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2018-11-02COMPMID-617: Add validate support for NEON FullyConnectedLayerIoan-Cristian Szabo
Change-Id: I08987022c8d4cc335c00b8af27bd3edb8fe64d3b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111596 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Alexander Gilday <alexander.gilday@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-784: Fixed SAME paddding in WinogradLayerPablo Tello
There were mismatches when using kernel size 5 and padding = SAME Change-Id: Id834e96ebcf665616f99c995b48e302dcff8dc48 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/121144 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-828 - Add support for pool widths 4, 5 & 6 and for non square data ↵Isabella Gottardi
sizes - Part 2 (NEON) Change-Id: I64bc8e3f71236edb71494f431ee34077eb8814ca Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118203 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-784: Productise Winograd.Pablo Tello
a) Added support for kernel size 5. b) Templatised data type for transforms and batched gemms kernels. Change-Id: Idb83dda7a5eec19e015888ab31902bd791913297 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120540 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-856: CL Depthwise Convolution QASYMM8 supportGeorgios Pinitas
Change-Id: Ic6097e7cf160e8b829fb521b7b99d9a57d9799d3 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118774 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-906: Use fused activation in NEON Batch normalizationGeorgios Pinitas
Change-Id: I5a6413548b2c9b8972c91ddba57395509dffd87e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120656 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-903: Implements NEPermute for NHWC conversionsGeorgios Pinitas
Change-Id: I4083e8d16bb23933634f229a1408dfd0e8f2922a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120069 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-918: AArch32 SGEMM generic kernel fix.David Mansell
This kernel was missing the test for zero iterations of main loop, added it. Change-Id: I661066ee4644f83a847ee7cbd9b8c9642d175744 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120278 Reviewed-by: Pablo Tello <pablo.tello@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-878: Integrate AArch32 SGEMM Arm Cortex-A55r1 kernel from RSHMichele Di Giorgio
Change-Id: If766dd0e6bbfe6209da6e630b8aba42d2e40ea87 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118556 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-877: Integrate AArch32 SGEMM Arm Cortex-A53 kernel from RSHMichele Di Giorgio
Change-Id: Ie325f1415454b6684edeb67bf669678f90f3f5b5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118517 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-873: Integrate RSH NEON Depthwise Convolution routineGeorgios Pinitas
Change-Id: Ida1e9a836bc518bfe5563e16bf7f92bde5fc13f7 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118472 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-876: Integrate RSH native GEMM kernel.Georgios Pinitas
Change-Id: Iaae87e155fa673bf099c2bc21a7be072c5c08fc1 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119118 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-896: Replace legacy 4x4 u8 GEMM kernel with safe version.David Mansell
It's not safe to accumulate two u8xu8 results into a u16 accumulator. This changes the kernel to use uadalp after every single multiply. Correct the test fixture as well. Change-Id: I011b90033c4673e55b843d079e3f7d185b1df330 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/119096 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-784: Winograd tramsforms refactoringPablo Tello
1) Removed the example files winograd_layer.hpp/cpp 2) Teplatized winograd transform kernels Change-Id: I7045fa0b801b9d30a11275914aaa2dafd254aed2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118332 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02IVGCVSW-863 Broadcast support in CL/NEON Arithmetic AddDiego Lopez Recas
Also, added instrumentation to support generic tensor broadcasting for NEON and CL backends. Change-Id: I1bc5747a286e1a4b464c209067581e103d473b9a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/114201 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-866: Integrate SGEMV Neon Assembly from RSHMichele Di Giorgio
Change-Id: Icbb43de7642e2b433d7471d70b9dbbde850989d3 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118197 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-861: updated RSH Gemm's transforms.Pablo Tello
Change-Id: Ic1f215c1ae85ad5c516cc3600447a50bba77ebc1 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/117668 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02IVGCVSW-798 Add Softmax NEON support for QASYMM8Diego Lopez Recas
