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2022-07-13Add Gemm MMUL Reshaped Only Rhs Support for FP32/FP16Gunes Bayir
This patch introduces a GEMM routine that is optimized for Arm(R) Mali(TM)-G715 and Arm(R) Mali(TM)-G615 Resolves: COMPMID-5216 Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Change-Id: I2e5d7806f5904347185bb3e250f73d73d6669dba Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7914 Reviewed-by: SiCong Li <sicong.li@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2022-06-27Implement new Elementwise Dynamic Fusion Operators: Div, FloorMichalis Spyrou
Resolves: COMPMID-5355 Change-Id: I92f73fbe885f28bbe7b07965b90cfd807c93602f Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7745 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com>
2022-05-11Fix inclusion guard for dynamic fusion moduleSiCong Li
Resolves COMPMID-5318 Signed-off-by: SiCong Li <sicong.li@arm.com> Change-Id: I59594632c9891b9569089764ae26cc7be6b78fcd Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7550 Reviewed-by: Nikhil Raj Arm <nikhil.raj@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2022-05-06Integrate Dynamic Fusion patchesSiCong Li
* Add public interfaces: * OperatorGraph: Describe a workload that could contain fused kernels * IWorkload: Generic interface for workloads built from OperatorGraph * ClWorkload: OpenCL workloads built from OperatorGraph * ClCompositeOperator: Runtime async operator to execute a ClWorkload * DependencyGraph (will likely be deprecated in later iterations) * Add example * cl_fused_conv2d_elementwise_add.cpp to explain how to use the new interfaces * Add internal translation layer * Refactor ClKernelBuildingAPI * Remove non-tile based gemm native kernel component * Minor interface changes * Add integration tests Resolves COMPMID-5161 Signed-off-by: SiCong Li <sicong.li@arm.com> Change-Id: Ib987ed79289ab0bcbd3130d54f5793408d9f1240 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7510 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2022-04-19Add CLPool3d Int8 SupportMohammed Suhail Munshi
- Adds Qasymm8 and Qasymm8_signed support to the 3d pool operator Resolves: COMPMID-4669 Signed-off-by: Mohammed Suhail Munshi <MohammedSuhail.Munshi@arm.com> Change-Id: I36038c2b7c4f36baf67f7aae801356890e104538 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/410496 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Sheri Zhang <sheri.zhang@arm.com> Comments-Addressed: bsgcomp <bsgcomp@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7391 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2022-04-13Add DirectConvolution2D kernel component for dynamic fusionGunes Bayir
Resolves: COMPMID-5156 Change-Id: I438da924cb80d3bce72106b06ca7181e0606bd01 Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7399 Reviewed-by: SiCong Li <sicong.li@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2022-03-24[Dynamic Fusion] Implement build options generationGiorgio Arena
Resolves: COMPMID-5153 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: Ic34cc1f0d092fafa7c2faa4dd705cf8f68eaf87e Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7317 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2022-03-17Setup automatic kernel window for dynamic fusionGunes Bayir
The window of the fused kernels is equal to the root kernel's window. For this reason, the following kernels does not change the window and intermediate tensors have the same shape and info as the destination tensor. Resolves: COMPMID-5152 Change-Id: I25fe2fab8304ecaabfc2e4ade9bbf31a600a5033 Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7316 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com>
2022-03-15Implementation of ClPooling3dramelg01
- For NDHWC layout - For F16 and F32 data types - Mixed Precision stil not supported Resolves: COMPMID-4670 Signed-off-by: ramy.elgammal@arm.com Change-Id: I0e14a13e4625569e8e5ee67e6033bd1efe0da469 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7262 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2022-03-08Merge kernel prototype patchGiorgio Arena
Resolves: COMPMID-5151 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: Ic4024d5cd4819fe917a1d49621f1866ae2e90a37 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7260 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2022-02-09Remove deprecated remap functions.Adnan AlSinan
- Remove CLRemapKernel. - Remove NERemapKernel. Partially resolves COMPMID-4984 Signed-off-by: Adnan AlSinan <adnan.alsinan@arm.com> Change-Id: Ia61f9ac7447695d81178701cf0e9b7625a91eccc Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7056 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Marquez Tello <pablo.tello@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2022-02-03Added a multithreaded test for CL backend.Pablo Marquez Tello
* Resolves MLCE-662 Change-Id: Ic85ddcf6608d440ec0b143736a5f4a031a4ca237 Signed-off-by: Pablo Marquez Tello <pablo.tello@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6507 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2022-02-02Revert "Rework gemm_mm_reshaped_only_rhs_ kernels with new macros"Ramy Elgammal
