaticModule_basic",
"SignAndLogarithmOfDeterminantModule_F32",
"SignAndLogarithmOfDeterminantBatchedModule_F32",
"SignAndLogarithmOfDeterminantDynamicModule_F32",
"SliceCopyEndGreaterThanDimSize_Module_basic",
"SliceCopyNegative_Module_basic",
"SliceCopyNonZeroDim_Module_basic",
"SliceCopyStartGreaterThanDimSize_Module_basic",
"SliceCopy_Module_basic",
"SliceEndSleStartModule_basic",
"SliceOutOfLowerBoundEndIndexModule_basic",
"SliceOutOfLowerBoundStartIndexModule_basic",
"SliceScatterModule_basic",
"SliceScatterNegativeDimModule_basic",
"SliceScatterNegativeEndModule_basic",
"SliceScatterStaticModule_basic",
"SliceScatterStepVariationModule_basic",
"SliceScatterZeroDimModule_basic",
"SliceSizeTwoStepModule_basic",
"SoftplusModule_basic",
"SortIntListReverse_basic",
"SortIntList_basic",
"SortTensorDescending_basic",
"SortTensorInteger_basic",
"SortTensorNegativeDimension_basic",
"SortTensorSpecificDimension_basic",
"SortTensor_basic",
"SplitDimDynamicModule_basic",
"SplitDimStaticModule_basic",
"SqrtIntConstantModule_basic",
"SqrtIntModule_basic",
"SubFloatModule_basic",
"SubIntModule_basic",
"TModuleRank0_basic",
"TensorToBoolZeroRank_basic",
"TensorToBool_basic",
"TensorToFloatZeroRank_basic",
"TensorToFloat_basic",
"TensorToIntZeroRank_basic",
"TensorToInt_basic",
"TensorsConcatPromoteDTypeModule_basic",
"TensorsStackPromoteDTypeModule_basic",
"TestMultipleTensorAndPrimitiveTypesReturn_basic",
"Threshold1dIntModule_basic",
"Threshold2dIntModule_basic",
"Threshold3dIntModule_basic",
"ThresholdBackward1dFloatModule_basic",
"ThresholdBackward1dIntModule_basic",
"ThresholdBackward1dMixedModule_basic",
"ThresholdBackward2dFloatModule_basic",
"ThresholdBackward2dIntModule_basic",
"ThresholdBackward2dMixedModule_basic",
"ThresholdBackward3dFloatModule_basic",
"ThresholdBackward3dIntModule_basic",
"ThresholdBackward3dMixedModule_basic",
"ToCopyWithDTypeFalsePinMemoryModule_basic",
"ToCopyWithDTypeModule_basic",
"TorchPrimLoopForLikeModule_basic",
"TorchPrimLoopWhileLikeModule_basic",
"TraceModule_empty",
"TraceUnsignedIntModule_empty",
"TypeConversionI1ToF64Module_basic",
"TypeConversionI1ToI32Module_basic",
"UniformModule_basic",
"UniformNoCorrelationModule_basic",
"UniformStaticShapeModule_basic",
"UnsafeIndexPutHackedTwin1DFloatNonAccumulateModule_basic",
"UnsafeViewCollapseDynamicWithAtenSizeIntModule_basic",
"UpSampleNearest2dBackwardScalesNone_basic",
"UpSampleNearest2dBackward_basic",
"UpSampleNearest2dDynamicFactor_basic",
"UpSampleNearest2dDynamicSize_basic",
"UpSampleNearest2dStaticFactor_basic",
"UpSampleNearest2dStaticSize_basic",
"UpSampleNearest2d_basic",
"VarMeanBiasedModule_basic",
"VarMeanCorrectionNoneModule_basic",
"VarMeanUnbiasedModule_basic",
"ViewCollapseDynamicWithAtenSizeIntModule_basic",
"ViewSizeFromOtherTensor_basic",
"ZeroFloat32Module_basic",
"ZeroInt32Module_basic",
"ZeroInt64Module_basic",
"ZerosLikeModule_falsePinMemory",
}
ONNX_TOSA_CRASHING_SET = {
"StdCorrectionEmptyDimModule_basic",
"StdDimEmptyDimModule_basic",
"VarCorrectionEmptyDimModule_basic",
"VarDimEmptyDimModule_basic",
"ViewSizeFromOtherTensor_basic",
}
ONNX_TOSA_XFAIL_SET = {
"AdaptiveMaxPool1dDimOneStatic_basic",
"ScaledDotProductAttentionDifferentCausalModule_basic",
"HstackBasicComplexModule_basic",
"HstackBasicFloatModule_basic",
"HstackBasicIntFloatModule_basic",
"HstackBasicIntModule_basic",
"Rot90BasicModule_basic",
"Rot90DynamicDimsModule_basic",
"Rot90MultipleRotationsModule_basic",
"Rot90NegativeEvenRotationsModule_basic",
"Rot90NegativeOddRotationsModule_basic",
"SafeSoftmaxModule_basic",
"SafeSoftmaxNonNoneDtypeModule_basic",
"AdaptiveAvgPool2dFixedKernelStrideSizeStaticModule_basic",
"AdaptiveAvgPool2dNonUnitOutputSizeStaticModule_basic",
"AdaptiveAvgPool2dOutputSizeDivisibleByInputStaticModule_basic",
"ArgmaxKeepdimModule_basic",
"AtenIntMM_basic",
"AtenKthvalueDynamicDimsModule_basic",
"AtenKthvalueFloat64DynamicDimsModule_basic",
"AtenKthvalueFloat64Module_basic",
"AtenKthvalueKeepDimModule_basic",
"AtenKthvalueModule_basic",
"AvgPool2dCountIncludePadFalseStaticModule_basic",
"AvgPool3dStaticModule_basic",
"Conv_Transpose1dModule_basic",
"Conv_Transpose1dStaticModule_basic",
"Conv_Transpose2dStaticModule_basic",
"Conv_Transpose3dModule_basic",
"Conv_Transpose3dStaticModule_basic",
"EinsumStaticModule_basic",
"ElementwiseFmaxModule_basic",
"ElementwiseFminModule_basic",
"ElementwiseGeluApproximateTanhModule_basic",
"ElementwiseIntTensorLtFloatTensorModule_basic",
"ElementwiseNanToNumWithNoneModule_Basic",
"ElementwiseRad2DegIntModule_basic",
"ElementwiseRad2DegModule_basic",
"ElementwiseRemainderScalarModule_Bool_NegativeDivisor_basic",
"ElementwiseRemainderScalarModule_Int_Float_NegativeDividend_basic",
"ElementwiseRemainderScalarModule_Int_Float_NegativeDivisor_basic",
"ElementwiseRemainderTensorModule_Int_Float_NegativeDividend_basic",
"ElementwiseRemainderTensorModule_Int_Float_NegativeDivisor_basic",
