From 3943f9a2ca50c174a3397e81452f2b940db1a1df Mon Sep 17 00:00:00 2001
From: shibo19 <shibo19@huawei.com>
Date: Sat, 14 Aug 2021 10:27:55 +0800
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---
 README.zh.md                                  |  12 +-
 patch/{npu.patch => pytorch1.5.0_npu.patch}   |   0
 .../src/ATen/detail/NPUHooksInterface.cpp     |   0
 .../aten/src/ATen/detail/NPUHooksInterface.h  |   0
 .../src/ATen/native/native_functions.yaml     |   0
 .../aten/src/ATen/native/npu/AbsKernelNpu.cpp |   0
 .../src/ATen/native/npu/AcosKernelNpu.cpp     |   0
 .../aten/src/ATen/native/npu/AddKernelNpu.cpp |   0
 .../src/ATen/native/npu/AddbmmKernelNpu.cpp   |   0
 .../src/ATen/native/npu/AddcdivKernelNpu.cpp  |   0
 .../src/ATen/native/npu/AddcmulKernelNpu.cpp  |   0
 .../src/ATen/native/npu/AddmmKernelNpu.cpp    |   0
 .../src/ATen/native/npu/AddmvKernelNpu.cpp    |   0
 .../src/ATen/native/npu/AddrKernelNpu.cpp     |   0
 .../AffineGridGeneratorBackwardKernelNpu.cpp  |   0
 .../npu/AffineGridGeneratorKernelNpu.cpp      |   0
 .../aten/src/ATen/native/npu/AllKernelNpu.cpp |   0
 .../npu/AnchorResponseFlagsKernelNpu.cpp      |   0
 .../aten/src/ATen/native/npu/AnyKernelNpu.cpp |   0
 .../ATen/native/npu/ApplyAdamKernelNpu.cpp    |   0
 .../src/ATen/native/npu/ArangeKernelNpu.cpp   |   0
 .../src/ATen/native/npu/ArgmaxKernelNpu.cpp   |   0
 .../src/ATen/native/npu/ArgminKernelNpu.cpp   |   0
 .../src/ATen/native/npu/ArgsortKernelNpu.cpp  |   0
 .../src/ATen/native/npu/AsinKernelNpu.cpp     |   0
 .../src/ATen/native/npu/Atan2KernelNpu.cpp    |   0
 .../src/ATen/native/npu/AtanKernelNpu.cpp     |   0
 .../src/ATen/native/npu/BaddbmmKernelNpu.cpp  |   0
 .../src/ATen/native/npu/BatchNMSKernelNpu.cpp |   0
 .../ATen/native/npu/BernoulliKernelNpu.cpp    |   0
 .../native/npu/BertApplyAdamKernelNpu.cpp     |   0
 .../BinaryCrossEntropyBackwardKernelNpu.cpp   |   0
 .../npu/BinaryCrossEntropyKernelNpu.cpp       |   0
 ...rossEntropyWithLogitsBackwardKernelNpu.cpp |   0
 .../BinaryCrossEntropyWithLogitsKernelNpu.cpp |   0
 .../ATen/native/npu/BitwiseAndKernelNpu.cpp   |   0
 .../ATen/native/npu/BitwiseNotKernelNpu.cpp   |   0
 .../ATen/native/npu/BitwiseOrKernelNpu.cpp    |   0
 .../ATen/native/npu/BitwiseXorKernelNpu.cpp   |   0
 .../aten/src/ATen/native/npu/BmmKernelNpu.cpp |   0
 .../src/ATen/native/npu/BmmV2KernelNpu.cpp    |   0
 .../native/npu/BoundingBoxDecodeKernelNpu.cpp |   0
 .../native/npu/BoundingBoxEncodeKernelNpu.cpp |   0
 .../ATen/native/npu/BroadcastKernelNpu.cpp    |   0
 .../src/ATen/native/npu/CastKernelNpu.cpp     |   0
 .../aten/src/ATen/native/npu/CatKernelNpu.cpp |   0
 .../native/npu/CdistBackwardKernelNpu.cpp     |   0
 .../src/ATen/native/npu/CdistKernelNpu.cpp    |   0
 .../src/ATen/native/npu/CeilKernelNpu.cpp     |   0
 .../src/ATen/native/npu/CeluKernelNpu.cpp     |   0
 .../src/ATen/native/npu/ClampKernelNpu.cpp    |   0
 .../native/npu/Col2ImBackwardKernelNpu.cpp    |   0
 .../ConfusionTransposeBackwardKernelNpu.cpp   |   0
 .../npu/ConfusionTransposeKernelNpu.cpp       |   0
 .../native/npu/ConstantPadNdKernelNpu.cpp     |   0
 .../native/npu/ConvTbcBackwardKernelNpu.cpp   |   0
 .../src/ATen/native/npu/ConvTbcKernelNpu.cpp  |   0
 .../aten/src/ATen/native/npu/CosKernelNpu.cpp |   0
 .../src/ATen/native/npu/CoshKernelNpu.cpp     |   0
 .../src/ATen/native/npu/CrossKernelNpu.cpp    |   0
 .../native/npu/CtcLossBackwardKernelNpu.cpp   |   0
 .../src/ATen/native/npu/CtcLossKernelNpu.cpp  |   0
 .../src/ATen/native/npu/CummaxKernelNpu.cpp   |   0
 .../src/ATen/native/npu/CumminKernelNpu.cpp   |   0
 .../src/ATen/native/npu/CumprodKernelNpu.cpp  |   0
 .../src/ATen/native/npu/CumsumKernelNpu.cpp   |   0
 .../aten/src/ATen/native/npu/DetKernelNpu.cpp |   0
 .../src/ATen/native/npu/DiagKernelNpu.cpp     |   0
 .../aten/src/ATen/native/npu/DivKernelNpu.cpp |   0
 .../aten/src/ATen/native/npu/DotKernelNpu.cpp |   0
 .../native/npu/DropoutBackwardKernelNpu.cpp   |   0
 .../src/ATen/native/npu/DropoutKernelNpu.cpp  |   0
 .../native/npu/DropoutV2BackwardKernelNpu.cpp |   0
 .../ATen/native/npu/DropoutV2KernelNpu.cpp    |   0
 .../ATen/native/npu/EluBackwardKernelNpu.cpp  |   0