This reverts commit 10e88a7351 "Rework gemm_mm_reshaped_only_rhs_ kernels with new macros" Resolves: COMPMID-5095 Signed-off-by: Ramy Elgammal<ramy.elgammal@arm.com> Change-Id: I46e167882f072e7508b6101d295accb6e089e740 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7045 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2022-01-25Rework gemm_mm_reshaped_only_rhs_ kernels with new macrosGian Marco Iodice
- Rework gemm_reshaped_rhs_only with new TILE macros - Fuse post ops in gemm_reshaped_rhs_only Resolves COMPMID-4890 Change-Id: I944948ecec6d08deaf3545b80cd3eeac26e44205 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6944 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Sheri Zhang <sheri.zhang@arm.com>
2022-01-12Enabled support for QASYMM8 in ClCastKernelPablo Marquez Tello
* Partially resolves MLCE-736 Change-Id: I07140a21d9cc1f804cdf647ce863bb5e2eb10229 Signed-off-by: Pablo Marquez Tello <pablo.tello@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6918 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-12-23Rework gemm_reshape_lhs_ with new macrosAdnan AlSinan
Resolves COMPMID-4892 Signed-off-by: Adnan AlSinan <adnan.alsinan@arm.com> Change-Id: I52f23ca293506fc693ae829daccc6e889a050752 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6833 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-11-12Fix PostOp dependencySiCongLi
In general src headers should not be included in any public header of other modules. Since there are modules (graph, tests) that rely on specific PostOp definitions in the previous src/core/experimental/PostOp.h, export it to the public arm_compute header Resolves COMPMID-4974 Signed-off-by: SiCongLi <sicong.li@arm.com> Change-Id: I0fa4da5108a34fe6bfff1e9d57839da4e51dc314 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6673 Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-11-09Fix _memory.region() == nullptr validation bug for FusedPostOpsGiorgio Arena
Resolve COMPMID-4907 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: If946e3b2acb44327e647d5edd2c214200c2bcc26 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6620 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-11-04Add validate tests for CLConvolutionLayer and CLGEMMConvolutionLayer with ↵SiCongLi
post ops * Add validate tests * Restrict post ops support in ClGemmConv2d to only those that do not need im2col or col2im. In practice this means we only support post ops in conv1x1 with stride = 1, dilation = 1 and data layout = NHWC Resolves COMPMID-4435 Change-Id: I1fdf0c5d565a4624857250075ac76db35c2f383b Signed-off-by: SiCongLi <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6573 Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-11-04Add PRelu to supported PostOps in:ramelg01
- ClGemmMatrixMultiplyReshapedKernel - ClGemmMatrixMultiplyNativeKernel - ClGemmMatrixMultiplyReshapedOnlyRhsKernel Resolves: COMPMID-4713 Change-Id: I3adcb1b3d4af37ebcbc3bee19cc1845885d08600 Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6553 Reviewed-by: SiCong Li <sicong.li@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-11-02Fix GEMMMatrixMultiplyReshapedOnlyRHSKernel tests to use InitializerListDatasetSiCongLi
Resolves: COMPMID-4435 Change-Id: Ia57197b63b033674de250b8e7765a0fbb8ce698d Signed-off-by: SiCongLi <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6562 Reviewed-by: Sheri Zhang <sheri.zhang@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-11-02Add post ops to ClGemmMatrixMultiplyReshapedOnlyRHSKernel and ↵SiCongLi
ClGemmMatrixMultiplyNativeKernel Part 3 Partially resolves: COMPMID-4435 Change-Id: Ifc5affa3a24a70942ca2d001380205df09b03ad7 Signed-off-by: SiCongLi <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6550 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-11-01Fix dst "widening" validationSiCongLi
* Auto-initialize the dst tensor before checking for PostOp shape compliance so that we catch the invalid case of "widening" dst tensor shape * Rework post op validate test cases to be more readable Partially resolves: COMPMID-4435 Change-Id: I79943994182942f962e4d59a7fa0d6f017ae9ac7 Signed-off-by: SiCongLi <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6548 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-10-28Add experimental PostOp interface to ClGemmMatrixMultiplyReshapedKernel Part 1SiCongLi
This interface supports the fusion of multiple elementwise operations Partially resolves: COMPMID-4435 Change-Id: If68dd7dd98dcf239fde7cb1f0a4a6d4d1e899a6f Signed-off-by: SiCongLi <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6483 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-10-27Improve conv3d validationFreddie Liardet
Improve validation of cpu conv3d and add validation test. Align Size3D to Size3D comparison with how Size2D implements it. Remove print statement in MaxUnpooling validation tests. Signed-off-by: Freddie Liardet <frederick.liardet@arm.com> Change-Id: I17048d56b08704cdbf1ad978af02009e57f3aa83 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6512 Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-10-22Remove large conv3d testsFreddie Liardet
Signed-off-by: Freddie Liardet <frederick.liardet@arm.com> Change-Id: I27ea2e96a2360bf9a77556b8c0171ce7666fc49f Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6496 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Michele Di Giorgio <michele.digiorgio@arm.com>