"ElementwiseRemainderTensorModule_Int_NegativeDividend_basic",
"ElementwiseRemainderTensorModule_Int_NegativeDivisor_basic",
"ElementwiseRreluTrainModule_basic",
"ElementwiseRreluTrainStaticModule_basic",
"FakeQuantizePerTensorAffineCachemaskModule_basic",
"IndexPutWithNoneAndBroadcastModule_basic",
"MaskedScatterStaticBasic_basic",
"MaxUnpool3dModulePad0_basic",
"MaxUnpool3dModule_basic",
"MultinomialModule2D_F32",
"MultinomialModule2D_basic",
"MultinomialModule_basic",
"ReduceAmaxEmptyDim_basic",
"ReduceAminSingleDim_basic",
"ReduceAminmaxAllDims_basic",
"ReduceAminmaxSingleDim_basic",
"ReduceAnyDimFloatModule_basic",
"RenormModuleFloat16_basic",
"RenormModuleFloat32DynamicDims_basic",
"RenormModuleFloat32NegativeDim_basic",
"RenormModuleFloat32_basic",
"ScatterAddStaticModule_basic",
"TensorSplitSections_GetItemModule_basic",
"TensorSplitSections_ListUnpackModule_basic",
"TensorsConcatComplex128FloatModule_basic",
"TensorsConcatComplex128IntModule_basic",
"TensorsConcatComplex64FloatModule_basic",
"TimeOutModule_basic",
"TypeConversionUint8ToF32Module_basic",
"UnfoldModule_basic",
"WeightNormInterfaceModule_basic",
"AdaptiveAvgPool1dGeneralDynamicNoBatches_basic",
"AdaptiveAvgPool1dGeneralDynamic_basic",
"AdaptiveAvgPool1dNonUnitOutputSizeDynamicModule_basic",
"AdaptiveAvgPool1dNonUnitOutputSizeStaticModule_basic",
"AdaptiveAvgPool1dStaticEvenMultiple_basic",
"AdaptiveAvgPool1dStaticLargerOutput_basic",
"AdaptiveAvgPool1dUnitOutputSizeDynamicModule_basic",
"AdaptiveAvgPool1dUnitOutputSizeStaticModule_basic",
"AdaptiveAvgPool2dDynamicNoBatch_basic",
"AdaptiveAvgPool2dDynamic_basic",
"AdaptiveAvgPool2dNonUnitOutputSizeDynamicModule_basic",
"AdaptiveAvgPool2dOutputSizeDivisibleByInputDynamicModule_basic",
"AdaptiveAvgPool2dUnitOutputSizeDynamicModule_basic",
"AdaptiveAvgPool3dDynamicNoBatch_basic",
"AdaptiveAvgPool3dDynamic_basic",
"AdaptiveMaxPool1dDynamicNoBatch_basic",
"AdaptiveMaxPool1dDynamic_basic",
"AdaptiveMaxPool1dStatic_basic",
"AdaptiveMaxPool2dDynamicNoBatch_basic",
"AdaptiveMaxPool2dDynamicWithIndices_basic",
"AdaptiveMaxPool2dDynamic_basic",
"AdaptiveMaxPool2dStaticWithIndices_basic",
"AdaptiveMaxPool2dStatic_basic",
"AdaptiveMaxPool3dDynamicNoBatch_basic",
"AdaptiveMaxPool3dDynamicWithIndices_basic",
"AdaptiveMaxPool3dDynamic_basic",
"AdaptiveMaxPool3dStaticWithIndices_basic",
"AdaptiveMaxPool3dStatic_basic",
"AddCDivModule_basic",
"AddIntModule_basic",
"AddFloatIntModule_basic",
"AddSizeIntModule_basic",
"AddSizeIntNegDimModule_basic",
"Add_MixPModule_basic",
"Add_Module_basic",
"AddmmModuleFloat_basic",
"AddmmModule_broadcastable",
"AddmmModule_differentRankBroadcastable",
"AllBoolFalseModule_basic",
"AllBoolTrueModule_basic",
"AnyBoolFalseModule_basic",
"AnyBoolTrueModule_basic",
"ArangeStartOutDtypeModule_basic",
"ArangeStartOutViewModule_basic",
"ArgmaxIntModule_basic",
"ArgmaxIntModule_multiple_maxs",
"ArgmaxModule_basic",
"ArgmaxModule_with_dim",
"ArgminIntModule_basic",
"ArgminIntModule_multiple_mins",
"ArgminModule_basic",
"ArgminModule_with_dim",
"AtenComplex64Module_basic",
"AtenComplexImagModule_basic",
"AtenComplexRealModule_basic",
"AtenComplexViewModule_basic",
"AtenDiagEmbedDefaultDiag_basic",
"AtenDiagEmbedDimDiag_basic",
"AtenDiagEmbedNegOffsetDiag_basic",
"AtenDiagEmbedNonDefault4DDiag_basic",
"AtenDiagEmbedOffsetDiag_basic",
"AtenDiagEmbedRevDimDiag_basic",
"AtenEmbeddingBagStaticModule_basic",
"AtenEmbeddingBagSumExample_basic",
"AtenFloatScalarModule_basic",
"AtenIntBoolOpConstFalseModule_basic",
"AtenIntBoolOpConstTrueModule_basic",
"AtenIntBoolOpModule_basic",
"AtenIntTensorByteDtypeModule_basic",
"AtenIntTensorCharDtypeModule_basic",
"AtenItemFpOpModule_basic",
"AtenItemIntOpModule_basic",
"AtenLinalgCrossDynamic_basic",
"AtenMatmulQMixedSigni8Transpose_basic",
"AtenMatmulQMixedSigni8_basic",
"AtenMatmulQint8MV_basic",
"AtenMatmulQint8VM_basic",
"AtenMatmulQint8VV_basic",
"AtenMatmulQint8_basic",
"AtenMmFloatTypes_basic",
"AtenMmIntTypes_basic",
"AtenMmQMixedSigni8_basic",
"AtenMmQint8_basic",
"AtenMmQuint8_basic",
"AtenPolarFloatModule_basic",
"AtenPolarDoubleModule_basic",
"AtenRealView128Module_basic",
"AtenRealView64Module_basic",
"AtenRoundFloatHalfToEvenModule_basic",
"AtenRoundFloatModule_basic",
"AtenSubFloatModule_basic",
"AtenTopKModule_basic",
"AtenTopKSmallestModule_basic",
"AtenTrilModule_basic",
"AtenTrilWithNegDiagonalModule_basic",
"AtenTrilWithPosDiagonalModule_basic",
"AtenTriuModule_basic",
"AtenTriuWithNegDiagonalModule_basic",
"AtenTriuWithPosDiagonalModule_basic",
"Aten_CastLongModule_basic",
"Aten_EmbeddingBagExample_basic",
"AvgPool1dFloatModule_basic",
"AvgPool1dIntModule_basic",
"AvgPool1dStaticModule_basic",
"AvgPool2dCeilModeTrueModule_basic",
"AvgPool2dDivisorOverrideModule_basic",
"AvgPool2dFloatModule_basic",
"AvgPool2dIntModule_basic",
"AvgPool2dStaticModule_basic",
"AvgPool2dWithoutPadModule_basic",
"BatchMlpLayerModule_basic",
"BernoulliFloatModule_basic",
"BernoulliModule_basic",
