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path: root/src/runtime/CL/functions/CLGEMMConvolutionLayer.cpp
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2019-05-10COMPMID-2177 Fix clang warningsMichalis Spyrou
Change-Id: I78039db8c58d7b14a042c41e54c25fb9cb509bf7 Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-on: https://review.mlplatform.org/c/1092 Reviewed-by: VidhyaSudhan Loganathan <vidhyasudhan.loganathan@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>
2019-03-27COMPMID-1995: Minor code fixes.Georgios Pinitas
-Remove FIXMEs and link to tickets. -Pass large object by const reference. -Implement copy assignment operator for Window. Change-Id: I975223ac42ec424f153569a8c963f29e6b86ad29 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/899 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
2019-02-07COMPMID-1706: Fuse the bias addition within CLGEMMMichele Di Giorgio
Change-Id: I378f2023f4fa010f195f76716ac07aa86279bfae Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/280 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-30COMPMID-1717: CL: Implement Maximum, Minimum, SquaredDifferencegiuros01
Change-Id: Ice653e48211053bd3cd20a693bd76de6b4efc370 Reviewed-on: https://review.mlplatform.org/270 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2018-11-08COMPMID-1451: Fix fused activation in GEMMConvolutionLayerGeorgios Pinitas
-Uses output quantization information for the activation layer. -Updates checks for BoundedRelu at CL side. Change-Id: I0447860e90f1c89b67b9ace3c8daad713f6c64e0
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: Perform CLOutputStage using floats.Georgios Pinitas
Change-Id: Ic8312a5b6790aa7cd4468d42f08d557ad40e9441 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/154570 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@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-1470 Add auto-init of the output in NECol2imGiorgio Arena
The output of NECol2Im is already auto-initialized. This patch is about calling ShapeCalculator instead of computing the shape inside the kernel, adding validate_and_configure_window, and standardize the way convolved dims are passed (now NEON uses Size2D, while CL passes a pair of uint values: using Size2D for both implementations) Change-Id: I795696e1b6532f57847c3186c1b532c09f5a25da Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145345 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-1498 - Enable grouping in CLGEMMConvolutionLayerGian Marco Iodice
Change-Id: I15c7df21773145b03f42b6f78bd7ad2e5b8a5219 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/144126 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-1485 - Add support for NHWC when running NEGEMMConvolutionLayer with ↵Gian Marco Iodice
FP16/QASYMM8 When the GEMM3D check fails, now we fallback to the classic implementation with im2col and col2im. In this manner the function can work with QASYMM8 and FP16 Change-Id: I359e9da3a63956f33b5acbc9bca4383b14af10e2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143372 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1342 Add grouping support to CLIm2ColKernelGiorgio Arena
Change-Id: I4afb19751520a90fee27fb49b775cd10e92a94f5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/140476 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1488 - Add support for NHWC when running CLGEMMConvolutionLayer with ↵Gian Marco Iodice
QASYMM8 Fixed also a bug in the graph API related to the bias shape in DepthWiseConvolution for NHWC Change-Id: I275141a42e51f6747b77db1c31d1bc69e8685af5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143454 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1277 - Optimizing CLIm2ColKernel for NHWC.Gian Marco Iodice
This patch includes: - Im2Col optimizations for NHWC using a new data layout - Refactoring of CLIm2ColKernel adding validation method and auto-init - Removed im2col_reduced from CLIm2ColKernel and created a new kernel CLFlattenLayerKernel Change-Id: I1620640b6796baa268324b33ae92cdd8de53e27c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/141241 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com>
2018-11-02COMPMID-872 - Rework NEGEMMConvolutionLayer to use NEGEMMGian Marco Iodice
Change-Id: I55f0018ac7214775ebbca63f58a3bf5c93732fec Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/142632 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1475: (OCLGrind) FP exception in NEGEMMConvolutionGeorgios Pinitas
Change-Id: I986099c269498cc7971b10ee634dba721954546e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/142647 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-1188 - Fixed CLGEMMConvolutionLayer/NEGEMMConvolutionLayer for NHWCGian Marco Iodice
We skipped im2col also without unit strides Change-Id: I04c63a6dda8553b3890e832a56ff6854349c829a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/142520 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@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-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-809: Add NHWC data format on CLGEMMConvolutionLayer.Georgios Pinitas
Change-Id: I50e4f5e7d47e21c300f754bee2c216863075b5cf Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/136191 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@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-817: Tuner: Port kernels to new design.Georgios Pinitas
Change-Id: Iaabb1153c2abe0400ec79d51a21347debe92d642 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/134062 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1244: Allow retaining weights in CLGEMMConvolutionLayer and ↵Michele Di Giorgio
CLFullyConnectedLayer Change-Id: I1c3b2197906cd4b905309bbd5f2012bbae6a7dba Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/133730 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-920: Introduce prepare() stageGeorgios Pinitas
Change-Id: I08ddb7f6e061178e7566518b48e4e18f8f078596 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/129825 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1085 : runtime_error thrown by QASYMM8 CLGEMMConvolutionLayer::validateVidhya Sudhan Loganathan
shape and quantization info were corrected. Error from validate() is forwarded. Validate() tests outside the context of configure()are added. Change-Id: I13f1a02eccda6b595089c4875b21853ca372f2f2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/129323 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-959: Sets memory manager to CLWinogradGeorgios Pinitas
-Sets memory manager to Winograd functions -Marks CLGEMM inputs as unused if needed Change-Id: I425a3f864c756e0e2b4da895e1730b8822149ba8 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/128891 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-908 - Merge Activation layer with Convolution Layer (NEON. CL, GLES)Isabella Gottardi
Change-Id: Iab06d0768ecf805b841e601185608aae88cf9166 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120874 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-998: Release unused trainable parameters.Georgios Pinitas
Change-Id: I361a520f34080016a25bc86e1e6789777c5152c1 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/124432 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1017: Implement dilated convolution in NEON, OpenCL, and GCAlex Gilday
Change-Id: If4626ec9e215e14dffe22e80812da5bac84a52e2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/125734 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-793 : Add graph intermediate representationGeorgios Pinitas
Change-Id: Ic1685de4e19e0ac79669ef2da64e1dc96c7ea0bf Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/115248 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-765 - Fix performance issues on OpenCLGian Marco
The problem was related to the reshape of the weights. The reshaping happened for each run Change-Id: Ie7d02fa6bb08df34e44213303e9eb0700ff77160 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/121877 Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@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-936: Convolution failure in NEON Convolution Layer.Georgios Pinitas
Change-Id: I68a98eff57c8db719a501b68541666e8bc5f2081 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/121180 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-845: Create a ConvolutionLayer for CLIsabella Gottardi
Change-Id: Ifcc406d2d0a99c911d6b6c875657b0e0028255d5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119148 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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