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# Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
# See https://llvm.org/LICENSE.txt for license information.
# SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
# Also available under a BSD-style license. See LICENSE.
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# 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).
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from torch_mlir_e2e_test . test_suite import COMMON_TORCH_MLIR_LOWERING_XFAILS
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from torch_mlir . _version import torch_version_for_comparison , version
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print ( f " TORCH_VERSION_FOR_COMPARISON = " , torch_version_for_comparison ( ) )
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LINALG_XFAIL_SET = COMMON_TORCH_MLIR_LOWERING_XFAILS | {
# Lowering Torch Backend IR -> Linalg-on-Tensors Backend IR failed
# 'linalg.depthwise_conv_2d_nchw_chw' op inferred input/output operand #1 has shape's dimension #0 to be 4, but found 8
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" Conv2dWithPaddingDilationStrideStaticModule_depthwise_multiplier " ,
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" IscloseStaticModule_basic " ,
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" IscloseStaticModuleTrue_basic " ,
" SplitWithSizes_Module_basic " ,
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}
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TORCHDYNAMO_XFAIL_SET = {
#### General TorchDynamo/PyTorch errors
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# torch._dynamo.exc.Unsupported: Tensor.item
" CumsumModule_basic " ,
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# 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(...
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# https://github.com/pytorch/pytorch/issues/89629
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" ConvolutionBackwardModule2DPadded_basic " ,
" ConvolutionBackwardModule2D_basic " ,
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# Size result mismatch (exposed by downstream canonicalizer
# on incompatabile casts).
# https://github.com/pytorch/pytorch/issues/119407
" ConvolutionBackwardModule2DStrided_basic " ,
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# RuntimeError: Index tensor must have the same number of dimensions as self tensor
# RuntimeError: Failed running call_function aten.nll_loss_backward(...
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# https://github.com/pytorch/pytorch/issues/89630
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" NllLossModuleBackward1DMeanWeight_basic " ,
" NllLossModuleBackward1DMean_basic " ,
" NllLossModuleBackward1DSumWeight_basic " ,
" NllLossModuleBackward1DSum_basic " ,
" NllLossModuleBackward1DWeight_basic " ,
" NllLossModuleBackward1D_basic " ,
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# 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 " ,
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#### Torch-MLIR internal compiler errors
# These are probably due to slightly different ops being recorded by
# torchdynamo vs. torchscript.
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# No upstream decompositions.
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# %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)
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# See also: https://github.com/pytorch/torchdynamo/issues/327
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" AtenEmbeddingBagSumExample_basic " ,
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# 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 " ,
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#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 " ,
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" ReduceMaxAlongDimUnsignedInt_basic " ,
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" ReduceMinAlongDimUnsignedInt_basic " ,
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#ERROR: value (-56) is not equal to golden value (200)
" AtenIntTensorByteDtypeModule_basic " ,
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# ERROR: assert isinstance(e, FakeTensor)
" ElementwiseAddScalar_NumToTensorFloat_Module_basic " ,
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# ERROR: assert isinstance(e, FakeTensor)
" RsubInt0d_NumToTensor_Module_basic " ,
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# 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 " ,
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" SplitDimStaticModule_basic " ,
" SplitDimDynamicModule_basic " ,
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# 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 " ,
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# 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 ' ,
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# START tests failing due to: torch._dynamo.exc.Unsupported: call_function BuiltinVariable(float) [TensorVariable()] {}
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' AtenSubFloatModule_basic ' ,
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' AtenMulFloatModule_basic ' ,
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' BoolFloatFalseModule_basic ' ,
' BoolFloatTrueModule_basic ' ,
' CeilFloatModule_basic ' ,
' DivFloatModule_basic ' ,
' GeFloatIntModule_basic ' ,
' GeFloatModule_basic ' ,
' GtFloatIntModule_basic ' ,
' NeFloatIntModule_basic ' ,
' SubFloatModule_basic ' ,
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' MulFloatModule_basic ' ,
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' TensorToFloatZeroRank_basic ' ,
' TensorToFloat_basic ' ,
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# END tests failing due to: torch._dynamo.exc.Unsupported: call_function BuiltinVariable(float) [TensorVariable()] {}
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# START tests failing due to: torch._dynamo.exc.Unsupported: call_function BuiltinVariable(int) [TensorVariable()] {}
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' AddIntModule_basic ' ,
' AtenIntTensorCharDtypeModule_basic ' ,
' BoolIntFalseModule_basic ' ,
' BoolIntTrueModule_basic ' ,
' DivIntModule_basic ' ,
' EqIntModule_basic ' ,
' GeIntModule_basic ' ,
' GtIntModule_basic ' ,
' MulIntModule_basic ' ,
' NeIntModule_basic ' ,
' SqrtIntModule_basic ' ,
' SubIntModule_basic ' ,
' TensorToIntZeroRank_basic ' ,
' TensorToInt_basic ' ,
' UnsafeViewCollapseDynamicWithAtenSizeIntModule_basic ' ,
' ViewCollapseDynamicWithAtenSizeIntModule_basic ' ,
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# END tests failing due to: torch._dynamo.exc.Unsupported: call_function BuiltinVariable(int) [TensorVariable()] {}
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# ERROR: torch._dynamo.exc.Unsupported: Tensor.item
' AtenItemIntOpModule_basic ' ,
' AtenItemFpOpModule_basic ' ,
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# ERROR: torch._dynamo.exc.Unsupported: call_method ListVariable() sort [] {'reverse': ConstantVariable(bool)}
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' SortIntListReverse_basic ' ,
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# ERROR: torch._dynamo.exc.Unsupported: call_method ListVariable() sort [] {}
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' SortIntList_basic ' ,
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# START tests failing due to: torch._dynamo.exc.Unsupported: data dependent operator: aten._local_scalar_dense.default
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' AtenFloatScalarModule_basic ' ,
' AtenIntBoolOpModule_basic ' ,
' QuantizedMLP_basic ' ,
' ScalarImplicitFloatModule_basic ' ,
' ScalarImplicitIntModule_basic ' ,
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# END tests failing due to: torch._dynamo.exc.Unsupported: data dependent operator: aten._local_scalar_dense.default
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# START tests failing due to: torch._dynamo.exc.Unsupported: dynamic shape operator: aten.bincount.default
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' BincountMinlengthModule_basic ' ,
' BincountModule_basic ' ,
' BincountStaticSizeModule_basic ' ,
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# END tests failing due to: torch._dynamo.exc.Unsupported: dynamic shape operator: aten.bincount.default
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# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor bool call_function aten.Bool
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' BoolFloatConstantModule_basic ' ,
' BoolIntConstantModule_basic ' ,
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# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function aten.size
" ViewSizeFromOtherTensor_basic " ,
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# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor bool call_function aten.__contains__
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' ContainsIntList_False ' ,
' ContainsIntList_True ' ,
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# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor bool call_function aten.all
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' AllBoolFalseModule_basic ' ,
' AllBoolTrueModule_basic ' ,
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# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor bool call_function aten.any
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' AnyBoolFalseModule_basic ' ,
' AnyBoolTrueModule_basic ' ,
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# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor float call_function aten.sqrt
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' SqrtIntConstantModule_basic ' ,
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# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function aten.size
' BroadcastDynamicDimModule_basic ' ,
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# START tests failing due to: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function aten.Int
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' AtenIntBoolOpConstFalseModule_basic ' ,
' AtenIntBoolOpConstTrueModule_basic ' ,
' IntFloatModule_basic ' ,
' PowIntFloatModule_basic ' ,
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# END tests failing due to: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function aten.Int
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# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function aten.len
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' LenStrModule_basic ' ,
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# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function aten.numel
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' NumelModule_basic ' ,
' NumelZeroRankModule_basic ' ,
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# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function prim.max
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' PrimMaxIntModule_basic ' ,
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# ERROR: torch._dynamo.exc.Unsupported: torch.* op returned non-Tensor int call_function prim.min
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' PrimMinIntModule_basic ' ,
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' PrimMinIntDynamicModule_basic ' ,
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# START tests failing due to: empty graph in dynamo
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' IsFloatingPointFloat_True ' ,
' IsFloatingPointInt_False ' ,
' TorchPrimLoopForLikeModule_basic ' ,
' TorchPrimLoopWhileLikeModule_basic ' ,
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" ScalarConstantTupleModule_basic " ,
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# END tests failing due to: empty graph in dynamo
# ERROR due to: backend never runs because of empty frame
' ConstantBoolParameterModule_basic ' ,
# START tests failing due to: 'torch.aten.mul.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.float'
" AddCDivModule_basic " ,
" ElementwiseMulScalarModule_basic " ,
" ElementwiseMulScalarModule_float " ,
" NativeGroupNormBackwardModule_basic " ,
" UpSampleNearest2dDynamicSize_basic " ,
" UpSampleNearest2dStaticFactor_basic " ,
" UpSampleNearest2dStaticSize_basic " ,
" UpSampleNearest2d_basic " ,
# END tests failing due to: 'torch.aten.mul.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.float'
# START tests failing due to: 'torch.aten.add.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.float'
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" AtenInstanceNormModule_basic " ,
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" BatchNorm1DModule_basic " ,
" BatchNorm1DWith2DInputModule_basic " ,
" BatchNorm2DModule_basic " ,
" BatchNorm3DModule_basic " ,
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" BatchNorm1DStaticShapeModule_basic " ,
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" ElementwiseAddScalarFloatModule_basic " ,
" ElementwiseAddScalarInt64Module_basic " ,
" ElementwiseAddScalarIntModule_basic " ,
" MobilenetV3Module_basic " ,
" NativeBatchNorm1DModule_basic " ,
" NativeBatchNorm2DModule_basic " ,
" NativeBatchNorm3DModule_basic " ,
" NativeBatchNormNoneWeightModule_basic " ,
" NativeGroupNormModule_basic " ,
" ResNet18Module_basic " ,
" ResNet18StaticModule_basic " ,
# END tests failing due to: 'torch.aten.add.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.float'
# ERROR: 'torch.aten.add.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.int'
" ElementwiseAddScalar_TensorLiteralInt32_Module_basic " ,
" HBC_basic " ,
# ERROR: 'torch.aten.div.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.float'
" ElementwiseDivScalarModule_basic " ,
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# ERROR: 'torch.aten.div.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.int'
" ElementwiseAtenDivIntScalarModule_basic " ,
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# ERROR: 'torch.aten.mul.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.int'
" ElementwiseMulScalarModule_int " ,
# ERROR: 'torch.aten.sub.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.float'
" ElementwiseSubScalarFloatModule_basic " ,
" ElementwiseSubScalarIntModule_basic " ,
# ERROR: Exception: Unsupported: missing default value for argument 0 in schema for aten.div.Tensor_mode
" ElementwiseDivRoundingModeFloorModule_basic " ,
" ElementwiseDivRoundingModeTruncModule_basic " ,
[RFC] general support for Adaptive Pooling Ops (#2661)
Adaptive pooling ops can only be decomposed into their non-adaptive
counterparts in trivial cases.
For example, the current decomposition for AtenAdaptiveAvgPool1dOp in
DecomposeComplexOps.cpp supports outSize = inSize (i.e., do literally
nothing), and outSize = 1 (i.e., do a batched average).
The reason adaptive pooling ops are difficult to lower to linalg is that
they are not constantly strided. They are computed by taking an input
tensor of shape (N, C, Hin), and an output size Hout, and computing the
output tensor at position (n,c, h) in the following way:
1. compute st(h) = (h*Hin)//Hout
2. compute en(h) = 1 + ((h+1)*Hin -1)//Hout
3. apply a computation (max or avg) to the slice: INPUT[n, c,
st(h):en(h)]
The provided sample implementation (for ConvertAtenAdaptiveAvgPool1dOp)
uses tensor.extract to access the input tensor inside the payload of a
linalg generic op. This is likely an unattractive use of linalg generic
ops, which is why I am asking for some more targeted feedback on the
validity of this approach before attempting to support the many other
adaptive pooling ops.
Specifically:
- Is the performance of this implementation bad enough to warrant
targeting different dialects entirely? e.g. TMtensor/linalg ext/ etc.
- If the provided implementation is of acceptable performance to the
community, then is it permissable to remove the Adaptive pooling
decompositions from DecomposeComplexOps.cpp? Based on the current
structure of the -torch-decompose-complex-ops pass, it does not seem
possible to only decompose the adaptive ops in special cases (it seems
to get stuck in an infinite loop on a match failure). I would be happy
to instead incorporate the case logic into the conversion directly, and
remove the decompositions once they are rendered completely obsolete.
As long as this approach is acceptable, I can clean up the
implementation with some helper functions, and quickly add support for
each of the remaining Adaptive pooling ops.
