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path: root/arm_compute/core/KernelDescriptors.h
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2023-05-04Implement OpenCL MatMul heuristic for Arm® Mali™-G710Gian Marco Iodice
- Add heuristic for f32/f16 and int8 quantized data types - Include MatMul configuration selection in the CLMatMul operator Resolves COMPMID-5950, COMPMID-5957, COMPMID-5959, COMPMID-5925, COMPMID-5926, COMPMID-5927, COMPMID-5928 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Change-Id: Ic222148da0337b88d4d8c960e3b6ac31003d8bcb Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9564 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-03-17Implement OpenCL MatMul for Lhs NT Rhs T/NT FP32/16Ramy Elgammal
- Implement ClNativeMatMulKernel class - Implement opencl kernel for LHS non-transposed and RHS non-transposed - Implement opencl kernel for LHS non-transposed and RHS transposed - Add test fixture and dataset for matmul - Implement transpose_tensor() for reference implementation to transpose high dimensional tensors Resolves: COMPMID-5944, COMPMID-5951 Co-authored-by: Gunes Bayir <gunes.bayir@arm.com> Co-authored-by: Ramy Elgammal <ramy.elgammal@arm.com> Change-Id: I1d5b8978f41be27baddb3153ade880472141573f Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9333 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-01-10Extend cl image support to input and output tensorsGian Marco Iodice
- Add support for texture image to input and output of direct convolution - Extend T_LOAD2D_INDIRECT macro to read values from cl image storages Resolves COMPMID-5715 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Change-Id: Idb0410f53f6d0763cd9e39895a7cbf9bc826d33a Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8904 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2022-12-30Move DWC native heuristic into the heuristic folderGian Marco Iodice
- Move the DWC native heuristic from CLDepthwiseConvolutionLayer to heuristic/ - Update the heuristic for Arm® Mali™-G77. Use a smaller block size (4x2) for Fp16 - Call the new heuristic in GpuDepthwiseConv2d Resolves COMPMID-5798 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Change-Id: I6bfd30cea76bea2e98202a7a5c1d51709f3382a4 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8889 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2022-10-06Rework DepthwiseConvolution heuristic on OpenCLGian Marco Iodice
Resolves COMPMID-5632 Change-Id: I2bdbe69a610ca2510fbd74d5d412842679299762 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8365 Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Reviewed-by: Jakub Sujak <jakub.sujak@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2022-07-08Extended direct conv 2d interface for tuning the OpenCl kernelGian Marco Iodice
Resolves COMPMID-5298 Change-Id: Ie9b907e5dcf86aa6add8d08799fa7ba7c264edea Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7888 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Benchmark: 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>
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>
2021-07-02Rework 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>
2021-06-30Revert "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>
2021-06-24Rework 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>
2021-06-15Add NHWC support to CLRemapFrederick Liardet
Add NHWC support to CLRemap, also add relevant tests. Partially resolves COMPMID-4335. Change-Id: I119bea99be497fb85d5cd83a10f8d4e8e1f97f17 Signed-off-by: Freddie Liardet <frederick.liardet@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5773 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-03-31Remove Computer Vision generic interfaces and typesGeorgios Pinitas
Removes: - reference validation routines - CV related types and structures - CV related interfaces Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I3a203da12d9b04c154059b190aeba18a611149a9 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5340 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-03-23Fixed compiler errorsPablo Marquez Tello
* Some compilers fail to build due to the inconsistent use of the noexcept clause Change-Id: I1f44abec84d8d0c8dd45662d1e309d006dcf9b64 Signed-off-by: Pablo Marquez Tello <pablo.tello@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5281 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Sang-Hoon Park <sang-hoon.park@arm.com> Reviewed-by: Manuel Bottini <manuel.bottini@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-03-08Make Softmax kernels on OpenCL statelessSang-Hoon Park
* ClSoftmaxKernel and ClSoftmax are created. * ClSoftmaxKernel is now state-less and ClSoftmax handles the internal tensors required for computation. * add_const_tensor() is added to TensorPack not only to have symmetric interface but also to benefit from implicit conversion. Implements: COMPMID-3998 Change-Id: I4f823121777be24260fd12b2cd71a6ff718c4eed Signed-off-by: Sang-Hoon Park <sang-hoon.park@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5087 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-02-01Make data_layout an attribute of the Scale functionMichele Di Giorgio
Resolves COMPMID-4208 Change-Id: I61ca670134a005462ad0528a5aff9507a90860e7 Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4942 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-10-26COMPMID-3925: Dispatch CLGEMM with no padding y requirementGian Marco Iodice
