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The ROCm EP is designed and implemented based on AMD GPU software stack named ROCm. Here is the link for the details about ROCm: https://rocmdocs.amd.com/en/latest/ ROCm EP was created based on the following things: 1. AMD GPU programming language: HIP 2. AMD GPU HIP language runtime: amdhip64 3. BLAS: rocBLAS, hipBLAS 4. DNN: miOpen 5. Collective Communication library: RCCL 6. cub: hipCub 7. … Current status: BERT-L and GPT2 training can be ran on AMD GPU with data parallel. Next: 1. Make more GPU code be sharable between ROCm EP and CUDA EP since HIP language and HIP runtime API are very close to CUDA. 2. Continue improving the implementation. 3. Continue GPU kernel optimization. 4. Support model parallelism on ROCm EP. …… The rocm kernels have been removed from this commit and will be in a separate PR. Since the original PR was too big(~180 files), it was suggested to split the PR into two parts, one is rocm-kernels, the other is non rocm kernels. Co-authored-by: Weixing Zhang <wezhan@microsoft.com> Co-authored-by: sabreshao <sabre.shao@amd.com> Co-authored-by: anghostcici <11013544+anghostcici@users.noreply.github.com> Co-authored-by: Suffian Khan <sukha@microsoft.com> Co-authored-by: Edward Chen <18449977+edgchen1@users.noreply.github.com>
131 lines
5.4 KiB
Text
131 lines
5.4 KiB
Text
OptimizerTest.AdamOptimizerMixPrecisionTest
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OptimizerTest.AdamOptimizerMixPrecision_FP16Weight_Test
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OptimizerTest.AdamOptimizerMixPrecision_FP16Weight_SkipUpdate_Test
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OptimizerTest.AdamOptimizerMixPrecisionTestFloatEta
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OptimizerTest.AdamOptimizerMixPrecisionTest_Gradient
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OptimizerTest.LambOptimizerTest5DTensorMixPrecision32_16
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OptimizerTest.LambOptimizerTestSimpleBaselineMixPrecision32_16
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OptimizerTest.LambOptimizerTestBaselineMixPrecision32_16
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OptimizerTest.LambOptimizerTestScalarMixPrecision32_16
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OptimizerTest.LambOptimizerTestLarge
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CudaKernelTest.SoftmaxCrossEntropy_TinySizeTensor
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CudaKernelTest.SoftmaxCrossEntropy_SmallSizeTensor
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CudaKernelTest.SoftmaxCrossEntropy_MediumSizeTensor
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CudaKernelTest.SoftmaxCrossEntropy_LargeSizeTensor
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CudaKernelTest.NegativeLogLikelihoodLoss_TinySizeTensor
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CudaKernelTest.NegativeLogLikelihoodLoss_SmallSizeTensor
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CudaKernelTest.NegativeLogLikelihoodLoss_MediumSizeTensor
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ReductionOpTest.ReductionVariationTest
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ReductionOpTest.ReduceL1_default_axes_keepdims
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ReductionOpTest.ReduceL1_do_not_keep_dims
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ReductionOpTest.ReduceL1_do_not_keep_dims_2
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ReductionOpTest.ReduceL1_keepdims
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ReductionOpTest.ReduceL1
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ReductionOpTest.ReduceL1_int32
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ReductionOpTest.ReduceL2_default_axes_keepdims
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ReductionOpTest.ReduceL2_default_axes_do_not_keep_dims
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ReductionOpTest.ReduceL2_do_not_keepdims
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ReductionOpTest.ReduceL2_do_not_keepdims_2
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ReductionOpTest.ReduceL2_keepdims
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ReductionOpTest.ReduceL2
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ReductionOpTest.ReduceL2_int32
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ReductionOpTest.ReduceLogSum
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ReductionOpTest.ReduceLogSum_samesize
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ReductionOpTest.ReduceLogSum_do_not_keepdims_2
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ReductionOpTest.ReduceLogSumAxes01
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ReductionOpTest.ReduceLogSum0DTensor
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ReductionOpTest.ReduceLogSumExp_default_axes_keepdims
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ReductionOpTest.ReduceLogSumExp_default_axes_do_not_keep_dims
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ReductionOpTest.ReduceLogSumExp_do_not_keepdims
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ReductionOpTest.ReduceLogSumExp_do_not_keepdims_2
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ReductionOpTest.ReduceLogSumExp_keepdims
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ReductionOpTest.ReduceLogSumExp
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ReductionOpTest.ReduceMax_default_axes_keepdims
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ReductionOpTest.ReduceMax_default_axes_do_not_keep_dims
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ReductionOpTest.ReduceMax_do_not_keepdims
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ReductionOpTest.ReduceMax_do_not_keepdims_2
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ReductionOpTest.ReduceMax_keepdims
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ReductionOpTest.ReduceMax
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ReductionOpTest.ReduceMax_int32
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ReductionOpTest.ReduceMean_default_axes_keepdims
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ReductionOpTest.ReduceMean_default_axes_do_not_keep_dims
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ReductionOpTest.ReduceMean_do_not_keepdims
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ReductionOpTest.ReduceMean_do_not_keepdims_2
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ReductionOpTest.ReduceMean_keepdims
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ReductionOpTest.ReduceMean
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ReductionOpTest.ReduceMean_int32
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ReductionOpTest.ReduceMin_default_axes_keepdims