"BernoulliOnesModule_basic",
"BernoulliPModule_basic",
"BernoulliTensorModule_basic",
"BernoulliZerosModule_basic",
"BincountMinlengthModule_basic",
"BincountModule_basic",
"BincountStaticSizeModule_basic",
"BmmIntModule_basic",
"BoolFloatConstantModule_basic",
"BoolFloatFalseModule_basic",
"BoolFloatTrueModule_basic",
"BoolIntConstantModule_basic",
"BoolIntFalseModule_basic",
"BoolIntTrueModule_basic",
"BoolTensorHandleSignless_basic",
"BroadcastDynamicDimModule_basic",
"BroadcastToModule_basic",
"BucketizeTensorFloatModule_basic",
"BucketizeTensorModule_basic",
"BucketizeTensorOutInt32RightModule_basic",
"BucketizeTensorStaticFloatModule_basic",
"BucketizeTensorStaticModule_basic",
"CeilFloatModule_basic",
"ChunkListUnpackDynamic_Module_basic",
"ChunkListUnpackUnevenDynamic_Module_basic",
"ChunkListUnpackUneven_Module_basic",
"ChunkListUnpack_Module_basic",
"CollapseAllDimensionsModule_basic",
"CollapseFullDynamicModule_basic",
"CollapsePartialDynamicModule_basic",
"CollapseRank1DynamicModule_basic",
"CollapseStaticModule_basic",
"ConstantBoolParameterModule_basic",
"ConstantPad2dStaticModule_basic",
"ConstantPadNdModule_basic",
"ConstantPadNdPartialStaticModule_basic",
"ConstantPadNdStaticModule_basic",
"ContainsIntList_False",
"ContainsIntList_True",
"Conv1dModule_basic",
"Conv2dBiasNoPaddingModule_basic",
"Conv2dModule_basic",
"Conv2dNoPaddingModule_basic",
"Conv2dQInt8Module_basic",
"Conv2dQInt8Module_depthwise",
"Conv2dQInt8Module_grouped",
"Conv2dQInt8Module_not_depthwise",
"Conv2dQInt8PerChannelModule_basic",
"Conv2dQInt8PerChannelModule_depthwise",
"Conv2dQInt8PerChannelModule_grouped",
"Conv2dWithPaddingDilationStrideModule_basic",
"Conv2dWithPaddingDilationStrideStaticModule_grouped",
"Conv2dWithPaddingDilationStrideStaticModule_grouped_multiplier",
"Conv2dWithPaddingModule_basic",
"Conv3dModule_basic",
"ConvTbcModule_basic",
"ConvTranspose2DQInt8_basic",
"Conv_Transpose2dModule_basic",
"Convolution2DModule_basic",
"Convolution2DStridedModule_basic",
"ConvolutionBackwardModule2DPadded_basic",
"ConvolutionBackwardModule2DStatic_basic",
"ConvolutionBackwardModule2DStrided_basic",
"ConvolutionBackwardModule2D_basic",
"ConvolutionModule2DGroups_basic",
"ConvolutionModule2DTransposeNonUnitOutputPadding_basic",
"ConvolutionModule2DTransposeStridedStatic_basic",
"ConvolutionModule2DTransposeStrided_basic",
"ConvolutionModule2DTranspose_basic",
"CopyModule_basic",
"CopyWithDifferentDTypesAndSizesModule_basic",
"CopyWithDifferentDTypesModule_basic",
"CopyWithDifferentSizesModule_basic",
"CosineSimilarityStaticBroadcastModule_basic",
"CrossEntropyLossModule_basic",
"CrossEntropyLossNoReductionModule_basic",
"CumsumInputDtypeInt32Module_basic",
"CumsumModule_basic",
"CumsumStaticModule_basic",
"CumsumStaticNegativeDimModule_basic",
"CumprodModule_basic",
"CumprodInputDtypeInt32Module_basic",
"CumprodStaticModule_basic",
"CumprodStaticNegativeDimModule_basic",
"DeformConv2D_basic",
"DeterminantModule_F32",
"DeterminantBatchedModule_F32",
"DeterminantDynamicModule_F32",
"DeterminantModule_F32",
"DiagonalModule_basic",
"DiagonalModule_nonsquare",
"DiagonalModule_transposed",
"DiagonalModule_with_dims",
"DiagonalModule_with_dims_and_offset",
"DiagonalModule_with_negative_dims",
"DiagonalModule_with_offset",
"DiagonalWithStaticShapeModule_basic",
"DivFloatModule_basic",
"DivIntModule_basic",
"DropoutTrainModule_basic",
"DropoutTrainStaticShapeModule_basic",
"ElementwiseAcosIntModule_basic",
"ElementwiseAcosModule_basic",
"ElementwiseAcoshIntModule_basic",
"ElementwiseAcoshModule_basic",
"ElementwiseAddScalarInt64Module_basic",
"ElementwiseAddScalarIntModule_basic",
"ElementwiseAsinIntModule_basic",
"ElementwiseAsinModule_basic",
"ElementwiseAsinhIntModule_basic",
"ElementwiseAsinhModule_basic",
"ElementwiseAtan2FloatIntModule_basic",
"ElementwiseAtan2FloatIntStaticModule_basic",
"ElementwiseAtan2TensorFloatModule_basic",
"ElementwiseAtan2TensorFloatStaticModule_basic",
"ElementwiseAtan2TensorIntModule_basic",
"ElementwiseAtan2TensorIntStaticModule_basic",
"ElementwiseAtanTensorFloatModule_basic",
"ElementwiseAtanTensorIntModule_basic",
"ElementwiseAtanhIntModule_basic",
"ElementwiseAtanhModule_basic",
"ElementwiseAtenDivIntScalarModule_basic",
"ElementwiseAtenFloorDivideBroadcastModule_basic",
"ElementwiseAtenFloorDivideScalarModule_basic",
"ElementwiseAtenFloorDivideScalarNegativeModule_basic",
"ElementwiseAtenFloorDivideTensorNegativeModule_basic",
"ElementwiseAtenFloorDivideTensorPositiveModule_basic",
"ElementwiseAtenIsneginfOpModule_basic",
"ElementwiseAtenIsposinfOpModule_basic",
"ElementwiseAtenLogicalAndOpModule_basic",
"ElementwiseAtenLogicalAndOpPromoteBroadcastModule_basic",
"ElementwiseAtenLogicalAndOpPromoteBroadcastStaticShapeModule_basic",
"ElementwiseAtenLogicalNotOpPromoteModule_basic",
"ElementwiseAtenLogicalOrOpBrodcastModule_basic",
"ElementwiseAtenLogicalOrOpDiffArgs1Module_basic",
"ElementwiseAtenLogicalOrOpDiffArgs2Module_basic",