 .../aten/src/ATen/native/npu/EluKernelNpu.cpp |   0
 .../native/npu/EmbeddingBackwardKernelNpu.cpp |   0
 .../ATen/native/npu/EmbeddingBagKernelNpu.cpp |   0
 .../npu/EmbeddingDenseBackwardKernelNpu.cpp   |   0
 .../ATen/native/npu/EmbeddingKernelNpu.cpp    |   0
 .../native/npu/EmbeddingRenormKernelNpu.cpp   |   0
 .../aten/src/ATen/native/npu/EqKernelNpu.cpp  |   0
 .../src/ATen/native/npu/EqualKernelNpu.cpp    |   0
 .../aten/src/ATen/native/npu/ErfKernelNpu.cpp |   0
 .../src/ATen/native/npu/ErfcKernelNpu.cpp     |   0
 .../src/ATen/native/npu/ErfinvKernelNpu.cpp   |   0
 .../aten/src/ATen/native/npu/ExpKernelNpu.cpp |   0
 .../src/ATen/native/npu/Expm1KernelNpu.cpp    |   0
 .../aten/src/ATen/native/npu/EyeKernelNpu.cpp |   0
 .../native/npu/FastGeluBackwardKernelNpu.cpp  |   0
 .../src/ATen/native/npu/FastGeluKernelNpu.cpp |   0
 .../ATen/native/npu/FillDiagonalKernelNpu.cpp |   0
 .../src/ATen/native/npu/FillKernelNpu.cpp     |   0
 .../src/ATen/native/npu/FlipKernelNpu.cpp     |   0
 .../ATen/native/npu/FloatStatusKernelNpu.cpp  |   0
 .../ATen/native/npu/FloorDivideKernelNpu.cpp  |   0
 .../src/ATen/native/npu/FloorKernelNpu.cpp    |   0
 .../src/ATen/native/npu/FmodKernelNpu.cpp     |   0
 .../src/ATen/native/npu/FracKernelNpu.cpp     |   0
 .../src/ATen/native/npu/FullKernelNpu.cpp     |   0
 .../src/ATen/native/npu/GatherKernelNpu.cpp   |   0
 .../aten/src/ATen/native/npu/GeKernelNpu.cpp  |   0
 .../ATen/native/npu/GeluBackwardKernelNpu.cpp |   0
 .../src/ATen/native/npu/GeluKernelNpu.cpp     |   0
 .../aten/src/ATen/native/npu/GerKernelNpu.cpp |   0
 .../ATen/native/npu/GiouBackwardKernelNpu.cpp |   0
 .../src/ATen/native/npu/GiouKernelNpu.cpp     |   0
 .../src/ATen/native/npu/GluGradKernelNpu.cpp  |   0
 .../aten/src/ATen/native/npu/GluKernelNpu.cpp |   0
 .../npu/GridAssignPositiveKernelNpu.cpp       |   0
 .../npu/GridSampler3dBackwardKernelNpu.cpp    |   0
 .../native/npu/GridSampler3dKernelNpu.cpp     |   0
 .../ATen/native/npu/GridSamplerKernelNpu.cpp  |   0
 .../ATen/native/npu/GruBackwardKernelNpu.cpp  |   0
 .../aten/src/ATen/native/npu/GruKernelNpu.cpp |   0
 .../aten/src/ATen/native/npu/GtKernelNpu.cpp  |   0
 .../npu/HardShrinkBackwardKernelNpu.cpp       |   0
 .../ATen/native/npu/HardShrinkKernelNpu.cpp   |   0
 .../npu/HardsigmoidBackwardKernelNpu.cpp      |   0
 .../ATen/native/npu/HardsigmoidKernelNpu.cpp  |   0
 .../native/npu/HardtanhBackwardKernelNpu.cpp  |   0
 .../src/ATen/native/npu/HardtanhKernelNpu.cpp |   0
 .../src/ATen/native/npu/IfmrKernelNpu.cpp     |   0
 .../native/npu/Im2colBackwardKernelNpu.cpp    |   0
 .../src/ATen/native/npu/Im2colKernelNpu.cpp   |   0
 .../src/ATen/native/npu/IndexAddKernelNpu.cpp |   0
 .../ATen/native/npu/IndexCopyKernelNpu.cpp    |   0
 .../ATen/native/npu/IndexFillDKernelNpu.cpp   |   0
 .../src/ATen/native/npu/IndexKernelNpu.cpp    |   0
 .../src/ATen/native/npu/IndexPutKernelNpu.cpp |   0
 .../ATen/native/npu/IndexSelectKernelNpu.cpp  |   0
 .../src/ATen/native/npu/IndexingKernelNpu.cpp |   0
 .../src/ATen/native/npu/InverseKernelNpu.cpp  |   0
 .../aten/src/ATen/native/npu/IouKernelNpu.cpp |   0
 .../src/ATen/native/npu/IscloseKernelNpu.cpp  |   0
 .../src/ATen/native/npu/IsfiniteKernelNpu.cpp |   0
 .../native/npu/KlDivBackwardKernelNpu.cpp     |   0
 .../src/ATen/native/npu/KlDivKernelNpu.cpp    |   0
 .../src/ATen/native/npu/KthvalueKernelNpu.cpp |   0
 .../native/npu/L1LossBackwardKernelNpu.cpp    |   0
 .../src/ATen/native/npu/L1lossKernelNpu.cpp   |   0
 .../native/npu/LayerNormBackwardKernelNpu.cpp |   0
 .../native/npu/LayerNormEvalKernelNpu.cpp     |   0
 .../ATen/native/npu/LayerNormKernelNpu.cpp    |   0
 .../aten/src/ATen/native/npu/LeKernelNpu.cpp  |   0
 .../native/npu/LeakyReluBackwardKernelNpu.cpp |   0
 .../ATen/native/npu/LeakyReluKernelNpu.cpp    |   0
 .../src/ATen/native/npu/LerpKernelNpu.cpp     |   0
 .../native/npu/LinearBackwardKernelNpu.cpp    |   0
 .../src/ATen/native/npu/LinearKernelNpu.cpp   |   0
 .../src/ATen/native/npu/LinspaceKernelNpu.cpp |   0
 .../src/ATen/native/npu/Log10KernelNpu.cpp    |   0
 .../src/ATen/native/npu/Log1pKernelNpu.cpp    |   0
