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path: root/src/runtime/CL/functions/CLDeconvolutionLayer.cpp
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2023-10-09Change heuristics for FP16 DeconvSangwon Ha
- For FP16, disable direct Deconv method when oiutput channel count is greater than 32. Resolves COMPMID-6311 Change-Id: I14d9dbf1a1b95736ccd09488d633df4775a01dcb Signed-off-by: Sangwon Ha <sangwon.ha@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10446 Reviewed-by: SiCong Li <sicong.li@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2023-09-28Apply clang-format on repositoryFelix Thomasmathibalan
Code is formatted as per a revised clang format configuration file(not part of this delivery). Version 14.0.6 is used. Exclusion List: - files with .cl extension - files that are not strictly C/C++ (e.g. Android.bp, Sconscript ...) And the following directories - compute_kernel_writer/validation/ - tests/ - include/ - src/core/NEON/kernels/convolution/ - src/core/NEON/kernels/arm_gemm/ - src/core/NEON/kernels/arm_conv/ - data/ There will be a follow up for formatting of .cl files and the files under tests/ and compute_kernel_writer/validation/. Signed-off-by: Felix Thomasmathibalan <felixjohnny.thomasmathibalan@arm.com> Change-Id: Ib7eb1fcf4e7537b9feaefcfc15098a804a3fde0a Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10391 Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com>
2023-05-12Fix performance regression in FP16 DeconvolutionJakub Sujak
The previous heuristic for selecting the Deconvolution method with FP32 input data introduced a performance regression for FP16. A simple fix ensures the previous heuristic applies to FP32 types only. Resolves: COMPMID-6027 Change-Id: I77ca6c9c72534057a3967db58924a972b0efb09f Signed-off-by: Jakub Sujak <jakub.sujak@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9616 Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2023-02-09Fix performance regression in Transposed ConvolutionGunes Bayir
Resolves: COMPMID-5849 Change-Id: I86f8bbc1f3a7c12c66d5ad8fcd74dd9e69629aa0 Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9102 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> Dynamic-Fusion: Jakub Sujak <jakub.sujak@arm.com>
2023-01-23Fix performance regression when stride equal to kernel sizeGunes Bayir
This patch prefers Gemm-based transposed deconvolution algorithm in case kernel sizes and strides are equal to each other in each dimension. Resolves: COMPMID-5815 Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Change-Id: I22052e48341f3284d6bafbdbcce4a48399dc8e87 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8970 Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2022-12-14Optimize Transposed Convolution for CL backend (Quantized)Gunes Bayir
This patch optimizes transposed convolution for QASYMM and QASYMM8_SIGNED types, by extending the transposed convolution kernel written for FP32/16. Resolves: COMPMID-5723 Change-Id: Iab8f09231938adb949c506fd915ed45b885e5c7c Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8792 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2022-11-14Optimize Transposed Convolution for CL backend (FP32/16)Gunes Bayir
This patch optimizes transposed convolution for CL backend by rewriting it in a single kernel instead of three (flip_kernel + upsample + conv). The new kernel skips the upsampling step which reduces the input space of convolution by stride_x * stride_y, resulting in significant performance improvement. It also skips the kernel flipping by traversing the weights accordingly, thus reduces the memory footprint. Resolves: COMPMID-5676 Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Change-Id: I8a333212dc7c5f7f0597aa58b0d56d44814baa14 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8588 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2021-10-01Provide logging for configure functions in all CL functionsramelg01
Partially Resolves: COMPMID-4718 Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com> Change-Id: I59943081de0f3105bdbfc78af53971a0de8cd53e Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6332 Reviewed-by: Pablo Marquez Tello <pablo.tello@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-08-02Port CLConvolutionLayerSheri Zhang
Resolves: COMPMID-4508 Signed-off-by: Sheri Zhang <sheri.zhang@arm.com> Change-Id: Ifcb6d8ab290655dc8f47a067f23324cf227736f1 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/6015 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-04-28Add per-channel quantization support for CLDeconvolutionLayerFreddie Liardet
Add QSYMM8_PER_CHANNEL support on weight input for CLDeconvolutionLayer. When weights are per-channel quantized type "Direct" method is always used. Also reduce number of QSYMM8_PER_CHANNEL tests for NEDeconvolutionLayer. Resolves: COMPMID-3438 Signed-off-by: Freddie Liardet <frederick.liardet@arm.com> Change-Id: I1330cac5142e19d21e322574fb8d912558745b02 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5484 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-12-01Update default C++ standard to C++14Georgios Pinitas
(3RDPARTY_UPDATE) Resolves: COMPMID-3849 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: I6369f112337310140e2d6c8e79630cd11138dfa0 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4544 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-11-07COMPMID-3639: (3RDPARTY_UPDATE) Move CL kernels to srcSang-Hoon Park
Change-Id: I10d27db788e5086adae1841e3e2441cd9b76ef84 Signed-off-by: Sang-Hoon Park <sang-hoon.park@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4310 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2020-10-20COMPMID-3637: Move utility headers from arm_compute to srcSang-Hoon Park
Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Change-Id: If9d6fa8c900b68c4b6fd373f2fc1f9abb83ea917 Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4145 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Sang-Hoon Park <sang-hoon.park@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-07-09COMPMID-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>
2020-04-23COMPMID-3280: Make all ML primitives for CL use the new interface - Part 2Manuel Bottini
- CLFunctions have been updated Change-Id: Ie3256a6c775bc12f3126482bd8e8a46da54b267c Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3053 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2019-07-11COMPMID-2092: Refactoring interface for the deconvolution kernels (NEON/CL)Manuel Bottini
3RDPARTY_UPDATE Change-Id: Id7ddf97e2c9ceb2cb84084fab2c6f5697890c193 Signed-off-by: giuros01 <giuseppe.rossini@arm.com> Reviewed-on: https://review.mlplatform.org/c/1424 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2019-05-10COMPMID-1635: Optimize CLDeconvolutionLayer - Part IIIgiuros01
Change-Id: Id2661e093a669ef3eaf2a5116cd278a80c1d5a89 Signed-off-by: giuros01 <giuseppe.rossini@arm.com> Reviewed-on: https://review.mlplatform.org/c/935 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com> Comments-Addressed: Isabella Gottardi <isabella.gottardi@arm.com> Tested-by: Isabella Gottardi <isabella.gottardi@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-03-29Optimize CL DeconvolutionLayer-Part II: Add CLDirectDeconvolution function ↵giuros01
to be used by CLDeconvolution. This is only a code refactoring (no optimizations have been added) Change-Id: I78488f4aecfe1cce93c31dba31489dcee4c85c67 Signed-off-by: giuros01 <giuseppe.rossini@arm.com> Reviewed-on: https://review.mlplatform.org/c/895 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2019-02-06COMPMID-1915: Deconvolution doesn't work when inner_dimension_top != 0 or ↵giuros01
inner_dimension_right != 0 Change-Id: Ia0533cfb34878fc81e929eb405c49e46609d26b8 Signed-off-by: giuros01 <giuseppe.rossini@arm.com> Reviewed-on: https://review.mlplatform.org/616 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2018-11-08COMPMID-1451: Allow weights retention in CLDeconvolutionLayerMichele Di Giorgio
Change-Id: I953f3b63aa4910650a1a3f6faea31beb4f6f376a
2018-11-02COMPMID-1451: Fix allocation of weights in DeconvolutionMichele Di Giorgio
Change-Id: If3ca0b034a7448df1e5349b51a2b124f1b4e99c1 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/153956 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: bsgcomp <bsgcomp@arm.com>
2018-11-02COMPMID-1586: Add support for NHWC CLDeconvolutionLayerMichele Di Giorgio
COMPMID-1651: Fix QASYMM8 CLDeconvolutionLayer This patch also extends the range of values used for testing Convolution and Deconvolution to cover quantized [-1.0f, 1.0f]. Change-Id: I8b280669db67bb3ec25bf5d411c8f5954f5b0dab Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/149869 Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Tested-by: bsgcomp <bsgcomp@arm.com>
2018-11-02COMPMID-1621 Deconvolution wrong output calculationMichalis Spyrou
Change-Id: Ida71312bcf6dbd854f2ab1efc65f74910c79e152 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/151510 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@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-1246 Fix CLDeconvolution arguments when calculatingMichalis Spyrou
the output dimension in configure Change-Id: I0e5044e5596c065647d0e913fe9122bf6fd9e205 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/138861 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@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-1257: Allow retaining weights in CLDeconvolutionLayerMichele Di Giorgio
Change-Id: I8c430f2efafa0f47e2b12e388713ba693a6df8ee Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/134467 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
2018-11-02COMPMID-1176: Add FP16 support in CLDeconvolutionLayer.Georgios Pinitas
Change-Id: Ic82ca002220fa31d8618a55084ff1dfc2585bea7 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/131944 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-959 - Fix Validate in Convolution LayerIsabella Gottardi
Change-Id: I6736ba4486df5ab10685ce17d41147359a4f3e80 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/131091 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-959: bugfix: CLDeconvolutionLayer::validate fails if bias==NULL (#439)wr0112358
Change-Id: Ibca0d8f0b5c01e4a1f1d8b0e67e4c92fe4636572 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/130985 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-754: Add validation to kernels.Georgios Pinitas
Adds validation method to: - CLConvolutionLayer Change-Id: I95516e20cfb71c1e603c60fc6491ac695883a856 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/117355 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-934: Return an error in Validate when we don't support asymmetric ↵Anthony Barbier
padding Currently an assert gets fired in debug mode, and we just ignore the asymmetric padding in release mode. Change-Id: Ia6278b5722f7e93f356a975ab3243e6bb07e44a8 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/120840 Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-875: Deconvolution 4x4 not workingGeorgios Pinitas
-Enforces the use of the ConvolutionLayer function in the DeconvolutionLayer. -Adds tests for 4x4 Deconvolution. -Alters the ConvolutionLayer validation to support even kernels. Change-Id: Id27e285f078e690b8dd58490dd8ea6d875b3cec6 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118632 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>
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