"ElementwiseAtenLogicalOrOpDiffArgs3Module_basic",
"ElementwiseAtenLogicalOrOpNegativeModule_basic",
"ElementwiseAtenLogicalOrOpRandomFloatModule_basic",
"ElementwiseAtenLogicalOrOpRandomModule_basic",
"ElementwiseAtenLogicalXorOpPromoteBroadcastModule_basic",
"ElementwiseBitwiseAndModule_basic",
"ElementwiseBitwiseLeftShiftInt32Module_basic",
"ElementwiseBitwiseLeftShiftInt64Module_basic",
"ElementwiseBitwiseLeftShiftInt8Module_basic",
"ElementwiseBitwiseNotInt32Module_basic",
"ElementwiseBitwiseNotInt64Module_basic",
"ElementwiseBitwiseOrModule_basic",
"ElementwiseBitwiseOrStaticShapeModule_basic",
"ElementwiseBitwiseRightShiftInt32Module_basic",
"ElementwiseBitwiseRightShiftInt64Module_basic",
"ElementwiseBitwiseRightShiftInt8Module_basic",
"ElementwiseBitwiseXorModule_basic",
"ElementwiseBitwiseXorStaticShapeModule_basic",
"ElementwiseClampMaxModule_basic",
"ElementwiseClampMinModule_basic",
"ElementwiseClampModule_basic",
"ElementwiseClampTensorInt8Module_basic",
"ElementwiseCosIntModule_basic",
"ElementwiseCoshIntModule_basic",
"ElementwiseCoshModule_basic",
"ElementwiseDequantizePerChannelModule_basic",
"ElementwiseDequantizePerTensorModule_basic",
"ElementwiseDivScalarRoundingModeFloorIntStaticModule_basic",
"ElementwiseDivScalarRoundingModeTruncModule_basic",
"ElementwiseDivScalarRoundingModeTruncStaticModule_basic",
"ElementwiseDivTensorFloatModule_basic",
"ElementwiseDivTensorIntegerModule_basic",
"ElementwiseDivTensorRoundingModeFloorIntStaticModule_basic",
"ElementwiseDivTensorRoundingModeFloorModule_basic",
"ElementwiseDivTensorRoundingModeTruncIntStaticModule_basic",
"ElementwiseDivTensorRoundingModeTruncModule_basic",
"ElementwiseDivTensorRoundingModeTruncStaticModule_basic",
"ElementwiseDivTensorUnsignedIntegerModule_basic",
"ElementwiseEluNonDefaultModule_basic",
"ElementwiseEqBoolScalarModule_basic",
"ElementwiseEqDiffWidthScalarModule_basic",
"ElementwiseErfIntModule_basic",
"ElementwiseExpIntModule_basic",
"ElementwiseExpm1IntModule_basic",
"ElementwiseExpm1Module_basic",
"ElementwiseFlattenBroadcastModule_basic",
"ElementwiseFloatTensorGtIntTensorModule_basic",
"ElementwiseFmodTensor_Int_Float_basic",
"ElementwiseFmodTensor_Int_basic",
"ElementwiseGeMixedIntScalarModule_basic",
"ElementwiseGtMixed2ScalarModule_basic",
"ElementwiseIntTensorLtFloatScalarModule_basic",
"ElementwiseIsinfModule_basic",
"ElementwiseLeMixedIntScalarModule_basic",
"ElementwiseLog10IntModule_basic",
"ElementwiseLog2IntModule_basic",
"ElementwiseLogIntModule_basic",
"ElementwiseLtDiffWidthScalarModule_basic",
"ElementwiseMishModule_basic",
"ElementwiseMulScalarModule_basic",
"ElementwiseMulTensorComplexDiffModule_basic",
"ElementwiseMulTensorComplexModule_basic",
"ElementwiseMulTensorFloatModule_basic",
"ElementwiseMulTensorIntModule_basic",
"ElementwiseNanToNumModule_Basic",
"ElementwiseOrTensorModule_basic",
"ElementwiseOrTensorStaticShapeModule_basic",
"ElementwiseQuantizePerTensorModule_basic",
"ElementwiseQuantizePerTensorUIntModule_basic",
"ElementwiseReciprocalIntModule_basic",
"ElementwiseRelu6Module_basic",
"ElementwiseRemainderScalarModule_Bool_basic",
"ElementwiseRemainderScalarModule_Int_Float_basic",
"ElementwiseRemainderTensorModule_Int_Float_basic",
"ElementwiseRemainderTensorModule_Int_basic",
"ElementwiseRsqrtIntModule_basic",
"ElementwiseSgnModule_basic",
"ElementwiseSigmoidIntModule_basic",
"ElementwiseSinIntModule_basic",
"ElementwiseSinhIntModule_basic",
"ElementwiseSinhModule_basic",
"ElementwiseSqrtIntModule_basic",
"ElementwiseSubScalarIntModule_basic",
"ElementwiseTanIntModule_basic",
"ElementwiseTanModule_basic",
"ElementwiseTernaryModule_basic",
"ElementwiseToDtypeF32ToI64Module_basic",
"ElementwiseToDtypeI64ToI8Module_basic",
"ElementwiseToDtypeI64ToUI8Module_basic",
"ElementwiseTruncIntModule_basic",
"ElementwiseTruncModule_basic",
"ElementwiseUnaryIntModule_basic",
"ElementwiseUnsqueezeNegDimsModule_basic",
"ElementwiseWhereScalarOtherModule_basic",
"ElementwiseWhereScalarSelfModule_basic",
"ElementwiseWhereSelfModule_basic",
"EmbeddingModule1DIndices_basic",
"EmbeddingModuleF16_basic",
"EmbeddingModuleI32Static_basic",
"EmbeddingModuleI32_basic",
"EmbeddingModuleI64_basic",
"EmptyLikeMemoryFormatModule_basic",
"EmptyLikeModule_defaultDtype",
"EmptyLikeModule_falsePinMemory",
"EmptyLikeModule_float",
"EmptyLikeModule_int",
"EmptyStridedModule_basic",
"EmptyStridedSizeIntStrideModule_basic",
"EqIntModule_basic",
"ExpandAsFloatModule_basic",
"ExpandAsIntModule_basic",
"ExpandModule_basic",
"ExponentialModule_basic",
"FakeQuantizePerTensorAffineDynamicShapeModule_basic",
"FakeQuantizePerTensorAffineModule_basic",
"FakeQuantizePerTensorAffineRoundToEvenModule_basic",
"Fill_TensorFloat32WithFloat32_basic",
"Fill_TensorFloat32WithFloat64_basic",
"Fill_TensorFloat32WithInt64_basic",
"Fill_TensorFloat64WithFloat32_basic",
"Fill_TensorFloat64WithFloat64_basic",
"Fill_TensorFloat64WithInt64_basic",
