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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-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-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-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-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-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-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-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-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-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-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-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>
2018-11-02COMPMID-906: Use fused activation in NEON Batch normalizationGeorgios Pinitas
Change-Id: I5a6413548b2c9b8972c91ddba57395509dffd87e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120656 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-765: Switch 1x1 DeconvolutionLayer to use the ConvolutionLayerGeorgios Pinitas
-Swithes the 1x1 DeconvolutionLayer to use the ConvolutionLayer instead of the DirectConvolutionLayer. Change-Id: I3ffe152c42c3b1c7ea572f264cd3215df01aedc2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120292 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-903: Implements NEPermute for NHWC conversionsGeorgios Pinitas
Change-Id: I4083e8d16bb23933634f229a1408dfd0e8f2922a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120069 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-875: Deconvolution 4x4 not workingGeorgios Pinitas
-Enforces the use of the ConvolutionLayer function in the DeconvolutionLayer. -Adds tests for 4x4 Deconvolution. -Alters the ConvolutionLayer validation to support even kernels. Change-Id: Id27e285f078e690b8dd58490dd8ea6d875b3cec6 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118632 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-897 Merge batch normalization with bounded reluGiorgio Arena
Change-Id: I9a607fe620f795cdea1a99fdd3f5f8c2fc76f980 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119234 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-873: Integrate RSH NEON Depthwise Convolution routineGeorgios Pinitas
Change-Id: Ida1e9a836bc518bfe5563e16bf7f92bde5fc13f7 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118472 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-765: Fixed clangtidy warnings.Pablo Tello
Change-Id: I83d0f2bc8e0ebfdc0b60931f2c5acf0469caf886 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118696 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-784: Winograd tramsforms refactoringPablo Tello
1) Removed the example files winograd_layer.hpp/cpp 2) Teplatized winograd transform kernels Change-Id: I7045fa0b801b9d30a11275914aaa2dafd254aed2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118332 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02IVGCVSW-863 Broadcast support in CL/NEON Arithmetic AddDiego Lopez Recas
Also, added instrumentation to support generic tensor broadcasting for NEON and CL backends. Change-Id: I1bc5747a286e1a4b464c209067581e103d473b9a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/114201 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02IVGCVSW-798 Add Softmax NEON support for QASYMM8Diego Lopez Recas
Change-Id: I4f2cca52caf210fdb7d6bb7e9436ac51cb5088b4 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112398 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-784: Added support for biases in WinogradLayer.Pablo Tello
1) Updated to the latest code from the RSH repo. 2) Moved winograd transforms into kernels. 3) Added support for biases Change-Id: I7f39f34a599b49d7d9b549cc10a4f4d4a8007ab8 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/117474 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-791: Generic Depthwise Convolution Layer NEON QASYMM8Georgios Pinitas
Change-Id: I33cf54e68f6c097ac58b6f16c3f9a720978f09cd Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/117289 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-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-815: Updated NEWinogradLayer with the lastest code from Research.Pablo Tello
Change-Id: I86d7f53b5f5d1dbc22078aea5c32b08a25d1f49e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/116634 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-791: Adds support of QASYMM8 in NEDepthwiseConvolution3x3Georgios Pinitas
Change-Id: I1a9ed6c3420ddf8978aeaad48d9915333b006b49 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/116374 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-785: Add QASYMM8 support for pooling layerGeorgios Pinitas
Adds generic pooling case for QASYMM8 Change-Id: I37d38a92ca61651e915fbbbb6da88e180390b4ab Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/115439 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-471 Implement Deconvolution on OpenCLMichalis Spyrou
Change-Id: Ie00c6b08a51d30c5ce2637d40ee3d165b8a68686 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/110311 Reviewed-by: Pablo Tello <pablo.tello@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@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-746 Allow NEDirectConvolution to work without biases for QS.Michalis Spyrou
Renamed BiasAccumulateKernel to OutputStage. If no bias is provided when the input is quantized, the kernel simply downscales the input. Throw error if no bias is provided and input is floating point. Change-Id: I645a4ee9c6014b0547778fdd92c9ec72ef2f0aab Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/114158 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-719: NEWinogradLayer reordering using NEPermute.Pablo Tello
Input reordering from NCHW to NHWC Output reordering from NHWC to NCHW Weights reordering from [Ofm x Ifm x Height x Width] to [Height x Width x Ifm x Ofm] Change-Id: I85aabedb1f9c13700bc4919eb3130f4d4bd0b465 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/113631 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-617 Add validation to NEConvolutionLayerGiorgio Arena
Change-Id: I796a13e6ea672e274aaa8234ee0689828fec7292 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111348 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Ioan-Cristian Szabo <ioan-cristian.szabo@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-617: Adds CLFullyConnectionLayer validation supportGeorgios Pinitas
Change-Id: I4d2eb9872a3165fdcaa7784596e441cbe563dbc2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112577 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Ioan-Cristian Szabo <ioan-cristian.szabo@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-556: Fix bugs around NEDirectConvolutionLayerGeorgios Pinitas
Change-Id: Ib4af25cd6dae78ed4ec89f4272cfaa2356359446 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112867 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 Color Convert documentationGiorgio Arena
Change-Id: Iec0728cbe33be1c006499c7892841baf584485f7 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112908 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-556 Fix NEON/CL copy-paste documentation mistakesGiorgio Arena
Change-Id: Icbb3a79e42a37f5a874da74231dd185768e4dcc6 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112910 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-556 Fix Channel Extract documentationGiorgio Arena
Change-Id: Iac5fd0800953f6db040f025313e5077fcad74af6 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112931 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-617 Add validation methods to KernelsMichalis Spyrou
- NEActivationLayer - NESoftmax - NEDirectConvolutionLayer - NENormalizationLayer - NEPoolingLayer Change-Id: Ib279f1c1b7f9247679b0d6593aed7393da8fe87b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111335 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>
2018-11-02COMPMID-556: Rename Error to Status and inverse logicGeorgios Pinitas
Change-Id: Ib57d4f7177cc6179302bda7ad870acb8bd3825f5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112115 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-631 Neon support for Softmax beta parameter (F32 only)Pablo Palmier
Change-Id: Ibf6f038b39f1a4e557f5d04feb08e3d5ef54e223 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112019 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> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-728 - Added validation for transposeGian Marco
- Added validation in NETranspose - Added validation in CLTranspose Change-Id: I51aa1810c957fda75bdf899f33116d96a76d89a1 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111999 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>
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