Change-Id: I4f2cca52caf210fdb7d6bb7e9436ac51cb5088b4 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112398 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-784: Added support for biases in WinogradLayer.Pablo Tello
1) Updated to the latest code from the RSH repo. 2) Moved winograd transforms into kernels. 3) Added support for biases Change-Id: I7f39f34a599b49d7d9b549cc10a4f4d4a8007ab8 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/117474 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-791: Generic Depthwise Convolution Layer NEON QASYMM8Georgios Pinitas
Change-Id: I33cf54e68f6c097ac58b6f16c3f9a720978f09cd Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/117289 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-790 - NEON: Add QASYMM8 support to ConvolutionIsabella Gottardi
Change-Id: Iec82a91ad351cfe8d07d0976a24bd42f4703177a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/116833 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-860: Neon HGEMM integrated assembly kernel from RSH for Arm ↵Pablo Tello
Cortex-A55r1. Change-Id: I640ae54dcc4591915c7a539b27728f05b70cf0eb Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/117616 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-798 Add instrumentation to NEON kernelsAnthony Barbier
Change-Id: I9dbb090cac731d68bd98a7d1c8ab0e1cb0a5c911 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/116746 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com> Tested-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-784: Doxygen fixesPablo Tello
Change-Id: I35f429fbf08dece7c759242c37e0a68b0851ce49 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/117231 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-815: Updated NEWinogradLayer with the lastest code from Research.Pablo Tello
Change-Id: I86d7f53b5f5d1dbc22078aea5c32b08a25d1f49e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/116634 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-791: Adds support of QASYMM8 in NEDepthwiseConvolution3x3Georgios Pinitas
Change-Id: I1a9ed6c3420ddf8978aeaad48d9915333b006b49 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/116374 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-785: Add QASYMM8 support for pooling layerGeorgios Pinitas
Adds generic pooling case for QASYMM8 Change-Id: I37d38a92ca61651e915fbbbb6da88e180390b4ab Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/115439 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-471 Implement Deconvolution on OpenCLMichalis Spyrou
Change-Id: Ie00c6b08a51d30c5ce2637d40ee3d165b8a68686 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/110311 Reviewed-by: Pablo Tello <pablo.tello@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-784: Winograd refactoringPablo Tello
Removed the code that created a subtensor and imported memory from the workspace in the function run() method. The subtensor is no longer needed because we perform the reordering of the tensors with NEPermute. The call to the method winograd::Winograd2x2_3x3GEMM<TOut, TIn>::reshape_output() will transform the results from the winograd domain into the spatial domain and this will be stored in the member _output_nhwc. Change-Id: Iae09d26c7587cd2eed98968c3ce214e20031038e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/115483 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID: GEMMTranspose1xW tests.Pablo Tello
Change-Id: I62a7a1871b93fafc65eb58fa550bc86179bdffe7 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112489 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-746 Allow NEDirectConvolution to work without biases for QS.Michalis Spyrou
Renamed BiasAccumulateKernel to OutputStage. If no bias is provided when the input is quantized, the kernel simply downscales the input. Throw error if no bias is provided and input is floating point. Change-Id: I645a4ee9c6014b0547778fdd92c9ec72ef2f0aab Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/114158 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-719: NEWinogradLayer reordering using NEPermute.Pablo Tello
Input reordering from NCHW to NHWC Output reordering from NHWC to NCHW Weights reordering from [Ofm x Ifm x Height x Width] to [Height x Width x Ifm x Ofm] Change-Id: I85aabedb1f9c13700bc4919eb3130f4d4bd0b465 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/113631 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-617 Add validation to NEConvolutionLayerGiorgio Arena
Change-Id: I796a13e6ea672e274aaa8234ee0689828fec7292 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111348 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Ioan-Cristian Szabo <ioan-cristian.szabo@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-750: Fix assembly kernel interfacesGeorgios Pinitas