2021-10-21Reduce size of large conv3d nightly testsFreddie Liardet
Resolves: COMPMID-4881 Signed-off-by: Freddie Liardet <frederick.liardet@arm.com> Change-Id: I36081563840404a75c0b77d7f3c90a96790e9915 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6491 Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-10-20Implement CLDirectConv3DKernel - uint8/int8Giorgio Arena
Resolve COMPMID-4663 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: I5c3c1cffed5385c06b789543318f7f4d6096987e Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6468 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Sheri Zhang <sheri.zhang@arm.com>
2021-10-18Remove legacy GeMM kernels on OpenCLGian Marco Iodice
Resolves COMPMID-4446 Change-Id: I1d3c2391b67681f4d3af440826aa95b47a1288a6 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6444 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-10-14Implement CLDirectConv3D f32/f16Giorgio Arena
Resolve COMPMID-4660 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: Ibd66ec1eb6faa60086981b1e3a9c12561df3445f Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6420 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2021-10-05Fix tolerance issue for Scale tests on OpenCLGian Marco Iodice
Resolves COMPMID-4819, COMPMID-4817 Change-Id: I257ee8921742c5070d283b62db1e5138a8cfa439 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6363 Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-09-15Provide tests for fusing pad layer in graph APIGunes Bayir
There are two tests: - A unit test that checks if certain padding configurations are to be fused or not - A fixture test that compares a reference implementation of pad+conv vs target implementation using the same fusing logic as graph API Tests are written for CL backend only to prevent code duplication. The code written in the graph API remains untested. Resolves: COMPMID-4702 Change-Id: Ie84d1cb910013033b46ac9d66cf5fc556d4963d2 Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6252 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Sheri Zhang <sheri.zhang@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-09-03Review all shapes in datasets to account for padding removal Part 1Gian Marco Iodice
* Add the following configurations for stressing padding removal: * size = 1 * size = multiple of processing size * size = non-multiple of processing size Partially resolves COMPMID-3865 Change-Id: I15361daf3def960c9e3f7d8aaa6682bebd5d7e5f Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/275764 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Manuel Bottini <manuel.bottini@arm.com> Comments-Addressed: bsgcomp <bsgcomp@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4365 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-08-25Move CPU/GPU files from Core/Runtime to the respective backend foldersGeorgios Pinitas
Legacy structure contained two libraries core/runtime with two backends in each. We reduce the core/runtime libraries to a single library thus merging the backend files Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I69545765fe7a730368105cdbd067d3135ec7a174 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6155 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-08-23Remove padding from ClScaleKernelGiorgio Arena
- Merge quantized kernels with fp for bilinear interpolation (both NCHW and NHWC) - Pass dimensions at compile time rather than at run time - Use tile-based approach to rework the NCHW kernels - Remove unused functions/files Resolve COMPMID-4723 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: Ifcdf02beb9daa9f318395751b3c85eb2fe874082 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6138 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
2021-08-13increase CL/BatchNormalizationLayer Fp16 absolute thresholdGunes Bayir
Resolves: COMPMID-4768 Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Change-Id: I4f194f6fc3c991c6c034ef6617c00057ce163e17 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6103 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-08-04Fix CL direct conv layer test FP32 absolute tolerance issueGunes Bayir
In CL/DirectConvolutionLayer tests, only relative tolerance was being used, and this was causing issues for some small numbers. Resolves: COMPMID-4755 Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Change-Id: I976b70d393a0c196daf37047852eaf8894951e78 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6037 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-08-02Port CLConvolutionLayerSheri Zhang
Resolves: COMPMID-4508 Signed-off-by: Sheri Zhang <sheri.zhang@arm.com> Change-Id: Ifcb6d8ab290655dc8f47a067f23324cf227736f1 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6015 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-07-27Port CLGEMMConvolutionLayerManuel Bottini
Details: port CLWeightsReshapeKernel to ClWeightsReshapeKernel port CLGEMMConvolutionLayer to ClGemmConvolution Resolves: COMPMID-4515 Change-Id: I7d5b4ec72db2742f6eb9f3ffc88f717c35b4f2a3 Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5983 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-07-16Port CLIm2ColKernel to ClIm2ColKernelManuel Bottini
