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path: root/src/core/CL/kernels/CLGEMMMatrixMultiplyKernel.cpp
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2018-11-02COMPMID-1052 - Rework validate method in CLGEMMGian Marco Iodice
Change-Id: Iece5bd6478b5fac5164abff30c1e63e8a77291a9 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/130374 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-922 - CLGEMM FP16 optimizations - part2Gian Marco Iodice
This patch improves of ~30 % GEMM fp16 when the reshape is required The results have been reported at the following confluence page: https://confluence.arm.com/display/MLENG/GEMM+FP16+performance%3A+ACL+18.05 Change-Id: I8233095a7e9ab06f1f915782a25dd41653b49140 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/128254 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1117: TransposeAccessWindow leads to high paddingGeorgios Pinitas
Switches CLGEMMMatrixMultiplyKernel and CLGEMMTranspose1xWKernel to use AccessWindowStatic Change-Id: I21533d4218215d5b8f84b23c603062678eccb1ed Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/130244 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-1026 - Add support for 4x4 output tile in CLWinogradConvolutionLayerGian Marco Iodice
The performance achieved can be found at the following confluence page: https://confluence.arm.com/display/MLENG/GEMM-based+convolution+vs+Winograd-based+convolution+on+OpenCL Change-Id: I4b690cfdd4eb4ff0cd17b14fdd49ccaa1d1dc85c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/127729 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-922 - CLGEMM FP16 optimizations - part1Gian Marco Iodice
This patch improves of ~20% GEMM fp16. The results has been reported at the following confluence page: https://confluence.arm.com/display/MLENG/GEMM+FP32+performance%3A+ACL+18.05 I am aware with few cases we have a bit of degradation. However this cases are memory bound anyway (Fully connected layer cases) Change-Id: I183cbb7fba55a0b5eb86532c4dca5efe096096b0 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/128044 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> 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-1032 - Fixing bug in CLGEMM when is_interleaved_transposed=trueGian Marco Iodice
The bug concerned the collapse of the window in CLGEMMMatrixMultiplyKernel Change-Id: I5043bf37b72eeb615ebe7fb3f2c8e72d006bf341 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/126262 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-935 - Implementing Convolution with Winograd on OpenCL (part 4)Gian Marco Iodice
Implemented Winograd Output Transform (2x2,3x3) on OpenCL Implemented CLWinogradConvolutionLayer on OpenCL Change-Id: I6a113fc5f052ca07f878d2b800d2ab003f84af65 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/125148 Reviewed-by: Georgios Pinitas <georgios.pinitas@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-935 - Implementing Convolution with Winograd on OpenCL (Part 1)Gian Marco
This patch enables GEMM to execute multiple batches in parallel https://confluence.arm.com/display/MLENG/Winograd%3A+batched+GEMM Change-Id: I66222db041dd35e82af11fbb262fd1ebd3ca4b2f Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120866 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-754: Add validation to kernels.Georgios Pinitas
Adds validation method to: - CLConvolutionLayer Change-Id: I95516e20cfb71c1e603c60fc6491ac695883a856 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/117355 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-759 - CLGEMM optimization for McVail benchmarksGian Marco
This patch introduces an optimization for CLGEMM on Bifrost architectures which can bring to 40% of FMA utilization on config 3 of McVail. The new CLGEMM does not require any reshape of matrix A and matrix B. This patch also adds the auto-config in CLConvolutionLayer and CLGEMM and extends the interface for NEGEMM and CLGEMM. Change-Id: Ibb354eda45e9ca64b14a99700fb21dff5989dda9 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/113716 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@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: Vectorize im2col and add lws heuristics for convolution kernels #46Anthony Barbier
Change-Id: Idaab987384d6a12a114f609abd50446fd94536b2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/110879 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-661: Optimize FC layer with 2 new Bifrost kernels and LWS tuning (#33)Anton Lokhmotov
Change-Id: Ie56ac88dff5ff339572cec562e8cd62dc7f0aa8b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/109805 Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-524 - Implemented CLTuner objectGian Marco
Change-Id: Idbdbecca1fc299ed042936119d90e2bed8db0938 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/87101 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@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>
2018-11-02COMPMID-417: Cleanup CL FullyConnectedLayerMoritz Pflanzer
Change-Id: Ic7191be1f136c6aad4037cf2ec4bc6d7d0e440d3 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/83713 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-09-17COMPMID-417: DepthConvert NEON for QS8/QS16.Georgios Pinitas
Change-Id: Ieb120bccf146045b3a0001ceb3893d4e67fd19df Reviewed-on: http://mpd-gerrit.cambridge.arm.com/79763 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Steven Niu <steven.niu@arm.com>
2018-09-17COMPMID-434 - Port CLGEMM to support 16 bit fixed pointGian Marco Iodice
Change-Id: I30aef3c7ecd1ee740c2a7f2ce65a63c7dcd66e49 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/79630 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-411 - Port CLGEMM to support 8 bit fixed pointGian Marco Iodice
Change-Id: I6c8bd69ae9715e4d83d128b2162fc15aa5561afb Reviewed-on: http://mpd-gerrit.cambridge.arm.com/78804 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com>
2018-09-17COMPMID-344 Updated doxygenAnthony Barbier
Change-Id: I32f7b84daa560e460b77216add529c8fa8b327ae
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