- Add has_pad_y flag in GEMMKernelInfo - Skip reinterpret as 3D in CLGEMMMatrixMultiplyReshapedOnlyRHSKernel if has_pad_y = false - Add test to validate CLGEMMMatrixMultiplyReshapedOnlyRHSkernel with had_pad_y = false/true - Configure two variants of CLGEMMMatrixMultiplyReshapedOnlyRHSKernel to run with has_pad_y = false/true in CLGEMM - Check if the lhs/dst tensors have pad y. If not, run CLGEMMMatrixMultiplyReshapedOnlyRHSKernel without padding requirement Change-Id: I68bb43389789736d676b899ac7c77fd9138babaf Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4248 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-07-09COMPMID-3324: Adjusting capitalization of Arm copyright claim to reflect Arm ↵Michele Di Giorgio
preferred presentation Change-Id: Ib7dcfcbb24b408999dfae366b9da396485aacf78 Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3525 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-06-08COMPMID-3180: Remove padding from NEThresholdGeorgios Pinitas
- Removes padding from NEThresholdKernel - Alters configuration interface to use a descriptor Change-Id: I394d5e1375454813856d9d206e61dc9a87c2cadc Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3300 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2020-06-02COMPMID-3363: Create ScaleKernelInfoSang-Hoon Park
NEScaleKernel and NEScale are modified to use the new kernel descriptor. Change-Id: I32e3e2a5209a38f5bf32c43f64b2aa4430825988 Signed-off-by: Sang-Hoon Park <sang-hoon.park@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3239 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-05-15COMPMID-3289: Test improvement CLGEMMMatrixMultiplyReshapedKernel.morgolock
Change-Id: Ia6c2f115849889baceafaf716477456e41f96037 Signed-off-by: morgolock <pablo.tello@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3186 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Sang-Hoon Park <sang-hoon.park@arm.com>
2020-03-16COMPMID-3237: Extend GEMMLowpReduction kernels to multiply reductions by a ↵Michele Di Giorgio
scalar value Change-Id: If2a242f52aea753591525d30a4cb64c1a766bf8d Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/2881 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Sang-Hoon Park <sang-hoon.park@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-03-06COMPMID-2847: Fuse output stage in GEMMLowpMatrixMultiplyReshapedOnlyRHSMichele Di Giorgio
Change-Id: Icd60eb368a34295434e8c141885b4666973a92a1 Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/2732 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-02-05COMPMID-2927: Add support for mixed precision inGeorgios Pinitas
CLInstanceNormalizationLayer Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I91482e2e4b723606aef76afef09a8277813e5d1b Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/2668 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com>
2020-01-06COMPMID-2801: Add support for QASYMM8_SIGNED in ↵Michele Di Giorgio
NEDirectConvolutionLayerOutputStageKernel Change-Id: Ib047dd1024b8ecac60e2d368cb161ca418c933ff Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/2503 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2019-12-20COMPMID-2763 [CL] add support for QASYMM8_SIGNED to SoftmaxLayerSang-Hoon Park
Change-Id: I4556bde3aa51eb874a4e674dbbd575fa4491c088 Signed-off-by: Sang-Hoon Park <sang-hoon.park@arm.com> Reviewed-on: https://review.mlplatform.org/c/2375 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>
2019-12-04COMPMID-2826 Comply with DCL51-CPPMichalis Spyrou
Rename all header guards to be compliant with DCL51-CPP Change-Id: I47b09375bb1b8d39d80c275ce69a3f25fb385d75 Signed-off-by: Michalis Spyrou <micspy01@e123758.cambridge.arm.com> Reviewed-on: https://review.mlplatform.org/c/2393 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-10-31COMPMID-2266: [CL] add support for Log SoftmaxSang-Hoon Park
Change-Id: I4a8f3519328553e24cbb4fe45a8ca4d47c90975d Signed-off-by: Sang-Hoon Park <sang-hoon.park@arm.com> Reviewed-on: https://review.mlplatform.org/c/2182 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2019-09-12COMPMID-2570: Add hybrid precision flag in GEMMKernelInfo.Georgios Pinitas
Adds fp_mixed_precision flag in GEMMKernelInfo in order to indicate use of wider accumulators for FP16 workloads where supported. Change-Id: I8d69bc62d945fd40af77395ff673d07880b7aeb6 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/1914 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-09-12COMPMID-2599: Implement a new and generic depthwise convolution on OpenCL ↵Gian Marco Iodice
(Fp32/FP16-NHWC) Part 1 Change-Id: I5e1d27a7006199e9229e455a1df9bfc2ed4e8341 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/1898 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-07-17COMPMID-1979: Fuse Activation Function in CLGEMM - part 2Gian Marco Iodice
Fuse activation function in: CLGEMMMatrixMultiplyNativeKernel CLGEMMMatrixMultiplyReshapedKernel CLGEMMMatrixMultiplyReshapedOnlyRHSKernel Change-Id: I033ace2bdc58903594c9f31175e4b23c4b559f6f Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/1565 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giuseppe Rossini <giuseppe.rossini@arm.com>
2019-06-28COMPMID-1979: Fuse Activation Function in CLGEMM - part 1Gian Marco Iodice
Implementing a new struct to contains the information for the OpenCL GEMM kernels Change-Id: I6c641c312f9c3b025a7c69dd0df3b730d2d2c2cb Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/1434 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giuseppe Rossini <giuseppe.rossini@arm.com>
2019-04-11COMPMID-1959: Implements 2D FFT on OpenCLGeorgios Pinitas
Change-Id: I73cf3984a5463acc854c8a59dc2bd9a5234cd99c Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/936 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2019-03-29COMPMID-1958: Implements 1D FFT in OpenCL.Georgios Pinitas
Forward complex FFT implementation. Change-Id: Ia0ba8740072e5adb06f8ead462a47abc8b5dd125 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/904 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
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