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" AdaptiveAvgPool1dStaticLargerOutput_basic " ,
" AdaptiveAvgPool1dGeneralDynamic_basic " ,
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# ERROR: Exception: Unsupported op: get_attr
" NumToTensorFloatModule_basic " ,
" NumToTensorIntModule_basic " ,
" TensorFloatModule_basic " ,
" TensorIntModule_basic " ,
# ERROR: Exception: Unsupported: missing default value for argument 0 in schema for aten.randn.generator
" RandnGeneratorF64Module_basic " ,
" RandnGeneratorModule_basic " ,
# START tests failing due to: complex floating point ops
# END tests failing due to: complex floating point ops
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# ERROR: Exception: Unsupported: return type List[Tensor] in schema for aten.unbind.int
" UnbindIntListUnpack_Module_basic " ,
" UnbindIntGetItem_Module_basic " ,
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# ERROR: torch._dynamo.exc.Unsupported: call_function BuiltinVariable(float) [TensorVariable()] {}
" ScatterValueFloatModule_basic " ,
# ERROR: torch._dynamo.exc.Unsupported: call_function BuiltinVariable(int) [TensorVariable()] {}
" ScatterValueIntModule_basic " ,
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# AssertionError: Unregistered operation: torch.aten._unsafe_index_put
" UnsafeIndexPutHackedTwin1DFloatNonAccumulateModule_basic " ,
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# Lowering Torch Backend IR -> Linalg-on-Tensors Backend IR failed
# 'linalg.depthwise_conv_2d_nchw_chw' op inferred input/output operand #1 has shape's dimension #0 to be 4, but found 8
" Conv2dWithPaddingDilationStrideStaticModule_depthwise_multiplier " ,
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# AssertionError: Unregistered operation: torch.aten._scaled_dot_product_flash_attention_for_cpu
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" ScaledDotProductAttentionDifferentModule_basic " ,
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# AssertionError: Unregistered operation: torch.aten._embedding_bag_forward_only
" AtenEmbeddingBagStaticModule_basic " ,
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# Lowering not present for this case
" ElementwiseToDtypeI64ToUI8Module_basic " ,
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# 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 " ,
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# ERROR: dtype (torch.int64) is not equal to golden dtype (torch.float32)
" ThresholdBackward2dMixedModule_basic " ,
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# ERROR: shape (torch.Size([12])) is not equal to golden shape (torch.Size([3, 4]))
" ArangeStartOutViewModule_basic " ,
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# ERROR: 'torch.aten.add.Tensor' op operand #1 must be Any Torch tensor type, but got '!torch.float'
" GroupNormModule_basic " ,
" GroupNormNoWeightAndBiasModule_basic " ,
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# Dynamo does not support tracing quantized tensors
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" ElementwiseDequantizePerChannelModule_basic " ,
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" ElementwiseDequantizePerTensorModule_basic " ,
" ElementwiseQuantizePerTensorModule_basic " ,
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" AtenMmQuint8_basic " ,
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" Conv2dQInt8Module_basic " ,
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# Dynamo not supporting conv_tbc
" ConvTbcModule_basic " ,
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" FloatImplicitModule_basic " ,
" IntImplicitModule_basic " ,
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# Others
" GridSamplerBasic1_basic " ,
" GridSamplerBasic2_basic " ,
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}
TORCHDYNAMO_CRASHING_SET = {
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# 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
2023-04-29 07:05:17 +08:00
" ElementwiseCloneChannelsLastMemoryFormatModule_basic " ,
2023-05-02 10:35:26 +08:00
" ElementwiseCloneContiguousModule_basic " ,
" ElementwiseCloneModule_basic " ,
2023-04-29 07:05:17 +08:00
" ExpandAsFloatModule_basic " ,
" ExpandAsIntModule_basic " ,
" ExpandModule_basic " ,
" MoveDimIntModule_basic " ,
" MoveDimIntNegativeIndexModule_basic " ,
2023-05-02 10:35:26 +08:00
" NarrowVerticalTest2_basic " ,
" NarrowVerticalTest_basic " ,
2023-04-29 07:05:17 +08:00
" NumpyTRank2Module_basic " ,
" NumpyTRankNDynamicModule_basic " ,
" NumpyTRankNStaticModule_basic " ,
" PermuteModule_basic " ,
" PermuteNegativeIndexModule_basic " ,
" SelectIntNegativeDimAndIndexStaticModule_basic " ,
2023-05-12 13:46:33 +08:00
" TestMultipleTensorAndPrimitiveTypesReturn_basic " ,
2023-05-02 10:35:26 +08:00
" TModuleRank2_basic " ,
" ToCopyModule_basic " ,
" TransposeIntModule_basic " ,
" TransposeIntNegDimsModule_basic " ,
2023-07-18 00:51:24 +08:00
" IndexPutImpl2DNoneIndexStaticModule_basic " ,
Add aten.pool_max3d support to torch-to-linalg (#2735)
Added verification logic to the abstract_interpreter_lib_gen.py
Also made some unit tests
Initially, I thought we can use `linalg::pooling_ndhwc_max` to help
implement this problem. However, on a 5-dimensional matrix it does the
pooling on dimensions (2, 3, 4) which is not what we want. We want
pooling on dimensions (3, 4, 5).
To achieve this, we would need to lower our code using the `linalg`
dialect.
Turns out the pooling code in `linalg` looks like this.
```
func @max_pooling_ncdhw(%I: memref<?x?x?x?x?xf32>, %K: memref<3xindex>, %O: memref<?x?x?x?x?xf32>,
%strides: memref<3xindex>, %dilations: memref<3xindex>) {
%c0 = arith.constant 0 : index
%c1 = arith.constant 1 : index
%N = memref.dim %I, %c0 : memref<?x?x?x?x?xf32>
%C = memref.dim %I, %c1 : memref<?x?x?x?x?xf32>
%D = memref.dim %I, 2 : memref<?x?x?x?x?xf32>
%H = memref.dim %I, 3 : memref<?x?x?x?x?xf32>
%W = memref.dim %I, 4 : memref<?x?x?x?x?xf32>
%kernel_d = memref.load %K[%c0] : memref<3xindex>
%kernel_h = memref.load %K[%c1] : memref<3xindex>
%kernel_w = memref.load %K[2] : memref<3xindex>
%stride_d = memref.load %strides[%c0] : memref<3xindex>
%stride_h = memref.load %strides[%c1] : memref<3xindex>
%stride_w = memref.load %strides[2] : memref<3xindex>
%dilation_d = memref.load %dilations[%c0] : memref<3xindex>
%dilation_h = memref.load %dilations[%c1] : memref<3xindex>
%dilation_w = memref.load %dilations[2] : memref<3xindex>
linalg.generic {
indexing_maps = [
affine_map<(n, c, d, h, w, kd, kh, kw) -> (n, c, d * %stride_d + kd * %dilation_d, h * %stride_h + kh * %dilation_h, w * %stride_w + kw * %dilation_w)>, // Map for input tensor
affine_map<(n, c, d, h, w, kd, kh, kw) -> (kd, kh, kw)>, // Map for kernel tensor
affine_map<(n, c, d, h, w, kd, kh, kw) -> (n, c, d, h, w)> // Map for output tensor
],
iterator_types = ["parallel", "parallel", "parallel", "parallel", "parallel", "reduction", "reduction", "reduction"],
doc = "3D Max Pooling NCDHW with Strides, Dilations, and Kernel Size"
} ins(%I, %K : memref<?x?x?x?x?xf32>, memref<3xindex>) outs(%O : memref<?x?x?x?x?xf32>) {
^bb0(%input_elem: f32, %kernel_elem: index, %output_elem: f32):
%max_val = arith.maxf %input_elem, %output_elem : f32
linalg.yield %max_val : f32
}
return
}
```
This was implemented based on it's source code with the adjustments
mentioned above:
https://github.com/llvm/llvm-project/blob/4ca1b5e094280ef1af40412e3cfcb62dc3cf15bc/mlir/include/mlir/Dialect/Linalg/IR/LinalgNamedStructuredOps.yaml#L5647
Issues related to this can be found here
https://github.com/nod-ai/SHARK-Turbine/issues/324
2024-01-19 23:39:46 +08:00
" MaxPool3dCeilModeTrueModule_basic " ,
" MaxPool3dEmptyStrideStaticModule_basic " ,
" MaxPool3dLargeDatadModule_basic " ,
" MaxPool3dModuleRandomSimple_basic " ,
" MaxPool3dModule_basic " ,
" MaxPool3dStaticCeilModeTrueModule_basic " ,
" MaxPool3dStaticModule_basic " ,
2022-11-18 20:21:19 +08:00
}
2023-02-02 21:29:47 +08:00
STABLEHLO_PASS_SET = {
2024-02-16 01:08:48 +08:00
" AdaptiveAvgPool1dNonUnitOutputSizeStaticModule_basic " ,
" AdaptiveAvgPool1dUnitOutputSizeStaticModule_basic " ,
" AdaptiveAvgPool2dNonUnitOutputSizeStaticModule_basic " ,
" AdaptiveAvgPool2dUnitOutputSizeStaticModule_basic " ,
2023-07-29 21:55:49 +08:00
" AddIntModule_basic " ,
2023-06-21 01:14:09 +08:00
" AliasModule_basic " ,
2023-05-26 22:57:57 +08:00
" AllBoolFalseModule_basic " ,
" AllBoolTrueModule_basic " ,
" AnyBoolFalseModule_basic " ,
" AnyBoolTrueModule_basic " ,
2022-09-20 22:31:24 +08:00
" ArangeDtypeFloatModule_basic " ,
" ArangeDtypeIntModule_basic " ,
" ArangeFalsePinMemoryModule_basic " ,
" ArangeFloatModule_basic " ,
" ArangeIntModule_basic " ,
" ArangeNegativeStartFloatModule_basic " ,
" ArangeNegativeStartIntModule_basic " ,
" ArangeStartFloatModule_basic " ,
" ArangeStartIntModule_basic " ,
" ArangeStartNegativeStepFloatModule_basic " ,
" ArangeStartNegativeStepIntModule_basic " ,
2024-02-16 01:08:48 +08:00
" ArangeStartOutDtypeModule_basic " ,
" ArangeStartOutModule_basic " ,
" ArangeStartOutViewModule_basic " ,
2022-09-20 22:31:24 +08:00
" ArangeStartStepFloatModule_basic " ,
" ArangeStartStepIntModule_basic " ,
" ArangeZeroElementOutputModule_basic " ,
2024-02-16 01:08:48 +08:00
" ArgmaxModule_with_dim " ,
" AtenComplex64Module_basic " ,
" AtenEyeMModuleCPUDevice_basic " ,
" AtenEyeMModuleDefaultDtype_basic " ,
" AtenEyeMModuleFalsePinMemory_basic " ,
" AtenEyeMModuleFloat2D_basic " ,
" AtenEyeMModuleInt2D_basic " ,
" AtenEyeModuleCPUDevice_basic " ,
" AtenEyeModuleDefaultDtype_basic " ,
" AtenEyeModuleFalsePinMemory_basic " ,
" AtenEyeModuleFloat2D_basic " ,
" AtenEyeModuleInt2D_basic " ,
" AtenFloatScalarModule_basic " ,
2024-02-20 03:55:54 +08:00
" AtenInstanceNormModule_basic " ,
2024-02-16 01:08:48 +08:00
" AtenIntBoolOpConstFalseModule_basic " ,
" AtenIntBoolOpConstTrueModule_basic " ,
" AtenIntBoolOpModule_basic " ,
" AtenIntTensorByteDtypeModule_basic " ,
" AtenIntTensorCharDtypeModule_basic " ,
" AtenItemFpOpModule_basic " ,
" AtenItemIntOpModule_basic " ,
" AtenMmFloatTypes_basic " ,
" AtenMmIntTypes_basic " ,
" AtenRoundIntModule_basic " ,
" AtenSubFloatModule_basic " ,
" AtenToDeviceModule_basic " ,
" AvgPool1dStaticModule_basic " ,
" AvgPool2dStaticModule_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 " ,
2022-11-21 21:50:35 +08:00
" BroadcastToSameRankStaticModule_basic " ,
" BroadcastZeroRankInputStaticModule_basic " ,
2023-02-03 10:20:47 +08:00
" BucketizeTensorStaticFloatModule_basic " ,
" BucketizeTensorStaticModule_basic " ,
2024-02-16 01:08:48 +08:00
" CeilFloatModule_basic " ,
" ChunkListUnpackUneven_Module_basic " ,
" ChunkListUnpack_Module_basic " ,
" CloneModule_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 " ,
" ConvolutionBackwardModule2DStrided_basic " ,
