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2021-07-25Reorganize the kernels into nhwc, nchw and common foldersAdnan AlSinan
The Following kernels have been split into nchw/nhwc kernels files: - batchnormalization_layer - batch_to_space - channel_shuffle - depth_to_space - dequantization_layer - im2col - normalization_layer - normalize_planar_yuv_layer - normalize_planar_yuv_layer_quantized - pooling_layer - pooling_layer_quantized - remap - reorg_layer - scale - scale_quantized - space_to_batch - space_to_depth - upsample_layer - winograd_filter_transform - winograd_input_transform - winograd_output_transform The following kernels have been moved to nchw folder: - direct_convolution1x1 - direct_convolution3x3 - direct_convolution5x5 - direct_convolution_quantized - prior_box_layer The following kernels have been moved to nhwc folder: - direct_convolution - dwc_native_fp_nhwc - dwc_native_quantized_nhwc The following kernels have been removed: - sobel_filter While the rest kerenls have been moved to the common folder. Partially resolves COMPMID-4453 Signed-off-by: Adnan AlSinan <adnan.alsinan@arm.com> Change-Id: Ic327ac935687ec351c610c65a3c6357f364a5a58 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5919 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-05-17Add macro to manually unroll loops in OpenCLGiorgio Arena
Change-Id: I092d10534816f5b3717325952033c351b8231380 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5643 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>
2021-04-23[Nightly #1129] CL/Winograd/ConvolutionLayer/F16 mismatch on Mate9Manuel Bottini
Fixing Conv5x5, Conv5x1, Conv1x5 Resolves: COMPMID-4380 Change-Id: I5206d9b85b1d73f6010f02c119aae91266395ba7 Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5485 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Aleksandr Nikolaev <aleksandr.nikolaev@arm.com> Reviewed-by: Sheri Zhang <sheri.zhang@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-04-20[Nightly #1129] CL/Winograd/ConvolutionLayer/F16 mismatch on Mate9Manuel Bottini
Computing the activation in FP32 and then converting in FP16 Resolves: COMPMID-4380 Change-Id: I8a857af65967c8017fb60a358b4f8f0d9fc2e1c2 Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5457 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-04-13Fix TILE initialization in direct convolution and winograd transformsGian Marco Iodice
- The array initializer for the TILE object cannot always be utilized and so we do require to manually initialize the TILE with the LOOP_UNROLLING macro - Resolves COMPMID-4371 Change-Id: I2598354b9fae84c5e3bd11219fffdcdc297215e1 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5417 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-04-13Fix T_LOAD too few parameters issueSheri Zhang
Resolve: COMPMID-4370 Signed-off-by: Sheri Zhang <sheri.zhang@arm.com> Change-Id: I4b2a8bf252405fe9006784fa1769ad5b6e708a71 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5414 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-04-12Add support for cl_image in CLDirectConvolutionLayerGian Marco Iodice
- The cl_image object can be used for the weights - cl_image can only work for f32/f16 - Fix the implicit padding on the first dimension X Resolves COMPMID-4341 Change-Id: I04e0901c69e7765c42afceca38c4a840645b9123 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5393 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-04-12Fix OpenCL kernel compiling failure with array initializerSheri Zhang
The issue is related with clang version, clang 3.9 has the problem, clange 4.0 works. The workaround is to add an extra {} to make this work. Partial resolves: COMPMID-4348 Signed-off-by: Sheri Zhang <sheri.zhang@arm.com> Change-Id: Ia079cbb3c44d617b1b42cb2af758b5a8ba1a032e Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5399 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Manuel Bottini <manuel.bottini@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-04-09Winograd Output transform 7x7 reworkGiorgio Arena
Resolve COMPMID-4140 Change-Id: I17db0ee596665598d08d4359a373160f21ab9acd Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5390 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-04-09Fix OpenCL kernel compiling failure with array initilizerSheri Zhang
The issue is related with clang version, clang 3.9 has the problem, clange 4.0 works. The workaround is to add an extra {} to make this work. Resolves: COMPMID-4348 Signed-off-by: Sheri Zhang <sheri.zhang@arm.com> Change-Id: I2d8fc6400f32af5406fbf2d2556127a53b2ce918 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5392 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-04-08Rewritten Winograd (4x4, 5x5) output transformationAleksandr Nikolaev
This patch takes advantage of tile_helpers.h and different data layout input and tmp matrices. Resolves: COMPMID-4142 Signed-off-by: Aleksandr Nikolaev <aleksandr.nikolaev@arm.com> Change-Id: I5d10bd3f08137414ee7520eef1e6d0aef8cbf160 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5382 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
2021-03-25Improve performance of Winograd Output Transform 3x3Gian Marco Iodice
This patch reworks the winograd output transform 3x3 NHWC on OpenCL - Use utility macros in tile_helpers.h to rewrite the kernel - Implement the tile utility macro for the activation Resolves COMPMID-4144 Change-Id: I86a9bb9ea96b9629a18642b56bb63750710e6af5 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5324 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2020-10-26COMPMID-3741: Remove OpenCL padding: CLWinogradOutputTransformKernelGian Marco Iodice