 .../src/ATen/native/npu/Log2KernelNpu.cpp     |   0
 .../src/ATen/native/npu/LogDetKernelNpu.cpp   |   0
 .../aten/src/ATen/native/npu/LogKernelNpu.cpp |   0
 .../npu/LogSigmoidBackwardKernelNpu.cpp       |   0
 .../ATen/native/npu/LogSigmoidKernelNpu.cpp   |   0
 .../npu/LogSoftmaxBackwardKernelNpu.cpp       |   0
 .../ATen/native/npu/LogSoftmaxKernelNpu.cpp   |   0
 .../src/ATen/native/npu/LogSpaceKernelNpu.cpp |   0
 .../ATen/native/npu/LogSumExpKernelNpu.cpp    |   0
 .../ATen/native/npu/LogicalAndKernelNpu.cpp   |   0
 .../ATen/native/npu/LogicalNotKernelNpu.cpp   |   0
 .../ATen/native/npu/LogicalOrKernelNpu.cpp    |   0
 .../ATen/native/npu/LstmBackwardKernelNpu.cpp |   0
 .../src/ATen/native/npu/LstmKernelNpu.cpp     |   0
 .../aten/src/ATen/native/npu/LtKernelNpu.cpp  |   0
 .../ATen/native/npu/MaskedFillKernelNpu.cpp   |   0
 .../native/npu/MaskedFillRangeKernelNpu.cpp   |   0
 .../native/npu/MaskedScatterKernelNpu.cpp     |   0
 .../ATen/native/npu/MaskedSelectKernelNpu.cpp |   0
 .../src/ATen/native/npu/MatmulKernelNpu.cpp   |   0
 .../ATen/native/npu/MatrixPowerKernelNpu.cpp  |   0
 .../aten/src/ATen/native/npu/MaxKernelNpu.cpp |   0
 .../native/npu/MaxV1BackwardKernelNpu.cpp     |   0
 .../src/ATen/native/npu/MaxV1KernelNpu.cpp    |   0
 .../src/ATen/native/npu/MeanKernelNpu.cpp     |   0
 .../src/ATen/native/npu/MedianKernelNpu.cpp   |   0
 .../aten/src/ATen/native/npu/MinKernelNpu.cpp |   0
 .../ATen/native/npu/MishBackwardKernelNpu.cpp |   0
 .../src/ATen/native/npu/MishKernelNpu.cpp     |   0
 .../aten/src/ATen/native/npu/MmKernelNpu.cpp  |   0
 .../native/npu/MseLossBackwardKernelNpu.cpp   |   0
 .../src/ATen/native/npu/MseLossKernelNpu.cpp  |   0
 .../aten/src/ATen/native/npu/MulKernelNpu.cpp |   0
 .../ATen/native/npu/MultinomialKernelNpu.cpp  |   0
 .../aten/src/ATen/native/npu/MvKernelNpu.cpp  |   0
 .../src/ATen/native/npu/NarrowCopyKernel.cpp  |   0
 .../aten/src/ATen/native/npu/NeKernelNpu.cpp  |   0
 .../aten/src/ATen/native/npu/NegKernelNpu.cpp |   0
 .../src/ATen/native/npu/NmsV4KernelNpu.cpp    |   0
 .../ATen/native/npu/NmsWithMaskKernelNpu.cpp  |   0
 .../npu/NnpackSpatialConvolutionKernelNpu.cpp |   0
 .../src/ATen/native/npu/NonzeroKernelNpu.cpp  |   0
 .../src/ATen/native/npu/NormKernelNpu.cpp     |   0
 .../src/ATen/native/npu/NormalKernelNpu.cpp   |   0
 .../native/npu/NormalizeBatchKernelNpu.cpp    |   0
 .../src/ATen/native/npu/OneHotKernelNpu.cpp   |   0
 .../aten/src/ATen/native/npu/OnehotNpu.cpp    |   0
 .../src/ATen/native/npu/OnesKernelNpu.cpp     |   0
 .../src/ATen/native/npu/OnesLikeKernelNpu.cpp |   0
 .../npu/PackPaddedSequenceKernelNpu.cpp       |   0
 .../aten/src/ATen/native/npu/PadKernelNpu.cpp |   0
 .../native/npu/PadPackedSequenceKernelNpu.cpp |   0
 .../src/ATen/native/npu/PdistKernelNpu.cpp    |   0
 .../aten/src/ATen/native/npu/PowKernelNpu.cpp |   0
 .../native/npu/PreluBackwardKernelNpu.cpp     |   0
 .../src/ATen/native/npu/PreluKernelNpu.cpp    |   0
 .../src/ATen/native/npu/ProdKernelNpu.cpp     |   0
 .../npu/PsRoiPoolingBackwardKernelNpu.cpp     |   0
 .../ATen/native/npu/PsRoiPoolingKernelNpu.cpp |   0
 .../src/ATen/native/npu/PtIouKernelNpu.cpp    |   0
 .../aten/src/ATen/native/npu/PutKernelNpu.cpp |   0
 .../aten/src/ATen/native/npu/QrKernelNpu.cpp  |   0
 .../npu/QuantizePerChannelKernelNpu.cpp       |   0
 .../native/npu/QuantizePerTensorKernelNpu.cpp |   0
 .../npu/RandomChoiceWithMaskKernelNpu.cpp     |   0
 .../src/ATen/native/npu/RandomKernelNpu.cpp   |   0
 .../src/ATen/native/npu/RandpermKernelNpu.cpp |   0
 .../src/ATen/native/npu/RangeKernelNpu.cpp    |   0
 .../ATen/native/npu/ReciprocalKernelNpu.cpp   |   0
 .../native/npu/ReflectionPad2dKernelNpu.cpp   |   0
 .../src/ATen/native/npu/ReluKernelNpu.cpp     |   0
 .../ATen/native/npu/RemainderKernelNpu.cpp    |   0
 .../src/ATen/native/npu/RenormKernelNpu.cpp   |   0
 .../native/npu/RepeatInterleaveKernelNpu.cpp  |   0
 .../src/ATen/native/npu/RepeatKernelNpu.cpp   |   0
 .../native/npu/ReplicationPad2dKernelNpu.cpp  |   0
 .../native/npu/RoiAlignBackwardKernelNpu.cpp  |   0
 .../src/ATen/native/npu/RoiAlignKernelNpu.cpp |   0
