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2018-11-02COMPMID-1451: Fix NormalizationLayer accross width normalization.Georgios Pinitas
NEON and CL normalization layer was generating invalida results for radius > 4. Change-Id: I15d846405e6b3492fe44920bbf8cadceb4e5258f Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/153161 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Matteo Martincigh <matteo.martincigh@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-1451: Fix compilation issues under gcc 8Georgios Pinitas
Change-Id: I05d3447336ee0bf330e2a0c58fc6904be1db8f83 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/152626 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-1623: NEWinograd reduce the number of output tiles.Pablo Tello
Change-Id: I4d9240924fe483d2dd127ad6a4ae6f8066f61bd1 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/151893 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Andrew Mundy <andrew.mundy@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-1451: Enable dot kernels in NEGEMMAssembly functionsGeorgios Pinitas
Change-Id: I9dd26b80025ea3a4c66f5f0bf41b7a98dd0d3aa4 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/152549 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-1546 Optimize PoolingLayer NHWC on NEON for all data typesMichalis Spyrou
Change-Id: I4920e43059a713126f15493f38fe50f07d0a8c7f Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/151087 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-1519: Add support for 3D input/output in CLGEMMLowpOutputStageGeorgios Pinitas
Change-Id: I637add70310d2da4d82b236a6352af9d33be17a1 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/149706 Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Tested-by: bsgcomp <bsgcomp@arm.com>
2018-11-02COMPMID-1600: Reduce number of tile specialisations.Pablo Tello
Change-Id: I4d06eca9404ea6d3df9d0ca52f5d6f5421ab7116 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/150117 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-287: NEON colour convert to U8Manuel Bottini
Change-Id: I47033fa70881fd32b13266adb6ccbf10c202aabc Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/150344 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-1596 Create UpsampleLayer for NEONMichalis Spyrou
Change-Id: I82d95c4f1c5fed13b213a2591cc2b4e0d0e02a54 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/149676 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com> Tested-by: bsgcomp <bsgcomp@arm.com>
2018-11-02COMPMID-1540 Implement YOLOLayer on NEONMichalis Spyrou
Change-Id: Ice28996959dc666fff5e8ae486c1ff8093db083f Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/148367 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: bsgcomp <bsgcomp@arm.com>
2018-11-02COMPMID-1446 : Add support for 3D output in NEGEMMLowpOutputStageGeorgios Pinitas
Change-Id: I61e7d39d09a9936b1128ec04038fa2d8dfe6a2c8 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/149211 Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: bsgcomp <bsgcomp@arm.com>
2018-11-02COMPMID-1591: Fix NEPoolingLayer for NHWCGeorgios Pinitas
Restore window step across width to 4 for FP32 instead of the whole row as the kernel code was inconsistent with this decision. Change-Id: I7c4dcdf960b8cbc970a36fa1df39df2c6f000c86 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/148908 Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: bsgcomp <bsgcomp@arm.com>
2018-11-02COMPMID-1564: Add NEDepthwiseConvolution3x3 for QASYMM8Georgios Pinitas
Change-Id: I1f55508af6f220e5f41df7b56daffb4761ed0591 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/148253 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com>
2018-11-02COMPMID-1532: Add DepthwiseConvolution3x3 FP16 on NEONGeorgios Pinitas
Change-Id: I780970f317b979b3230e2b471ac01df7fda9ee14 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/148168 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1563: Fix name of NEGEMMInterleavedWrapperAnthony Barbier
Change-Id: I5f868091cae7bd86eeeb7216d44f32c190c5a604 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/147804 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-1566: Add broadcast to CLArithmeticSubtractionGeorgios Pinitas
Change-Id: I05d21f9a92013ecfd1128d12cf1561cfd6e5c5e9 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/147983 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02[MLCE-54] graph_alexnet example throw an exceptionMichele Di Giorgio
The 32bit version of AlexNet seems to require ~1.4 GB of memory to run (got this result via valgrind's massif tool). The problem is a miscalculation of the shape of the _transformed_b tensor, which should not be multiplied by the size of the data type, but rather represent only the size of the dimensions. Change-Id: I55dfb538b31772afc4ce0ce0ccd31fdeb1585cfb Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/147666 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1552: support kernels sizes 1x7, 7x1, 1x5, 5x1 in NEWinogradPablo Tello
Refactored the validate method to make it easier to maintain in the future when adding support for new kernels sizes Change-Id: I12d9fe7af15ceb0e655cef61ca94407558fb29e8 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/146713 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-1451 Move NEFlattenLayerKernel to the correct folderMichalis Spyrou
Change-Id: I88793688e4175d409a022db1c2b6db6783d7feeb Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/147682 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1556 - Add ReorgLayer to graph APIGian Marco Iodice
Change-Id: I50c13b5808f3cceec36b92e7afc027f47ebbdea4 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/147369 Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1555: Fix mismatch in EqualizeHistogram functionMichele Di Giorgio
Change-Id: I1fe346a360b2d9ddd8576a1d24ff66e78c95c1f2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/147049 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1527 - Implementing ReorgLayer on OpenCLGian Marco Iodice
Also extended tests on NEON Change-Id: Icb0eced534e904ef807972dd3a31988f501bb02e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/147095 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1548: NEON FP16 mismatches on CannyEdge and HarrisCorners.Georgios Pinitas
