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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-1056 - Optimizing CLGEMMMatrixMultiplyKernel refactoring the inner loopGian Marco Iodice
Results reported at: https://confluence.arm.com/display/MLENG/GEMM+FP32+performance%3A+ACL+18.05 Change-Id: I3246c4f19c4d21a7d6a44e4593bc5caffc016f81 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/127838 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-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-1054 Update RSH's GEMM to add batch+multi supportMichalis Spyrou
Change-Id: Ib9d91b77f1d51976da4449fa1e6eeeffae307353 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/127876 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-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-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-959 - Fix doxygem comment in CLGEMMConvolutionLayerIsabella Gottardi
and CLFullyConnectedLayer. Change-Id: Idba56a4fabcd3a23d5f916f899d675ff28148328 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/127397 Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Tested-by: Jenkins <bsgcomp@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-994 : Check cl_arm_printf is supported in the CLSchedulerVidhya Sudhan Loganathan
Introduced static and dynamic checks before using printf vendor extension features (callbacks and buffers) Change-Id: Ib38cb3d8591bbb482d02a41918f4b52efde75267 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/126751 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-959 Change DeConvolution weights in doxygen commentsMichalis Spyrou
Update weights shape in doxygen from [W, H, OFM, IFM] to [W, H, IFM, OFM] in order to match ConvolutionLayer. The shape calculation is luckily correct. Change-Id: I589fe379b1cb5331dfc43a60b060adb17b2a5517 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/126570 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-by: Pablo Tello <pablo.tello@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-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-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-959 Fix SVM and AlexNet Code formattingAnthony Barbier
Change-Id: I4d2f67206ca56e6468a6e1491ca93bdde31c32ff Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/126278 Reviewed-by: Georgios Pinitas <georgios.pinitas@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-337: Adding OpenCL SVM support.Pablo Tello
Change-Id: I250d6a1daeccf91d97b6da65aec53b02cf6046a7 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/116140 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-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-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-1004 GLES: Add memory manager to GLES functionsMichalis Spyrou
Change-Id: I80fc9c0dd02afd79b501abde751036f9599b7bf2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/125103 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-853 Fuse CL DepthwiseConvolution with Activation for QASYM8Giorgio Arena
Change-Id: I287908f76af458ad4b4d865d353dc37e33877250 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120839 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-754: Add validation to (De)QuantizationLayersAlex Gilday
Change-Id: If8fa1277e8dc5b8e28a8bcad4ff9fc672b00ce9a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/123275 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-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-1002: Expose number of pools in PoolManagerGeorgios Pinitas
Change-Id: I3b14bd87d0650dc4378dc3ccbd14274b9c019657 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/124428 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-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-978: Fixed bug in Load/Store tuning data and in the CLTuner interceptorAnthony Barbier
Change-Id: I6cdecef623ff5806cf82cb12a60aef8aefec32f5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122712 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-978 Load/Store tuning data from file (Part2)Anthony Barbier
Change-Id: I1819f42c0e456673543b267d51f730b6e80a0ad9 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122629 Reviewed-by: Robert Hughes <robert.hughes@arm.com> Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-540 Replace NEDeconvolutionLayerUpsampleKernel with NEScaleKernelMichalis Spyrou
Change-Id: Ic29557cca24447ef40fa2cfca84f208b4d43f8de Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122180 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-978 Load/Store tuning data from fileAnthony Barbier
Change-Id: I1d1f402df3a58704c021b9866d489844fb5e7d7a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122395 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@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-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-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-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-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-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>
2018-11-02APPBROWSER-391: Fix GLES COMPUTE alignment issuesFrank Lei
APPBROWSER-402: Performance optimization for squeezenet/xray model Change-Id: If31b186b99a6d6087164019fe94d3ac9279e3204 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119526 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@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>
2018-11-02COMPMID-909: Enabling in-place computation for batchnormalization and ↵Michele Di Giorgio
activation at graph level Change-Id: I84d4a212629b21794451ab5fb5c5b187b5e28f98 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120127 Reviewed-by: Georgios Pinitas <georgios.pinitas@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-784: Productise Winograd.Pablo Tello
a) Added support for kernel size 5. b) Templatised data type for transforms and batched gemms kernels. Change-Id: Idb83dda7a5eec19e015888ab31902bd791913297 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120540 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-905 Optimize CLSoftmaxLayer for QASYMM8Giorgio Arena
Change-Id: I3512d67b8a72b17db1381842ca42780e39cc511c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120605 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-856: CL Depthwise Convolution QASYMM8 supportGeorgios Pinitas
Change-Id: Ic6097e7cf160e8b829fb521b7b99d9a57d9799d3 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118774 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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