 .../src/ATen/native/npu/RollKernelNpu.cpp     |   0
 .../src/ATen/native/npu/RoundKernelNpu.cpp    |   0
 .../npu/RreluWithNoiseBackwardKernelNpu.cpp   |   0
 .../native/npu/RreluWithNoiseKernelNpu.cpp    |   0
 .../src/ATen/native/npu/RsqrtKernelNpu.cpp    |   0
 .../src/ATen/native/npu/RsubKernelNpu.cpp     |   0
 .../ATen/native/npu/ScatterAddKernelNpu.cpp   |   0
 .../src/ATen/native/npu/ScatterKernelNpu.cpp  |   0
 .../ATen/native/npu/ScatterV1KernelNpu.cpp    |   0
 .../src/ATen/native/npu/SeluKernelNpu.cpp     |   0
 .../native/npu/SigmoidBackwardKernelNpu.cpp   |   0
 .../src/ATen/native/npu/SigmoidKernelNpu.cpp  |   0
 .../src/ATen/native/npu/SignKernelNpu.cpp     |   0
 .../aten/src/ATen/native/npu/SinKernelNpu.cpp |   0
 .../src/ATen/native/npu/SinhKernelNpu.cpp     |   0
 .../src/ATen/native/npu/SliceKernelNpu.cpp    |   0
 .../src/ATen/native/npu/SlogdetKernelNpu.cpp  |   0
 .../native/npu/SlowConvDilated2DKernelNpu.cpp |   0
 .../SlowConvDilated2dBackwardKernelNpu.cpp    |   0
 .../SlowConvTranspose2dBackwardKernelNpu.cpp  |   0
 .../npu/SlowConvTranspose2dKernelNpu.cpp      |   0
 .../npu/SmoothL1LossBackwardKernelNpu.cpp     |   0
 .../ATen/native/npu/SmoothL1LossKernelNpu.cpp |   0
 .../npu/SoftMarginLossBackwardKernelNpu.cpp   |   0
 .../native/npu/SoftMarginLossKernelNpu.cpp    |   0
 .../npu/SoftShrinkBackwardKernelNpu.cpp       |   0
 .../ATen/native/npu/SoftShrinkKernelNpu.cpp   |   0
 .../native/npu/SoftmaxBackwardKernelNpu.cpp   |   0
 ...SoftmaxCrossEntropyWithLogitsKernelNpu.cpp |   0
 .../src/ATen/native/npu/SoftmaxKernelNpu.cpp  |   0
 .../native/npu/SoftplusBackwardKernelNpu.cpp  |   0
 .../src/ATen/native/npu/SoftplusKernelNpu.cpp |   0
 .../src/ATen/native/npu/SortKernelNpu.cpp     |   0
 .../npu/SortWithoutIndicesKernelNpu.cpp       |   0
 .../src/ATen/native/npu/SqrtKernelNpu.cpp     |   0
 .../src/ATen/native/npu/StackKernelNpu.cpp    |   0
 .../aten/src/ATen/native/npu/StdKernelNpu.cpp |   0
 .../ATen/native/npu/StrideAddKernelNpu.cpp    |   0
 .../aten/src/ATen/native/npu/SubKernelNpu.cpp |   0
 .../ATen/native/npu/SubSampleKernelNpu.cpp    |   0
 .../aten/src/ATen/native/npu/SumKernelNpu.cpp |   0
 .../ATen/native/npu/SvdHelperKernelNpu.cpp    |   0
 .../src/ATen/native/npu/SymeigKernelNpu.cpp   |   0
 .../src/ATen/native/npu/TakeKernelNpu.cpp     |   0
 .../aten/src/ATen/native/npu/TanKernelNpu.cpp |   0
 .../ATen/native/npu/TanhBackwardKernelNpu.cpp |   0
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 .../native/npu/ThresholdBackwardKernelNpu.cpp |   0
 .../ATen/native/npu/ThresholdKernelNpu.cpp    |   0
 .../src/ATen/native/npu/TopKKernelNpu.cpp     |   0
 .../ATen/native/npu/TransposeKernelNpu.cpp    |   0
 .../npu/TriangularSolveHelperKernelNpu.cpp    |   0
 .../src/ATen/native/npu/TrilKernelNpu.cpp     |   0
 .../src/ATen/native/npu/TriuKernelNpu.cpp     |   0
 .../ATen/native/npu/TrueDivideKernelNpu.cpp   |   0
 .../src/ATen/native/npu/TruncKernelNpu.cpp    |   0
 .../src/ATen/native/npu/UniformKernelNpu.cpp  |   0
 .../UpSampleBicubic2dBackwardKernelNpu.cpp    |   0
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 .../UpsampleNearest2dBackwardKernelNpu.cpp    |   0
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 .../UpsampleNearest3dBackwardKernelNpu.cpp    |   0
 .../UpsampleTrilinear3dBackwardKernelNpu.cpp  |   0
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 .../native/npu/YoloBoxesEncodeKernelNpu.cpp   |   0
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 .../src/ATen/native/npu/__Xor__KernelNpu.cpp  |   0
 ...non_finite_check_and_unscale_KernelNpu.cpp |   0
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 .../src/ATen/native/npu/common/CopyKernel.cpp |   0
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 .../native/npu/common/FormatCastHelper.cpp    |   0
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 .../npu/common/InnerNpuNativeFunction.h       |   0
 .../native/npu/common/LocalScalarDenseNpu.cpp |   0
 .../npu/common/MatmulByBmmV2KernelNpu.cpp     |   0
 .../ATen/native/npu/common/NpuFastReshape.cpp |   0
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 create mode 100644 pytorch1.8.1/src/env.sh

