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path: root/src/core/CL/kernels/CLGEMMLowpMatrixMultiplyKernel.cpp
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2019-07-18COMPMID-2096: Refactor the CLGEMMLowp function selection (heuristic)Gian Marco Iodice
Change-Id: I15a8b39e0354d3b6686ed4cc8c361782c0512037 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/1410 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: VidhyaSudhan Loganathan <vidhyasudhan.loganathan@arm.com>
2019-01-21COMPMID-1898: (Nightly) Many CLGEMM tests failgiuros01
Change-Id: Ie9086098acbbb2d561051f102700e64c9bea05b0 Reviewed-on: https://review.mlplatform.org/545 Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-01-14Issue COMPMID-1835: Remove CLGEMMInterleave4x4Kernel and replace with ↵giuros01
CLGEMMReshapeLHSMatrixKernel Change-Id: Id6a1bd78f9b1698b64a004e4adebc41002b15745 Reviewed-on: https://review.mlplatform.org/496 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-12-21COMPMID-1836: Remove CLGEMMTranspose1xWKernel and replace with ↵giuros01
CLGEMMReshapeRHSMatrixKernel Change-Id: Ic5a4f32657a155380684dcd4b44fbb608ef40cb4 Reviewed-on: https://review.mlplatform.org/418 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2018-11-08COMPMID-1736: Fixed out-of-bound write in CLIm2ColGian Marco Iodice
The issue was related to CLIm2Col when the number of input channels was less than the number of elements processed by each thread. The bug has been fixed in the validate_and_configure_window() function setting the correct number of elements accessed in the output tensor. Also fixed an issue GEMM3D when we have a single output channel Change-Id: I094292d0c7662599c4a4c3916ec5f5821df5faef
2018-11-02COMPMID-1413 - Improve the performance of GEMMLowp with 8 bit dot product on ↵Gian Marco Iodice
OpenCL COMPMID-1424 - Add dot product support for CLDepthwise QASYMM8 3x3 NHWC non-unit stride With this patch we are able to improve the performance of MobileNet v1-qasymm8 by 37 % Tried to use the dot product instruction in CLDepthwise QASYMM8 3x3 NHWC non-unit stride but I have not seen any benefit (maybe because we have few arithemtic operation and we do not have more load instructions). However Depthwise convolution has been improved by 30% Change-Id: Id768a99c2e53a04276707e427af5d0ec93419ada Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/155082 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-1451: Reverting changes for CLGEMM and CLGEMMLowp previuosly done ↵Isabella Gottardi
(384496) Mirroring CLGEMM behaviour to CLGEMMLowp Change-Id: I308b54e2c0de131a5322b77e83e7454db498d692 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/153175 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: bsgcomp <bsgcomp@arm.com>
2018-11-02COMPMID-1607 - (Nightly) CLGEMMLowpMatrixMultiplyCore errors and mismatchesIsabella Gottardi
Change-Id: I5f2e6843526cb154176a5b113627d4f36c3a8edd Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/150967 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: bsgcomp <bsgcomp@arm.com>
2018-11-02COMPMID-1607 - (Nightly) CLGEMMLowpMatrixMultiplyCore errors and mismatchesIsabella Gottardi
COMPMID-1608 - (Nightly) CLGEMMConvolutionLayer QASYMM8 errors and mismatches COMPMID-1609 - (Nightly) CLFullyConnectedLayer QASYMM8 mismatches Change-Id: I84c0d4f468be892f437f9f38b964dc7dfb66663a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/150869 Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Tested-by: bsgcomp <bsgcomp@arm.com>
2018-11-02COMPMID-1518: Add support for GEMM3D in CLGEMMLowpMatrixMultiplyCoreGeorgios Pinitas
Change-Id: Ib14ac821ee5d4aff80bd602cd3e76e7018abb5e6 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/150268 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
2018-11-02COMPMID-1478: Stop relying on static default OpenCL objects in cl2.hppAnthony Barbier
This causes problems when ACL is used as a shared library on Android. Fixes some problems related to creation / destruction order between the Graph's CL backend and core / runtime Change-Id: I716d63fd42f4586df1ffbb6fa97e4db06d3a781b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143228 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-1288 Optimizing CLGEMMLowp using 8 bit dot product instructionGiorgio Arena
Change-Id: I536174b9381660a94578d6aa1892a6289a820391 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/139109 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-970 : Remove QS8 / QS16 supportVidhya Sudhan Loganathan
Removed fixed point related code. Change-Id: I487acf138dace3b0450e0d72ca7071eaec254566 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/137678 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-979: Add NHWC data layout to the tensor's metadata (Part 2)Isabella Gottardi
Change-Id: I24aa35a85834abf0c9954aba714aeae654615b44 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122646 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-882 - Optimizing GEMMLowp on OpenCL reshaping matricesGian Marco
This new optimization allows to achieve 36.3 % of MAC utilisation on Mate 9 @ 1GHz. The performance have been reported here https://confluence.arm.com/display/MLENG/GEMMLowp+performance%3A+ACL+18.02 Change-Id: I71b6a217068763dfdc11bbf3574ee0eb94f93679 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118531 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-816 - Optimizing CLGEMMLowpMatrixMultiplyCore - Part1Gian Marco
The performance improvements have been reported at the following confluence page: https://confluence.arm.com/display/MLENG/GEMMLowp+performance%3A+ACL+18.02 Config3 of McVail looks improved by 29x Change-Id: I8b203c0b75fc368f85cea863b7eed398fab3e79a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/115783 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-617: Adds CLFullyConnectionLayer validation supportGeorgios Pinitas
Change-Id: I4d2eb9872a3165fdcaa7784596e441cbe563dbc2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112577 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Ioan-Cristian Szabo <ioan-cristian.szabo@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-661: QASYMM8 support for fully connected layer.Georgios Pinitas
Change-Id: I70e04d3a175ba366432ada98e9ca893c9f81b260 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111094 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-697 - Rework GEMMLowp interface on OpenCLGian Marco
Reworked the interface of GemmLowp in order to make easy the integration in Android NN - Added support for different output stage - Added validation for both matrix multiplication and output stage - Added bounded relu support in the output stage - Added in32_t bias support - Added optimized path for vector by matrix case This rework is required for: - Convolution quantized - Fully connected quantized Change-Id: I512283d406099cf8c614dd89d0a97ed411143afc Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/110625 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com>
2018-11-02COMPMID-477 - Optimized batched case in CLConvolutionLayerGian Marco Iodice
Change-Id: I4ef18f49f1da0cb816aaa0762466b940792c15ed Reviewed-on: http://mpd-gerrit.cambridge.arm.com/84162 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-09-17COMPMID-417: Remove val_to_stringMoritz Pflanzer
The function was a duplicate of the to_string function we have in support/ToolchainSupport.h Change-Id: If1eff674333248f7d189824ced717310afec19b0 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/79634 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-344 Updated doxygenAnthony Barbier
Change-Id: I32f7b84daa560e460b77216add529c8fa8b327ae
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