Assembly kernel interfaces were wrongly translating the layout of the input matrices. Boolean flags transform0 and transform1 do not match the actual interface of the gemm assembly code which expects transpose0 and transposed1. Change-Id: Ia4df65a533834647fa63e78e8c897924793949df Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/113410 Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-744 Fixed access windows in DepthwiseConvolutionLayerAnthony Barbier
Change-Id: I7bf4b5b85ce1e89006906db59403d06580e2e810 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112974 Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-556 Add supported data type to WinogradLayerKernel documentationGiorgio Arena
Change-Id: I8b823e3abfe507ab77d2398c6fe355bea2630c55 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112950 Reviewed-by: Pablo Tello <pablo.tello@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02IVGCVSW-820: Add QASYMM8 support to NeonActivationLayerKernelMichel Iwaniec
Change-Id: Ic3881e97b4fcbae0ac287a1e010cfc6f0fd8d7d1 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112139 Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-617 Add validation methods to KernelsMichalis Spyrou
- NEActivationLayer - NESoftmax - NEDirectConvolutionLayer - NENormalizationLayer - NEPoolingLayer Change-Id: Ib279f1c1b7f9247679b0d6593aed7393da8fe87b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111335 Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-556: Rename Error to Status and inverse logicGeorgios Pinitas
Change-Id: Ib57d4f7177cc6179302bda7ad870acb8bd3825f5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112115 Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02IVGCVSW-631 Neon support for Softmax beta parameter (F32 only)Pablo Palmier
Change-Id: Ibf6f038b39f1a4e557f5d04feb08e3d5ef54e223 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112019 Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-728 - Added validation for transposeGian Marco
- Added validation in NETranspose - Added validation in CLTranspose Change-Id: I51aa1810c957fda75bdf899f33116d96a76d89a1 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111999 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com>
2018-11-02COMPMID-617: Add validate support for NEON ArithmeticLayerIoan-Cristian Szabo
Change-Id: I8b58359487194f4cbf7452df4aea92523b5745bf Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111351 Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-675: NEGEMMLowp Assembly, fixed ananke's dot product kernel mismatchesPablo Tello
Change-Id: Ie9e9be0b17930164ea7f90a34fa89219f08d31f2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111935 Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-718: Cleaned up NEWinogradLayerKernel header.Pablo Tello
Change-Id: I5f070c098a6d5f5a7048a2ac3c9455eb1d2ca34c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111844 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com>
2018-11-02COMPMID-687: Winograd refactoringPablo Tello
Moved the headers into src/ Added pimpl pattern Change-Id: I227f8b47468d8e14875d710aac8de5eb09463e2a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111765 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com>
2018-11-02COMPMID-692 Consistent names for the interfacesGiorgio Arena
Change-Id: I4b1f3f0da9ff5342c7de7083736fe91871d14e5b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/110351 Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-706 - Add GEMMLowp output stage for scaling by a fixed point numberGian Marco
DoD: - Implement NEON kernel for quantizing down the gemmlowp result. The result should be scaled by a fixedpoint number - Implement OpenCL kernel for quantizing down the gemmlowp result. The result should be scaled by a fixedpoint number - Add test for validating the result Required for: - Integration of GEMMLowp in Android NN - Convolution quantized - Fully connected quantized Change-Id: Ia963d25d695471e963961fb49a5600e78374ac4f Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/110981 Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-617: Add validate support for NEON PixelWiseMultiplicationIoan-Cristian Szabo
Change-Id: Ie81a4d667146315fed7668cf2ca752d3bf49b0ab Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111013 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com>
2018-11-02COMPMID-687: Winograd layer.Pablo Tello
Change-Id: Ica682d08e851491bf4a26b8d17908c014844055e Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/110990 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com>
2018-11-02COMPMID-617: Add validate support for NEON BatchNormalizationLayer.Ioan-Cristian Szabo
Change-Id: I037ec6df7eee06bdd1381e908677803426fa614c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/110788 Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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