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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-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-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-1537: Fix weights retention in CLFullyConnectedLayerMichele Di Giorgio
Change-Id: Id978c34889b86fa8b9184d3349cc9b12837141a2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145403 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1534: Fix LSTM/RNN Layers for NEON and FP16Georgios Pinitas
Switches default activation layer to the respective datasets to RELU from LOGISTIC Change-Id: I09f1ad09922ccdd6e1dc33c28a594f7ffbfe40f4 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145436 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@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 - 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-1246: Fix bug in handling backends that can't be loaded in the Graph APIAnthony Barbier
Change-Id: Iefd175af2f472179d86df5358a1527a79c5666ed Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145182 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@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-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-1188: Set all arguments to const in ↵Georgios Pinitas
NEDepthwiseConvolutionLayer::validate() Change-Id: If922d5ea118910f651f986ff40f0c0a2b8bfc459 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/144614 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1505: Add native grouping support at graph levelGeorgios Pinitas
Change-Id: Iedc91b0aee743b59af5140c8acb8124548da3163 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/144362 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
2018-11-02COMPMID-1060 LSTM FP32 NEONMichalis Spyrou
Change-Id: I0bdf874e61917903c26f713ec41a7ffc29e07233 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143892 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-1480 Add support for NHWC QASYMM8/FP32(non-optimized) to NEON ↵Giorgio Arena
DepthwiseConvolution Change-Id: I751f5d3fb74085d2e67f610ecf52da4736d0cfb5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143870 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@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-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-145 : Create ResNet v2 graph exampleGeorgios Pinitas
Change-Id: I6ff3d227321d8c3914f90ba4fc496b2fc122845c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/144070 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@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-1504: (Nightly) Segfaults on CL and androidGeorgios Pinitas
Keeps a copy of context in Scheduler to avoid releasing KernelLibrary resources before Scheduler resourses leading to a segfault. Does not exactly revert COMPMID-1122 as it still tries to keep context in sync. Change-Id: I3deb6bc1725b80f65f51ebd34d536f612ef6dd86 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/144024 Reviewed-by: Michele DiGiorgio <michele.digiorgio@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-1478: Fixed Doxygen comments + minor fixesAnthony Barbier
- Allow check_bad_style.sh to only run on some of the files - Pass missing lws_hint() in CLNormalizationLayerKernel Change-Id: I2cf44f82f7ba6c8dc8d40691aeec7c6c3de385b5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143628 Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1473: Added missing TypePrinter for CPUModel, added accessor for ↵Anthony Barbier
number of CPUs Change-Id: If81d58b83143129bed91b9c6658b0cd4e623bc38 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143664 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
2018-11-02COMPMID-1485 - Add support for NHWC when running NEGEMMConvolutionLayer with ↵Gian Marco Iodice
FP16/QASYMM8 When the GEMM3D check fails, now we fallback to the classic implementation with im2col and col2im. In this manner the function can work with QASYMM8 and FP16 Change-Id: I359e9da3a63956f33b5acbc9bca4383b14af10e2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143372 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@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>
2018-11-02COMPMID-1478: Stop relying on static default OpenCL objects in cl2.hppAnthony Barbier
This causes problems when ACL is used as a shared library on Android. Fixes some problems related to creation / destruction order between the Graph's CL backend and core / runtime Change-Id: I716d63fd42f4586df1ffbb6fa97e4db06d3a781b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143228 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@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-1488 - Add support for NHWC when running CLGEMMConvolutionLayer with ↵Gian Marco Iodice
QASYMM8 Fixed also a bug in the graph API related to the bias shape in DepthWiseConvolution for NHWC Change-Id: I275141a42e51f6747b77db1c31d1bc69e8685af5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143454 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1478: Updated OpenCL headers to the latest Khronos onesAnthony Barbier
Change-Id: Ie26b78c9da635206c96111ea490ac565063838ba Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143408 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@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-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>
2018-11-02MLCE-36: FC tranpose weightsGeorgios Pinitas
Change-Id: I3b8a6c00e61ba6da459ca5fc7275393f9d073aed Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/142533 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02MLCE-37: Adds PermuteNode support in graphGeorgios Pinitas
Change-Id: Iaa93a497e7913c27f2fd09e974125cda5f04bc4b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/142463 Reviewed-by: Anthony Barbier <anthony.barbier@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-1188: Expose FullyConnectedLayer info metadata at graph levelGeorgios Pinitas
Change-Id: I7670f79209a1e4439d57e05c1f5c576f600971cb Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/142299 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-1438: MobilenetV1 regression.Georgios Pinitas
Alters the ending conditions for y dimension to use the actual end offset as a bound and not the actual y window as this could be the whole execution window and can lead to overlapped calculations across threads. Change-Id: Ic6642bbaa8e85d4a4034a44234d6cb3347a2f4ff Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/142229 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@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-1188: Add quantization info support in graph FC layer.Georgios Pinitas
Change-Id: Ie9a6a896da142198243139fb9f8be0f83b87ccce Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/142130 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-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-1316 Using 8 bit dot product instruction in CLDepthWiseConvolution ↵Giorgio Arena
with QASYMM8 Change-Id: I3fc37bdceaae8b4b1effa51129b71bf352388564 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/138374 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-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-1347: Simplified CPUInfo enumAnthony Barbier
Change-Id: I563a885c9e78af746d74fc0a70d9bfcbf9c1ac1b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/141104 Reviewed-by: David Mansell <david.mansell@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>
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