diff --git a/README.zh.md b/README.zh.md
index 5a8762e9253..0a02dee8f46 100644
--- a/README.zh.md
+++ b/README.zh.md
@@ -35,10 +35,13 @@ apt-get install -y gcc g++ make build-essential libssl-dev zlib1g-dev libbz2-dev
 
 ## 获取原生PyTorch源代码和third_party代码
 
-在当前仓库根目录pytorch/下获取原生PyTorch的源代码
+当前支持pytorch 1.5.0和1.8.1的版本。根据需求，在当前仓库根目录pytorch/下获取原生PyTorch的源代码
 
 ```sh
+// 1.5.0 版本
 git clone -b v1.5.0 --depth=1 https://github.com/pytorch/pytorch.git
+// 1.8.1 版本
+git clone -b v1.8.1 --depth=1 https://github.com/pytorch/pytorch.git
 ```
 
 进入到pytorch/pytorch/目录下, 获取PyTorch被动依赖代码(获取时间较长，请耐心等待)。
@@ -52,10 +55,13 @@ git submodule update --init --recursive
 
 ## 生成适配昇腾AI处理器的PyTorch代码。
 
-进入到pytorch/scripts目录，执行
+进入到pytorch/scripts目录，根据选择的版本执行，执行脚本（注意：下载原生Pytorch源代码和下面版本要对应，否则可能出错）
 
 ```sh
+// 默认为1.5.0版本
 bash gen.sh
+// 对于1.8.1版本，则通过-v 参数指定
+bash gen.sh -v 1.8.1
 ```
 