" ConvolutionModule2DTransposeStridedStatic_basic " ,
" CosineSimilarityStaticBroadcastModule_basic " ,
" CosineSimilarityStaticModule_basic " ,
" CumsumInputDtypeInt32Module_basic " ,
2023-01-30 13:38:27 +08:00
" CumsumStaticModule_basic " ,
" CumsumStaticNegativeDimModule_basic " ,
2023-04-18 23:59:14 +08:00
" DetachModule_basic " ,
2024-02-16 01:08:48 +08:00
" DivFloatModule_basic " ,
" DivIntModule_basic " ,
" DropoutEvalFloatModule_basic " ,
" DropoutEvalIntModule_basic " ,
" DropoutTrainStaticShapeModule_basic " ,
" EinsumStaticContractRhsModule_basic " ,
" EinsumStaticFourDimensionModule_basic " ,
" EinsumStaticModule_basic " ,
" ElementwiseAbsFloatModule_basic " ,
" ElementwiseAbsIntModule_basic " ,
" ElementwiseAddScalar_NumToTensorFloat_Module_basic " ,
" ElementwiseAddScalar_TensorLiteralInt32_Module_basic " ,
" ElementwiseAtenIsinfOpModule_basic " ,
" ElementwiseAtenIsneginfOpModule_basic " ,
" ElementwiseAtenIsposinfOpModule_basic " ,
2023-01-04 10:11:25 +08:00
" ElementwiseAtenLogicalAndOpPromoteBroadcastStaticShapeModule_basic " ,
" ElementwiseAtenLogicalNotOpModule_basic " ,
" ElementwiseAtenLogicalNotOpPromoteModule_basic " ,
" ElementwiseAtenLogicalOrOpPromoteBroadcastStaticShapeModule_basic " ,
" ElementwiseAtenLogicalXorOpPromoteBroadcastStaticShapeModule_basic " ,
2022-11-24 14:28:34 +08:00
" ElementwiseAtenWhereSelfModule_basic " ,
2024-02-16 01:08:48 +08:00
" ElementwiseBinaryStaticShapeModule_basic " ,
2023-01-12 06:40:03 +08:00
" ElementwiseBitwiseAndStaticShapeModule_basic " ,
" ElementwiseBitwiseNotInt32Module_basic " ,
2024-02-16 01:08:48 +08:00
" ElementwiseBitwiseNotInt64Module_basic " ,
2023-01-12 06:40:03 +08:00
" ElementwiseBitwiseOrStaticShapeModule_basic " ,
" ElementwiseBitwiseXorStaticShapeModule_basic " ,
2024-02-16 01:08:48 +08:00
" ElementwiseCeilModule_basic " ,
2022-09-16 15:09:21 +08:00
" ElementwiseClampMaxModule_basic " ,
2024-02-16 01:08:48 +08:00
" ElementwiseClampMinModule_basic " ,
" ElementwiseClampModule_basic " ,
" ElementwiseClampTensorInt8Module_basic " ,
" ElementwiseCloneChannelsLastMemoryFormatModule_basic " ,
" ElementwiseCloneContiguousModule_basic " ,
" ElementwiseCloneModule_basic " ,
" ElementwiseCosModule_basic " ,
" ElementwiseErfModule_basic " ,
2022-09-08 10:15:36 +08:00
" ElementwiseExpModule_basic " ,
2024-02-16 01:08:48 +08:00
" ElementwiseFloorIntModule_basic " ,
" ElementwiseFloorModule_basic " ,
" ElementwiseGeluModule_basic " ,
2024-02-27 21:56:01 +08:00
" ElementwiseGeluApproximateTanhModule_basic " ,
2024-02-16 01:08:48 +08:00
" ElementwiseLeakyReluStaticModule_basic " ,
2022-09-08 10:15:36 +08:00
" ElementwiseLogModule_basic " ,
2024-02-16 01:08:48 +08:00
" ElementwiseNanToNumModule_Basic " ,
" ElementwiseNeFloatTensorStaticModule_basic " ,
" ElementwiseNeIntTensorStaticModule_basic " ,
2022-09-08 10:15:36 +08:00
" ElementwiseNegModule_basic " ,
2024-02-16 01:08:48 +08:00
" ElementwiseOrTensorStaticShapeModule_basic " ,
" ElementwisePowTensorBroadcastStaticModule_basic " ,
" ElementwisePowTensorStaticModule_basic " ,
" ElementwiseReciprocalModule_basic " ,
" ElementwiseReluModule_basic " ,
2022-12-22 10:13:59 +08:00
" ElementwiseRsqrtModule_basic " ,
" ElementwiseSigmoidModule_basic " ,
2023-02-07 03:14:26 +08:00
" ElementwiseSinModule_basic " ,
2024-02-16 01:08:48 +08:00
" ElementwiseSqrtModule_basic " ,
2022-09-23 10:24:36 +08:00
" ElementwiseToDtypeF32ToI64Module_basic " ,
2024-02-16 01:08:48 +08:00
" ElementwiseToDtypeI64ToI8Module_basic " ,
" ElementwiseToDtypeIdentityModule_basic " ,
" ElementwiseUnaryModule_basic " ,
" ElementwiseWhereScalarOtherStaticModule_basic " ,
" ElementwiseWhereScalarSelfStaticModule_basic " ,
2023-07-27 18:35:25 +08:00
" EmptyLikeMemoryFormatModule_basic " ,
" EmptyLikeModule_defaultDtype " ,
" EmptyLikeModule_falsePinMemory " ,
" EmptyLikeModule_float " ,
" EmptyLikeModule_int " ,
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" EmptyModule_contiguous " ,
" EmptyModule_defaultDtype " ,
" EmptyModule_falsePinMemory " ,
" EmptyModule_float " ,
" EmptyModule_int " ,
" EmptyStridedModule_basic " ,
" EqIntModule_basic " ,
2022-09-23 10:24:36 +08:00
" ExpandAsIntModule_basic " ,
2024-02-16 01:08:48 +08:00
" Fill_TensorFloat64WithFloat32Static_basic " ,
2023-07-27 18:35:25 +08:00
" Fill_TensorFloat64WithFloat32_basic " ,
" Fill_TensorFloat64WithFloat64_basic " ,
2023-05-12 07:41:46 +08:00
" Fill_TensorFloat64WithInt64Static_basic " ,
2024-02-16 01:08:48 +08:00
" Fill_TensorFloat64WithInt64_basic " ,
" FlattenRank0Module_basic " ,
" FlattenStaticModule_basic " ,
2023-06-15 10:27:34 +08:00
" FlipModuleStaticShape_basic " ,
" FlipNegativeIndexModule_basic " ,
2022-09-23 10:24:36 +08:00
" 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 " ,
2022-11-21 21:50:35 +08:00
" GatherStaticModule_basic " ,
2024-02-16 01:08:48 +08:00
" GeFloatIntModule_basic " ,
" GeFloatModule_basic " ,
" GeIntModule_basic " ,
2022-12-21 20:09:43 +08:00
" GeluBackwardModule_basic " ,
2024-02-16 01:08:48 +08:00
" GluStaticModule_basic " ,
" GroupNormModule_basic " ,
" GroupNormNoWeightAndBiasModule_basic " ,
" GtFloatIntModule_basic " ,
" GtIntModule_basic " ,
2023-05-25 02:13:57 +08:00
" IndexTensorMultiIndexStaticModule_basic " ,
2024-02-16 01:08:48 +08:00
" IndexTensorStaticContiguousWithNoneModule_basic " ,
" IndexTensorStaticModule_basic " ,
" IndexTensorStaticNonContiguousWithNoneModule_basic " ,
" IntFloatModule_basic " ,
" IsFloatingPointFloat_True " ,
" IsFloatingPointInt_False " ,
2022-12-22 10:13:59 +08:00
" LayerNormLastDimModule_basic " ,
" LayerNormModule_basic " ,
" LayerNormNormalizeOverAllDimsModule_basic " ,
2023-01-04 00:30:16 +08:00
" LeakyReluBackwardStaticModule_basic " ,
2024-02-16 01:08:48 +08:00
" LenStrModule_basic " ,
" LiftFreshCopyModule_basic " ,
" MaskedFillScalarFloatValueStaticModule_basic " ,
" MaskedFillScalarIntValueStaticModule_basic " ,
" Matmul4dStatic_basic " ,
" Matmul_2d " ,
" Matmul_dot " ,
" Matmul_matvec " ,
" Matmul_vecmat " ,
" MaxPool2dStaticModule_basic " ,
" MaxPool2dWithIndicesStaticModule_basic " ,
" MeanDimAllReduceKeepdimModule_basic " ,
" MeanDimAllReduceModule_basic " ,
2022-11-23 15:02:41 +08:00
" MeanDimEmptyDimModule_basic " ,
2022-09-08 10:15:36 +08:00
" MeanDtypeModule_basic " ,
2022-11-23 15:02:41 +08:00
" MeanDynamicSizesModule_basic " ,
" MeanModule_basic " ,
2024-02-16 01:08:48 +08:00
" Mlp2LayerModuleNoBias_basic " ,
" MmDagModule_basic " ,
" MmModule_basic " ,
" MmModule_chained " ,
2022-09-08 10:15:36 +08:00
" MmTanhModule_basic " ,
2024-02-16 01:08:48 +08:00
" MoveDimIntModule_basic " ,
" MoveDimIntNegativeIndexModule_basic " ,
" MulFloatModule_basic " ,
" MulIntModule_basic " ,
2022-11-21 21:50:35 +08:00
" Mv_basic " ,
2024-02-16 01:08:48 +08:00
" NarrowHorizontalTest2_basic " ,
" NarrowHorizontalTest_basic " ,
" NarrowTensorHorizontalModule_basic " ,
" NarrowTensorVerticalModule_basic " ,
" NarrowVerticalTest2_basic " ,
" NarrowVerticalTest_basic " ,
" NativeDropoutEvalFloatModule_basic " ,
" NativeDropoutTrainStaticShapeModule_basic " ,
" NativeGroupNormModule_basic " ,
" NativeLayerNormModule4D_basic " ,
" NativeLayerNormModule_basic " ,
" NeFloatIntModule_basic " ,
" NeIntModule_basic " ,
2023-05-19 10:07:35 +08:00
" NewEmptyModuleDefaultDtype_basic " ,
" NewEmptyModuleFalsePinMemory_basic " ,
" NewEmptyModuleFloat2D_basic " ,
" NewEmptyModuleFloat3D_basic " ,
" NewEmptyModuleInt2D_basic " ,
" NewEmptyModuleInt3D_basic " ,
" NewEmptyModuleLayoutIntDtype_basic " ,
" NewEmptyModuleNonDefaultFloatDtype_basic " ,
" NewEmptyModuleNonDefaultIntDtype_basic " ,
" NewEmptyStridedModuleDefaultDtype_basic " ,
2024-02-16 01:08:48 +08:00
" NewFullModuleDefaultDtype_basic " ,
" NewFullModuleFalsePinMemory_basic " ,
" NewFullModuleFloat3DStatic_basic " ,
" NewFullModuleFloat3D_basic " ,
" NewFullModuleInt2D_basic " ,
" NewFullModuleInt3D_basic " ,
2022-08-23 16:47:21 +08:00
" NewOnesModuleDefaultDtype_basic " ,
2024-02-16 01:08:48 +08:00
" NewOnesModuleFalsePinMemory_basic " ,
2022-08-23 16:47:21 +08:00
" NewOnesModuleFloat2D_basic " ,
" NewOnesModuleFloat3D_basic " ,
2024-02-16 01:08:48 +08:00
" NewOnesModuleInt2D_basic " ,
" NewOnesModuleInt3D_basic " ,
" NewZerosModuleDefaultDtype_basic " ,
" NewZerosModuleFalsePinMemory_basic " ,
" NewZerosModuleFloat2D_basic " ,
" NewZerosModuleFloat3D_basic " ,
" NewZerosModuleInt2D_basic " ,
" NewZerosModuleInt3D_basic " ,
2023-03-30 22:08:20 +08:00
" NewZerosStaticModuleLayoutStrided_basic " ,
2024-02-16 01:08:48 +08:00
" NormalizeModule_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 " ,
" Permute0RankModule_basic " ,
" PermuteModule_basic " ,
" PermuteNegativeIndexModule_basic " ,
" PowIntFloatModule_basic " ,
" PrimMaxIntModule_basic " ,
" PrimMinIntDynamicModule_basic " ,
" PrimMinIntModule_basic " ,
" PrimsConvertElementTypeModule_basic " ,
" PrimsSqueezeEmptyDimensionsModule_basic " ,
" PrimsSqueezeModule_basic " ,
" PrimsViewOfModule_basic " ,
" PrimsViewOfZeroRankModule_basic " ,
" RandIntDtypeModule_basic " ,
" RandIntLowDtypeModule_basic " ,
" RandIntLowModule_basic " ,
" RandIntModule_basic " ,
" RandIntPinMemoryModule_basic " ,
" RandModule_basic " ,
" ReduceAmaxMultiDim_basic " ,
" ReduceAmaxOutOfOrderDim_basic " ,
" ReduceAmaxSingleDim_basic " ,
" ReduceFrobeniusNormModule_basic " ,
2022-08-23 16:47:21 +08:00
" ReduceMaxAllDims_basic " ,
2024-02-16 01:08:48 +08:00
" ReduceMaxAlongDimNegative_basic " ,
" ReduceMaxAlongDimSignedInt_basic " ,
" ReduceMaxAlongDim_basic " ,
2022-08-23 16:47:21 +08:00
" ReduceMaxFloatModule_basic " ,
" ReduceMaxSignedIntModule_basic " ,
" ReduceMaxUnsignedIntModule_basic " ,
2023-08-30 01:12:41 +08:00
" ReduceMinFloatModule_basic " ,
" ReduceMinSignedIntModule_basic " ,
" ReduceMinUnsignedIntModule_basic " ,
2024-02-16 01:08:48 +08:00
" ReduceSumDimIntListDtypeFloatModule_basic " ,
" ReduceSumDimIntListDtypeIntModule_basic " ,
" ReduceSumDimIntListElementTypeBoolModule_basic " ,
" ReduceSumDimIntListEmptyDimModule_basic " ,
2022-08-23 16:47:21 +08:00
" ReduceSumDimIntListFloatModule_basic " ,
" ReduceSumDimIntListIntModule_basic " ,
2024-02-16 01:08:48 +08:00
" ReduceSumDimIntListKeepDimNegativeDimStaticModule_basic " ,
" ReduceSumDtypeFloatModule_basic " ,
" ReduceSumDtypeIntModule_basic " ,
" ReduceSumElementTypeBoolModule_basic " ,
2022-08-23 16:47:21 +08:00
" ReduceSumFloatModule_basic " ,
" ReduceSumSignedIntModule_basic " ,
" ReduceSumUnsignedIntModule_basic " ,
" RepeatModule_basic " ,
" ReshapeAliasCollapseModule_basic " ,
" ReshapeAliasExpandModule_basic " ,
2023-11-05 11:38:36 +08:00
" ReshapeAsModule_basic " ,
2024-02-16 01:08:48 +08:00
" ReshapeExpandModule_basic " ,
" ReturnThreeTensorFloat32_basic " ,
" ReturnTwoTensorF32I64_basic " ,
" RollModule_basic " ,
" RsubInt0d_NumToTensor_Module_basic " ,
" ScalarConstantTupleModule_basic " ,
" ScalarImplicitFloatModule_basic " ,