- Refactor the OpenCL kernels for Winograd output transform NHWC to avoid padding requirement - The kernel adopt the reverse store approach to avoid out-of-bound writes Change-Id: If9aad20354ff2146f57ead07ba0aaadb3df919f9 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4222 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-10-12COMPMID-3826 ArmNN Nightly failing for CLGiorgio Arena
Change-Id: I09f557b5cecafc669e12764e8592457212168d62 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4131 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2020-07-31COMPMID-3324: Fix oclgrind warningsMichalis Spyrou
Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com> Change-Id: Ib14d158b9c5568981835312dcd9d5b9ca116649a Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3637 Tested-by: Arm Jenkins <bsgcomp@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>
2019-05-15COMPMID-2194: Refactor activation function macro in OpenCL. Change all ↵Usama Arif
activation calls to macro from activation_float_helpers.h The different kernels now call the macro from activation_float_helpers.h. activation_helpers.h is now removed. Change-Id: I2e1314c6bc891809e88590d99e048072541cca14 Signed-off-by: Usama Arif <usama.arif@arm.com> Reviewed-on: https://review.mlplatform.org/c/1123 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-05-13COMPMID-2194: Refactor activation function macro in OpenCL. New Macros for ↵Usama Arif
activation. This commit contains the new macros for activation. Only the activation_layer utilizes the new macros in this commit. Change-Id: I2fa8567cc876e8cb67a1e876652bc348b7ed23ea Signed-off-by: Usama Arif <usama.arif@arm.com> Reviewed-on: https://review.mlplatform.org/c/1104 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-04-03COMPMID-1318: Implementing Winograd 7x7 NHWC on OpenCL - Part IIIgiuros01
Change-Id: I7ebf09cc12fb117834faf88cdd556d2a66eacf07 Signed-off-by: giuros01 <giuseppe.rossini@arm.com> Reviewed-on: https://review.mlplatform.org/c/926 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-12-05COMPMID-1298: Fuse ReLu activation in CLWinogradOutputTransformManuel Bottini
Change-Id: I9e6e43a5839d04c2e4b4552c05446efb0a5074cf Reviewed-on: https://review.mlplatform.org/232 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-16COMPMID-1266 : Add support for FP16 in CLWinogradConvolutionLayer: 5x5 kernelsVidhya Sudhan Loganathan
Introduced F32 accumulation for F16 winograd gemm and output transform WinogradConvolution will be available for F16 only if fast math flag is enabled Change-Id: I215593c205236a0f9669218437bb40b184ec6a4f
2018-11-02COMPMID-1699: Disable arithmetic operations in CLWinogradLayer when no ↵Georgios Pinitas
batches available. Change-Id: Iad83df2a9116a7f350de83ec59b28cd8893c8d3a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/155716 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-1029: Collapse CLWinogradInputTransform/CLWinogradOutputTransformGeorgios Pinitas
Change-Id: I051748502ca24b9952e7313524bbfd708162efb4 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/155166 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-1266 : support for FP16 in CLWinogradConvolutionLayerVidhya Sudhan Loganathan
Added support for FP16 in CLWinogradConvolutionLayer: 5x5 kernels and 3x3 kernels(COMPMID-937) Change-Id: I0f394cbdc978dd04176416e9f612aca3986b09e6 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145537 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com>
2018-11-02COMPMID-1417: (Nightly) OCLGrind failures in winograd_output_transform_nhwcGeorgios Pinitas
Change-Id: Ie9545c672c771cf36b729f494c48c065dd0396e6 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/140962 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1411 (Nightly) CLWinograd 5x5 mismatchesGiorgio Arena
Change-Id: I1ed50c2593338c9204d4051b3bb7e90158c94681 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/140398 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-1373 Enable tests for CLWinogradConvolutionLayer for NHWCGiorgio Arena
Change-Id: I2c6a744f174cfb6c78a9923b737f06537debaa0d Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/139758 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1340 - Implementing Winograd Convolution Layer 1x5/5x1 on OpenCL NHWCGian Marco Iodice
Change-Id: Id5e0795238f77c049df9c109dafc5ef878c1897d Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/139234 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1337 Implementing Winograd Convolution Layer 1x3 and 3x1 kernels on ↵Giorgio Arena
OpenCL NHWC Change-Id: Ia07e0dfcbcd07366c4bcb956e298369fb12a0369 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/138759 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-1339 - Implementing Winograd Convolution Layer 1x5 and 5x1 kernels ↵Gian Marco Iodice
on OpenCL NCHW Change-Id: Ia293cd89651146a0e27e5f7c74ca9c924807e83c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/138707 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-1338 Split winograd.clGiorgio Arena
Change-Id: I583227fc1a38b1a34de253e383d71cca66007f18 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/138273 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
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