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2018-11-02COMPMID-452 CL Depthwise Separable Convolution Layer kernel implementation, ↵Giorgio Arena
validation and benchmarking for 3x3xC depthwise filter and DataType::F32. Change-Id: I95c0c87709763cdbf58d0de66025eac86e30791b Reviewed-on: http://mpd-gerrit.cambridge.arm.com/82768 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Steven Niu <steven.niu@arm.com>
2018-11-02COMPMID-477 - Optimized CLNormalizationLayerGian Marco Iodice
CLPixelWiseMultiplication has been removed within the function Change-Id: Ibe7edd7921d5cef6ff68fdeeca89771129a8eaea Reviewed-on: http://mpd-gerrit.cambridge.arm.com/84459 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-439: Implement NEON Quantization Layer.Michele Di Giorgio
Change-Id: Iefbb421915e56d880d6a3e20c113913560f6ca10 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/79934 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-417 - Optimizing reciprocal QS8/QS16Michalis Spyrou
Use one FP operation less for both QS8 and QS16. Also one iteration less for Newton-Raphson method for QS16. Change-Id: I360e20cf817a8a8f9905aef43fecce358c5cb796 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/84318 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-431 Port OpenCL pooling layer to use fixed pointsteniu01
Change-Id: I6a73cd6582097aaefa83588aad789bdefdc74406 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/79967 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
2018-11-02COMPMID-477 - Optimizing Pooling 3x3 with stride_x <= 3 on OpenCLGian Marco Iodice
Change-Id: Ie000166307cdb5bfae00ebf84d35e49a6bfb9dbd Reviewed-on: http://mpd-gerrit.cambridge.arm.com/83372 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-417: Cleanup NEON FullyConnectedLayerMoritz Pflanzer
Change-Id: Ie02a0a1a28ca2771e29a5e6552242caf0f6db1cf Reviewed-on: http://mpd-gerrit.cambridge.arm.com/83555 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>
2018-11-02COMPMID-417: Add in-place support for batch-normalization.Georgios Pinitas
Change-Id: I4b0c9348f3bc2addc198a76fadd1b583abf42b60 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/84434 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-478 Implemnt CL direct convolution 5x5steniu01
Change-Id: I4b975aff310cda9964d8c5dcee182d5d5c82741b Reviewed-on: http://mpd-gerrit.cambridge.arm.com/83474 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-412: Port PoolingLayer to use fixed point 16.Michalis Spyrou
Change-Id: I2005de4c7c14526996309826d33a0ec8e732d2d5 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/78720 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Steven Niu <steven.niu@arm.com>
2018-11-02COMPMID-417 - Added clFinish to CLSymbolsGian Marco Iodice
Change-Id: If3ee89d91f105489c766b9e714fdf72da8fbfe78 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/83664 Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-11-02COMPMID-417 - Added method to set the Local Workgroup size hintGian Marco Iodice
Change-Id: I909e92ff5a0972817e6b403d05d254622f3265c7 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/83552 Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-11-02COMPMID-459 Collapse CL Im2col's higher dimensionssteniu01
Change-Id: I0ccc39cbcf6926e6810faf3fe264c4af7adc3f7b Reviewed-on: http://mpd-gerrit.cambridge.arm.com/83070 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-477 - Optimizing CLDirectConvolution 3x3 on OpenCL and added the ↵Gian Marco Iodice
auto configuration Change-Id: I3c8384dcbc9d7786943134bb658dafb35356d90d Reviewed-on: http://mpd-gerrit.cambridge.arm.com/83253 Reviewed-by: Steven Niu <steven.niu@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-424 Implemented reference implementation and validation tests (NEON ↵Isabella Gottardi
and CL) for Warp Perspective Changed the behaviour in NEWarpKernel for border mode replicate and constant to stick with the VX specs. When the new coords are out of the valid region, the output will be computed using the values from the border. In the validation tests the validate will be called with tolerance_value 1 and tolerance_number 0.2%, due to some float arithmetic related mismatches. Change-Id: Id4f9d0ef87178f8f8fd38ee17fee0e6f4beb85cd Reviewed-on: http://mpd-gerrit.cambridge.arm.com/80283 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com> Reviewed-by: Steven Niu <steven.niu@arm.com>
