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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-1406: Refactor gemm_interleaved to use our own types and schedulerAnthony Barbier
- Ported PrepareB kernel from gemm_interleave - Ported TransformA feature from gemm_interleave - Allocate reshaped a and b buffers - Added memory_manager / memory_group - MatrixMultiply kernel - Interleave kernels execution. - Fixed a few bugs: all nightly Convolution tests passing for threads=1 and threads=4 - Added Doxygen documentations and comments in the code - Added support for all data types supported Change-Id: Iffa1c09fda0bb9c61213bb83524d5a48e7ecb03c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/141281 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-872 - Rework NEGEMMConvolutionLayer to use NEGEMMGian Marco Iodice
Change-Id: I55f0018ac7214775ebbca63f58a3bf5c93732fec Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/142632 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1386: Add FC convert weights on NEONGeorgios Pinitas
Change-Id: I7a3c6db9285e3899494f496b2562d80cec1b6521 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/141407 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1401 Implement NEFullyConnectedLayer for QASYMM8Giorgio Arena
Change-Id: I0404df6d369855e2f458f2db8f26e81c80a1ee87 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/140148 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1419: Make NEGEMMAssemblyDispatch dynamically typed instead of templatedAnthony Barbier
This makes it easier to integrate in GEMMLowpMatrixMultiplyCore Change-Id: Ibf80803f016a2e6a24d943ffafb50b48f04ec545 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/140868 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1405: Create our own gemm_native kernel / function.Anthony Barbier
Change-Id: Ie0a80bd6b4eb5632cac63ccf54bcb07d4309da19 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/140305 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-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-1364: Add support for NHWC in NEDepthConcatenateLayerGeorgios Pinitas
Change-Id: I4f8e46d1c79afa9284f2c6dc00383c453a8e7bd5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/140165 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1357: Stop passing around raw pointers in NEWinogradConvolutionAnthony Barbier
First step to allow us to enable the memory manager in this function Change-Id: Ic42fdac4c74cd21973c71130b59883e4a87d3dca Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/140167 Reviewed-by: Pablo Tello <pablo.tello@arm.com> Reviewed-by: Vidhya Sudhan Loganathan <vidhyasudhan.loganathan@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1357: Port NEWinogradConvolution to use NEGEMMAssemblyDispatchAnthony Barbier
Change-Id: I9a6a1ebf3956b2b5747027f659cb326b86335f50 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/140155 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-1288 Optimizing CLGEMMLowp using 8 bit dot product instructionGiorgio Arena
Change-Id: I536174b9381660a94578d6aa1892a6289a820391 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/139109 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1381: Cleaned up the AssemblyHelper interfaceAnthony Barbier
Introduced a new IFunction for when we'll fork the arm_gemm functions Increased encapsulation and abstraction of which method is used Change-Id: I5fd8b14b5c77e7f8ecb09029b5e2eccd10dbdcf4 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/139108 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-1167: Validation for NEDepthwiseConvolutionLayerAbe Mbise
Change-Id: I9689e1a0627dc015dd2ce98417e4c97bb55581bb Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/131327 Reviewed-by: Anthony Barbier <anthony.barbier@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-1334 (Nightly) Fix std::bad_alloc error in 32-bit NEON runsGiorgio Arena
Change-Id: I412420a4f02225708fcc8f446a5af5a9faf7d0a5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/137846 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1293: Handle aligned allocationsGeorgios Pinitas
Change-Id: I6e642c8cd968240f883c327464519e57e5d0c3e3 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/136088 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1067 NEON RNN FP32 / FP16Michalis Spyrou
Change-Id: I440df2b2af512fd874651baf28428caa6f8e0b41 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/134433 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1145: (API) Introduce prepare() stage (NEON/CL/GLES)Georgios Pinitas
Change-Id: I5b46764f9c3154ec3e3b9c951cc9e6dfbcb81dfb Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/134255 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
2018-11-02COMPMID-1209: Enable memory manager for the GEMM workspace bufferGeorgios Pinitas
Change-Id: I125660d412945aa152cb76c78280ca0d52264b86 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/133372 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1106 Add fast math support in NEWinogradConvolutionLayerGiorgio Arena
Change-Id: I5fcbbb3b6f22204f0aaebbc319dfdf03593577e8 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/130067 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-814: Add validate method to scale.Georgios Pinitas
Change-Id: I5004c79ac7b10f988f25e14847f1ea2be01629da Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/131143 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-948: Add validation to NEL2NormalizeLayerJohn Richardson
Change-Id: I0cfea24884066412c2f13d9acdb72ddbccac7545 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/130407 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@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-810 Add NHWC data format support for NEON convolutionMichalis Spyrou
Change-Id: I2a7b49a12da7f3bc3f04749243b1dc111160de6e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/129348 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1131: Fix SIGBUS errorGeorgios Pinitas
Forcing 128-byte alignment on pretransposed buffer. Change-Id: I534c5ebb30ffc9a219e7a3e2d495b4b83b0d1fea Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/130614 Reviewed-by: Pablo Tello <pablo.tello@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-959: Assembly kernel marks weights as unused when pretransposeGeorgios Pinitas
Change-Id: I15943c4c97457f4cc9bff3bb1cce8ad9a8d9ed38 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/130474 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-959: Perform pretranspose if allowed on NEON assemblyGeorgios Pinitas
Change-Id: I281699ce7270aec1317c47b5a13799954cf6c9e8 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/130010 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-1110 Add QASYMM8 to supported types for NE/CLActivationLayerMichalis Spyrou
Change-Id: I4c04b6271e923a07ad861cd6663bb48d0a663301 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/130360 Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-808 Add NHWC data format support for NEON direct convolutionGiorgio Arena
Change-Id: I5d4cc3d5b0d25f3fe4ed998c0f15b1b8e260a43a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/125697 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-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-1096 - Add fast_math flag to CLConvolutionLayerGian Marco Iodice
COMPMID-1103 - CLWinogradConvolutionLayer mismatches Change-Id: Iceaa9482a1790ec39d2720c220261aaea8043978 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/129398 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-806 Add NHWC data format support format for NEON poolingMichalis Spyrou
Change-Id: I7ab174c72f3d56134fcec259a137739061fd12e9 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/123065 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1074: Rename WinograLayer.cpp to WinogradConvolutionLayer.cppGeorgios Pinitas
Change-Id: Iccac7cd6cb458469568d0cd6fb36b262353f4188 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/129261 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-1041 NEON Winograd: update function to use GEMM functionMichalis Spyrou
Change-Id: I1ecdf10e02193de7f47a72b75cce0d58a1fa1a1c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/128411 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-718 : Winograd: add validate method and testsVidhya Sudhan Loganathan
Validate methods added to Winograd kernels and function. Renamed validation test suit Change-Id: I0a88df436aff0bbaf4fd82213eeda089b87ac5bf Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/127781 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-797 Integrate Mobilenet QASYMM8 with new graph.Giorgio Arena
Change-Id: I4df63ec2f4eb27a8a6eec2bea27741bf8dec6910 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/126966 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@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-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-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-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-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>
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