"FlattenDynamicModuleCollapseAll_basic",
"FlattenDynamicModule_basic",
"FlattenRank0Module_basic",
"FlipModuleStaticShape_basic",
"FlipModule_basic",
"FlipNegativeIndexModule_basic",
"FloatImplicitModule_basic",
"FullLikeModuleDefaultDtype_basic",
"FullLikeModuleFalsePinMemory_basic",
"FullLikeModuleFloat2D_basic",
"FullLikeModuleFloat3D_basic",
"FullLikeModuleInt2D_basic",
"FullLikeModuleInt3D_basic",
"Gather2DInputModdule_basic",
"GatherModule_basic",
"GatherNegativeDimModule_basic",
"GatherRandomIndexModule_basic",
"GeFloatIntModule_basic",
"GeFloatModule_basic",
"GeIntModule_basic",
"GeluBackwardModule_basic",
"GridSamplerBasic1_basic",
"GridSamplerBasic2_basic",
"GridSamplerBasic3_basic",
"GridSamplerBasic4_basic",
"GtFloatIntModule_basic",
"GtIntModule_basic",
"HBC_basic",
"HardTanhIntModule_basic",
"HardTanhModule_basic",
"HardtanhBackward_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",
"IndexPutImpl2DImplicitModule_basic",
"IndexPutImpl2DIndexModule_basic",
"IndexPutImpl2DNoneIndexStaticModule_basic",
"IndexPutImpl3DFloatAccumulateModule_basic",
"IndexPutImpl3DFloatNonAccumulateModule_basic",
"IndexPutImplIndexWithNoneModule_basic",
"IndexSelectDynamicIndexSizeModule_basic",
"IndexSelectDynamicInputSizeModule_basic",
"IndexSelectDynamicModulebasic",
"IndexSelectNegativeDimModule_basic",
"IndexSelectRank0IdxModule_basic",
"IndexSelectSingleIdxModule_basic",
"IndexSelectTwoIdxModule_basic",
"IndexSelectWholeDimensionModule_basic",
"IndexSelectWholeTensorModule_basic",
"IndexTensorDyanmicInputContiguousWithNoneModule_basic",
"IndexTensorDyanmicInputNonContiguousWithNoneModule_basic",
"IndexTensorHackedTwinModule3dInput_basic",
"IndexTensorHackedTwinModule_basic",
"IndexTensorHackedTwinMultiInputNonContiguousMultipleStaticDims_basic",
"IndexTensorModule3dInput_basic",
"IndexTensorModule_basic",
"IndexTensorMultiIndexStaticModule_basic",
"IndexTensorMultiInputContiguousCenter_basic",
"IndexTensorMultiInputContiguousOneDimDynamic_basic",
"IndexTensorMultiInputNonContiguousDynamic_basic",
"IndexTensorMultiInputNonContiguousMultipleStaticDims_basic",
"IndexTensorMultiInputNonContiguousOneDimDynamic_basic",
"IndexTensorMultiInputNonContiguous_basic",
"IndexTensorMultiInputOneDim_basic",
"IndexTensorMultiInputThreeIndexers_basic",
"IndexTensorMultiInput_basic",
"IndexTensorNegativeIndexModule_basic",
"IndexTensorSelectDimModule_basic",
"IndexTensorStaticContiguousWithNoneModule_basic",
"IndexTensorStaticModule_basic",
"IndexTensorStaticNonContiguousWithNoneModule_basic",
"InterpolateDynamicModule_sizes_bilinear",
"InterpolateDynamicModule_sizes_nearest",
"InterpolateDynamicModule_scales_recompute_bilinear",
"IntFloatModule_basic",
"IntImplicitModule_basic",
"IouOfModule_basic",
"IsFloatingPointFloat_True",
"IsFloatingPointInt_False",
"IscloseStaticModuleTrue_basic",
"IscloseStaticModule_basic",
"LeakyReluBackwardModule_basic",
"LeakyReluBackwardStaticModule_basic",
"LenStrModule_basic",
"LiftFreshCopyModule_basic",
"LinalgNormKeepDimComplexModule_basic",
"LinalgNormModule_basic",
"LinalgVectorNormComplexModule_basic",
"LogSoftmaxBackwardModule_basic",
"LogSoftmaxIntModule_basic",
"MaskedFillTensorFloatValueModule_basic",
"MatmulBroadcastBatchDim_basic",
"MatmulSingleDynamicBatchDim_basic",
"Matmul_2d",
"Matmul_4d",
"Matmul_matvec",
"Matmul_vecmat",
"MaxPool1dCeilModeTrueModule_basic",
"MaxPool1dEmptyStrideStaticModule_basic",
"MaxPool1dModule_basic",
"MaxPool1dStaticCeilModeTrueModule_basic",
"MaxPool1dStaticModule_basic",
"MaxPool2dCeilModeTrueModule_basic",
"MaxPool2dModule_basic",
"MaxPool2dWithIndicesAllNegativeValuesModule_basic",
"MaxPool2dWithIndicesAllOnesModule_basic",
"MaxPool2dWithIndicesBackwardDynamic3DModule_basic",
"MaxPool2dWithIndicesBackwardDynamic4DModule_basic",
"MaxPool2dWithIndicesBackwardStatic3DModule_basic",
"MaxPool2dWithIndicesBackwardStatic4DModule_basic",
"MaxPool2dWithIndicesCeilModeTrueModule_basic",
"MaxPool2dWithIndicesFullSizeKernelModule_basic",
"MaxPool2dWithIndicesModule_basic",
"MaxPool2dWithIndicesNonDefaultDilationModule_basic",
"MaxPool2dWithIndicesNonDefaultPaddingModule_basic",
"MaxPool2dWithIndicesNonDefaultParamsModule_basic",
"MaxPool2dWithIndicesNonDefaultStrideModule_basic",
"MaxPool2dWithIndicesStaticModule_basic",
"MaxPool3dCeilModeTrueModule_basic",
"MaxPool3dEmptyStrideStaticModule_basic",
"MaxPool3dLargeDatadModule_basic",
"MaxPool3dModuleRandomSimple_basic",
"MaxPool3dModule_basic",
"MaxPool3dStaticCeilModeTrueModule_basic",
"MaxPool3dStaticModule_basic",
"MaxPool3dWithIndicesAllNegativeValuesModule_basic",
"MaxPool3dWithIndicesAllOnesModule_basic",
"MaxPool3dWithIndicesCeilModeTrueModule_basic",
"MaxPool3dWithIndicesFullSizeKernelModule_basic",
"MaxPool3dWithIndicesModule_basic",
"MaxPool3dWithIndicesNonDefaultDilationModule_basic",
"MaxPool3dWithIndicesNonDefaultPaddingModule_basic",
"MaxPool3dWithIndicesNonDefaultParamsModule_basic",
"MaxPool3dWithIndicesNonDefaultStrideModule_basic",