 会在pytorch/pytorch/目录中生成npu适配全量代码
@@ -82,6 +88,8 @@ bash build.sh
 
 # 安装
 
+### （以1.5.0版本为例，1.8.1版本除安装包名字区别外，操作步骤一致
+
 **x86_64:**
 
 torch-1.5.0+ascend-cp37-cp37m-linux_x86_64.whl (实际可能附带小版本号例如torch-1.5.0.post2+ascend-cp37-cp37m-linux_x86_64.whl)
diff --git a/patch/npu.patch b/patch/pytorch1.5.0_npu.patch
similarity index 100%
rename from patch/npu.patch
rename to patch/pytorch1.5.0_npu.patch
diff --git a/src/aten/src/ATen/detail/NPUHooksInterface.cpp b/pytorch1.5.0/src/aten/src/ATen/detail/NPUHooksInterface.cpp
similarity index 100%
rename from src/aten/src/ATen/detail/NPUHooksInterface.cpp
rename to pytorch1.5.0/src/aten/src/ATen/detail/NPUHooksInterface.cpp
diff --git a/src/aten/src/ATen/detail/NPUHooksInterface.h b/pytorch1.5.0/src/aten/src/ATen/detail/NPUHooksInterface.h
similarity index 100%
rename from src/aten/src/ATen/detail/NPUHooksInterface.h
rename to pytorch1.5.0/src/aten/src/ATen/detail/NPUHooksInterface.h
diff --git a/src/aten/src/ATen/native/native_functions.yaml b/pytorch1.5.0/src/aten/src/ATen/native/native_functions.yaml
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rename to pytorch1.5.0/src/aten/src/ATen/native/native_functions.yaml
diff --git a/src/aten/src/ATen/native/npu/AbsKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/AbsKernelNpu.cpp
similarity index 100%
rename from src/aten/src/ATen/native/npu/AbsKernelNpu.cpp
rename to pytorch1.5.0/src/aten/src/ATen/native/npu/AbsKernelNpu.cpp
diff --git a/src/aten/src/ATen/native/npu/AcosKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/AcosKernelNpu.cpp
similarity index 100%
rename from src/aten/src/ATen/native/npu/AcosKernelNpu.cpp
rename to pytorch1.5.0/src/aten/src/ATen/native/npu/AcosKernelNpu.cpp
diff --git a/src/aten/src/ATen/native/npu/AddKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/AddKernelNpu.cpp
similarity index 100%
rename from src/aten/src/ATen/native/npu/AddKernelNpu.cpp
rename to pytorch1.5.0/src/aten/src/ATen/native/npu/AddKernelNpu.cpp
diff --git a/src/aten/src/ATen/native/npu/AddbmmKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/AddbmmKernelNpu.cpp
similarity index 100%
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similarity index 100%
rename from src/aten/src/ATen/native/npu/AddcdivKernelNpu.cpp
rename to pytorch1.5.0/src/aten/src/ATen/native/npu/AddcdivKernelNpu.cpp
diff --git a/src/aten/src/ATen/native/npu/AddcmulKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/AddcmulKernelNpu.cpp
similarity index 100%
rename from src/aten/src/ATen/native/npu/AddcmulKernelNpu.cpp
rename to pytorch1.5.0/src/aten/src/ATen/native/npu/AddcmulKernelNpu.cpp
diff --git a/src/aten/src/ATen/native/npu/AddmmKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/AddmmKernelNpu.cpp
similarity index 100%
rename from src/aten/src/ATen/native/npu/AddmmKernelNpu.cpp
rename to pytorch1.5.0/src/aten/src/ATen/native/npu/AddmmKernelNpu.cpp
diff --git a/src/aten/src/ATen/native/npu/AddmvKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/AddmvKernelNpu.cpp
similarity index 100%
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similarity index 100%
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diff --git a/src/aten/src/ATen/native/npu/AffineGridGeneratorBackwardKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/AffineGridGeneratorBackwardKernelNpu.cpp
similarity index 100%
rename from src/aten/src/ATen/native/npu/AffineGridGeneratorBackwardKernelNpu.cpp
rename to pytorch1.5.0/src/aten/src/ATen/native/npu/AffineGridGeneratorBackwardKernelNpu.cpp
diff --git a/src/aten/src/ATen/native/npu/AffineGridGeneratorKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/AffineGridGeneratorKernelNpu.cpp
similarity index 100%
rename from src/aten/src/ATen/native/npu/AffineGridGeneratorKernelNpu.cpp
rename to pytorch1.5.0/src/aten/src/ATen/native/npu/AffineGridGeneratorKernelNpu.cpp
diff --git a/src/aten/src/ATen/native/npu/AllKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/AllKernelNpu.cpp
similarity index 100%
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rename to pytorch1.5.0/src/aten/src/ATen/native/npu/AllKernelNpu.cpp
diff --git a/src/aten/src/ATen/native/npu/AnchorResponseFlagsKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/AnchorResponseFlagsKernelNpu.cpp
similarity index 100%
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old mode 100755
new mode 100644
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similarity index 100%
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diff --git a/src/aten/src/ATen/native/npu/EluBackwardKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/EluBackwardKernelNpu.cpp
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diff --git a/src/aten/src/ATen/native/npu/EmbeddingBackwardKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/EmbeddingBackwardKernelNpu.cpp
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diff --git a/src/aten/src/ATen/native/npu/EmbeddingRenormKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/EmbeddingRenormKernelNpu.cpp
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diff --git a/src/aten/src/ATen/native/npu/NmsV4KernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/NmsV4KernelNpu.cpp
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diff --git a/src/aten/src/ATen/native/npu/NmsWithMaskKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/NmsWithMaskKernelNpu.cpp
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diff --git a/src/aten/src/ATen/native/npu/NnpackSpatialConvolutionKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/NnpackSpatialConvolutionKernelNpu.cpp
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diff --git a/src/aten/src/ATen/native/npu/NonzeroKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/NonzeroKernelNpu.cpp
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diff --git a/src/aten/src/ATen/native/npu/PackPaddedSequenceKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/PackPaddedSequenceKernelNpu.cpp
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diff --git a/src/aten/src/ATen/native/npu/ReflectionPad2dKernelNpu.cpp b/pytorch1.5.0/src/aten/src/ATen/native/npu/ReflectionPad2dKernelNpu.cpp
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rename from test/test_npu/test_type_as.py