Removes FP16 from HarrisCorners and CannyEdge. Change-Id: I5e4f9205fdbe4de85f04f55ecf1568c837e56cc0 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/146247 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
2018-11-02COMPMID-1528: Add ReorgLayer on NEONGeorgios Pinitas
Change-Id: I44369b4a716767163e2233b7d87bff300c523383 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/146314 Reviewed-by: Pablo Tello <pablo.tello@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1550: Winograd integrate RSH changes.Pablo Tello
Refactors the transforms to make use of partial specialization. Change-Id: Idff68d22817a00a7ee9eef5351a5a9fd33147540 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/146635 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-1514: Add validate to NEFloor and CLFloorGeorgios Pinitas
COMPMID-1515: Add FP16 support to NEFloor and CLFloor Change-Id: Ib63a62c7681056ee13be99ce081b4d3949da4217 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/146547 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-1247:Integrate kernel size 1x3 & 3x1 support in NEWinogradLayer.Pablo Tello
Change-Id: I6fe198881230e49864c841a3b2366ccf2a9247f9 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145210 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-708 Fix AccessWindowTransposeGiorgio Arena
Change-Id: I68f65b6dea7889d71b4a10021f59e6f0ab82903b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145590 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1469: Add validate in NEGEMMMatrixAdditionKernelGeorgios Pinitas
Change-Id: I228e2503eb40c12869fbd7e834ac1309aa613480 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145878 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1304: NEDepthConvert : Add support for FP32 -> FP16 and FP16 -> FP32 ↵Michele Di Giorgio
+ validate() function Change-Id: I12e4696a454744f6d493ab3a53520d3acf3a1a26 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145719 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02[COMPMID-1301] Add validate() method to NEReshapeLayerGiuseppe Rossini
Change-Id: Idc3b15f2421858bbf726cd9da82487ff2e1f2910 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145335 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-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-1529 Optimize PoolingLayer NHWC on NEONGiorgio Arena
Change-Id: Ib85e5cc203d6c71f83c6021c776ccdc0eef82acf Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145165 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1494 Optimise NEON im2col and weights reshape for NHWCGiorgio Arena
Change-Id: I99ebae61024a7bce9d17292a02c28626ae6c29d5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/144872 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-1246 Fix NEON mobilenet NCHWGiorgio Arena
Change-Id: I1dd6df9bd4a96cb7cbacce939a89c3a7ccee71c8 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145397 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1534 - Fix GEMM and Magnitude test for FP16Gian Marco Iodice
On GEMM we had accuracy issue On Magnitude we have disabled the fp16 acceleration since we do not have feature parity with CL and this function is not used for ML Change-Id: Iaebe3bbbd2a9f45db0c714aa5ebaf48eb0b65741 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145467 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-1536: Github PR: Removed redundant const qualifier on castKohei Takahashi
GCC (>=8) yields warning w/ -Wignored-qualifers (enabled by -Wextra) on such usage. Change-Id: Ib3284b60cec0ec4faf8c6e6c1e2980cbf5731973 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145384 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-1534 - Fix NENormalizationLayer for FP16Gian Marco Iodice
Implemented vinvq_f16 with fp32 data type in order to avoid accuracy issue. Change-Id: Ibfffd12e4a941c1388a982fc7bbe3e1832351feb Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145416 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1534: Fix 2x2 NEPoolingLayer for FP16Georgios Pinitas
Change-Id: Icaf45cad826bb0966a6c663ecb7e828f5fe5e5db Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145336 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1534 - Fixing FP16 tests on NEONGian Marco Iodice
- Fixed GEMMConvolutionLayer test. The issue was related to the tolerance - Fixed DirectConvolutioNLayer test. The issue was in the convolver_3x3 Change-Id: I9d5b906d7e5e32a0a34300d529d6edb804ac1c4e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145377 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1534: Fix NESoftmaxLayer for FP16Georgios Pinitas
Simulates exp function in FP32 Change-Id: Ieffceeab64fda6f466f212b56f794cc44d477afa Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145367 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1534: Fix NEActivationLayer for FP16Georgios Pinitas
Simulates Logistic, Tanh and SoftRelu in FP32 Change-Id: I9950f7636b8ff2f3e054937e5ef414e45dfe06f5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145357 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1188: Add support for activation in NEBatchNormalization.Georgios Pinitas
Change-Id: I1e206574dac6433218db6e138adb7bf5f66a536d Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145222 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1047 Extract Flatten function from Im2Col for NEONGiorgio Arena
Change-Id: I80f3aaadc8cae8c9ca1a5a239e79bda302b89bd8 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/144813 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-1366 Implement NECopyMichalis Spyrou
Change-Id: I183e4b7081bf12de3546293a00da68b4f4a0dd5e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143987 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1499: Fixed issues to build for FP16 on AndroidAnthony Barbier
Change-Id: I7cd15e9115b5c6f544005528d69061751286be11 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143708 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
2018-11-02COMPMID-1188: Assign correct ticket to TODO in NEDerivativeKernelMichele Di Giorgio
Change-Id: I57bbfb79090fd57c57fdedd24a26736b272ea2f5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143893 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Tested-by: Jenkins <bsgcomp@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-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>
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