" ScalarImplicitIntModule_basic " ,
" ScalarTensorDefaultDtypeModule_basic " ,
" ScalarTensorFloat32Module_basic " ,
" ScalarTensorInt32Module_basic " ,
" ScalarTensorInt64Module_basic " ,
" SelectIntNegativeDimAndIndexStaticModule_basic " ,
" SelectScattertStaticModule_basic " ,
" SliceModule_basic " ,
" SliceNegIdxModule_basic " ,
" SliceOutOfLowerBoundStartIndexModule_basic " ,
" SliceOutOfUpperBoundIndexModule_basic " ,
" SliceOutOfUpperBoundIndexStaticModule_basic " ,
" SliceScatterModule_basic " ,
" SliceScatterNegativeDimModule_basic " ,
" SliceScatterNegativeEndModule_basic " ,
" SliceScatterStaticModule_basic " ,
" SliceScatterStepVariationModule_basic " ,
" SliceScatterZeroDimModule_basic " ,
" SliceSizeTwoStepModule_basic " ,
" SliceStartEqEndModule_basic " ,
" SliceStaticModule_basic " ,
" SliceWholeTensorModule_basic " ,
" SortIntListReverse_basic " ,
" SortIntList_basic " ,
" SplitTensorGetItem_Module_basic " ,
" SplitTensorLastSmallerModule_basic " ,
" SplitTensorListUnpackModule_basic " ,
" SplitTensorNegativeDimModule_basic " ,
" SplitWithSizesListUnpackModule_basic " ,
" SqrtIntConstantModule_basic " ,
" SqrtIntModule_basic " ,
" SqueezeDimModule_identity " ,
" SqueezeDimModule_static " ,
" SqueezeDimModule_unitDim " ,
" SqueezeModule_allUnitDim " ,
" SqueezeModule_static " ,
" SubFloatModule_basic " ,
" SubIntModule_basic " ,
" TModuleRank0_basic " ,
" TModuleRank1_basic " ,
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" TModuleRank2_basic " ,
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" TensorIntModule_basic " ,
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" TensorLiteralModule_basic " ,
" TensorOpaqueLiteralModule_basic " ,
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" TensorToBoolZeroRank_basic " ,
" TensorToFloatZeroRank_basic " ,
" TensorToIntZeroRank_basic " ,
" TensorsConcatModule_basic " ,
" TensorsConcatNegativeDimModule_basic " ,
" TensorsConcatNegativeDimStaticModule_basic " ,
" TensorsConcatPromoteDTypeModule_basic " ,
" TensorsConcatStaticModule_basic " ,
" TestF16Return_basic " ,
" TestMultipleTensorAndPrimitiveTypesReturn_basic " ,
" TestMultipleTensorReturn_basic " ,
" TileBigDimsSizeModule_basic " ,
" TileSmallDimsSizeModule_basic " ,
" ToCopyBoolDTypeStaticModule_basic " ,
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" ToDtypeBoolLayoutNoneStaticModule_basic " ,
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" ToDtypeLayoutCPUModule_basic " ,
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" ToDtypeLayoutNoneModule_basic " ,
" ToDtypeLayoutStridedModule_basic " ,
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" TransposeIntModule_basic " ,
" TransposeIntNegDimsModule_basic " ,
" TriuBroadcastModule_basic " ,
" TriuModule_basic " ,
" TupleModule_basic " ,
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" TypeAsDifferentModule_basic " ,
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" TypeAsSameModule_basic " ,
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" TypeConversionF32ToF64Module_basic " ,
" TypeConversionF64ToF32Module_basic " ,
" TypeConversionI1ToF32Module_basic " ,
" TypeConversionI1ToF64Module_basic " ,
" TypeConversionI1ToI32Module_basic " ,
" TypeConversionI1ToI64Module_basic " ,
" TypeConversionI32ToI64Module_basic " ,
" TypeConversionI64ToI32Module_basic " ,
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" UnbindIntGetItem_Module_basic " ,
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" UnbindIntListUnpack_Module_basic " ,
" UnflattenIntNegativeOneDimStaticModule_basic " ,
" UnflattenIntNegativeOneSizeStaticModule_basic " ,
" UnflattenIntStaticModule_basic " ,
" UnflattenStaticModule_basic " ,
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" UniformNoCorrelationModule_basic " ,
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" UniformStaticShapeModule_basic " ,
" UnsafeView1DFoldModule_basic " ,
" UnsafeViewCollapseModule_basic " ,
" UnsafeViewDynamicExpandModule_basic " ,
" UnsafeViewExpandModule_basic " ,
" View1DFoldModule_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 " ,
" 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 " ,
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}
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STABLEHLO_CRASHING_SET = {
" AtenEmbeddingBagSumExample_basic " ,
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}
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# Write the TOSA set as a "passing" set as it is very early in development
# and very few tests work yet.
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TOSA_PASS_SET = {
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" AdaptiveAvgPool2dNonUnitOutputSizeStaticModule_basic " ,
" AdaptiveAvgPool2dUnitOutputSizeStaticModule_basic " ,
2021-11-25 06:01:48 +08:00
" AddCDivModule_basic " ,
2023-12-13 06:22:25 +08:00
" 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 " ,
2024-02-28 05:40:55 +08:00
" ArangeDtypeIntModule_basic " ,
" ArangeFalsePinMemoryModule_basic " ,
" ArangeFloatModule_basic " ,
" ArangeNegativeStartFloatModule_basic " ,
" ArangeStartFloatModule_basic " ,
" ArangeStartNegativeStepFloatModule_basic " ,
" ArangeStartOutDtypeModule_basic " ,
" ArangeStartStepFloatModule_basic " ,
2023-12-13 06:22:25 +08:00
" ArgmaxModule_keepDim " ,
" ArgmaxModule_with_dim " ,
" AtenComplex64Module_basic " ,
" AtenEyeMModuleCPUDevice_basic " ,
" AtenEyeMModuleDefaultDtype_basic " ,
" AtenEyeMModuleFalsePinMemory_basic " ,
" AtenEyeMModuleFloat2D_basic " ,
" AtenEyeModuleCPUDevice_basic " ,
" AtenEyeModuleDefaultDtype_basic " ,
" AtenEyeModuleFalsePinMemory_basic " ,
" AtenEyeModuleFloat2D_basic " ,
" AtenRoundIntModule_basic " ,
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" AtenInstanceNormModule_basic " ,
2022-08-11 07:24:02 +08:00
" AtenToDeviceModule_basic " ,
2023-12-13 06:22:25 +08:00
" BaddbmmBroadcast1DInputModule_basic " ,
" BaddbmmBroadcast2DInputModule_basic " ,
" BaddbmmDynamicModule_basic " ,
" BaddbmmStaticModule_basic " ,
" BaddbmmWithAlphaBetaModule_basic " ,
" BaddbmmWithAlphaModule_basic " ,
" BaddbmmWithBetaModule_basic " ,
" BatchNorm1DModule_basic " ,
" BatchNorm1DStaticShapeModule_basic " ,
" BatchNorm1DWith2DInputModule_basic " ,
" BatchNorm2DModule_basic " ,
" BatchNorm3DModule_basic " ,
2023-09-11 20:58:59 +08:00
" BmmFloatModule_basic " ,
2023-12-13 06:22:25 +08:00
" BoolTensorHandleSignless_basic " ,
" BoolTensorReturnFalseModule_basic " ,
" BoolTensorReturnMixedModule_basic " ,
" BoolTensorReturnTrueModule_basic " ,
" BroadcastListConstructWithMinusOneModule_basic " ,
" BroadcastToSameRankStaticModule_basic " ,
" BroadcastZeroRankInputStaticModule_basic " ,
" BucketizeTensorStaticFloatModule_basic " ,
" BucketizeTensorStaticModule_basic " ,
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" CloneModule_basic " ,
2023-12-13 06:22:25 +08:00
" 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 " ,
2024-01-19 04:32:23 +08:00
" CosineSimilarityStaticModule_basic " ,
2023-12-13 06:22:25 +08:00
" DetachModule_basic " ,
" DropoutEvalFloatModule_basic " ,
" DropoutEvalIntModule_basic " ,
" DropoutModule_basic " ,
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" EinsumStaticContractRhsModule_basic " ,
2023-12-13 06:22:25 +08:00
" EinsumStaticFourDimensionModule_basic " ,
" EinsumStaticModule_basic " ,
2024-02-09 06:53:40 +08:00
" ElementwiseAbsFloatModule_basic " ,
" ElementwiseAbsIntModule_basic " ,
2023-12-13 06:22:25 +08:00
" ElementwiseAddModule_basic " ,
" ElementwiseAddScalarFloatModule_basic " ,
" ElementwiseAddScalarInt64Module_basic " ,
" ElementwiseAddScalarInt8Module_basic " ,
" ElementwiseAddScalarIntModule_basic " ,
" ElementwiseAddScalar_TensorLiteralInt32_Module_basic " ,
" ElementwiseAtenDivIntScalarModule_basic " ,
2023-12-29 09:20:32 +08:00
" ElementwiseAtenIsinfOpModule_basic " ,
2024-01-16 14:29:34 +08:00
" ElementwiseAtenIsneginfOpModule_basic " ,
" ElementwiseAtenIsposinfOpModule_basic " ,
2024-01-12 02:36:48 +08:00
" ElementwiseAtenLogicalOrOpBrodcastModule_basic " ,
" ElementwiseAtenLogicalOrOpDiffArgs1Module_basic " ,
" ElementwiseAtenLogicalOrOpDiffArgs2Module_basic " ,
" ElementwiseAtenLogicalOrOpDiffArgs3Module_basic " ,
" ElementwiseAtenLogicalOrOpModule_basic " ,
" ElementwiseAtenLogicalOrOpNegativeModule_basic " ,
" ElementwiseAtenLogicalOrOpPromoteBroadcastStaticShapeModule_basic " ,
" ElementwiseAtenLogicalOrOpRandomFloatModule_basic " ,
" ElementwiseAtenLogicalOrOpRandomModule_basic " ,
2023-12-13 06:22:25 +08:00
" ElementwiseAtenWhereSelfModule_basic " ,
" ElementwiseBinaryModule_basic " ,
" ElementwiseBinaryStaticShapeModule_basic " ,
2023-01-12 06:40:03 +08:00
" ElementwiseBitwiseAndModule_basic " ,
" ElementwiseBitwiseAndStaticShapeModule_basic " ,
" ElementwiseBitwiseNotInt32Module_basic " ,
" ElementwiseBitwiseNotInt64Module_basic " ,
" ElementwiseBitwiseOrModule_basic " ,
" ElementwiseBitwiseOrStaticShapeModule_basic " ,
" ElementwiseBitwiseXorModule_basic " ,
" ElementwiseBitwiseXorStaticShapeModule_basic " ,
2023-12-13 06:22:25 +08:00
" ElementwiseCeilModule_basic " ,
2024-01-12 02:36:48 +08:00
" ElementwiseClampMaxModule_basic " ,
" ElementwiseClampMinModule_basic " ,
" ElementwiseClampModule_basic " ,
2024-02-29 06:13:26 +08:00
" ElementwiseClampTensorInt8Module_basic " ,
2023-12-13 06:22:25 +08:00
" ElementwiseCloneChannelsLastMemoryFormatModule_basic " ,
" ElementwiseCloneContiguousModule_basic " ,
" ElementwiseCloneModule_basic " ,
" ElementwiseDivScalarModule_basic " ,
2024-02-27 13:32:05 +08:00
" ElementwiseDivTensorIntegerModule_basic " ,
" ElementwiseDivTensorUnsignedIntegerModule_basic " ,
2023-12-13 06:22:25 +08:00
" ElementwiseEluModule_basic " ,
" ElementwiseEluNonDefaultModule_basic " ,
" ElementwiseEqBoolScalarModule_basic " ,
" ElementwiseEqDiffWidthScalarModule_basic " ,
" ElementwiseEqFloatScalarModule_basic " ,
" ElementwiseEqFloatTensorModule_basic " ,
" ElementwiseEqIntScalarModule_basic " ,
" ElementwiseEqIntTensorModule_basic " ,
" ElementwiseExpModule_basic " ,
" ElementwiseFlattenBroadcastModule_basic " ,
" ElementwiseFloorIntModule_basic " ,
" ElementwiseFloorModule_basic " ,
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" ElementwiseGeFloatIntScalarModule_basic " ,
" ElementwiseGeFloatScalarModule_basic " ,
" ElementwiseGeIntScalarModule_basic " ,
" ElementwiseGeMixedIntScalarModule_basic " ,
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" ElementwiseGeluModule_basic " ,
2022-01-21 02:58:30 +08:00
" ElementwiseGtFloatScalarModule_basic " ,
" ElementwiseGtFloatTensorModule_basic " ,
2023-12-13 06:22:25 +08:00
" ElementwiseGtIntScalarModule_basic " ,
2022-01-21 02:58:30 +08:00
" ElementwiseGtIntTensorModule_basic " ,
2023-12-13 06:22:25 +08:00
" ElementwiseGtMixed2ScalarModule_basic " ,
