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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-1037 Add support for F(4x4, 5x5) in CLWinogradOutputTransformKernelGiorgio Arena
Change-Id: I0b126f03028f08687497b0d79d2e2764f7ed07c8 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/128001 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-987: Make beta and gamma optional in BatchNormalizationMichele Di Giorgio
Currently we have beta and gamma compulsory in Batch normalization. There are network that might not need one or both of those. Thus these should be optional with beta(offset) defaulting to zero and gamma(scale) to 1. Will also reduce some memory requirements. Change-Id: I15bf1ec14b814be2acebf1be1a4fba9c4fbd3190 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/123237 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-577: Implement CL validation for GaussianPyramidSanghoon Lee
Change-Id: If879cbe15b14d97818c24d44b29fc69b6c8cb686 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/127601 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-811 Add NHWC data format support for CL depthwise convolution QASYMM8Giorgio Arena
Change-Id: I89de432f3fbcba7abf9e1d4f8396a4334b4fa2c2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118324 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-1037 Add support for F(4x4, 5x5) in CLWinogradInputTransformKernelGiorgio Arena
Change-Id: Iac26936f46d0f7cdd9d2f8393b0092cd5a223c45 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/127675 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-812 Add NHWC data format support for NEON depthwise convolution ↵Giorgio Arena
(optimized case). Change-Id: Icdfd6c02ed526daf4f59a4b76c7bbc1bc48fde74 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/125938 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1037 Add support for F(4x4, 5x5) in CLWinogradFilterTransformKernelGiorgio Arena
Change-Id: I6dd639bf5df9bc0c133996f75bdee767f70a6cfb Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/127469 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-959: Add FP32 support to GLES GEMMConvolutionMichele Di Giorgio
The following kernels were supposed to have FP32 support but this was not the case because of bugs and missing shaders: - GCCol2Im - GCIm2Col - GCWeightsReshape Change-Id: Ie6ea464db0612757c71c3d40874e7bb0d60f170a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/127572 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-584: Add validation to channel_combine kernelsIoan-Cristian Szabo
Change-Id: I67fe3fcea08704d9f4b04d22fe34db83b2697b87 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/110562 Reviewed-by: Pablo Tello <pablo.tello@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-802 Add NHWC data format support for NEON im2col.Giorgio Arena
Change-Id: I86e678179106a2b83d1c6a7cfe562df91b0f9eb2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/124000 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-585: Port OpticalFlow to new validationJohn Richardson
Change-Id: Ia36bd11ca27420d3059eea15df81b237900149ec Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/125175 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: John Richardson <john.richardson@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1045 - Fix shape_to_valid_region_gaussian_pyramid_half()Gian Marco Iodice
The utility function shape_to_valid_region_gaussian_pyramid_half() did not calculate correctly the valid regions for levels above 1 Change-Id: Id818efe3b95ce4e0ba1bc57f091d912357a8134a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/127380 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Sanghoon Lee <sanghoon.lee@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1013 - Create WinogradInfo data structureGian Marco Iodice
COMPMID-1014 - Refactoring Winograd's dataset Change-Id: I6abdcbf9a90d663f4db666cd410afece9f1d034d Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/125899 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1040: Added support for nullptr bias tensor in NEWinogradLayerAndrew Mundy
Change-Id: Ie624ee17c63dede711d913a82819e128954a57c9 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/124861 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-734: CLTuner reworkGeorgios Pinitas
Change-Id: I8f20d6ea8a09869d71003e7b08e0d33775282f6c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/125802 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-596: Port HOGDetector to new validationJohn Richardson
Change-Id: I73231fc71c5166268e6c909b7930b7e034f3794e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118876 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-1016: Optimize kernel reconfigurationGeorgios Pinitas
Optimizes kernel reconfiguration when memory manager is used. Note that this works only if every sub-sequent reconfigurations leads to sizes less than the first one. Change-Id: I08898e99929c3756147a02979b726c2380b6e11d Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/125114 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-992 Implement CL RNN functionMichalis Spyrou
Change-Id: I8dbada5fabedbb8523e433ba73d504bd15b81466 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/125787 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-959: Fix valid region for ScaleDiego Lopez Recas
Change-Id: Ic9ce52d772a178916dfa60fbb6456d295c06b83d Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122647 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1019 Implement copy function CLMichalis Spyrou
Change-Id: Ica17528bf6c812d9caf9d66c612c11434ec1dc69 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/125542 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-959: Removed Interleave blocked kernel.Pablo Tello