"MaxPool3dWithIndicesStaticModule_basic",
"MeanDimAllReduceKeepdimModule_basic",
"MeanDimAllReduceModule_basic",
"MeanDimDtypeModule_basic",
"MeanDimEmptyDimModule_basic",
"MeanDimKeepdimModule_basic",
"MeanDimModule_basic",
"MeanDimNegativeModule_basic",
"MeanDimNoneDimModule_basic",
"MeanDtypeModule_basic",
"MeanDynamicSizesModule_basic",
"MeanModule_basic",
"Mlp1LayerModule_basic",
"Mlp2LayerModuleNoBias_basic",
"Mlp2LayerModule_basic",
"MmModule_basic",
"MmModule_chained",
"MmTanhModule_basic",
"MobilenetV3Module_basic",
"MoveDimIntNegativeIndexModule_basic",
"MseLossMeanReductionModule_basic",
"MseLossSumReductionWithDifferentElemTypeModule_basic",
"MulFloatModule_basic",
"MulIntModule_basic",
"Mv_basic",
"NarrowHorizontalTest2_basic",
"NarrowHorizontalTest_basic",
"NarrowTensorHorizontalModule_basic",
"NarrowTensorVerticalModule_basic",
"NarrowVerticalTest2_basic",
"NarrowVerticalTest_basic",
"NativeBatchNorm1DModule_basic",
"NativeBatchNorm2DModule_basic",
"NativeBatchNorm3DModule_basic",
"NativeBatchNormNoneWeightModule_basic",
"NativeDropoutEvalFloatModule_basic",
"NativeDropoutTrainModule_basic",
"NativeDropoutTrainStaticShapeModule_basic",
"NativeGroupNormBackwardModule_basic",
"NativeGroupNormModule_basic",
"NativeLayerNormDynamicModule_basic",
"NeFloatIntModule_basic",
"NeIntModule_basic",
"NewEmptyStridedModuleDefaultDtype_basic",
"NllLossModuleBackward1DMeanWeight_basic",
"NllLossModuleBackward1DMean_basic",
"NllLossModuleBackward1DSumWeight_basic",
"NllLossModuleBackward1DSum_basic",
"NllLossModuleBackward1DWeight_basic",
"NllLossModuleBackward1D_basic",
"NllLossModuleBackwardMeanWeight_basic",
"NllLossModuleBackwardMean_basic",
"NllLossModuleBackwardSumWeight_basic",
"NllLossModuleBackwardSum_basic",
"NllLossModuleBackwardWeight_basic",
"NllLossModuleBackward_basic",
"NllLossModuleBackward_ignore_index",
"NllLossModule_1D_basic",
"NllLossModule_basic",
"NllLossModule_ignore_index_out_of_bounds_basic",
"NllLossModule_mean_basic",
"NllLossModule_sum_basic",
"NormScalarComplexModule_basic",
"NormScalarModule_basic",
"NormScalarOptDimKeepDimComplexModule_basic",
"NormScalarOptDimKeepDimModule_basic",
"NormScalarOptDimModule_basic",
"NormalFunctionalModule_basic",
"NormalizeModule_basic",
"NumToTensorFloatModule_basic",
"NumToTensorIntModule_basic",
"NumelModule_basic",
"NumelZeroRankModule_basic",
"OneHotModule_basic",
"OnesLikeModule_defaultDtype",
"OnesLikeModule_falsePinMemory",
"OnesLikeModule_float",
"OnesLikeModule_int",
"PadModule_basic",
"PadWithNoneValModule_basic",
"PermuteNegativeIndexModule_basic",
"PixelShuffleModuleFullDynamic_basic",
"PixelShuffleModuleSpatiallyDynamic_basic",
"PixelShuffleModuleSpatiallyStatic_basic",
"PixelShuffleModuleStaticRank3Int64_basic",
"PixelShuffleModuleStaticRank4Float32_basic",
"PowIntFloatModule_basic",
"PrimMaxIntModule_basic",
"PrimMinIntDynamicModule_basic",
"PrimMinIntModule_basic",
"PrimsConvertElementTypeModule_basic",
"PrimsIotaModule_basic",
"PrimsSqueezeEmptyDimensionsModule_basic",
"PrimsSqueezeModule_basic",
"PrimsViewOfModule_basic",
"PrimsViewOfZeroRankModule_basic",
"QuantizedBatchedInputSingleLayer_basic",
"QuantizedMLP_basic",
"QuantizedNoLayer_basic",
"QuantizedReluInt32_basic",
"QuantizedReluInt8_basic",
"QuantizedReluUint8_basic",
"QuantizedSingleLayer_basic",
"RandIntDtypeModule_basic",
"RandIntLowDtypeModule_basic",
"RandIntLowModule_basic",
"RandIntModule_basic",
"RandIntPinMemoryModule_basic",
"RandLikeDtypeModule_basic",
"RandLikeModule_basic",
"RandModule_basic",
"RandnDtypeDeviceModule_basic",
"RandnGeneratorF64Module_basic",
"RandnGeneratorModule_basic",
"RandnLikeDtypeModule_basic",
"RandnLikeModule_basic",
"RandnModule_basic",
"ReduceAllBoolModule_basic",
"ReduceAllDimBool_basic",
"ReduceAllDimEmpty_basic",
"ReduceAllDimFloat_basic",
"ReduceAllDimInt_basic",
"ReduceAllFloatModule_basic",
"ReduceAllIntModule_basic",
"ReduceAmaxKeepDim_basic",
"ReduceAmaxMultiDim_basic",
"ReduceAmaxOutOfOrderDim_basic",
"ReduceAmaxSingleDim_basic",
"ReduceAnyBoolModule_basic",
"ReduceAnyFloatModule_basic",
"ReduceAnyIntModule_basic",
"ReduceFrobeniusNormComplexModule_basic",
"ReduceL1NormComplexModule_basic",
"ReduceL1NormModule_basic",
"ReduceL1NormWithDTypeModule_basic",
"ReduceL2NormComplexModule_basic",
"ReduceL2NormModule_basic",
"ReduceL3NormAllDimsModule_basic",
"ReduceL3NormKeepDimComplexModule_basic",
"ReduceL3NormKeepDimModule_basic",
"ReduceLN3NormModule_basic",
"ReduceMaxAllDims_basic",
"ReduceMaxAlongDimNegative_basic",
"ReduceMaxAlongDimSignedInt_basic",
"ReduceMaxAlongDimUnsignedInt_basic",
"ReduceMaxAlongDim_basic",
"ReduceMaxFloatModule_basic",
"ReduceMaxKeepDimReturnBoth_basic",
"ReduceMaxKeepDim_basic",
"ReduceMaxNegativeDim_basic",
"ReduceMaxSignedIntModule_basic",
"ReduceMaxUnsignedIntModule_basic",
"ReduceMinAlongDimNegative_basic",
"ReduceMinAlongDimSignedInt_basic",
"ReduceMinAlongDimUnsignedInt_basic",
"ReduceMinAlongDim_basic",
"ReduceMinFloatModule_basic",