2018-09-17COMPMID-: Implement L2NormalizationLayer.Georgios Pinitas
Change-Id: I2223850b84826a87650729d287c57c22bcab7462 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/82767 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-09-17COMPMID-417 - Added method to shift down the dimensions of a tensor shapeGian Marco Iodice
Change-Id: I71b24ac35670824ae3d27710d45519761b0dbcf0 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/82872 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-09-17COMPMID-417: Fix CLNormalization error issue.Georgios Pinitas
Change-Id: Ie538245ee0451e4cdb28120e80b9a65f56a07e7d Reviewed-on: http://mpd-gerrit.cambridge.arm.com/82933 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-09-17COMPMID-472 : Implement Floor for CL and NEON.Georgios Pinitas
Change-Id: I675a4545b1fe9ab665a07c834720bfe7ff589cee Reviewed-on: http://mpd-gerrit.cambridge.arm.com/82527 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-09-17COMPMID-417 NEON/CL MeanStdDev bugfix using FillBorderKernelGiorgio Arena
Change-Id: Ic48ba7f69783d0e1e80611264e2bc67d1732436e Reviewed-on: http://mpd-gerrit.cambridge.arm.com/81293 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-355 Implement CL DirectConvolution1x1SiCong Li
* Add FP16 to validation tests. * Complete benchmark tests for CL and NEON Direct Convolution. Change-Id: Ie73d8580832372db01b82b39786fd9c8be560090 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/82014 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-438: Add support for floating point Min-Max Location layer.Michele Di Giorgio
Change-Id: I84ae564a40fc7320a6f94a84d53906ba51404f51 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/79797 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-417: Port NEDirectConvolution 1x1 to QS16.Pablo Tello
Change-Id: Icae6a5091e836d0aca24375f43cca9e6d3a2090f Reviewed-on: http://mpd-gerrit.cambridge.arm.com/81662 Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-09-17COMPMID-413: Add support for QS8 and QS16 CLNormalizationLayer.Michele Di Giorgio
Change-Id: I1aaa9fb8d05796bbca9cfae584e084646552bb71 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/80155 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-456: Add support for QS16 NEON Normalization Layer.Michele Di Giorgio
Change-Id: I1e542808cfd7774c67cc4e9a58e42449e4fb29aa Reviewed-on: http://mpd-gerrit.cambridge.arm.com/81735 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-09-17COMPMID-417 - Bug Fix WarpPerspective kernelIsabella Gottardi
Change-Id: Ic26fb3b1b60c1a1f4848d683862a25bd1ebc2cc8 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/82053 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Steven Niu <steven.niu@arm.com>
2018-09-17COMPMID-421: Added FP16 support in BatchNormalizationLayer.Pablo Tello
Change-Id: I7142e0e8466ef79e016ae56d285e8e9291573e52 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/79814 Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-421: Added FP16 support in the Neon Locally Connected Layer.Pablo Tello
Change-Id: I4b52a209a5ce1a7e69494008538ed242b14b5593 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/81520 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-09-17COMPMID-355 Implement 3x3 CL direct convolutionsteniu01
Change-Id: I1b44dc375045964e65557f0ead57a7c12d6bf097 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/81418 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-09-17COMPMID-421: Added FP16 support to Softmax.Pablo Tello
Change-Id: If48178689e7cdadf1858556438c7292128be5b92 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/80436 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com>
2018-09-17COMPMID-421: Added FP16 support in Pooling LayerPablo Tello
Change-Id: I6b6119c8770051c1656da40aa073c539c15b493e Reviewed-on: http://mpd-gerrit.cambridge.arm.com/78985 Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-417: Enable CPU target selectionMoritz Pflanzer
