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path: root/src/runtime/NEON/functions/NEGEMMConvolutionLayer.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>
2019-04-08COMPMID-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>
2019-03-15COMPMID-1694: Fuse offset contribution with the output stage when we use ↵George Wort
NEGEMMLowpMatrixMultiplyCore Change-Id: Ic1a681e4cc03e1eba3bf8485d9cdb17b3e926047 Signed-off-by: giuros01 <giuseppe.rossini@arm.com> Reviewed-on: https://review.mlplatform.org/c/561 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2018-11-23COMPMID-1451: Fix MemoryManager usage.Georgios Pinitas
-Fixes NEWinogradConvolution memory manager usage -Moves allocations in prepare staged for GEMMDispatchWrapper. Change-Id: Ic1c709ee473eb4968f5a081f2bc26960f882f8db
2018-11-15COMPMID-1783: NEGEMMConvolutionLayer fails for QASYMM8 on 32bitGeorgios Pinitas
Change-Id: Ibc8d903c8d3c97b51dc8a3344197b56ad9d6c00e
2018-11-13COMPMID-1751: Remove output_3d_depth from ↵Georgios Pinitas
NEGEMMLowpQuantizeDownInt32ToUint8ScaleByFixedPoint Change-Id: I1d5bc4d24059917f9ddef0873dd3043b1f2320a8
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:Fuse RELU,LU_BOUNDED_RELU with requantization in ↵Georgios Pinitas
NEGEMMConvolutionLayer. Change-Id: Iea5f2c5bcac8051c4c7655a6eabb2c43772eb31f Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/154104 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-1446 : Add support for 3D output in NEGEMMLowpOutputStageGeorgios Pinitas
Change-Id: I61e7d39d09a9936b1128ec04038fa2d8dfe6a2c8 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/149211 Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: bsgcomp <bsgcomp@arm.com>
2018-11-02[COMPMID-1482] Auto-initialize the output tensor of im2col and col2im in ↵Giuseppe Rossini
NEGEMMConvolutionLayer Change-Id: I56df03e5b491f0ea96f8f123229b116b35dd443f Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/146770 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-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-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-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-1381: Cleaned up the AssemblyHelper interfaceAnthony Barbier
Introduced a new IFunction for when we'll fork the arm_gemm functions Increased encapsulation and abstraction of which method is used Change-Id: I5fd8b14b5c77e7f8ecb09029b5e2eccd10dbdcf4 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/139108 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Pablo Tello <pablo.tello@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-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-1168: enabling memory manager for _gemm_output gives wrong resultsGeorgios Pinitas
Change-Id: I96fbca08c2ad3a7415d1578fe7ec56f8a6069783 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/131946 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-810 Add NHWC data format support for NEON convolutionMichalis Spyrou
Change-Id: I2a7b49a12da7f3bc3f04749243b1dc111160de6e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/129348 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-959: Assembly kernel marks weights as unused when pretransposeGeorgios Pinitas
Change-Id: I15943c4c97457f4cc9bff3bb1cce8ad9a8d9ed38 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/130474 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-959: Perform pretranspose if allowed on NEON assemblyGeorgios Pinitas
Change-Id: I281699ce7270aec1317c47b5a13799954cf6c9e8 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/130010 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-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-1051 - Fix validate method in NEGEMMConvolutionLayerGian Marco Iodice
Change-Id: I10e8e1267a09246cac77e677f1c087bb1d80a61b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/127517 Tested-by: Jenkins <bsgcomp@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-1021: CPUInfo refactoring.Pablo Tello
Removed CPUTarget in favor of the CPUModel type. CPUInfo now holds a vector of N CPUs. CPUInfo autoinitialise upon construction with 1 GENERIC CPU. CPPScheduler fills CPUInfo's vector upon construction (runtime). IScheduler has a single CPUInfo obj and ThreadInfo always gets a pointer to it (avoid copying the vector) Change-Id: I30f293258c959c87f6bac5eac8b963beb6a4d365 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/124626 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-881: RSH new arm_gemm interface.Pablo Tello
Change-Id: I1e2a1a77097d8017c274af3f97eba6964f80f5fa Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122592 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-617: Add validate support for NEON FullyConnectedLayerIoan-Cristian Szabo
Change-Id: I08987022c8d4cc335c00b8af27bd3edb8fe64d3b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111596 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Alexander Gilday <alexander.gilday@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-846: Create a ConvolutionLayer for NEONIsabella Gottardi
Change-Id: I98bbef40bfac5b05134be4ef9fb54d14c0c9e8e8 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118806 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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