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path: root/src/runtime/CL/functions/CLGEMMLowpMatrixMultiplyCore.cpp
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2019-05-01COMPMID-1995: Fix clang-tidy warningsMichalis Spyrou
- Remove VirtualCall checks - Fix some unused variables errors - Use std::array insted of C style arrays - Various fixes Change-Id: Ife6170b7102de42b8f04e298dcf8476bf90779f0 Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-on: https://review.mlplatform.org/c/1049 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
2019-04-16COMPMID-2110: Enable CLGEMMLowpMatrixMultiplyReshapeOnlyRHSKernel in CLGEMMLowpGian Marco Iodice
Change-Id: Ic32c803c3e2a067de10a7e46c85c962a970957b6 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/969 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-04-08COMPMID-2097: Implement a heuristic to dispatch CLGEMMReshapedOnlyRHS kernel ↵Gian Marco Iodice
from CLGEMM Change-Id: I4170a80647b02501aa669e2c0347ddc39888ee76 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/928 Reviewed-by: Giuseppe Rossini <giuseppe.rossini@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-04-08COMPMID-2098: Scope handling of memory group resources.Georgios Pinitas
Change-Id: Ie945526bd7845301458039edf3129253c1808505 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/938 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-03-18Optimize CLDeconvolution-PART I: bug fixing CLGEMMLowpMatrixMultiplyCoregiuros01
Change-Id: Ibf80aafc20f5a9feeb76c7c870afd1b83f368f33 Signed-off-by: giuros01 <giuseppe.rossini@arm.com> Reviewed-on: https://review.mlplatform.org/c/866 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-01-25COMPMID-1698: Implementing CLGEMMLowpMatrixMultiplyReshapedKernelGian Marco Iodice
Change-Id: Ia4db21b394a0b9235393202ce3c00b11cceb94ea Reviewed-on: https://review.mlplatform.org/568 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@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>
2018-11-15COMPMID-1787: Change the heuristic selection in CLGEMMLowpMatrixMultiplyCoreGian Marco Iodice
Change-Id: Ia8d4e46ce5d9bb366af15726bc208dc14583c6ae
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-1659: (Nightly) CLGEMMConvolutionLayer QASYMM8 TensorShape errorIsabella Gottardi
Change-Id: Ib4ca28b82bd82f0ed4d2c906185d3f4010246616 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/153986 Reviewed-by: Giuseppe Rossini <giuseppe.rossini@arm.com> Tested-by: bsgcomp <bsgcomp@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-1519: Add support for 3D input/output in CLGEMMLowpOutputStageGeorgios Pinitas
Change-Id: I637add70310d2da4d82b236a6352af9d33be17a1 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/149706 Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com> 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-1553: Add GPU detection for G52.Georgios Pinitas
Change-Id: Ief61733d0e66fec0c67255ad899c76933109b797 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/146794 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
2018-11-02COMPMID-1276 - Allow GEMM to work with 3D input tensorGian Marco Iodice
Skipped im2col in CLGEMMConvolutionLayer for 1x1 convolutions with NHWC data layout Change-Id: I894e6b952ed8605e8f3ffc0ffc25c24730d4664c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/141909 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-1188 : Rename TNOX to Mali-G76Georgios Pinitas
Change-Id: I136f7aa4bca268abd4fbe4f6ce4bcc2708ec3671 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/139689 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1145: (API) Introduce prepare() stage (NEON/CL/GLES)Georgios Pinitas
Change-Id: I5b46764f9c3154ec3e3b9c951cc9e6dfbcb81dfb Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/134255 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
2018-11-02COMPMID-797 Integrate Mobilenet QASYMM8 with new graph.Giorgio Arena
Change-Id: I4df63ec2f4eb27a8a6eec2bea27741bf8dec6910 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/126966 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1031: Use LWS hints for G51, G51BIG, G51LIT, and TNOXSam Laynton
Change-Id: Ie07d9225faaef778bdcfdcb56ae42ec95962e48d Signed-off-by: Sam Laynton <sam.laynton@arm.com> Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/126735 Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-886 Don't use LWS hints by default for GPU post Mali-G72Michalis Spyrou
Change-Id: I64cb2d7f9513d69aebd9307a803b1b2c9c0e04c3 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/121929 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@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-748 - Integrating optimized SGEMM for bifrostGian Marco
This patch introduces a new GEMM capable to improve the mac utilisation of 10% compared to the GEMM without reshape. However this implementation is not faster in all cases as we need to take into account the time for reshaping the matrices. For this reason an heuristic solution to select the optimal GEMM to use has been added to the function. More information about the heuristic implementation can be found at COMPMID-852. With this new patch, GoogleNet, MobileNet, VGG16 and SqueezeNet can improved the performance of 1.5x. More information about the performance uplift can be found here: https://confluence.arm.com/display/MLENG/GEMM+FP32+performance%3A+ACL+18.02 Change-Id: I024563c06b9aed02a211a974e452bae5c233b04c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/117140 Reviewed-by: Pablo Tello <pablo.tello@arm.com> Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@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: Convolution quantized (#32)Chunosov
Change-Id: Id69df4ce98d1d89bdf9c9aa5c4d909659909b30f Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/110456 Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@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>
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