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ReductionOpTest.ReduceMin_default_axes_do_not_keep_dims
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ReductionOpTest.ReduceMin_default_axes_do_not_keep_dims_2D
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ReductionOpTest.ReduceMin_do_not_keepdims
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ReductionOpTest.ReduceMin_do_not_keepdims_2
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ReductionOpTest.ReduceMin_keepdims
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ReductionOpTest.ReduceMin
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ReductionOpTest.ReduceMin_int32
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ReductionOpTest.ReduceSum
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ReductionOpTest.ReduceSum_double
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ReductionOpTest.ReduceSum_axes01
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ReductionOpTest.ReduceSum_axes02
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ReductionOpTest.ReduceSum_int32
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ReductionOpTest.ReduceSum_default_axes_keepdims
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ReductionOpTest.ReduceSum_default_axes_do_not_keep_dims
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ReductionOpTest.ReduceSum_do_not_keepdims
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ReductionOpTest.ReduceSum_do_not_keepdims_2
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ReductionOpTest.ReduceSum_keepdims
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ReductionOpTest.ReduceSumSquare
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ReductionOpTest.ReduceSumSquare_double
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ReductionOpTest.ReduceSumSquare_default_axes_keepdims
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ReductionOpTest.ReduceSumSquare_default_axes_do_not_keep_dims
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ReductionOpTest.ReduceSumSquare_do_not_keepdims
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ReductionOpTest.ReduceSumSquare_do_not_keepdims_2
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ReductionOpTest.ReduceSumSquare_keepdims
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ReductionOpTest.ReduceSumSquare0DTensor
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ReductionOpTest.ReduceProd_default_axes_keepdims
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ReductionOpTest.ReduceProd_default_axes_do_not_keep_dims
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ReductionOpTest.ReduceProd_do_not_keepdims
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ReductionOpTest.ReduceProd_do_not_keepdims_2
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ReductionOpTest.ReduceProd_keepdims
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ReductionOpTest.ReduceProd
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ReductionOpTest.ReduceProd_int32
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ReductionOpTest.ArgMax
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ReductionOpTest.ArgMax_Double_Type
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ReductionOpTest.ArgMax_do_not_keepdims
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ReductionOpTest.ArgMax_do_not_keepdims_2
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ReductionOpTest.ArgMax2D
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ReductionOpTest.ArgMin
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ReductionOpTest.ArgMin_do_not_keepdims
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ReductionOpTest.ArgMin_do_not_keepdims_2
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GatherOpTest.Gather_invalid_index_cpu
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Scatter.InvalidIndex
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GatherElementsGrad.WithoutAxis
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GatherElementsGrad.WithAxis
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GatherElementsGrad.ThreeDimsWithAxis_0
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GatherElementsGrad.ThreeDimsWithAxis_2
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GatherElementsGrad.NegativeAxis
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GatherElementsGrad.IndicesUpdatesDontMatch
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GatherElementsGrad.ValidAxis
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GatherElementsGrad.ValidNegativeIndex
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GatherElementsGrad.SameUpdateWithoutAxis
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GatherElementsGrad.SameUpdateWithAxis
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GatherElementsGrad.SameUpdateWithNegativeAxis
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GatherElementsGrad.SameUpdateWithoutAxisMLFloat16
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MathOpTest.Max_8_2inputbroadcast
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MathOpTest.Less_broadcastBA
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MathOpTest.Less_multidiretional_broadcastAB
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MathOpTest.Less_multidiretional_broadcastBA
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MathOpTest.Greater_broadcastBA
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MathOpTest.Greater_multidiretional_broadcastAB
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MathOpTest.Greater_multidiretional_broadcastBA
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MathOpTest.Equal_broadcastBA
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MathOpTest.Equal_multidiretional_broadcastAB
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MathOpTest.Equal_multidiretional_broadcastBA
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MathOpTest.Equal_multidiretional_broadcastAB_bool
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GradientCheckerTest.AddGrad
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GradientCheckerTest.SubGrad
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GradientCheckerTest.MulGrad
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GradientCheckerTest.MatMulGrad
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GradientCheckerTest.ReduceMeanGrad
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GradientCheckerTest.ReduceSumGrad
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GradientCheckerTest.ReduceLogSumExpGrad
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GradientCheckerTest.SoftmaxCrossEntropyGrad
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GradientCheckerTest.ExpandGrad
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