" ElementwiseIsinfModule_basic " ,
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" ElementwiseAtenIsneginfOpModule_basic " ,
" ElementwiseAtenIsposinfOpModule_basic " ,
2023-12-13 06:22:25 +08:00
" ElementwiseIsnanModule_basic " ,
" ElementwiseLeFloatTensorModule_basic " ,
" ElementwiseLeIntTensorModule_basic " ,
" ElementwiseLeakyReluModule_basic " ,
" ElementwiseLeakyReluModule_basic " ,
" ElementwiseLeakyReluStaticModule_basic " ,
2024-02-01 01:39:38 +08:00
" ElementwiseLerpScalarIntModule_basic " ,
" ElementwiseLerpScalarFloatModule_basic " ,
2023-12-13 06:22:25 +08:00
" ElementwiseLog2Module_basic " ,
" ElementwiseLogModule_basic " ,
2022-01-21 02:58:30 +08:00
" ElementwiseLtDiffWidthScalarModule_basic " ,
2023-12-13 06:22:25 +08:00
" ElementwiseLtFloatScalarModule_basic " ,
2022-01-21 02:58:30 +08:00
" ElementwiseLtFloatTensorModule_basic " ,
2023-12-13 06:22:25 +08:00
" ElementwiseLtIntScalarModule_basic " ,
2022-01-21 02:58:30 +08:00
" ElementwiseLtIntTensorModule_basic " ,
2023-12-13 06:22:25 +08:00
" 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 " ,
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" ElementwiseNeFloatScalarModule_basic " ,
" ElementwiseNeFloatTensorModule_basic " ,
" ElementwiseNeFloatTensorStaticModule_basic " ,
2023-12-13 06:22:25 +08:00
" ElementwiseNeIntScalarModule_basic " ,
2023-06-07 10:06:27 +08:00
" ElementwiseNeIntTensorModule_basic " ,
" ElementwiseNeIntTensorStaticModule_basic " ,
2023-12-13 06:22:25 +08:00
" ElementwiseNegModule_basic " ,
" ElementwiseOrTensorModule_basic " ,
" ElementwiseOrTensorStaticShapeModule_basic " ,
" ElementwisePowModule_basic " ,
2022-01-21 02:58:30 +08:00
" ElementwiseReciprocalModule_basic " ,
2023-12-13 06:22:25 +08:00
" ElementwiseRelu6Module_basic " ,
" ElementwiseReluModule_basic " ,
" ElementwiseRemainderScalarModule_Float_basic " ,
" ElementwiseRemainderScalarModule_Int_Float_basic " ,
" ElementwiseRemainderScalarModule_Int_basic " ,
" ElementwiseRemainderScalarModule_Int_basic " ,
" ElementwiseRsqrtModule_basic " ,
2023-12-14 12:28:08 +08:00
" ElementwiseSeluModule_basic " ,
2023-12-13 06:22:25 +08:00
" ElementwiseSigmoidModule_basic " ,
" ElementwiseSignModule_basic " ,
" ElementwiseSqrtIntModule_basic " ,
" ElementwiseSqrtModule_basic " ,
" ElementwiseSubScalarFloatModule_basic " ,
2022-02-12 04:30:02 +08:00
" ElementwiseSubScalarIntModule_basic " ,
2023-12-13 06:22:25 +08:00
" ElementwiseSubTensorInt8Module_basic " ,
" ElementwiseToDtypeIdentityModule_basic " ,
" ElementwiseUnaryModule_basic " ,
2022-11-15 01:09:15 +08:00
" ElementwiseUnsqueezeBroadcastModule_basic " ,
2023-04-19 04:36:57 +08:00
" ElementwiseWhereScalarModule_basic " ,
2024-01-16 14:29:34 +08:00
" ElementwiseNanToNumModule_Basic " ,
2023-12-13 06:22:25 +08:00
" EmbeddingModule1DIndices_basic " ,
" EmbeddingModuleI32Static_basic " ,
" FlattenRank0Module_basic " ,
" FlattenStaticModule_basic " ,
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" FullLikeModuleFloat3DStatic_basic " ,
2023-12-13 06:22:25 +08:00
" FullLikeModuleInt2DStatic_basic " ,
2023-04-19 04:36:57 +08:00
" FullModuleDefaultDtype_basic " ,
2023-12-13 06:22:25 +08:00
" FullModuleFloat2D_basic " ,
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" FullModuleFloat3D_basic " ,
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" FullModuleInt3D_basic " ,
" GatherStaticModule_basic " ,
" GeluBackwardModule_basic " ,
" GluStaticModule_basic " ,
" HardTanhIntModule_basic " ,
" HardTanhModule_basic " ,
" HardsigmoidModule_basic " ,
" HardsigmoidRandomModule_basic " ,
" HardswishModule_basic " ,
" HardswishRandomModule_basic " ,
" HardtanhBackward_basic " ,
" IndexPutImpl2DNoneIndexStaticModule_basic " ,
" IndexTensorMultiIndexStaticModule_basic " ,
" IndexTensorStaticModule_basic " ,
" IscloseStaticModuleTrue_basic " ,
" IscloseStaticModule_basic " ,
" LayerNormNormalizeOverAllDimsModule_basic " ,
" LeakyReluBackwardModule_basic " ,
" LeakyReluBackwardStaticModule_basic " ,
" LiftFreshCopyModule_basic " ,
2024-01-19 04:32:23 +08:00
" LinalgVectorNormKeepDimModule_basic " ,
" LinalgVectorNormModule_basic " ,
2024-03-06 08:31:01 +08:00
" LinalgNormKeepDimModule_basic " ,
2023-12-13 06:22:25 +08:00
" MaskedFillScalarDefaultModule_basic " ,
" MaskedFillScalarIntValueModule_basic " ,
" MaskedFillScalarIntValueStaticModule_basic " ,
" MaskedFillTensorIntValueStaticModule_basic " ,
" Matmul4dStatic_basic " ,
" Matmul_3d " ,
" Matmul_dot " ,
2024-02-29 01:46:58 +08:00
" MatmulStaticBroadcast_basic " ,
2023-12-13 06:22:25 +08:00
" MaxPool2dEmptyStrideStaticModule_basic " ,
" MaxPool2dStaticCeilModeTrueModule_basic " ,
" MaxPool2dStaticModule_basic " ,
" MeanModule_basic " ,
" MmDagModule_basic " ,
" MoveDimIntModule_basic " ,
" MoveDimIntModule_basic " ,
" MoveDimIntNegativeIndexModule_basic " ,
" MseLossNoReductionModule_basic " ,
" NativeLayerNormModule4D_basic " ,
2023-09-12 22:29:08 +08:00
" NewFullModuleDefaultDtype_basic " ,
" NewFullModuleFalsePinMemory_basic " ,
" NewFullModuleFloat2D_basic " ,
" NewFullModuleFloat3DStatic_basic " ,
" NewFullModuleFloat3D_basic " ,
" NewFullModuleInt2DStatic_basic " ,
2023-12-13 06:22:25 +08:00
" 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 " ,
2024-01-19 04:32:23 +08:00
" NormalizeModule_basic " ,
" NormScalarOptDimKeepDimModule_basic " ,
" NormScalarOptDimModule_basic " ,
2023-04-19 04:36:57 +08:00
" NumToTensorFloatModule_basic " ,
2023-12-13 06:22:25 +08:00
" 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 " ,
" PrimsSqueezeEmptyDimensionsModule_basic " ,
" PrimsSqueezeModule_basic " ,
" PrimsViewOfModule_basic " ,
" PrimsViewOfZeroRankModule_basic " ,
" ReduceAmaxKeepDim_basic " ,
2022-10-18 12:22:53 +08:00
" ReduceSumDimIntListFloatModule_basic " ,
" ReduceSumDimIntListIntModule_basic " ,
" ReduceSumDimIntListKeepDimFloatModule_basic " ,
" ReduceSumDimIntListKeepDimIntModule_basic " ,
2023-12-13 06:22:25 +08:00
" ReduceSumDimIntListKeepDimNegativeDimStaticModule_basic " ,
2022-10-18 12:22:53 +08:00
" ReduceSumFloatModule_basic " ,
" ReduceSumSignedIntModule_basic " ,
" ReduceSumUnsignedIntModule_basic " ,
2023-03-15 23:42:15 +08:00
" RepeatModule_basic " ,
2023-12-13 06:22:25 +08:00
" ResNet18StaticModule_basic " ,
" ReshapeAsModule_basic " ,
" ReshapeCollapseModule_basic " ,
" ReturnThreeTensorFloat32_basic " ,
" ReturnTwoTensorF32I64_basic " ,
" RsubFloatModule_basic " ,
" RsubFloatModule_noalpha_basic " ,
" RsubInt0d_NumToTensor_Module_basic " ,
2023-06-01 11:38:50 +08:00
" ScalarTensorDefaultDtypeModule_basic " ,
" ScalarTensorFloat32Module_basic " ,
" ScalarTensorInt32Module_basic " ,
" ScalarTensorInt64Module_basic " ,
2023-12-13 06:22:25 +08:00
" SelectIntNegativeDimAndIndexStaticModule_basic " ,
" SiluModule_basic " ,
" SliceOutOfUpperBoundIndexStaticModule_basic " ,
" SliceStaticModule_basic " ,
" SoftmaxIntModule_basic " ,
" SoftmaxIntNegDimModule_basic " ,
2023-05-24 03:43:33 +08:00
" SplitTensorGetItem_Module_basic " ,
2023-12-13 06:22:25 +08:00
" SplitTensorLastSmallerModule_basic " ,
2023-06-07 01:38:04 +08:00
" SplitTensorListUnpackModule_basic " ,
2023-07-20 15:53:54 +08:00
" SplitTensorNegativeDimModule_basic " ,
2023-09-04 09:59:26 +08:00
" SplitWithSizesListUnpackModule_basic " ,
2023-12-13 06:22:25 +08:00
" SquareModule_basic " ,
" SqueezeDimModule_identity " ,
" SqueezeDimModule_static " ,
" SqueezeDimModule_unitDim " ,
" SqueezeModule_allUnitDim " ,
" SqueezeModule_broadcast " ,
" SqueezeModule_noUnitDim " ,
" SqueezeModule_static " ,
" TModuleRank0_basic " ,
" TModuleRank1_basic " ,
" TModuleRank2_basic " ,
" TanhBackward_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 " ,
2023-07-18 22:32:26 +08:00
" TupleModule_basic " ,
2023-12-13 06:22:25 +08:00
" 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 " ,
" UnsafeViewExpandModule_basic " ,
" View1DFoldModule_basic " ,
" ViewCollapseInferredDimModule_basic " ,
" ViewCollapseOnesMiddleModule_basic " ,
" ViewDoubleMergeStaticModule_basic " ,
" ViewExpandCollapseModule_basic " ,
" ViewExpandCollapseWithOnesModule_basic " ,
" ViewExpandInferredDimModule_basic " ,
" ViewExpandModule_basic " ,
" ViewExpandOnesBeforeAndAfterModule_basic " ,
" ViewExpandOnesMiddleModule_basic " ,
" ViewExpandOnesMiddleOppModule_basic " ,
" ViewExpandOnesModule_basic " ,
" ViewFiveTestStaticModule_basic " ,
" ViewNegativeStaticModule_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 " ,
2023-07-26 15:30:13 +08:00
" _LogSoftmaxModule_basic " ,
" _SoftmaxModule_basic " ,
2021-10-26 02:43:21 +08:00
}
2022-06-10 03:56:01 +08:00
2023-07-13 21:07:54 +08:00
MAKE_FX_TOSA_PASS_SET = ( TOSA_PASS_SET | {
### Tests additionally passing in make_fx_tosa
2023-12-13 06:22:25 +08:00
" AdaptiveAvgPool1dNonUnitOutputSizeStaticModule_basic " ,
" AdaptiveAvgPool1dUnitOutputSizeStaticModule_basic " ,
[RFC] general support for Adaptive Pooling Ops (#2661)
Adaptive pooling ops can only be decomposed into their non-adaptive
counterparts in trivial cases.
For example, the current decomposition for AtenAdaptiveAvgPool1dOp in
DecomposeComplexOps.cpp supports outSize = inSize (i.e., do literally
nothing), and outSize = 1 (i.e., do a batched average).
The reason adaptive pooling ops are difficult to lower to linalg is that
they are not constantly strided. They are computed by taking an input
tensor of shape (N, C, Hin), and an output size Hout, and computing the
output tensor at position (n,c, h) in the following way:
1. compute st(h) = (h*Hin)//Hout
2. compute en(h) = 1 + ((h+1)*Hin -1)//Hout
3. apply a computation (max or avg) to the slice: INPUT[n, c,
st(h):en(h)]
The provided sample implementation (for ConvertAtenAdaptiveAvgPool1dOp)
uses tensor.extract to access the input tensor inside the payload of a
linalg generic op. This is likely an unattractive use of linalg generic
ops, which is why I am asking for some more targeted feedback on the
validity of this approach before attempting to support the many other
adaptive pooling ops.
Specifically:
- Is the performance of this implementation bad enough to warrant
targeting different dialects entirely? e.g. TMtensor/linalg ext/ etc.
- If the provided implementation is of acceptable performance to the
community, then is it permissable to remove the Adaptive pooling
decompositions from DecomposeComplexOps.cpp? Based on the current
structure of the -torch-decompose-complex-ops pass, it does not seem
possible to only decompose the adaptive ops in special cases (it seems
to get stuck in an infinite loop on a match failure). I would be happy
to instead incorporate the case logic into the conversion directly, and
remove the decompositions once they are rendered completely obsolete.
As long as this approach is acceptable, I can clean up the
implementation with some helper functions, and quickly add support for
each of the remaining Adaptive pooling ops.