"ReduceMinKeepDimReturnBoth_basic",
"ReduceMinKeepDim_basic",
"ReduceMinSignedIntModule_basic",
"ReduceMinUnsignedIntModule_basic",
"ReduceProdDimIntFloatModule_basic",
"ReduceProdDtypeFloatModule_basic",
"ReduceProdDtypeIntModule_basic",
"ReduceProdElementTypeBoolModule_basic",
"ReduceProdFloatModule_basic",
"ReduceProdSignedIntModule_basic",
"ReduceProdUnsignedIntModule_basic",
"ReduceSumDimIntListDtypeFloatModule_basic",
"ReduceSumDimIntListDtypeIntModule_basic",
"ReduceSumDimIntListElementTypeBoolModule_basic",
"ReduceSumDimIntListEmptyDimModule_basic",
"ReduceSumDtypeFloatModule_basic",
"ReduceSumDtypeIntModule_basic",
"ReduceSumElementTypeBoolModule_basic",
"ReduceSumFloatModule_basic",
"ReduceSumSignedIntModule_basic",
"ReduceSumUnsignedIntModule_basic",
"ReflectionPad1dModule2dInput_Right",
"ReflectionPad1dModule2dInput_basic",
"ReflectionPad1dModule3dInput_Left",
"ReflectionPad1dModule3dInput_basic",
"ReflectionPad2dModule_Bottom",
"ReflectionPad2dModule_Left",
"ReflectionPad2dModule_Right",
"ReflectionPad2dModule_Top",
"ReflectionPad2dModule_basic",
"RepeatModule_basic",
"ReplicationPad2dModule_basic",
"ReplicationPad2dModule_bottom0",
"ReplicationPad2dModule_left0",
"ReplicationPad2dModule_right0",
"ReplicationPad2dModule_top0",
"ResNet18Module_basic",
"ResNet18StaticModule_basic",
"ReshapeAliasCollapseModule_basic",
"ReshapeAliasExpandModule_basic",
"ReshapeCollapseModule_basic",
"ReshapeDynamicModule_basic",
"ReshapeExpandModule_basic",
"RollModule_basic",
"RsubIntModule_noalpha_basic",
"ScalarConstantTupleModule_basic",
"ScalarImplicitFloatModule_basic",
"ScalarImplicitIntModule_basic",
# REMOVE WHEN ENABLE_GQA IS ADDED
"ScaledDotProductAttentionBoolMaskModule_basic",
"ScaledDotProductAttentionSameCausalModule_basic",
"ScaledDotProductAttentionSameDynamicModule_basic",
"ScatterReduceFloatMaxModule",
"ScatterReduceFloatMaxModuleIncludeSelf",
"ScatterReduceFloatMeanModule",
"ScatterReduceFloatMeanModuleIncludeSelf",
"ScatterReduceFloatMinModule",
"ScatterReduceFloatMinModuleIncludeSelf",
"ScatterReduceFloatProdModule",
"ScatterReduceFloatProdModuleIncludeSelf",
"ScatterReduceFloatSumModule",
"ScatterReduceFloatSumModuleIncludeSelf",
"ScatterReduceIntMaxModule",
"ScatterReduceIntMaxModuleIncludeSelf",
"ScatterReduceIntMeanModule",
"ScatterReduceIntMeanModuleIncludeSelf",
"ScatterReduceIntMinModule",
"ScatterReduceIntMinModuleIncludeSelf",
"ScatterReduceIntProdModule",
"ScatterReduceIntProdModuleIncludeSelf",
"ScatterReduceIntSumModule",
"ScatterReduceIntSumModuleIncludeSelf",
"ScatterSrcModule_basic",
"ScatterSrcStaticModule_basic",
"ScatterValueFloatModule_basic",
"ScatterValueIntModule_basic",
"SelectIntModule_basic",
"SelectIntNegativeDimAndIndexStaticModule_basic",
"SelectScattertModule_basic",
"SelectScattertStaticModule_basic",
"SignAndLogarithmOfDeterminantModule_F32",
"SignAndLogarithmOfDeterminantBatchedModule_F32",
"SignAndLogarithmOfDeterminantDynamicModule_F32",
"SliceCopyEndGreaterThanDimSize_Module_basic",
"SliceCopyNegative_Module_basic",
"SliceCopyNonZeroDim_Module_basic",
"SliceCopy_Module_basic",
"SliceEndSleStartModule_basic",
"SliceModule_basic",
"SliceNegIdxModule_basic",
"SliceOutOfLowerBoundEndIndexModule_basic",
"SliceOutOfLowerBoundStartIndexModule_basic",
"SliceOutOfUpperBoundIndexModule_basic",
"SliceScatterModule_basic",
"SliceScatterNegativeDimModule_basic",
"SliceScatterNegativeEndModule_basic",
"SliceScatterStaticModule_basic",
"SliceScatterStepVariationModule_basic",
"SliceScatterZeroDimModule_basic",
"SliceSingleIdxModule_basic",
"SliceSizeTwoStepModule_basic",
"SliceStartEqEndModule_basic",
"SoftmaxBackwardModule_basic",
"SoftmaxIntArgTypeF64Module_basic",
"SoftmaxIntModule_basic",
"SoftmaxIntNegDimModule_basic",
"SoftmaxIntNonNoneDtypeModule_basic",
"SoftplusModule_basic",
"SortIntListReverse_basic",
"SortIntList_basic",
"SortTensorDescending_basic",
"SortTensorInteger_basic",
"SortTensorNegativeDimension_basic",
"SortTensorSpecificDimension_basic",
"SortTensor_basic",
"SplitDimDynamicModule_basic",
"SplitDimStaticModule_basic",
"SplitWithSizes_Module_basic",
"SqrtIntConstantModule_basic",
"SqrtIntModule_basic",
"SqueezeDimModule_dynamic",
"SqueezeDimModule_negDim",
"StdBiasedModule_basic",
"StdCorrectionAllDimReduceModule_basic",
"StdCorrectionEmptyDimModule_basic",
"StdCorrectionKeepDimModule_basic",
"StdCorrectionLargeInputModule_basic",
"StdCorrectionModule_basic",
"StdCorrectionNoneModule_basic",
"StdCorrectionSingleDimReduceModule_basic",
"StdDimBiasedModule_basic",
"StdDimEmptyDimModule_basic",
"StdDimKeepDimFalseModule_basic",
"StdDimKeepDimTrueModule_basic",
"StdDimNoneDimModule_basic",
"StdUnbiasedModule_basic",
"SubFloatModule_basic",
"SubIntModule_basic",
"TanhBackward_basic",
"TensorToBoolZeroRank_basic",
"TensorToBool_basic",
"TensorToFloatZeroRank_basic",
"TensorToFloat_basic",
"TensorToIntZeroRank_basic",
"TensorToInt_basic",
"TensorsConcatModule_basic",