Change-Id: I775eecbc39da583aae2eb4e033c5930dfc402899 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/125684 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-1008: Fix Doxygen issuesAlex Gilday
Change-Id: Ie73d8771f85d1f5b059f3a56f1bbd73c98e94a38 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/124723 Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1009 Support 4x4 output tile for Winograd Filter Transform on OpenCL.Giorgio Arena
Change-Id: I68c6453e0f192de659582404f109a89616b9fbb9 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/124811 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@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-754: Add validation to LocallyConnected and NEDeconv layersAlex Gilday
Change-Id: Ifed8713f4d7f1315af684b30d11323db2b533f10 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/121783 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
2018-11-02COMPMID-594: Implement reference and CL/NEON validation for LocallyConnectedSanghoon Lee
Change-Id: I01e7abcf3f1b19458128e277044af850ad9fa224 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118610 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 2)Gian Marco Iodice
Implemented Winograd Filter Transform 3x3 on OpenCL Change-Id: I8f2b2dd938c5c000ef7ce392a37fb7b8b4202a4e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122708 Reviewed-by: Georgios Pinitas <georgios.pinitas@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-959: Fix compare Relative ToleranceIsabella Gottardi
Change-Id: I1eea8677e7074ea5aaf7548a6e285265c3499b80 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/124136 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@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>
2018-11-02Revert "COMPMID-959: Fix valid region for Scale by always setting full shape"Georgios Pinitas
This reverts commit 77fdc0420dfd3c5009370650f963748a73f0db58. Change-Id: I1440f56f29637821e20ad2edf1055196bb69a0e2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/124290 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com>
2018-11-02COMPMID-959: Fix valid region for Scale by always setting full shapeDiego Lopez Recas
Change-Id: Idc2d004713768ae73e157674d15c928cca0992d7 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122703 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-935 Implementing Convolution with Winograd on OpenCL (part 3)Giorgio Arena
Change-Id: I51f92f30602fb0a02314f344fa67061f448694bf Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122793 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-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-959 Changed depth sizes in DepthConcatenateLayerValidationFixture.Michalis Spyrou
Depending on the distribution, the test could require a lot of memory for larger images resulting into a crash. Change-Id: Ifa775762ed25c848522867795a813f6c1ce73ab7 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122994 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-941 Add NEON broadcast multiply supportMichalis Spyrou
Change-Id: I1f808c25750461bec9a28b2f6615fbd0f624117a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122262 Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-945: Fix GEMM CL FP32 mismatch - V2Michele Di Giorgio
The approach used in e415fc13 was not correct. Switch to allowing to use an absolute tolerance if the relative tolerance comparison fails. Change-Id: I8d94d2f8edd3e0eb7388d3d8ac3ebfc37790e267 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122269 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-959: Update valid region in DepthConcatenateGeorgios Pinitas
Change-Id: I8aaf15a64aab592bfbdb386fdb07631cad933fa6 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122307 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02Revert "COMPMID-945: Fix GEMM CL FP32 mismatch"Michalis Spyrou
This reverts commit e415fc13e23da579ab3f58a6f52fc83dd438c4b2. Change-Id: Iaf52f98486164ed125602849ea6b3129994f7671 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122165 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@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-765: Cleaned up FIXMEsAnthony Barbier
- Removed FIXMEs from the scripts/ folder: the folder is automatically cleaned up by the release script - Removed negative tests Change-Id: Ia8c64456d8a6388b79b016088aa7f5509eaaf219 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/121658 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-765: Fix windows in DirectConvLayer and DepthwiseConvLayerGeorgios Pinitas
Change-Id: I6c68733c8a2ada12aa3994e3e5213d20222df861 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/121637 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-754: Add CLPermute validation methodIsabella Gottardi
Change-Id: I77ed920a43738effd55b086e3138f497057a72c5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/121618 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-934: Asymmetric padding support.Georgios Pinitas
Change-Id: Ibe7a679e4c053a088b8c893e495c97cb24bf7272 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/121298 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-927: Adding support for FP16 in CLDepthwiseConvolutionLayer3x3Michele Di Giorgio
Change-Id: Ie5f299c7a7fbe3062cee22bb2b4ae5df818fe490 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/121178 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-945: Fix GEMM CL FP32 mismatchMichele Di Giorgio
The mismatch is due to loss of precision of the FMA operations when dealing with large matrices containing small values. The solution proposed in this patch modifies the validation method so that for floating point value, the number is truncated to the 4th decimal value. Change-Id: I4a206a023cbcc23971e4988a554217677e3a96ad Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/121375 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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