2024-01-10 03:14:10 +08:00
" AdaptiveAvgPool1dStaticEvenMultiple_basic " ,
2024-01-19 04:32:23 +08:00
" CosineSimilarityModule_basic " ,
2023-07-13 21:07:54 +08:00
" NativeGroupNormBackwardModule_basic " ,
2024-01-19 04:32:23 +08:00
" ReduceFrobeniusNormKeepDimModule_basic " ,
" ReduceFrobeniusNormModule_basic " ,
2023-07-20 15:53:54 +08:00
" SliceWholeTensorModule_basic " ,
2023-07-13 21:07:54 +08:00
" TensorFloatModule_basic " ,
" TensorIntModule_basic " ,
2023-12-29 09:20:32 +08:00
" AdaptiveAvgPool1dNonUnitOutputSizeStaticModule_basic " ,
" AdaptiveAvgPool1dUnitOutputSizeStaticModule_basic " ,
2023-07-13 21:07:54 +08:00
} ) - {
### Test failing in make_fx_tosa but not in tosa
# Dynamic shape, has extra unsupported broadcast ops
" Matmul_3d " ,
2024-02-29 01:46:58 +08:00
" MatmulStaticBroadcast_basic " ,
2023-07-13 21:07:54 +08:00
# failed to legalize operation 'torch.aten.max_pool2d_with_indices
" MaxPool2dEmptyStrideStaticModule_basic " ,
" MaxPool2dStaticCeilModeTrueModule_basic " ,
" MaxPool2dStaticModule_basic " ,
" ResNet18StaticModule_basic " ,
# Unimplemented operator 'aten._index_put_impl_.hacked_twin'
" IndexPutImpl1DFloatNonAccumulateModule_basic " ,
" IndexPutImpl1DIntNonAccumulateModule_basic " ,
2023-07-26 15:30:13 +08:00
# RuntimeError: The size of tensor a (7) must match the size of tensor b (3) at non-singleton dimension 1
" Add_Module_basic " ,
2023-11-02 02:23:28 +08:00
# failed to legalize operation 'torch.aten.to.dtype' that was explicitly marked illegal
" AtenEyeModuleInt2D_basic " ,
" AtenEyeMModuleInt2D_basic " ,
2023-07-13 21:07:54 +08:00
2023-12-08 15:13:42 +08:00
" Conv2dBiasNoPaddingModule_basic " ,
" Conv2dNoPaddingModule_basic " ,
" Conv2dWithPaddingDilationStrideModule_basic " ,
" Conv2dWithPaddingModule_basic " ,
2024-02-19 22:23:48 +08:00
" AtenInstanceNormModule_basic " ,
2023-12-08 15:13:42 +08:00
}
2023-07-13 21:07:54 +08:00
2023-08-30 18:29:39 +08:00
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 " ,
}
2022-06-10 03:56:01 +08:00
LTC_XFAIL_SET = {
2023-11-16 00:34:38 +08:00
" CollapseAllDimensionsModule_basic " ,
" CollapseRank1DynamicModule_basic " ,
" CollapseStaticModule_basic " ,
" CollapsePartialDynamicModule_basic " ,
" CollapseFullDynamicModule_basic " ,
2023-11-21 23:56:09 +08:00
" SplitDimStaticModule_basic " ,
" SplitDimDynamicModule_basic " ,
Decomposition of aten.pixel_shuffle with static input shape (#2550)
For static tests (that is when the shape is know) for example:
```
@annotate_args([None, ([3, 18, 2, 2], torch.float32, True)])
```
The e2e passes. But only if the replacement op's return type is set as
undefined (optional shape and type must be explicitly made unset),
otherwise there's a error about the function return type.
For dynamic cases, for example if the above is replaced with
```
@annotate_args([None, ([-1, -1, -1, -1], torch.float32, True)])
```
There is a failure to lower to linalg from torch ("view op explicitly
labelled as illegal"). This seems to be because the support for lowering
from torch to linalg with dynamic shapes is limited.
2023-11-08 21:52:44 +08:00
" PixelShuffleModuleStaticRank3Int64_basic " ,
" PixelShuffleModuleStaticRank4Float32_basic " ,
2023-11-23 04:31:06 +08:00
" PixelShuffleModuleFullDynamic_basic " ,
" PixelShuffleModuleSpatiallyDynamic_basic " ,
" PixelShuffleModuleSpatiallyStatic_basic " ,
2024-01-24 13:30:03 +08:00
" ConvTbcModule_basic " ,
2022-07-14 01:28:05 +08:00
" _Convolution2DAllFalseModule_basic " ,
" _Convolution2DBenchmarkModule_basic " ,
" _Convolution2DCudnnModule_basic " ,
" _Convolution2DDeterministicModule_basic " ,
" _Convolution2DTF32Module_basic " ,
2022-08-22 13:44:44 +08:00
" _ConvolutionDeprecated2DAllFalseModule_basic " ,
" _ConvolutionDeprecated2DBenchmarkModule_basic " ,
2022-09-27 00:16:49 +08:00
" _ConvolutionDeprecated2DCudnnModule_basic " ,
2022-08-22 13:44:44 +08:00
" _ConvolutionDeprecated2DDeterministicModule_basic " ,
Add aten.pool_max3d support to torch-to-linalg (#2735)
Added verification logic to the abstract_interpreter_lib_gen.py
Also made some unit tests
Initially, I thought we can use `linalg::pooling_ndhwc_max` to help
implement this problem. However, on a 5-dimensional matrix it does the
pooling on dimensions (2, 3, 4) which is not what we want. We want
pooling on dimensions (3, 4, 5).
To achieve this, we would need to lower our code using the `linalg`
dialect.
Turns out the pooling code in `linalg` looks like this.
```
func @max_pooling_ncdhw(%I: memref<?x?x?x?x?xf32>, %K: memref<3xindex>, %O: memref<?x?x?x?x?xf32>,
%strides: memref<3xindex>, %dilations: memref<3xindex>) {
%c0 = arith.constant 0 : index
%c1 = arith.constant 1 : index
%N = memref.dim %I, %c0 : memref<?x?x?x?x?xf32>
%C = memref.dim %I, %c1 : memref<?x?x?x?x?xf32>
%D = memref.dim %I, 2 : memref<?x?x?x?x?xf32>
%H = memref.dim %I, 3 : memref<?x?x?x?x?xf32>
%W = memref.dim %I, 4 : memref<?x?x?x?x?xf32>
%kernel_d = memref.load %K[%c0] : memref<3xindex>
%kernel_h = memref.load %K[%c1] : memref<3xindex>
%kernel_w = memref.load %K[2] : memref<3xindex>
%stride_d = memref.load %strides[%c0] : memref<3xindex>
%stride_h = memref.load %strides[%c1] : memref<3xindex>
%stride_w = memref.load %strides[2] : memref<3xindex>
%dilation_d = memref.load %dilations[%c0] : memref<3xindex>
%dilation_h = memref.load %dilations[%c1] : memref<3xindex>
%dilation_w = memref.load %dilations[2] : memref<3xindex>
linalg.generic {
indexing_maps = [
affine_map<(n, c, d, h, w, kd, kh, kw) -> (n, c, d * %stride_d + kd * %dilation_d, h * %stride_h + kh * %dilation_h, w * %stride_w + kw * %dilation_w)>, // Map for input tensor
affine_map<(n, c, d, h, w, kd, kh, kw) -> (kd, kh, kw)>, // Map for kernel tensor
affine_map<(n, c, d, h, w, kd, kh, kw) -> (n, c, d, h, w)> // Map for output tensor
],
iterator_types = ["parallel", "parallel", "parallel", "parallel", "parallel", "reduction", "reduction", "reduction"],
doc = "3D Max Pooling NCDHW with Strides, Dilations, and Kernel Size"
} ins(%I, %K : memref<?x?x?x?x?xf32>, memref<3xindex>) outs(%O : memref<?x?x?x?x?xf32>) {
^bb0(%input_elem: f32, %kernel_elem: index, %output_elem: f32):
%max_val = arith.maxf %input_elem, %output_elem : f32
linalg.yield %max_val : f32
}
return
}
```
This was implemented based on it's source code with the adjustments
mentioned above:
https://github.com/llvm/llvm-project/blob/4ca1b5e094280ef1af40412e3cfcb62dc3cf15bc/mlir/include/mlir/Dialect/Linalg/IR/LinalgNamedStructuredOps.yaml#L5647
Issues related to this can be found here
https://github.com/nod-ai/SHARK-Turbine/issues/324
2024-01-19 23:39:46 +08:00
" MaxPool3dEmptyStrideStaticModule_basic " ,
2022-06-10 03:56:01 +08:00
" AddIntModule_basic " ,
2023-11-17 00:51:55 +08:00
" ArangeStartOutViewModule_basic " ,
2023-01-18 02:14:14 +08:00
" AtenIntBoolOpModule_basic " ,
2022-06-10 03:56:01 +08:00
" BernoulliTensorModule_basic " ,
" BincountMinlengthModule_basic " ,
" BincountModule_basic " ,
" BincountStaticSizeModule_basic " ,
" BoolFloatFalseModule_basic " ,
" BoolFloatTrueModule_basic " ,
" BoolIntFalseModule_basic " ,
" BoolIntTrueModule_basic " ,
" CeilFloatModule_basic " ,
" DivFloatModule_basic " ,
" EqIntModule_basic " ,
2023-12-28 12:33:18 +08:00
" ExponentialModule_basic " ,
2022-06-10 03:56:01 +08:00
" GeFloatIntModule_basic " ,
" GeFloatModule_basic " ,
2022-07-30 17:54:40 +08:00
" GeIntModule_basic " ,
2022-06-10 03:56:01 +08:00
" GtFloatIntModule_basic " ,
" GtIntModule_basic " ,
" IndexPutImpl1DFloatAccumulateModule_basic " ,
" IndexPutImpl1DFloatNonAccumulateModule_basic " ,
" IndexPutImpl1DIntAccumulateModule_basic " ,
" IndexPutImpl1DIntNonAccumulateModule_basic " ,
" IndexPutImpl2DFloatAccumulateModule_basic " ,
" IndexPutImpl2DFloatNonAccumulateModule_basic " ,
2022-12-08 13:46:54 +08:00
" IndexPutImpl2DIndexModule_basic " ,
2023-07-18 00:51:24 +08:00
" IndexPutImpl2DNoneIndexStaticModule_basic " ,
2022-06-10 03:56:01 +08:00
" IndexPutImpl3DFloatAccumulateModule_basic " ,
" IndexPutImpl3DFloatNonAccumulateModule_basic " ,
2022-12-08 13:46:54 +08:00
" IndexPutImplIndexWithNoneModule_basic " ,
2022-06-10 03:56:01 +08:00
" Matmul_dot " ,
" MulIntModule_basic " ,
2022-10-06 21:11:52 +08:00
" DivIntModule_basic " ,
2022-06-10 03:56:01 +08:00
" NeFloatIntModule_basic " ,
" NeIntModule_basic " ,
" QuantizedMLP_basic " ,
" ScalarImplicitFloatModule_basic " ,
" ScalarImplicitIntModule_basic " ,
" SliceEndSleStartModule_basic " ,
" SliceOutOfUpperBoundIndexModule_basic " ,
2023-07-20 15:53:54 +08:00
" SliceOutOfUpperBoundIndexStaticModule_basic " ,
2022-06-10 03:56:01 +08:00
" SliceStartEqEndModule_basic " ,
" SqrtIntModule_basic " ,
" SubFloatModule_basic " ,
2024-02-06 08:23:04 +08:00
" MulFloatModule_basic " ,
2022-06-10 03:56:01 +08:00
" SubIntModule_basic " ,
2023-03-11 09:25:25 +08:00
" TensorsStackPromoteDTypeModule_basic " ,
2022-06-10 03:56:01 +08:00
" TensorToBoolZeroRank_basic " ,
" TensorToBool_basic " ,
" TensorToFloatZeroRank_basic " ,
" TensorToFloat_basic " ,
" TensorToIntZeroRank_basic " ,
" TensorToInt_basic " ,
" UniformModule_basic " ,
" UnsafeViewCollapseDynamicWithAtenSizeIntModule_basic " ,
" ViewCollapseDynamicWithAtenSizeIntModule_basic " ,
2022-08-02 06:23:45 +08:00
" AtenEmbeddingBagSumExample_basic " ,
2022-08-09 06:56:49 +08:00
" Aten_EmbeddingBagExample_basic " ,
2024-01-11 22:55:42 +08:00
" ElementwiseLogitModule_basic " ,
2022-08-11 08:02:06 +08:00
" ElementwiseRemainderScalarModule_Int_Float_basic " ,
" ElementwiseRemainderScalarModule_Bool_basic " ,
2024-02-01 01:39:38 +08:00
" ElementwiseLerpScalarIntModule_basic " ,
" ElementwiseLerpScalarFloatModule_basic " ,
2022-09-20 02:50:51 +08:00
" AtenIntTensorByteDtypeModule_basic " ,
" AtenIntTensorCharDtypeModule_basic " ,
2022-11-01 21:08:04 +08:00
" UpSampleNearest2dBackwardVec_basic " ,
" UpSampleNearest2dBackwardOutputSizeNone_basic " ,
2022-11-04 15:57:29 +08:00
" ConvolutionBackwardModule2D_basic " ,
" ConvolutionBackwardModule2DPadded_basic " ,
2022-11-15 22:39:40 +08:00
" VarMeanCorrectionModule_basic " ,
2022-11-21 16:38:47 +08:00
" VarMeanCorrectionNoneModule_basic " ,
2022-12-28 11:21:33 +08:00
" ElementwisePreluModule_basic " ,
2022-12-09 23:22:26 +08:00
" VarMeanBiasedModule_basic " ,
" VarMeanUnbiasedModule_basic " ,
2023-01-16 19:40:21 +08:00
" RandnLikeModule_basic " ,
" RandnLikeDtypeModule_basic " ,
2024-01-16 14:49:29 +08:00