rename to pytorch1.5.0/test/test_npu/test_type_as.py
diff --git a/test/test_npu/test_unbind.py b/pytorch1.5.0/test/test_npu/test_unbind.py
similarity index 100%
rename from test/test_npu/test_unbind.py
rename to pytorch1.5.0/test/test_npu/test_unbind.py
diff --git a/test/test_npu/test_upsample_bicubic2d_backward.py b/pytorch1.5.0/test/test_npu/test_upsample_bicubic2d_backward.py
similarity index 100%
rename from test/test_npu/test_upsample_bicubic2d_backward.py
rename to pytorch1.5.0/test/test_npu/test_upsample_bicubic2d_backward.py
diff --git a/test/test_npu/test_zeros_like.py b/pytorch1.5.0/test/test_npu/test_zeros_like.py
similarity index 100%
rename from test/test_npu/test_zeros_like.py
rename to pytorch1.5.0/test/test_npu/test_zeros_like.py
diff --git a/test/test_npu/test_zeroslike.py b/pytorch1.5.0/test/test_npu/test_zeroslike.py
similarity index 100%
rename from test/test_npu/test_zeroslike.py
rename to pytorch1.5.0/test/test_npu/test_zeroslike.py
diff --git a/test/test_npu/util_test.py b/pytorch1.5.0/test/test_npu/util_test.py
similarity index 100%
rename from test/test_npu/util_test.py
rename to pytorch1.5.0/test/test_npu/util_test.py
diff --git a/pytorch1.8.1/src/env.sh b/pytorch1.8.1/src/env.sh
new file mode 100644
index 00000000000..0feef2ffdd8
--- /dev/null
+++ b/pytorch1.8.1/src/env.sh
@@ -0,0 +1,103 @@
+# Copyright (c) 2020 Huawei Technologies Co., Ltd
+# All rights reserved.
+#
+# Licensed under the BSD 3-Clause License  (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# https://opensource.org/licenses/BSD-3-Clause
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+############## nnae situation ################
+
+# cann env path
+cpu_type=$(echo $HOSTTYPE)
+if [ x"${cpu_type}" == x"x86_64" ];then
+  cpu_type=x86_64-linux
+else
+  cpu_type=arm64-linux
+fi
+
+# 根据系统下的路径判断走nnae 还是 ascend-toolkit
+if [ -d /usr/local/Ascend/ascend-toolkit/latest ];then
+  export ASCEND_BASE=/usr/local/Ascend/ascend-toolkit/latest
+  export ASCEND_AICPU_PATH=${ASCEND_BASE}/${cpu_type}
+else
+  export ASCEND_BASE=/usr/local/Ascend/nnae/latest
+  export ASCEND_AICPU_PATH=${ASCEND_BASE}
+fi
+
+# 定义各个子包的路径
+export FWK_HOME=${ASCEND_BASE}/fwkacllib
+export PLUGIN_PATH=${ASCEND_BASE}/fwkacllib/lib64/plugin
+export OP_PATH=${ASCEND_BASE}/opp/
+export TOOLKIT_PATH=${ASCEND_BASE}/toolkit
+export DRIVER_PATH=/usr/local/Ascend/driver
+export ADD_ONS_PATH=/usr/local/Ascend/add-ons
+
+# 对于下面的路径， 如果子包内的相对路径不变则不要修改
+# 定义导入的依赖库
+export LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:/usr/local/
+export LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:/usr/local/python3.7.5/lib/
+export LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:/usr/local/openblas/lib
+export LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:/usr/local/lib/
+export LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:/usr/lib64/
+export LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:/usr/lib/
+export LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:${FWK_HOME}/lib64/
+export LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:${DRIVER_PATH}/lib64/common/
+export LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:${DRIVER_PATH}/lib64/driver/
+export LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:${ADD_ONS_PATH}
+export LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:/usr/lib/aarch64_64-linux-gnu
+
+# 定义python的依赖库
+export PYTHONPATH=$PYTHONPATH:${FWK_HOME}/python/site-packages/
+export PYTHONPATH=$PYTHONPATH:${FWK_HOME}/python/site-packages/auto_tune.egg/auto_tune
+export PYTHONPATH=$PYTHONPATH:${FWK_HOME}/python/site-packages/schedule_search.egg
+
+# 定义plugin依赖库
+export OPTION_EXEC_EXTERN_PLUGIN_PATH=$OPTION_EXEC_EXTERN_PLUGIN_PATH:${PLUGIN_PATH}/opskernel/libfe.so
+export OPTION_EXEC_EXTERN_PLUGIN_PATH=$OPTION_EXEC_EXTERN_PLUGIN_PATH:${PLUGIN_PATH}/opskernel/libaicpu_engine.so
+export OPTION_EXEC_EXTERN_PLUGIN_PATH=$OPTION_EXEC_EXTERN_PLUGIN_PATH:${PLUGIN_PATH}/opskernel/libge_local_engine.so
+
+# 训练需要在线编译算子故而需要确认cce编译器以及算子的路径
+export ASCEND_OPP_PATH=${OP_PATH}
+export PATH=$PATH:${FWK_HOME}/ccec_compiler/bin/
+export PATH=$PATH:${TOOLKIT_PATH}/tools/ide_daemon/bin/
+
+# 搜索当前执行python库路径及三方库路径, 导入到LD_LIBRARY_PATH
+path_lib=$(python3.7 -c """
+import sys
+import re
+result=''
+for index in range(len(sys.path)):
+    match_sit = re.search('-packages', sys.path[index])
+    if match_sit is not None:
+        match_lib = re.search('lib', sys.path[index])
+        match_run = re.search('Ascend', sys.path[index])
+        if match_run is not None:
+            continue
+
+        if match_lib is not None:
+            end=match_lib.span()[1]
+            result += sys.path[index][0:end] + ':'
+        
+        result += sys.path[index] + '/torch/:'
+        result += sys.path[index] + '/torch/lib:'
+print(result)"""
+)
+echo ${path_lib}
+export LD_LIBRARY_PATH=${path_lib}:$LD_LIBRARY_PATH
+
+# pytorch 自定义环境变量
+export TASK_QUEUE_ENABLE=0 # 使用异步任务下发，异步调用acl接口，建议默认开启，开启设置为1
+export PTCOPY_ENABLE=1 # 使用PTCopy算子模式，加速转连续及copy等过程，建议默认开启，开启设置为1
+#export DYNAMIC_COMPILE_ENABLE=1  # 动态shape特性功能，针对shape变化场景，可选 开启设置为1
+
+# log 
+export ASCEND_SLOG_PRINT_TO_STDOUT=0   #日志打屏, 可选
+export ASCEND_GLOBAL_LOG_LEVEL=3       #日志级别常用 1 INFO级别; 3 ERROR级别
+export ASCEND_GLOBAL_EVENT_ENABLE=0    #默认不使能event日志信息
\ No newline at end of file
diff --git a/scripts/gen.sh b/scripts/gen.sh
index 3fa917bc469..58cd979c953 100644
--- a/scripts/gen.sh
+++ b/scripts/gen.sh
@@ -18,16 +18,36 @@
 CUR_DIR=$(dirname $(readlink -f $0))
 ROOT_DIR=$CUR_DIR/..
 PT_DIR=$ROOT_DIR/pytorch
-
+Version=1.5.0
 function main()
 {
     cd $ROOT_DIR
     # patch
-    cp $ROOT_DIR/patch/npu.patch $PT_DIR
-    cd $PT_DIR
-    patch -p1 < npu.patch
-    cp -r $ROOT_DIR/src/* $PT_DIR
+    if [ $Version = "1.5.0" ]; then
+        cp $ROOT_DIR/patch/pytorch1.5.0_npu.patch $PT_DIR
+        cd $PT_DIR
+        patch -p1 < pytorch1.5.0_npu.patch
+        cp -r $ROOT_DIR/pytorch1.5.0/src/* $PT_DIR
+    
+    elif [ $Version = "1.8.1" ];  then
+        cp $ROOT_DIR/patch/pytorch1.8.1_npu.patch $PT_DIR
+        cd $PT_DIR
+        patch -p1 < pytorch1.8.1_npu.patch
+        cp -r $ROOT_DIR/pytorch1.8.1/src/* $PT_DIR
+    else
+        echo "Usage: Only support version: 1.5.0 or 1.8.1."
+        exit 1
+    fi     
 }
 
