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path: root/tests/datasets/DepthwiseConvolutionLayerDataset.h
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2023-10-10Optimize CL and Neon depthwise convolution testsGunes Bayir
Resolves: COMPMID-6465 Change-Id: I5bbf4596dd5e34e806dc51de9be14df9b6fa320a Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10452 Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2023-10-04Port DepthwiseConv2d operator to Ckwramy.elgammal@arm.com
- Only support 1x1 blocks, i.e. n0=1, m0=1. - Dilation not supported yet. Resolves: COMPMID-6258 Signed-off-by: ramy.elgammal@arm.com <ramy.elgammal@arm.com> Change-Id: I1dcfd7640fb40e112736dedc81847f7b1b50dba2 Signed-off-by: Adnan AlSinan <adnan.alsinan@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10411 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2023-06-21Fix CPU depthwise convolution in case of large paddingViet-Hoa Do
* Avoid the assembly kernels to be used when the padding is greater than the kernel shape. Resolves: COMPMID-6280 Signed-off-by: Viet-Hoa Do <viet-hoa.do@arm.com> Change-Id: Ibe0820018c97f4481bf318397b797ec7b351a1d5 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9802 Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Jakub Sujak <jakub.sujak@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2023-05-11Fix invalid vector length in CLViet-Hoa Do
Resolves: COMPMID-6252 Signed-off-by: Viet-Hoa Do <viet-hoa.do@arm.com> Change-Id: I97ddf8a6c83bc2621abc712094db6bc0fe3d97b1 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9620 Reviewed-by: Jakub Sujak <jakub.sujak@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-07-06Fix manual LOOP_UNROLLINGGian Marco Iodice
The issue is caused by the number of iterations passed to LOOP_UNROLLING. When we use the manual LOOP_UNROLLING, the number of iterations must be less than or equal to 128. To overcome this problem, we create a utility function to check if any of the critical iterations (kernel dimensions) are beyond that limit. If so, the utility function, disable the manual loop unrolling. Resolves COMPMID-4609 Change-Id: I7221c967609e462a5abd1cbb74e2a120f344fcb3 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5913 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-07-02Rework OpenCL Depthwise ConvolutionGian Marco Iodice
- Remove dedicated kernels for NCHW. Now we only use NHWC with permute - Remove specialized kernels for 3x3 NHWC - Simplify CLDepthwiseConvolutionLayer.cpp to call just the native implementation for both floating-point and quantized data types - Develop two parametric opencl kernels for depthwise convolution layer NHWC (floating-point and quantized) - Add support to export the weights to cl_image - Extend test for depthwise convolution on opencl Resolves COMPMID-4417 Change-Id: Ibe533f79c2860f9cac8e921895d5a8f947753a5c Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5893 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-07-02Implement FP GPU depthwise convolution 1x1 kernel for in-place computationSiCongLi
* Implement in-place graph node mutator for 1x1 depthwise convolution * Add in-place to validation fixture except for DepthwiseConvolutionLayerNativeValidationFixture as it would be a duplicate test otherwise (DepthwiseConvolutionLayerNative test tests the underlying kernel) Resolves: COMPMID-4432 Change-Id: Id7f10f5ebdce7d49f550c0b62dbaaab7f5b59d29 Signed-off-by: SiCongLi <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5874 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2021-06-18Integrate improved CPU depthwise convolution kernelsMichele Di Giorgio
* Replace assembly kernels for depthwise convolution with more optimized ones. * Add int8 assembly kernels. * Fix implicit padding on optimized kernels Resolves: COMPMID-3867, COMPMID-4361 Change-Id: I0b0867e05f61be4f368f62190d55e14d0ab3ebf2 Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5622 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2021-04-14Fix NeDepthwiseConvolution bad_alloc issueSheri Zhang
The memory allocation of the failed tests's tensors are huge, all the virtual memories are used up. And then when assign the output to _reference, a copy constructor is called and allocate more memory and caused the crash. Delete one of the tensor shape and adjust one. Resolve: COMPMID-4366 Signed-off-by: Sheri Zhang <sheri.zhang@arm.com> Change-Id: I91a816384ec358481018a724a7b0cd59730698fc Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5426 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2020-12-10[Review Shape] CLDepthwiseConvolutionLayer mismatchesGiorgio Arena