" NormalFunctionalModule_basic " ,
2023-02-28 10:32:21 +08:00
" BernoulliFloatModule_basic " ,
" BernoulliModule_basic " ,
" BernoulliPModule_basic " ,
" DropoutTrainModule_basic " ,
2023-06-27 14:19:33 +08:00
" DropoutTrainStaticShapeModule_basic " ,
" NativeDropoutTrainModule_basic " ,
" NativeDropoutTrainStaticShapeModule_basic " ,
2023-02-28 10:32:21 +08:00
" StdCorrectionKeepDimModule_basic " ,
" StdCorrectionNoneModule_basic " ,
" VarCorrectionKeepDimModule_basic " ,
" VarCorrectionNoneModule_basic " ,
2022-11-16 13:57:58 +08:00
" AtenFloatScalarModule_basic " ,
" PrimsSqueezeModule_basic " ,
" PrimsSqueezeEmptyDimensionsModule_basic " ,
2023-04-10 11:50:26 +08:00
" PrimsViewOfModule_basic " ,
" PrimsViewOfZeroRankModule_basic " ,
2023-04-11 16:02:28 +08:00
" OneHotModule_basic " ,
2023-04-26 15:14:06 +08:00
" VarMeanDimModule_basic " ,
" VarMeanDimBiasedModule_basic " ,
2023-04-20 00:22:57 +08:00
" AtenComplexImagModule_basic " ,
" AtenComplexRealModule_basic " ,
2023-05-19 10:07:58 +08:00
" AtenComplexViewModule_basic " ,
2023-09-02 12:12:01 +08:00
" AtenRealView128Module_basic " ,
" AtenRealView64Module_basic " ,
2022-10-16 05:46:06 +08:00
" ScatterValueFloatModule_basic " ,
" ScatterValueIntModule_basic " ,
2023-06-27 10:55:28 +08:00
" UniformStaticShapeModule_basic " ,
2023-09-05 21:28:37 +08:00
" AtenEmbeddingBagStaticModule_basic " ,
2023-09-14 01:04:31 +08:00
" EmptyStridedModule_basic " ,
2023-11-01 11:56:54 +08:00
" EmptyStridedSizeIntStrideModule_basic " ,
2023-09-28 20:53:02 +08:00
" ElementwiseBitwiseAndScalarInt64Module_basic " ,
" ElementwiseBitwiseAndScalarInt32Module_basic " ,
2023-10-03 19:59:56 +08:00
" ElementwiseBitwiseAndScalarInt8Module_basic " ,
2024-01-31 05:46:47 +08:00
" Conv2dQInt8Module_basic " ,
2022-06-10 03:56:01 +08:00
}
2024-02-16 02:17:13 +08:00
ONNX_XFAIL_SET = {
2024-02-28 14:48:07 +08:00
# Failure - cast error
" MeanDimNoneDimModule_basic " ,
" MeanDtypeModule_basic " ,
" MeanDynamicSizesModule_basic " ,
" MeanModule_basic " ,
" MseLossMeanReductionModule_basic " ,
" PermuteNegativeIndexModule_basic " ,
" StdBiasedModule_basic " ,
" VarBiasedModule_basic " ,
" VarMeanBiasedModule_basic " ,
# Failure - incorrect numerics
" AdaptiveAvgPool1dUnitOutputSizeDynamicModule_basic " ,
" AdaptiveAvgPool2dUnitOutputSizeDynamicModule_basic " ,
" ElementwiseAtan2TensorIntModule_basic " ,
" ElementwiseLog10IntModule_basic " ,
" ElementwiseLog2IntModule_basic " ,
" ElementwiseSeluModule_basic " ,
" FlipModuleStaticShape_basic " ,
" FlipNegativeIndexModule_basic " ,
" HardsigmoidModule_basic " ,
" HardsigmoidRandomModule_basic " ,
" IndexSelectDynamicInputSizeModule_basic " ,
" IndexSelectWholeDimensionModule_basic " ,
" IndexSelectWholeTensorModule_basic " ,
" IndexTensorStaticModule_basic " ,
" IndexTensorStaticNonContiguousWithNoneModule_basic " ,
" PixelShuffleModuleStaticRank4Float32_basic " ,
" ResNet18Module_basic " ,
" SliceCopyEndGreaterThanDimSize_Module_basic " ,
" SliceCopyNegative_Module_basic " ,
" SliceCopyNonZeroDim_Module_basic " ,
" SliceCopy_Module_basic " ,
" TupleModule_basic " ,
# Failure - incorrect shape
" ArangeStartOutDtypeModule_basic " ,
" ArangeStartOutViewModule_basic " ,
" BroadcastDynamicDimModule_basic " ,
" BroadcastToModule_basic " ,
" ExpandModule_basic " ,
" MoveDimIntNegativeIndexModule_basic " ,
" ViewSizeFromOtherTensor_basic " ,
2024-02-16 02:17:13 +08:00
# Failure - onnx_export
" AdaptiveAvgPool1dGeneralDynamic_basic " ,
" AdaptiveAvgPool1dNonUnitOutputSizeDynamicModule_basic " ,
" AdaptiveAvgPool1dStaticLargerOutput_basic " ,
" AdaptiveAvgPool2dNonUnitOutputSizeDynamicModule_basic " ,
" AdaptiveMaxPool2dDynamicWithIndices_basic " ,
" AdaptiveMaxPool2dDynamic_basic " ,
" AdaptiveMaxPool2dStaticWithIndices_basic " ,
" AdaptiveMaxPool2dStatic_basic " ,
" AddCDivModule_basic " ,
" AddIntModule_basic " ,
" Add_Module_basic " ,
" AllBoolFalseModule_basic " ,
" AllBoolTrueModule_basic " ,
" AnyBoolFalseModule_basic " ,
" AnyBoolTrueModule_basic " ,
" AtenComplex64Module_basic " ,
" AtenComplexImagModule_basic " ,
" AtenComplexRealModule_basic " ,
" AtenComplexViewModule_basic " ,
" AtenEmbeddingBagStaticModule_basic " ,
" AtenEmbeddingBagSumExample_basic " ,
" AtenFloatScalarModule_basic " ,
" AtenIntBoolOpConstFalseModule_basic " ,
" AtenIntBoolOpConstTrueModule_basic " ,
" AtenIntBoolOpModule_basic " ,
" AtenIntTensorByteDtypeModule_basic " ,
" AtenIntTensorCharDtypeModule_basic " ,
" AtenItemFpOpModule_basic " ,
" AtenItemIntOpModule_basic " ,
" AtenMmQuint8_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 " ,
" Conv2dWithPaddingDilationStrideModule_basic " ,
" Conv2dWithPaddingModule_basic " ,
" Conv3dModule_basic " ,
" ConvTbcModule_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 " ,
" ElementwiseBitwiseAndModule_basic " ,
" ElementwiseBitwiseAndScalarInt32Module_basic " ,
" ElementwiseBitwiseAndScalarInt64Module_basic " ,
" ElementwiseBitwiseAndScalarInt8Module_basic " ,
" ElementwiseBitwiseAndStaticShapeModule_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 " ,
" ElementwiseCoshIntModule_basic " ,
" ElementwiseCoshModule_basic " ,
" ElementwiseDequantizePerChannelModule_basic " ,
" ElementwiseDequantizePerTensorModule_basic " ,
" ElementwiseEluNonDefaultModule_basic " ,
" ElementwiseExpm1IntModule_basic " ,
" ElementwiseExpm1Module_basic " ,
" ElementwiseMulTensorComplexModule_basic " ,
" ElementwiseOrTensorModule_basic " ,
" ElementwiseOrTensorStaticShapeModule_basic " ,
" ElementwiseQuantizePerTensorModule_basic " ,
" ElementwiseRemainderTensorModule_Int_basic " ,
2024-02-29 13:52:03 +08:00
" ElementwiseFmodTensor_Float_basic " ,
" ElementwiseFmodTensor_Int_Float_basic " ,
" ElementwiseFmodTensor_Int_basic " ,
2024-02-16 02:17:13 +08:00
" EmptyStridedModule_basic " ,
" EmptyStridedSizeIntStrideModule_basic " ,
" EqIntModule_basic " ,
" ExponentialModule_basic " ,
2024-02-28 14:48:07 +08:00
" FloatImplicitModule_basic " ,
2024-02-16 02:17:13 +08:00
" GeFloatIntModule_basic " ,
" GeFloatModule_basic " ,
" GeIntModule_basic " ,
" GeluBackwardModule_basic " ,
" GtFloatIntModule_basic " ,
" GtIntModule_basic " ,
" HardtanhBackward_basic " ,
" IndexPutImpl1DFloatAccumulateModule_basic " ,
" IndexPutImpl1DFloatNonAccumulateModule_basic " ,
" IndexPutImpl1DIntAccumulateModule_basic " ,
" IndexPutImpl1DIntNonAccumulateModule_basic " ,
" IndexPutImpl2DFloatAccumulateModule_basic " ,
" IndexPutImpl2DFloatNonAccumulateModule_basic " ,
" IndexPutImpl2DIndexModule_basic " ,
" IndexPutImpl2DNoneIndexStaticModule_basic " ,
" IndexPutImpl3DFloatAccumulateModule_basic " ,
" IndexPutImpl3DFloatNonAccumulateModule_basic " ,
" IndexPutImplIndexWithNoneModule_basic " ,
" IntFloatModule_basic " ,
2024-02-28 14:48:07 +08:00
" IntImplicitModule_basic " ,
2024-02-16 02:17:13 +08:00
" IouOfModule_basic " ,
" IsFloatingPointFloat_True " ,
" IsFloatingPointInt_False " ,
" IscloseStaticModuleTrue_basic " ,
" IscloseStaticModule_basic " ,
" LeakyReluBackwardModule_basic " ,
" LeakyReluBackwardStaticModule_basic " ,
" LenStrModule_basic " ,
" LiftFreshCopyModule_basic " ,
" LogSoftmaxBackwardModule_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 " ,
" 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 " ,
2024-02-27 00:46:56 +08:00
" NormScalarModule_basic " ,
2024-02-16 02:17:13 +08:00
" 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 " ,
" RandIntDtypeModule_basic " ,
" RandIntModule_basic " ,
" RandIntPinMemoryModule_basic " ,
" ReshapeAliasCollapseModule_basic " ,
" ReshapeAliasExpandModule_basic " ,
" ReshapeExpandModule_basic " ,
" ScalarConstantTupleModule_basic " ,
" ScalarImplicitFloatModule_basic " ,
" ScalarImplicitIntModule_basic " ,
" ScatterReduceFloatMaxModule " ,
" ScatterReduceFloatMeanModule " ,
" ScatterReduceFloatMeanModuleIncludeSelf " ,
" ScatterReduceFloatMinModule " ,
" ScatterReduceFloatProdModule " ,
" ScatterReduceFloatSumModule " ,
" ScatterReduceIntMaxModule " ,
" ScatterReduceIntMeanModule " ,
" ScatterReduceIntMeanModuleIncludeSelf " ,
" ScatterReduceIntMinModule " ,
" ScatterReduceIntProdModule " ,
" ScatterReduceIntSumModule " ,
" SelectScattertModule_basic " ,
" SelectScattertStaticModule_basic " ,
" 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 " ,
" StdCorrectionEmptyDimModule_basic " ,
" StdDimEmptyDimModule_basic " ,
" SubFloatModule_basic " ,
" SubIntModule_basic " ,
" TanhBackward_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 " ,
" VarCorrectionEmptyDimModule_basic " ,
" VarDimEmptyDimModule_basic " ,
" ViewCollapseDynamicWithAtenSizeIntModule_basic " ,
" ViewCollapseModule_basic " ,
" ViewDynamicExpandCollapseModule_basic " ,
" ViewDynamicExpandCollapseWithAtenIntModule_basic " ,
" ViewDynamicExpandModule_basic " ,
" ViewDynamicExpandWithAtenSizeIntModule_basic " ,
" ViewExpandDynamicDimModule_basic " ,
" ViewNoChange1dModule_basic " ,
" ViewNoChange2dModule_basic " ,
" ViewNoChange3dModule_basic " ,
" _Convolution2DAllFalseModule_basic " ,
" _Convolution2DBenchmarkModule_basic " ,
" _Convolution2DCudnnModule_basic " ,
" _Convolution2DDeterministicModule_basic " ,
" _Convolution2DTF32Module_basic " ,
" _ConvolutionDeprecated2DAllFalseModule_basic " ,
" _ConvolutionDeprecated2DBenchmarkModule_basic " ,
" _ConvolutionDeprecated2DCudnnModule_basic " ,
" _ConvolutionDeprecated2DDeterministicModule_basic " ,
" _SoftmaxModule_basic " ,
2024-02-28 14:48:07 +08:00
2024-02-16 02:17:13 +08:00
# Failure - onnx_import
" DiagonalModule_basic " ,
" DiagonalModule_nonsquare " ,
" DiagonalModule_transposed " ,
" DiagonalModule_with_dims " ,
" DiagonalModule_with_dims_and_offset " ,
" DiagonalModule_with_negative_dims " ,
" DiagonalModule_with_offset " ,
" ScatterReduceFloatMaxModuleIncludeSelf " ,
" ScatterReduceFloatMinModuleIncludeSelf " ,
" ScatterReduceFloatProdModuleIncludeSelf " ,
" ScatterReduceFloatSumModuleIncludeSelf " ,
" ScatterReduceIntMaxModuleIncludeSelf " ,
" ScatterReduceIntMinModuleIncludeSelf " ,
" ScatterReduceIntProdModuleIncludeSelf " ,
" ScatterReduceIntSumModuleIncludeSelf " ,
" TileBigDimsSizeModule_basic " ,
" TileSmallDimsSizeModule_basic " ,
2024-03-06 08:31:01 +08:00
" LinalgNormKeepDimModule_basic " ,
" LinalgNormModule_basic " ,
2024-02-28 14:48:07 +08:00
# Failure - onnx_lowering: onnx.AveragePool
2024-02-16 02:17:13 +08:00
" AdaptiveAvgPool1dNonUnitOutputSizeStaticModule_basic " ,