-main $@
+
+case "$1" in
+    -v|--version)
+        Version=$2;
+    ;;
+
+esac
+
+
+main
 
diff --git a/scripts/makepatch.sh b/scripts/makepatch.sh
index db14e8b7d98..25b8e6abf36 100644
--- a/scripts/makepatch.sh
+++ b/scripts/makepatch.sh
@@ -15,4 +15,4 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-diff -Nur --exclude=.git* --exclude=.jenkins --exclude=android --exclude=OWNERS --exclude=third_party --exclude=README* -Nur pytorch-v1.5.0 pytorch-develop >npu.patch
+diff -Nur --exclude=.git* --exclude=.jenkins --exclude=android --exclude=OWNERS --exclude=third_party --exclude=README* -Nur $1 $2 >$3.patch
diff --git a/scripts/mkdirs.sh b/scripts/mkdirs.sh
index 17719f42677..2e9d3d3d484 100644
--- a/scripts/mkdirs.sh
+++ b/scripts/mkdirs.sh
@@ -18,12 +18,12 @@
 CUR_DIR=$(dirname $(readlink -f $0))
 ROOT_DIR=$CUR_DIR/..
 
-SRC_DIR=pytorch-develop
-
+SRC_DIR=$1
+TEMP_DIR=$2
 # mkdir src
 mkdir -p src/aten/src/ATen/native
 mkdir -p src/aten/src/ATen/detail
-mkdir -p src/aten/src/ATen/templates
+
 
 mkdir -p src/c10
 
@@ -31,7 +31,7 @@ mkdir -p src/cmake/public
 
 mkdir -p src/third_party
 
-mkdir -p src/torch/contrib
+
 mkdir -p src/torch/csrc/autograd
 mkdir -p src/torch/csrc/utils
 mkdir -p src/torch/lib/c10d
@@ -39,14 +39,19 @@ mkdir -p src/torch/utils
 
 mkdir -p src/tools/autograd
 
-mkdir -p temp/test
+mkdir -p ${TEMP_DIR}/test
 
 # move files
 mv $SRC_DIR/aten/src/ATen/native/npu src/aten/src/ATen/native
 mv $SRC_DIR/aten/src/THNPU src/aten/src
 mv $SRC_DIR/aten/src/ATen/detail/NPU* src/aten/src/ATen/detail
 mv $SRC_DIR/aten/src/ATen/npu src/aten/src/ATen
-mv $SRC_DIR/aten/src/ATen/templates/NPU* src/aten/src/ATen/templates
+
+if [ -e $SRC_DIR/aten/src/ATen/templates/NPU* ]; then
+    mkdir -p src/aten/src/ATen/templates
+    mv $SRC_DIR/aten/src/ATen/templates/NPU* src/aten/src/ATen/templates
+fi
+
 cp $SRC_DIR/aten/src/ATen/native/native_functions.yaml src/aten/src/ATen/native
 cp $SRC_DIR/tools/autograd/derivatives.yaml src/tools/autograd
 
@@ -57,7 +62,11 @@ mv $SRC_DIR/cmake/public/npu.cmake src/cmake/public
 mv $SRC_DIR/third_party/acl src/third_party
 mv $SRC_DIR/third_party/hccl src/third_party
 
-mv $SRC_DIR/torch/contrib/npu src/torch/contrib
+if [ -e  $SRC_DIR/torch/contrib/npu ]; then
+    mkdir -p src/torch/contrib
+    mv $SRC_DIR/torch/contrib/npu src/torch/contrib
+fi
+
 mv $SRC_DIR/torch/csrc/autograd/profiler_npu.cpp src/torch/csrc/autograd
 mv $SRC_DIR/torch/csrc/npu src/torch/csrc
 mv $SRC_DIR/torch/csrc/utils/npu_* src/torch/csrc/utils
@@ -69,10 +78,18 @@ mv $SRC_DIR/env.sh src
 mv $SRC_DIR/build.sh src # where
 
 ## dump util
-mv $SRC_DIR/aten/src/ATen/utils src/aten/src/ATen
-mv $SRC_DIR/torch/utils/dumper.py src/torch/utils
+if [ -e  $SRC_DIR/aten/src/ATen/utils ]; then
+    mv $SRC_DIR/aten/src/ATen/utils src/aten/src/ATen
+fi
+
+if [ -e  $SRC_DIR/torch/utils/dumper.py ]; then
+    mv $SRC_DIR/torch/utils/dumper.py src/torch/utils
+fi
 
 # end
-mv src temp
-mv $SRC_DIR/test/test_npu temp/test
-mv $SRC_DIR/access_control_test.py temp
+mv src $TEMP_DIR
+mv $SRC_DIR/test/test_npu ${TEMP_DIR}/test
+
+if [ -e  $SRC_DIR/access_control_test.py ]; then
+    mv $SRC_DIR/access_control_test.py $TEMP_DIR
+fi
\ No newline at end of file
-- 
Gitee