- Fixed a bug that corrected the number of dimensions of a TensorShape for added trailing 1s - Avoided adding offset_first_element for the Depthwise 3x3 NCHW OpenCL kernels, since it wouldn't align with the window which is based on the output - Adjusted padding requirements along the x for Depthwise 3x3 NCHW. The kernel should always add 2 * dilation_(x/y) to the num_elems_read_x/y - Adjusted the kernel's border_size given to the border handler at function level - Added the dataset that previously made the tests fail Resolves: COMPMID-4041 Change-Id: Ifab7d38b263f12173fcc96a5f0bd3375756c3c53 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4673 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2020-10-21COMPMID-3712 Remove OpenCL padding: CLDepthwiseConvolutionLayer3x3NHWCKernel ↵Giorgio Arena
FP16/32 Removed unused N from partial block loading macro Created utility to assert change in padding Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: Ifdd30c66dbf5f2842c6b2d939000613d5011708e Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4192 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: 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>
2020-01-02COMPMID-2819 Fix depthwise reference when using ceilGiorgio Arena
Change-Id: I4117320fd6ba11365db9a164e4e44509a9a7ba09 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/2498 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
2019-10-15COMPMID-2600: Implement a new and generic depthwise convolution for CL ↵Michele Di Giorgio
QASYMM8 NHWC The NCHW case is supported at function level by permuting the inputs/outputs to NHWC. This patch also removes CLDirectConvolutionLayerOutputStageKernel which is deprecated and some kernels which were only used in the generic case of depthwise convolution. Change-Id: I91e0f02d0a2f4a4a352e08c248e648944137fe68 Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/2056 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2019-07-12COMPMID-2421: Add 5x5 DepthwiseConv2d in the optimized path for NEONGeorgios Pinitas
Change-Id: Idecc8e7ce4404af83f0f99ed993be8f961f7b9af Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/1527 Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-07-09COMPMID-2156: Optimized dilated convolution for NEON.Georgios Pinitas
Change-Id: I3a8abe8cc9637c8983d9bd69dcbaee1a15eac8d0 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/1492 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Marquez <pablo.tello@arm.com>
2019-04-18COMPMID-2047: Add support for dilation in CLDepthwiseConvolution.Usama Arif
Change-Id: I3106aa34bd168985a56791613d95072756be6e9b Signed-off-by: Usama Arif <usama.arif@arm.com> Reviewed-on: https://review.mlplatform.org/c/958 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Marquez <pablo.tello@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-01-11COMPMID-1652 NEON Cleanup and add missing testsMichalis Spyrou
Change-Id: I7b351f18a78ed8a250bf3a91ef320db61984146a Reviewed-on: https://review.mlplatform.org/485 Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@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-811 Add NHWC data format support for CL depthwise convolutionGiorgio Arena
Change-Id: I574f7945f0be009c638d860028bce8b52b4120fd Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/136484 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@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-811 Add NHWC data format support for CL depthwise convolution QASYMM8Giorgio Arena
Change-Id: I89de432f3fbcba7abf9e1d4f8396a4334b4fa2c2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118324 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-1008: Fix Doxygen issuesAlex Gilday
Change-Id: Ie73d8771f85d1f5b059f3a56f1bbd73c98e94a38 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/124723 Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1005: Update Depthwise Convolution form RSHGeorgios Pinitas
Change-Id: I3033ddb8de183661010d6c71a83f71132037b139 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/124338 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-934: Asymmetric padding support.Georgios Pinitas
Change-Id: Ibe7a679e4c053a088b8c893e495c97cb24bf7272 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/121298 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-765: Sanitize permutation vector for Permute.Georgios Pinitas
If permutation vector is bigger than the tensorshape to permute then infer dimensions of size one for the extra dimensions. Change-Id: I5addb292f770d925f47f756902e16073039e8f71 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120473 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Stefana Simion <stefana.simion@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@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-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-688: Shorten DepthWiseConvolution test name.Pablo Tello
Removed biases shape from the dataset which is redundant as it can be computed from the weights shape. Change-Id: I078b6eeb9e0a42f697e7b311deb86d2a1795872b Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/112904 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-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>
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