Resolves: COMPMID-4516 Change-Id: I6a6db66797fa801dfe1238fceca413277241d2ec Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5946 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-07-15Port CLCol2ImKernel to ClCol2ImKernelManuel Bottini
Resolves: COMPMID-4517 Change-Id: I50cb02116a1ab86fc29200371944c4774e830746 Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5949 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-07-13Add in-place calculation support for CL elementwise arithmetic kernelsSheri Zhang
- Add in-place calculation support in ClArithmeticKernel, ClSaturatedArithmeticKernel and ClMulKernel - Add in-place test cases Resolves: COMPMID-4431 Signed-off-by: Sheri Zhang <sheri.zhang@arm.com> Change-Id: Id484bdb76b74478a33fedb471ae0c7f799c599f6 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5885 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-07-08Remove redundant implementations of Add/Sub operatorsGeorgios Pinitas
Allows only implementations where inputs/output are of the same data type and removes legacy Computer Vision ones. Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: Ia2b3d23a04236aab682f0c36a1110a30f7c06d1c Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5900 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-07-06Fix manual LOOP_UNROLLINGGian Marco Iodice
The issue is caused by the number of iterations passed to LOOP_UNROLLING. When we use the manual LOOP_UNROLLING, the number of iterations must be less than or equal to 128. To overcome this problem, we create a utility function to check if any of the critical iterations (kernel dimensions) are beyond that limit. If so, the utility function, disable the manual loop unrolling. Resolves COMPMID-4609 Change-Id: I7221c967609e462a5abd1cbb74e2a120f344fcb3 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5913 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-07-02Rework OpenCL Depthwise ConvolutionGian Marco Iodice
- Remove dedicated kernels for NCHW. Now we only use NHWC with permute - Remove specialized kernels for 3x3 NHWC - Simplify CLDepthwiseConvolutionLayer.cpp to call just the native implementation for both floating-point and quantized data types - Develop two parametric opencl kernels for depthwise convolution layer NHWC (floating-point and quantized) - Add support to export the weights to cl_image - Extend test for depthwise convolution on opencl Resolves COMPMID-4417 Change-Id: Ibe533f79c2860f9cac8e921895d5a8f947753a5c Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5893 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-07-02Implement FP GPU depthwise convolution 1x1 kernel for in-place computationSiCongLi
* Implement in-place graph node mutator for 1x1 depthwise convolution * Add in-place to validation fixture except for DepthwiseConvolutionLayerNativeValidationFixture as it would be a duplicate test otherwise (DepthwiseConvolutionLayerNative test tests the underlying kernel) Resolves: COMPMID-4432 Change-Id: Id7f10f5ebdce7d49f550c0b62dbaaab7f5b59d29 Signed-off-by: SiCongLi <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5874 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2021-06-30Revert "Rework OpenCL Depthwise Convolution"Gian Marco Iodice
This reverts commit 561c176598cd14245e2e7918fdf136d1c888d1da. Reason for revert: <validation> Change-Id: I6f2d61c27520439bb538e9265736532104b24cf8 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5127 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-06-29Port the ClGemmLowp kernels to the new APIGeorgios Pinitas
Ported kernels: - CLGEMMLowpMatrixMultiplyNativeKernel - CLGEMMLowpMatrixMultiplyReshapedKernel - CLGEMMLowpMatrixMultiplyReshapedOnlyRHSKernel - CLGEMMLowpOffsetContributionKernel - CLGEMMLowpOffsetContributionOutputStageKernel - CLGEMMLowpQuantizeDownInt32ScaleByFixedPointKernel - CLGEMMLowpQuantizeDownInt32ScaleByFloatKernel - CLGEMMLowpQuantizeDownInt32ScaleKernel Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I9d5a744d6a2dd2f2726fdfb291bad000b6970de2 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5870 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-06-24Rework gemmlowp reshaped_only_rhs using the new macrosGiorgio Arena
Resolve COMPMID-4416 Change-Id: I83cdf0de7adaf4d465ffebd494ab913182072485 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5788 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-06-24Rework OpenCL Depthwise ConvolutionGian Marco Iodice
- Remove dedicated kernels for NCHW. Now we only use NHWC with permute - Remove specialized kernels for 3x3 NHWC - Simplify CLDepthwiseConvolutionLayer.cpp to call just the native implementation for both floating-point and quantized data types - Develop two parametric opencl kernels for depthwise convolution layer NHWC (floating-point and quantized) - Add support to export the weights to cl_image - Extend test for depthwise convolution on opencl Resolves COMPMID-4417 Change-Id: I253dd5d959a70783c82e62b1771a5e9f91621cb0 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5806 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com>