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path: root/src/runtime/CL/functions/CLConvolutionLayer.cpp
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2019-04-29COMPMID-2117 : Use FFT convolution if output feature map depth is less than ↵Vidhya Sudhan Loganathan
input Change-Id: I588f467258aaa86a9fab8eb96603e02f24362d05 Signed-off-by: Vidhya Sudhan Loganathan <vidhyasudhan.loganathan@arm.com> Reviewed-on: https://review.mlplatform.org/c/1010 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@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-1188 - Fixed get_convolution_method in CLConvolutionLayerGian Marco Iodice
Change-Id: I0c155d0d8a56fc6610dc2476e669456c7d2cc87b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/142068 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1160 Turn Graph hints into heuristicsGiorgio Arena
Change-Id: Id24c2f07c59d863f8e1af6a1afbf6a542b2b9954 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/135142 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-959 - Fix Validate in Convolution LayerIsabella Gottardi
Change-Id: I6736ba4486df5ab10685ce17d41147359a4f3e80 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/131091 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-792 - Re-enabled Winograd on NEON in all graph examples.Gian Marco Iodice
Since now the input transform can be multi-threaded, I re-ebaled Winograd in all graph examples Change-Id: I39ef78243bb47fdae135e18dcae2102af0675b3b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/131048 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@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-1096 - Add fast_math flag to CLConvolutionLayerGian Marco Iodice
COMPMID-1103 - CLWinogradConvolutionLayer mismatches Change-Id: Iceaa9482a1790ec39d2720c220261aaea8043978 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/129398 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-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-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-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-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-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-765 - Fix get_convolution_method in order to return the correct method.Isabella Gottardi
Change-Id: Ia4be053b9f5399fe7e241cebb4292890e957ae54 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/121141 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@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>
2018-11-02COMPMID-790 - NEON: Add QASYMM8 support to ConvolutionIsabella Gottardi
Change-Id: Iec82a91ad351cfe8d07d0976a24bd42f4703177a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/116833 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-816 - Enabled CLConvolutionLayer to use CLGEMM function insteadGian Marco
of CLGEMMMatrixMultiplyKernel kernel. Change-Id: If035fa3d1fb3ff4012442bcd908c370d21aa6657 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/115990 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-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-556: Fix NEConvolutionLayer for fully connected convolution.Georgios Pinitas
Fixes weights shapes and assembly kernels dispatch parameters in case of fully connected convolution. Change-Id: I872c5934aab1d8ea6ef154d843521b5618fa2dcc Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/113062 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-556 - Fix examplesGian Marco
- Fixed data type issue in cl_sgemm - Added support for NEON and OpenCL targets in graph examples. Before we could run only OpenCL target - Add auto_init() in NEDepthwiseVectorToTensorKernel Change-Id: I4410ce6f4992b2375b980634fe55f1083cf3c471 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112850 Reviewed-by: Anthony Barbier <anthony.barbier@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-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-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>
2018-11-02IVGCVSW-601: support for asymetric padding in cl conv and depthwise convJaroslaw Rzepecki
Change-Id: I5c6c95091ae77dba96459c0640f9f6167a988c8c Reviewed-on: http://mpd-gerrit.cambridge.arm.com/91700 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-11-02COMPMID-485: Memory ManagerGeorgios Pinitas
Change-Id: Ib421b7622838f050038cd81e7426bb1413a7d6e6 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/87376 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@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-477 - Optimized Direct Convolution 3x3 and 5x5 (f32) for Bifrost.Gian Marco Iodice
Each work-item computes 4x3 output elements in case of 3x3 convolution and 4x2 in case of 5x5 convolution Change-Id: I6ebbaff8b7e971c1f90d5845c0b58d2a40f39df5 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/84345 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-417 - Fixed auto-config in NEConvolutionLayer and in CLConvolutionLayerGian Marco Iodice
Change-Id: Ibfd772200348b326738bb3b8357f0abbb7a583d7 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/82943 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-440, COMPMID-441 - Port CLConvolutionLayer and CLFullyConnectedLayer ↵Gian Marco Iodice
to support 16 bit fixed point Change-Id: I8d8ef2cb5ec453eb83fba8d8077550b96ed4bceb Reviewed-on: http://mpd-gerrit.cambridge.arm.com/79837 Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-420, COMPMID-414 - Port CLConvolutionLayer and CLFullyConnectedLayer ↵Gian Marco Iodice
to use 8 bit fixed point Change-Id: I1cb1b4d7711ad7b569ee691e13a5df1b3430292b Reviewed-on: http://mpd-gerrit.cambridge.arm.com/79565 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-09-17COMPMID-432 - Extended Convolution Layer to support rectangular kernelsGian Marco Iodice
Change-Id: I99be1efede4de6dd63ce103fb11196c413757621 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/79252 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com>
2018-09-17COMPMID-417 - Adding support for rectangular kernelsGian Marco Iodice
Change-Id: I4dde0929bc689c83582b95856dd0253228125df2 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/78994 Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-09-17COMPMID-344 Updated doxygenAnthony Barbier
Change-Id: I32f7b84daa560e460b77216add529c8fa8b327ae
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