"TensorsConcatNegativeDimModule_basic",
"TensorsConcatPromoteDTypeModule_basic",
"TensorsStackModule_basic",
"TensorsStackNegativeDimModule_basic",
"TensorsStackPromoteDTypeModule_basic",
"TensorsStackSingleElementListModule_basic",
"TestMultipleTensorAndPrimitiveTypesReturn_basic",
"Threshold1dFloatModule_basic",
"Threshold1dIntI32Module_basic",
"Threshold1dIntModule_basic",
"Threshold2dFloatModule_basic",
"Threshold2dIntModule_basic",
"Threshold3dFloatModule_basic",
"Threshold3dIntModule_basic",
"ThresholdBackward1dFloatModule_basic",
"ThresholdBackward1dIntModule_basic",
"ThresholdBackward1dMixedModule_basic",
"ThresholdBackward2dFloatModule_basic",
"ThresholdBackward2dIntModule_basic",
"ThresholdBackward2dMixedModule_basic",
"ThresholdBackward3dFloatModule_basic",
"ThresholdBackward3dIntModule_basic",
"ThresholdBackward3dMixedModule_basic",
"TileBigDimsSizeModule_basic",
"TileSmallDimsSizeModule_basic",
"ToCopyBoolDTypeStaticModule_basic",
"ToCopyModule_basic",
"ToCopyWithDTypeFalsePinMemoryModule_basic",
"ToCopyWithDTypeModule_basic",
"ToDtypeLayoutCPUModule_basic",
"ToDtypeLayoutNoneModule_basic",
"ToDtypeLayoutStridedModule_basic",
"TorchPrimLoopForLikeModule_basic",
"TorchPrimLoopWhileLikeModule_basic",
"TraceModule_basic",
"TraceModule_empty",
"TraceModule_nonsquare",
"TraceSignedIntModule_basic",
"TraceUnsignedIntModule_basic",
"TraceUnsignedIntModule_empty",
"TupleModule_basic",
"TypeAsDifferentModule_basic",
"TypeConversionF32ToF64Module_basic",
"TypeConversionF64ToF32Module_basic",
"TypeConversionI1ToF32Module_basic",
"TypeConversionI1ToF64Module_basic",
"TypeConversionI1ToI32Module_basic",
"TypeConversionI1ToI64Module_basic",
"TypeConversionI32ToI64Module_basic",
"TypeConversionI64ToI32Module_basic",
"TypePromotionDifferentCategoryModule_basic",
"TypePromotionSameCategoryDifferentWidthModule_basic",
"TypePromotionZeroRankHigherCategoryModule_basic",
"UnflattenIntNegativeOneDimStaticModule_basic",
"UnflattenIntNegativeOneSizeStaticModule_basic",
"UnflattenIntStaticModule_basic",
"UnflattenStaticModule_basic",
"UniformModule_basic",
"UniformNoCorrelationModule_basic",
"UniformStaticShapeModule_basic",
"UnsafeIndexPutHackedTwin1DFloatNonAccumulateModule_basic",
"UnsafeView1DFoldModule_basic",
"UnsafeViewCollapseDynamicWithAtenSizeIntModule_basic",
"UnsafeViewCollapseModule_basic",
"UnsafeViewDynamicExpandModule_basic",
"UnsafeViewDynamicExpandWithAtenSizeIntModule_basic",
"UnsafeViewExpandModule_basic",
"UpSampleNearest2dBackwardScalesNone_basic",
"UpSampleNearest2dBackward_basic",
"UpSampleNearest2dDynamicFactor_basic",
"UpSampleNearest2dDynamicSize_basic",
"UpSampleNearest2dStaticFactor_basic",
"UpSampleNearest2dStaticSize_basic",
"UpSampleNearest2d_basic",
"VarBiasedModule_basic",
"VarCorrectionAllDimReduceModule_basic",
"VarCorrectionEmptyDimModule_basic",
"VarCorrectionKeepDimModule_basic",
"VarCorrectionLargeInputModule_basic",
"VarCorrectionModule_basic",
"VarCorrectionNoneModule_basic",
"VarCorrectionSingleDimReduceModule_basic",
"VarDimAllDimReduceModule_basic",
"VarDimBiasedModule_basic",
"VarDimEmptyDimModule_basic",
"VarDimModule_basic",
"VarDimMultiDimModule_basic",
"VarDimNegativeModule_basic",
"VarDimNoneDimModule_basic",
"VarDimSingleDimModule_basic",
"VarDimUnbiasedModule_basic",
"VarMeanBiasedModule_basic",
"VarMeanCorrectionModule_basic",
"VarMeanCorrectionNoneModule_basic",
"VarMeanDimBiasedModule_basic",
"VarMeanDimModule_basic",
"VarMeanUnbiasedModule_basic",
"VarUnbiasedModule_basic",
"View1DFoldModule_basic",
"ViewCollapseDynamicWithAtenSizeIntModule_basic",
"ViewCollapseModule_basic",
"ViewDynamicExpandCollapseModule_basic",
"ViewDynamicExpandCollapseWithAtenIntModule_basic",
"ViewDynamicExpandCollapseWithParallelUnknownDimModule_basic",
"ViewDynamicExpandModule_basic",
"ViewDynamicExpandWithAtenSizeIntModule_basic",
"ViewExpandDynamicDimModule_basic",
"ViewFlattenAndExpandModule_basic",
"ViewNoChange1dModule_basic",
"ViewNoChange2dModule_basic",
"ViewNoChange3dModule_basic",
"ViewSizeDimFollowedByCollapsedOnesModule_basic",
"ViewSizeDimFollowedByExpandedOnesModule_basic",
"ViewSizeDimLedAndFollowedByCollapsedOnesModule_basic",
"ViewSizeDimLedAndFollowedByExpandedOnesModule_basic",
"ViewSizeDimLedByCollapsedOnesModule_basic",
"ViewSizeDimLedByExpandedOnesModule_basic",
"ViewSizeFromOtherTensor_basic",
"ZeroFloat32Module_basic",
"ZeroInt32Module_basic",
"ZeroInt64Module_basic",
"ZerosLikeModule_defaultDtype",
"ZerosLikeModule_falsePinMemory",
"ZerosLikeModule_float",
"ZerosLikeModule_int",
"_Convolution2DAllFalseModule_basic",
"_Convolution2DBenchmarkModule_basic",
"_Convolution2DCudnnModule_basic",
"_Convolution2DDeterministicModule_basic",
"_Convolution2DTF32Module_basic",
"_ConvolutionDeprecated2DAllFalseModule_basic",
"_ConvolutionDeprecated2DBenchmarkModule_basic",
"_ConvolutionDeprecated2DCudnnModule_basic",
"_ConvolutionDeprecated2DDeterministicModule_basic",
"_LogSoftmaxModule_basic",
"_SoftmaxModule_basic",
}