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path: root/arm_compute/runtime/NEON/functions/NEGEMMConvolutionLayer.h
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2021-04-30Update operator list documentation. Part 2.Teresa Charlin
All data type and data layout information for the operators are store in the function header files Signed-off-by: Teresa Charlin <teresa.charlinreyes@arm.com> Change-Id: I30b564f7eda6bbd99bf3ad36ddb6639ac118eb8b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/319829 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Comments-Addressed: bsgcomp <bsgcomp@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5531 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-03-31Fix trademarks throughout the codebaseMichele Di Giorgio
Resolves: COMPMID-4299 Change-Id: Ie6a52c1371b9a2a7b5bb4f019ecd5e70a2008567 Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5338 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-03-23Fixed compiler errorsPablo Marquez Tello
* Some compilers fail to build due to the inconsistent use of the noexcept clause Change-Id: I1f44abec84d8d0c8dd45662d1e309d006dcf9b64 Signed-off-by: Pablo Marquez Tello <pablo.tello@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5281 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Sang-Hoon Park <sang-hoon.park@arm.com> Reviewed-by: Manuel Bottini <manuel.bottini@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-02-22Comply with Trademark rules for use of Neon, Arm and MaliSheri Zhang
Full trademarks available in README.md Resolves: COMPMID-4257 Signed-off-by: Sheri Zhang <sheri.zhang@arm.com> Change-Id: Ibfba2adf2eef3449433f467464ebd87d7198474d Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5116 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-02-16Handle Conv2d layer with implicit output padding in NHWCGeorgios Pinitas
Corner cases exist when output top/bottom padding is non-zero for Convolution Layer. This can cause invalid output from the NEGEMMConvolutionLayer as assembly kernel integration does not efficiently handles such cases. As a workaround we always allocate a memory-managed auxiliary tensor which we use as an output for GEMM when padding exists and then we copy to the padded output. If no padding exists we import the output tensor memory to the temporary buffer and perform calculation as we did before. Resolves: COMPMID-4114 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: If82d0e115b8369b91d775895d5315b044306cc74 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5083 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-01-19Fix doxygen references to new kernelsMichele Di Giorgio
Resolves COMPMID-4117 Change-Id: I9945a92402e34b9cfe0ba9ef2a961b168bf62721 Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4883 Reviewed-by: Pablo Marquez Tello <pablo.tello@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2020-11-04COMPMID-3953: Move assignment operator failures on androidMichalis Spyrou
Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com> Change-Id: Id37d90e29749c50eb58084ae9a1ef78e84dbdcd7 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4326 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2020-11-03COMPMID-3638: Move NEON kernelsMichalis Spyrou
Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com> Change-Id: Ieed3e4bc8be7fef80c90c5094599b477a56fc473 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4285 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2020-07-09COMPMID-3324: Adjusting capitalization of Arm copyright claim to reflect Arm ↵Michele Di Giorgio
preferred presentation Change-Id: Ib7dcfcbb24b408999dfae366b9da396485aacf78 Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3525 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-07-07COMPMID-3532: Align data type support between doxygen and implementation - NEONMichele Di Giorgio
Change-Id: I70662cfb43890873b706b3f22b348f5d8cdd63ca Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3506 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-by: Sheri Zhang <sheri.zhang@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-03-16COMPMID-3237: Extend GEMMLowpReduction kernels to multiply reductions by a ↵Michele Di Giorgio
scalar value Change-Id: If2a242f52aea753591525d30a4cb64c1a766bf8d Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/2881 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Sang-Hoon Park <sang-hoon.park@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-03-12COMPMID-3160: Add Bfloat16 support in NEGEMMConvolutionLayerGeorgios Pinitas
Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I0e449306c138a562ffc1455e76ec44b2fd059d85 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/2860 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2019-12-20COMPMID-2608: Enable quantization with multiplier greater than 1 on NEONMichele Di Giorgio
Change-Id: Ib2b0c9ac88fc2b645f478c9981f71ee28f2c77fd Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/2425 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-12-04COMPMID-2826 Comply with DCL51-CPPMichalis Spyrou
Rename all header guards to be compliant with DCL51-CPP Change-Id: I47b09375bb1b8d39d80c275ce69a3f25fb385d75 Signed-off-by: Michalis Spyrou <micspy01@e123758.cambridge.arm.com> Reviewed-on: https://review.mlplatform.org/c/2393 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-12-04COMPMID-2764: Add support for QASYMM8_SIGNED in NEConvolutionLayer.Georgios Pinitas
Change-Id: I8fbbd2e399f48968337a60147098d04f27c2d1c0 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/2402 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2019-11-13COMPMID-2921 Performance regression on NEON Int8Giorgio Arena
Change-Id: I60ede3e8aeec678a9fb0d8d0f05a8048ab1ced7c Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/2285 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
2019-11-06COMPMID-2308: NEConvolutionLayer: support QUANT8_SYMM_PER_CHANNEL filtersGeorgios Pinitas
Change-Id: Ic1bf5f0d21ccd525f84213a360f7e199d7f50577 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/2177 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2019-10-23COMPMID-2577: Fuse bias addition and activation in gemm assembly kernelsGeorgios Pinitas
Change-Id: I7f52112d2d05b1ea3d3f3d4b19b8eafab05d6c44 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/2141 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Marquez <pablo.tello@arm.com>
2019-09-26COMPMID-2161 [NEON] Create IWeightManager classMichalis Spyrou
Change-Id: I1a9a46da2f98e896b825099151b56d1d8271dd31 Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-on: https://review.mlplatform.org/c/1915 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-03-15COMPMID-1694: Fuse offset contribution with the output stage when we use ↵George Wort
NEGEMMLowpMatrixMultiplyCore Change-Id: Ic1a681e4cc03e1eba3bf8485d9cdb17b3e926047 Signed-off-by: giuros01 <giuseppe.rossini@arm.com> Reviewed-on: https://review.mlplatform.org/c/561 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2018-11-15COMPMID-1783: NEGEMMConvolutionLayer fails for QASYMM8 on 32bitGeorgios Pinitas
Change-Id: Ibc8d903c8d3c97b51dc8a3344197b56ad9d6c00e
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-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-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-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-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-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-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-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-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-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-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-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-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-881: RSH new arm_gemm interface.Pablo Tello
Change-Id: I1e2a1a77097d8017c274af3f97eba6964f80f5fa Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122592 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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-846: Create a ConvolutionLayer for NEONIsabella Gottardi
Change-Id: I98bbef40bfac5b05134be4ef9fb54d14c0c9e8e8 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118806 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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