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2018-11-02COMPMID-1470 Add auto-init of the output in NECol2imGiorgio Arena
The output of NECol2Im is already auto-initialized. This patch is about calling ShapeCalculator instead of computing the shape inside the kernel, adding validate_and_configure_window, and standardize the way convolved dims are passed (now NEON uses Size2D, while CL passes a pair of uint values: using Size2D for both implementations) Change-Id: I795696e1b6532f57847c3186c1b532c09f5a25da Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145345 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-1188: Static tuning of CLScaleGeorgios Pinitas
Change-Id: Icf1cc00d9861fdb8766d0b8fd33ca90833863927 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/144830 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@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-1376: Add support for QASYMM8 in CLDeconvolutionLayerMichele Di Giorgio
Change-Id: I13ec79b6668e2b9559d3fa789ae0b51ab6975289 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/139126 Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1343: Add grouping support to CLCol2ImKernelMichele Di Giorgio
Change-Id: I5188a2163e7341f1915d98c21464fea13a9a7faf Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143330 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@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>
2018-11-02MLCE-13: Sanitizing matrix argument in the Warp.Pablo Tello
This changes help to prevent errors like passing a matrix with less elements than required into the warp functions. Change-Id: I863f933a5e0568258717cffed3a20788d3d03083 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143044 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1303: CLDepthConvert : Add support for FP32 -> FP16 and FP16 -> FP32 ↵Michele Di Giorgio
+ validate() function Change-Id: I6808de0254a7c4bca440322cc14b795b3b32465b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/142427 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1188 Fix WeightsReshape docGiorgio Arena
Change-Id: If15e06ad3aa092d32c4d88172a9fea79a7416b2b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143128 Reviewed-by: Anthony Barbier <anthony.barbier@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-1344 Add grouping support to CLWeightsReshapeKernelGiorgio Arena
Change-Id: Idde333308db71087ec234b3fd1eb4e36a44db46c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143049 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1276 - Allow GEMM to work with 3D input tensorGian Marco Iodice
Skipped im2col in CLGEMMConvolutionLayer for 1x1 convolutions with NHWC data layout Change-Id: I894e6b952ed8605e8f3ffc0ffc25c24730d4664c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/141909 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-1124: Validate CLLSTMGeorgios Pinitas
-Enables cell-to-input weights when !cifg and peephole -Makes projection bias conditional Change-Id: Iee866db9f5d8479c2dfd95d74a2d42492bf07a8d Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/140543 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Les Bell <les.bell@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1367: Enable NHWC in graph examplesGeorgios Pinitas
Change-Id: Iabc54a3a1bdcd46a9a921cda39c7c85fef672b72 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/141449 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1386: Add support for converting weights for CL.Georgios Pinitas
Change-Id: I62e3ead903366baeeb1488f233a9b8b0c388c9de Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/140403 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1365: Add support for NHWC in CLDepthConcatenateLayerGeorgios Pinitas
Change-Id: I3ed55bdb95d888aff0b0b76fb841bf1669659308 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/139963 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1226 Extend CLMeanStdDev to support FP32 / FP16Michalis Spyrou
- Extend support for FP16 in CLReduction. - For F16/F32 MeanStdDev we perform one reduction operation for mean and one for stddev and we calculate the final result in the host CPU. Change-Id: Iad2099f26c0ba7969737d22f00c6c275634d875c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/135870 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-1340 - Implementing Winograd Convolution Layer 1x5/5x1 on OpenCL NHWCGian Marco Iodice
Change-Id: Id5e0795238f77c049df9c109dafc5ef878c1897d Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/139234 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1339 - Implementing Winograd Convolution Layer 1x5 and 5x1 kernels ↵Gian Marco Iodice
on OpenCL NCHW Change-Id: Ia293cd89651146a0e27e5f7c74ca9c924807e83c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/138707 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-1354 Add support for NHWC in CLBatchNormalization's documentationGiorgio Arena
Change-Id: I562daf5dc6084ba597e930ae1e4b79e62f7395a7 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/138902 Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-970 : Remove QS8 / QS16 supportVidhya Sudhan Loganathan
Removed QS32 references Change-Id: Ic7df02c08ae7aa1b7dcae15bdda113321af851b8 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/138703 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@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-811 Add NHWC data format support for CL depthwise convolutionGiorgio Arena
Change-Id: I574f7945f0be009c638d860028bce8b52b4120fd Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/136484 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-1336: Add CLArithmeticAddition support for QASYMM8Michele Di Giorgio