" AdaptiveAvgPool1dStaticEvenMultiple_basic " ,
" AdaptiveAvgPool2dNonUnitOutputSizeStaticModule_basic " ,
" AvgPool1dFloatModule_basic " ,
" AvgPool1dIntModule_basic " ,
" AvgPool1dStaticModule_basic " ,
" AvgPool2dCeilModeTrueModule_basic " ,
" AvgPool2dDivisorOverrideModule_basic " ,
" AvgPool2dFloatModule_basic " ,
" AvgPool2dIntModule_basic " ,
" AvgPool2dStaticModule_basic " ,
2024-02-28 14:48:07 +08:00
# Failure - onnx_lowering: onnx.Cast
" BucketizeTensorOutInt32RightModule_basic " ,
" ElementwiseToDtypeI64ToI8Module_basic " ,
" ElementwiseToDtypeI64ToUI8Module_basic " ,
" HBC_basic " ,
" QuantizedMLP_basic " ,
" TypeConversionI1ToI32Module_basic " ,
" TypeConversionI64ToI32Module_basic " ,
# Failure - onnx_lowering: onnx.Clip
" ElementwiseClampMaxModule_basic " ,
" ElementwiseClampMinModule_basic " ,
" ElementwiseClampMinTensorFloatModule_basic " ,
" ElementwiseClampMinTensorIntModule_basic " ,
" ElementwiseClampModule_basic " ,
" ElementwiseClampTensorFloatModule_basic " ,
" ElementwiseClampTensorInt8Module_basic " ,
" ElementwiseClampTensorIntModule_basic " ,
" NormalizeModule_basic " ,
# Failure - onnx_lowering: onnx.Einsum
2024-02-16 02:17:13 +08:00
" EinsumStaticContractRhsModule_basic " ,
" EinsumStaticFourDimensionModule_basic " ,
" EinsumStaticModule_basic " ,
2024-02-28 14:48:07 +08:00
# Failure - onnx_lowering: onnx.Gemm
" AtenMmFloatTypes_basic " ,
" AtenMmIntTypes_basic " ,
" MmDagModule_basic " ,
" MmModule_basic " ,
" MmModule_chained " ,
" MmTanhModule_basic " ,
# Failure - onnx_lowering: onnx.HardSwish
2024-02-16 02:17:13 +08:00
" HardswishModule_basic " ,
" HardswishRandomModule_basic " ,
2024-02-28 14:48:07 +08:00
" MobilenetV3Module_basic " ,
# Failure - onnx_lowering: onnx.LogSoftmax
2024-02-16 02:17:13 +08:00
" LogSoftmaxIntModule_basic " ,
2024-02-28 14:48:07 +08:00
" _LogSoftmaxModuleStable_basic " ,
" _LogSoftmaxModule_basic " ,
# Failure - onnx_lowering: onnx.MaxPool
2024-02-16 02:17:13 +08:00
" MaxPool2dWithIndicesAllNegativeValuesModule_basic " ,
" MaxPool2dWithIndicesNonDefaultPaddingModule_basic " ,
" MaxPool2dWithIndicesStaticModule_basic " ,
2024-02-28 14:48:07 +08:00
# Failure - onnx_lowering: onnx.Mod
" ElementwiseRemainderScalarModule_Bool_basic " ,
" ElementwiseRemainderScalarModule_Int_basic " ,
" UnflattenIntNegativeOneDimStaticModule_basic " ,
" UnflattenIntNegativeOneSizeStaticModule_basic " ,
" UnflattenIntStaticModule_basic " ,
" UnflattenStaticModule_basic " ,
# Failure - onnx_lowering: onnx.OneHot
2024-02-16 02:17:13 +08:00
" OneHotModule_basic " ,
2024-02-28 14:48:07 +08:00
# Failure - onnx_lowering: onnx.Pad
" ConstantPad2dStaticModule_basic " ,
" ConstantPadNdModule_basic " ,
" ConstantPadNdPartialStaticModule_basic " ,
" ConstantPadNdStaticModule_basic " ,
2024-02-16 02:17:13 +08:00
" PadModule_basic " ,
2024-02-28 14:48:07 +08:00
" PadWithNoneValModule_basic " ,
2024-02-16 02:17:13 +08:00
" 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 " ,
2024-02-28 14:48:07 +08:00
# Failure - onnx_lowering: onnx.RandomNormal
" RandnDtypeDeviceModule_basic " ,
" RandnGeneratorF64Module_basic " ,
" RandnGeneratorModule_basic " ,
" RandnModule_basic " ,
# Failure - onnx_lowering: onnx.RandomNormalLike
" RandnLikeDtypeModule_basic " ,
" RandnLikeModule_basic " ,
# Failure - onnx_lowering: onnx.RandomUniform
" RandIntLowDtypeModule_basic " ,
" RandIntLowModule_basic " ,
# Failure - onnx_lowering: onnx.RandomUniformLike
" BernoulliFloatModule_basic " ,
" BernoulliPModule_basic " ,
" BernoulliTensorModule_basic " ,
" RandLikeDtypeModule_basic " ,
" RandLikeModule_basic " ,
" RandModule_basic " ,
# Failure - onnx_lowering: onnx.ReduceL1
" ReduceL1NormModule_basic " ,
" ReduceL1NormWithDTypeModule_basic " ,
# Failure - onnx_lowering: onnx.ReduceL2
" ReduceL2NormModule_basic " ,
# Failure - onnx_lowering: onnx.ReduceProd
" BernoulliModule_basic " ,
" DropoutTrainModule_basic " ,
" DropoutTrainStaticShapeModule_basic " ,
" NativeDropoutTrainModule_basic " ,
" NativeDropoutTrainStaticShapeModule_basic " ,
" ReduceProdDimIntFloatModule_basic " ,
2024-02-16 02:17:13 +08:00
" StdCorrectionAllDimReduceModule_basic " ,
" StdCorrectionKeepDimModule_basic " ,
" StdCorrectionLargeInputModule_basic " ,
" StdCorrectionModule_basic " ,
" StdCorrectionNoneModule_basic " ,
" StdDimNoneDimModule_basic " ,
" StdUnbiasedModule_basic " ,
" VarCorrectionAllDimReduceModule_basic " ,
" VarCorrectionKeepDimModule_basic " ,
" VarCorrectionLargeInputModule_basic " ,
" VarCorrectionModule_basic " ,
" VarCorrectionNoneModule_basic " ,
" VarDimAllDimReduceModule_basic " ,
" VarDimModule_basic " ,
" VarDimMultiDimModule_basic " ,
" VarDimNoneDimModule_basic " ,
" VarDimSingleDimModule_basic " ,
" VarDimUnbiasedModule_basic " ,
" VarMeanCorrectionNoneModule_basic " ,
" VarMeanUnbiasedModule_basic " ,
" VarUnbiasedModule_basic " ,
2024-02-28 14:48:07 +08:00
# Failure - onnx_lowering: onnx.ReduceSum
" MseLossSumReductionWithDifferentElemTypeModule_basic " ,
" ReduceL3NormAllDimsModule_basic " ,
" ReduceL3NormKeepDimModule_basic " ,
" ReduceSumDtypeFloatModule_basic " ,
" ReduceSumDtypeIntModule_basic " ,
" ReduceSumElementTypeBoolModule_basic " ,
" ReduceSumFloatModule_basic " ,
" ReduceSumSignedIntModule_basic " ,
" ReduceSumUnsignedIntModule_basic " ,
# Failure - onnx_lowering: onnx.Resize
" UpSampleNearest2dDynamicSize_basic " ,
" UpSampleNearest2dStaticSize_basic " ,
# Failure - onnx_lowering: onnx.ScatterElements
" ScatterSrcModule_basic " ,
" ScatterSrcStaticModule_basic " ,
" ScatterValueFloatModule_basic " ,
" ScatterValueIntModule_basic " ,
# Failure - onnx_lowering: onnx.ScatterND
" 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 " ,
# Failure - onnx_lowering: onnx.SoftmaxCrossEntropyLoss
" CrossEntropyLossModule_basic " ,
" CrossEntropyLossNoReductionModule_basic " ,
# Failure - onnx_lowering: onnx.Softplus
" ElementwiseMishModule_basic " ,
" SoftplusModule_basic " ,
# Failure - onnx_lowering: onnx.Squeeze
" SqueezeModule_allUnitDim " ,
" SqueezeModule_broadcast " ,
" SqueezeModule_static " ,
# Failure - onnx_lowering: onnx.TopK
" SortTensorDescending_basic " ,
" SortTensorInteger_basic " ,
" SortTensorNegativeDimension_basic " ,
" SortTensorSpecificDimension_basic " ,
" SortTensor_basic " ,
# Failure - onnx_lowering: onnx.Trilu
" AtenTrilModule_basic " ,
" AtenTrilWithNegDiagonalModule_basic " ,
" AtenTrilWithPosDiagonalModule_basic " ,
" AtenTriuModule_basic " ,
" AtenTriuWithNegDiagonalModule_basic " ,
" AtenTriuWithPosDiagonalModule_basic " ,
" TriuBroadcastModule_basic " ,
" TriuModule_basic " ,
2024-03-07 08:48:21 +08:00
# Failure - incorrect dtype
2024-02-16 02:17:13 +08:00
" ReduceMaxAlongDimUnsignedInt_basic " ,
2024-02-28 14:48:07 +08:00
# Failure - torch.aten.view lower
2024-02-16 02:17:13 +08:00
" IndexTensorDyanmicInputContiguousWithNoneModule_basic " ,
" IndexTensorDyanmicInputNonContiguousWithNoneModule_basic " ,
" IndexTensorHackedTwinMultiInputNonContiguousMultipleStaticDims_basic " ,
" IndexTensorMultiInputContiguousCenter_basic " ,
" IndexTensorMultiInputNonContiguousMultipleStaticDims_basic " ,
" IndexTensorMultiInputNonContiguous_basic " ,
" IndexTensorMultiInputOneDim_basic " ,
" IndexTensorMultiInputThreeIndexers_basic " ,
" IndexTensorMultiInput_basic " ,
" IndexTensorStaticContiguousWithNoneModule_basic " ,
" SelectIntModule_basic " ,
" SliceSingleIdxModule_basic " ,
" ViewFlattenAndExpandModule_basic " ,
" ViewSizeDimFollowedByCollapsedOnesModule_basic " ,
" ViewSizeDimFollowedByExpandedOnesModule_basic " ,
" ViewSizeDimLedAndFollowedByCollapsedOnesModule_basic " ,
" ViewSizeDimLedAndFollowedByExpandedOnesModule_basic " ,
" ViewSizeDimLedByCollapsedOnesModule_basic " ,
" ViewSizeDimLedByExpandedOnesModule_basic " ,
2024-02-17 05:35:25 +08:00
2024-02-16 02:17:13 +08:00
# Failure - unknown
2024-02-28 14:48:07 +08:00
" BucketizeTensorFloatModule_basic " ,
" BucketizeTensorModule_basic " ,
" BucketizeTensorStaticFloatModule_basic " ,
" BucketizeTensorStaticModule_basic " ,
2024-02-16 02:17:13 +08:00
" Conv2dWithPaddingDilationStrideStaticModule_depthwise_multiplier " ,
" CopyWithDifferentDTypesAndSizesModule_basic " ,
" CopyWithDifferentDTypesModule_basic " ,
" CosineSimilarityStaticBroadcastModule_basic " ,
" CumsumInputDtypeInt32Module_basic " ,
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" ElementwiseAcosIntModule_basic " ,
" ElementwiseAsinIntModule_basic " ,
" ElementwiseAtanTensorIntModule_basic " ,
" ElementwiseCosIntModule_basic " ,
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" ElementwiseDivRoundingModeTruncModule_basic " ,
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" ElementwiseErfIntModule_basic " ,
" ElementwiseExpIntModule_basic " ,
" ElementwiseLogIntModule_basic " ,
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" ElementwisePreluModule_basic " ,
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" ElementwiseSigmoidIntModule_basic " ,
" ElementwiseSinIntModule_basic " ,
" ElementwiseTanIntModule_basic " ,
" ElementwiseUnaryIntModule_basic " ,
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" ElementwiseUnsqueezeNegDimsModule_basic " ,
" ElementwiseWhereScalarModule_basic " ,
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" EmbeddingModuleF16_basic " ,
" EmbeddingModuleI32_basic " ,
" EmbeddingModuleI64_basic " ,
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" FlattenDynamicModule_basic " ,
" GluStaticModule_basic " ,
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" GroupNormModule_basic " ,
" IndexSelectDynamicModulebasic " ,
" IndexTensorHackedTwinModule3dInput_basic " ,
" IndexTensorHackedTwinModule_basic " ,
" IndexTensorModule3dInput_basic " ,
" IndexTensorModule_basic " ,
" IndexTensorMultiInputContiguousOneDimDynamic_basic " ,
" IndexTensorMultiInputNonContiguousDynamic_basic " ,
" IndexTensorMultiInputNonContiguousOneDimDynamic_basic " ,
" IndexTensorSelectDimModule_basic " ,
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" MaskedFillTensorFloatValueModule_basic " ,
" ReduceAllDimEmpty_basic " ,
" ReduceAllDimFloat_basic " ,
" ReduceAllDimInt_basic " ,
" ReduceMinAlongDimUnsignedInt_basic " ,
" TensorsStackNegativeDimModule_basic " ,
" TensorsStackPromoteDTypeModule_basic " ,
}
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ONNX_CRASHING_SET = { }
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