Change-Id: I8d1b368c654b738117efb32cfacd5fda10c23203 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/79046 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-417: Allow loading of custom OpenCL libraryMoritz Pflanzer
Change-Id: Ic26266f164ec26f9f2923c0ffe366fea37b970ae Reviewed-on: http://mpd-gerrit.cambridge.arm.com/80090 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-09-17COMPMID-421: Added FP16 support in ActivationLayer.Pablo Tello
Change-Id: I7ba573b19d56e3c87996edb5218a00e5bfca451e Reviewed-on: http://mpd-gerrit.cambridge.arm.com/79755 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-421: Update NEArithmeticAdditionKernel documentation.Pablo Tello
Change-Id: I4979a5d472384706d643879b6b1064313e31eee7 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/80685 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-09-17COMPMID-415: Use templates for data argumentsMoritz Pflanzer
Change-Id: I815d705e7cf42022f7a203935dcaaa333a2801fe Reviewed-on: http://mpd-gerrit.cambridge.arm.com/80311 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-421: Added FP16 support to Arithmetic Subtraction.Pablo Tello
Change-Id: I2043531e8e81f28354a208ff91024c3954389422 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/80304 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-09-17COMPMID-446: Add support for QS8/QS16 CL Arithmetic Add/SubMichele Di Giorgio
Change-Id: I84fc457a9c28856a11322944822d2fabaf92e8e4 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/80528 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com>
2018-09-17COMPMID-401: Implement FixedPointPosition conversion for NEON.Georgios Pinitas
Adds support of changing the fixed point position of a tensor in DepthConvert. Change-Id: Ic3b50a4628fac7497a0217d92941c9d6f64d21cb Reviewed-on: http://mpd-gerrit.cambridge.arm.com/80438 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-410 Port BatchNormalization to use fixed point 16Michalis Spyrou
Change-Id: I7d3e9ff70c717ef5e6de2bcfbfd277f39006702f Reviewed-on: http://mpd-gerrit.cambridge.arm.com/78956 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-425 Port CLBatchnormalization to support QS8/QS16Michalis Spyrou
Change-Id: I46c93305f377666ea0915ff789b7dfdfff596087 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/78862 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-417: Add Leaky RELU support for both NEON/CL.Georgios Pinitas
-Adds parametrizable leaky relu (x>0) ? x : a*x. Change-Id: Ief19a435b5832a30b56f4aaaf55125787addee94 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/80575 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-444: Add support for QS8/QS16 NEON Arithmetic Add/Sub/Mul.Michele Di Giorgio
Change-Id: Ia482498688ca1884272b5062e3415e736e03d36f Reviewed-on: http://mpd-gerrit.cambridge.arm.com/80448 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-443 Collapse higher dimension for pooling layer and normalization layersteniu01
Change-Id: Icd08eefbd938c11c77dc4264af1fa3664fb336bc Reviewed-on: http://mpd-gerrit.cambridge.arm.com/80568 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-09-17COMPMID-443 Change CLSoftMaxLayerKernel to use 3D tensor and collapse the ↵steniu01
higer dimension Change-Id: I730ef45d855113d8baa7d89818441e168ea43c63 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/80573 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-09-17COMPMID-406: Port CLActivationLayer to use QS8/QS16.Georgios Pinitas
Change-Id: Ia4114984c38e1d2027ad97335b3c6c11f5754e23 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/78727 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-09-17COMPMID-417: Port DepthConcatenate to QS8/QS16 for NEON/CL.Georgios Pinitas
Change-Id: I3dddae63043c7aa18d908a4fc8abacf3c64f98ca Reviewed-on: http://mpd-gerrit.cambridge.arm.com/80081 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Steven Niu <steven.niu@arm.com>
2018-09-17COMPMID-421: Added FP16 suppot to NENormalizationLayer and ↵Pablo Tello
NEPixelWiseMultiplication. Change-Id: If174f8071502fc5cc94b27cd44a9b1d5e451a9e2 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/79553 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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