Change-Id: Ice2bb644841fdea4e776872ff5481eb927e66bd1 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/137714 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1204 Add NHWC data format support to Winograd input transform 4x4_5x5Giorgio Arena
Change-Id: I3dffdd1772b78db27a4374f074a24a15a9552189 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/134859 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1204 Add NHWC data format support to Winograd filter transform 4x4_5x5Giorgio Arena
Change-Id: I09adb8493fd2c438871c3d734cadf4b950c24d25 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/134822 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1204 Add NHWC data format support to Winograd output transform 4x4_5x5Giorgio Arena
Change-Id: Id6dece059b521e50ef546c3ee2883acedf8e3b1c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/134760 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1246 CLDepthwiseConvolution QASYMM8 NHWC kernel cleanupGiorgio Arena
Change-Id: If9385e6bcbf2242b973f42d6979b16ebc39f2cb4 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/136159 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-1048 Add NHWC data format support to Winograd input transform 4x4_3x3Giorgio Arena
https://confluence.arm.com/display/MLENG/Winograd+Input+Transform%3A+NCHW+vs+NHWC+on+OpenCL Change-Id: Iac35a54389266701b7d8f5434a7a37df85b7b187 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/133315 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-911: Allow GEMM to work with 3D tensorsIsabella Gottardi
Change-Id: I8c4823a0d909e19e9ef548f00b9ae98c66de61dd Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/123569 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1222 Implementing CLArithmeticDivision - FP32 / FP16Michalis Spyrou
Change-Id: I2e3f725ef5ed1454755086b9640ab84a81f4d40e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/135170 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-801: NHWC support in CLIm2Col.Pablo Tello
And extended tests coverage adding kernel shapes 3x1, 1x5 and 7x7 Change-Id: Ia7c1d4da2368d5f5fbc1a41187f4ac1aca5f150f Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/127727 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-1048 Add NHWC data format support to Winograd filter transform 4x4_3x3Giorgio Arena
Change-Id: Ifd125fcb5451dbac3c28b15a9471048a74fee0ad Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/128987 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-817: Tuner: Port kernels to new design.Georgios Pinitas
Change-Id: Iaabb1153c2abe0400ec79d51a21347debe92d642 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/134062 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1048 Add NHWC data format support to Winograd output transform 4x4_3x3Giorgio Arena
https://confluence.arm.com/display/MLENG/Winograd+Output+Transform%3A+NCHW+vs+NHWC+on+OpenCL Change-Id: I6995f5cef759ba70ebd96d545b952041b6f1f36e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/128729 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-813 Add NHWC data format support for CL scaleMichalis Spyrou
Change-Id: Ie218447c4f3f94a37b5dd2d3b33488c7f5869adf Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/128520 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1176: Add FP16 support in CLDeconvolutionLayer.Georgios Pinitas
Change-Id: Ic82ca002220fa31d8618a55084ff1dfc2585bea7 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/131944 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Vidhya Sudhan Loganathan <vidhyasudhan.loganathan@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1137 OpenCL concatenate widthMichalis Spyrou
Change-Id: I40faba421281b1cf080fa6a825d04a4366cdaeb0 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/130700 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-948: Add validation to CLL2NormalizeLayerJohn Richardson
Change-Id: I452a718a60b81da51cd3e98641fd99c86c4debab Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/129451 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-1050 CL/NEON: Create a function to convert the 2D weights of FC ↵Giorgio Arena
layer from NHWC to NCHW and viceversa Change-Id: If77ffeb92b6eb883e5d2d2c97c2c4d1d23d17c8d Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/129257 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-1052 - Rework validate method in CLGEMMGian Marco Iodice
Change-Id: Iece5bd6478b5fac5164abff30c1e63e8a77291a9 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/130374 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1068 Create validate method to CLDepthWiseConvolutionGiorgio Arena
Change-Id: I3301b66a8a072c6ecd0d7f2dabef350017b55ac4 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/128677 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1125: Add support for FP16 in CLDepthwiseConvolutionMichele Di Giorgio
Change-Id: I4838f5a8e4c33ed646cd05e0bb682fca635a29a3 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/130469 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
2018-11-02COMPMID-1107: Add support for ChannelShuffle in CLMichele Di Giorgio
Change-Id: I56d2a02b316f0c69ff1fd7220e732f775414fe69 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/129709 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> 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-926 Add depth multiplier support to NEON/CL/GLES depthwise convolutionGiorgio Arena
Change-Id: I03f32c62350e5ea43e77bb15fc5a832d83719e3b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/126657 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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-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-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>