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path: root/src/core/CL/cl_kernels/pooling_layer.cl
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2021-07-25Reorganize the kernels into nhwc, nchw and common foldersAdnan AlSinan
The Following kernels have been split into nchw/nhwc kernels files: - batchnormalization_layer - batch_to_space - channel_shuffle - depth_to_space - dequantization_layer - im2col - normalization_layer - normalize_planar_yuv_layer - normalize_planar_yuv_layer_quantized - pooling_layer - pooling_layer_quantized - remap - reorg_layer - scale - scale_quantized - space_to_batch - space_to_depth - upsample_layer - winograd_filter_transform - winograd_input_transform - winograd_output_transform The following kernels have been moved to nchw folder: - direct_convolution1x1 - direct_convolution3x3 - direct_convolution5x5 - direct_convolution_quantized - prior_box_layer The following kernels have been moved to nhwc folder: - direct_convolution - dwc_native_fp_nhwc - dwc_native_quantized_nhwc The following kernels have been removed: - sobel_filter While the rest kerenls have been moved to the common folder. Partially resolves COMPMID-4453 Signed-off-by: Adnan AlSinan <adnan.alsinan@arm.com> Change-Id: Ic327ac935687ec351c610c65a3c6357f364a5a58 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5919 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-06-29Enable global pooling optimization on OpenCLGian Marco Iodice
- Add loop unrolling on X and use POOL_X and POOL_Y defines for the for loop Resolves COMPMID-4573 Change-Id: I33cb825cfb55912ccb0ab9d03bd33a3dab4c8b44 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5872 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-06-07Revert "Add optimization for global pooling in pooling_layer.cl"Pablo Tello
* Resolves COMPMID-4544 This reverts commit 50929ef951880469b9d579323d2f9c9f5025327d. Signed-off-by: Pablo Tello <pablo.tello@arm.com> Change-Id: Ibc40054cecc2fe99bff48154f11fe5b602b4a64a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/330380 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Sheri Zhang <sheri.zhang@arm.com> Comments-Addressed: bsgcomp <bsgcomp@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5774 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-04-30Add optimization for global pooling in pooling_layer.clGian Marco Iodice
- Simplify the implementation when the pooling size has the same spatial dimensions of the input tensor - Rework the heuristic for F32/F16 - Add test for validating the global pooling path - Fix compare_dimensions in validation. The validation fails because we have different number of dimensions for NCHW and NHWC (e.g. 1,1,2,1(NCHW) -> 2,1,1,1(NHWC) Resolves COMPMID-4426 Change-Id: Ia53ee659a9fbc3d011f286a8150d1be9d6d2cd05 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5533 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-by: TeresaARM <teresa.charlinreyes@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-04-29Remove Global pooling optimizationMichalis Spyrou
It doesn't take into consideration the padding. Change-Id: Ie7a2a0c7aee93fd7007deb6e46f6bec0e7f06066 Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5529 Reviewed-by: TeresaARM <teresa.charlinreyes@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-04-29Fix Global Pooling failuresMichalis Spyrou
Correctly calculate the filter size when we exclude padding. Resolves: COMPMID-4408 Change-Id: Ia96d6ddbda58d23a5a0e02854ecb22089d538f94 Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5523 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Sheri Zhang <sheri.zhang@arm.com>
2021-04-27Add optimization for global pooling in pooling_layer.clGian Marco Iodice
- Simplify the implementation when the pooling size has the same spatial dimensions of the input tensor - Rework the heuristic for F32/F16 - Add test for validating the global pooling path - Fix compare_dimensions in validation. The validation fails because we have different number of dimensions for NCHW and NHWC (e.g. 1,1,2,1(NCHW) -> 2,1,1,1(NHWC) Change-Id: Iba680cb30bf2a5d0952265a4cc9794f368549ca5 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5510 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2020-11-12COMPMID-3735 Remove OpenCL padding: CLSoftmaxLayerKernelGiorgio Arena
- Renamed SELECT_DATA_TYPE to SELECT_VEC_DATA_TYPE to reflect its usage with vectors. SELECT_DATA_TYPE(dt) will now return the primitive data type - Changed the interface of VEC_OFFS and V_OFFS in order to receive the primitive data type as a parameter rather than its vector form - Performed a general cleanup of the kernels, such as creating macro for sum and max reduces, remove reduntant macros, defines, variables, calculations, etc... - Using VEC_SIZE and VEC_SIZE_LEFTOVER in every kernel in order to allow computation for smaller shapes without adding paddings - Removed the actual padding from the kernel and adjusting its calculations accordingly. Added asserts for padding removal checks. Removed invalid Validate tests. Change-Id: If5ccbd5d34e255d38c7f6bfe8740e2b80b28e264 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4277 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2020-10-23COMPMID-3880 Nightly failure 947: hikey960 mismatches CL PoolingLayer FP32Giorgio Arena
Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: I448f2b52e2089da1b859301eade7b988d816a816 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4245 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-10-19COMPMID-3732: Remove OpenCL padding from CLPoolingLayerGian Marco Iodice
- Refactor pooling layer kernels on OpenCL (F32/F16/QASYMM8) to avoid padding and improve performance - Add test for checking zero padding requirement - Fix issue with extracting the index. The issue was caused by the padding passed at compile time - auto_init indices tensor in CLPoolingLayerKernel Change-Id: I1ae5a2ef8c4ce787c80dcd73e35c17bb34623cb5 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4188 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>
2020-08-05COMPMID-2479: Extend CLPoolingLayer max pooling to extract indicesSheri Zhang
Fix PoolingLayer max pooling reference bug to extract indices. Extend CLPoolingLayer max pooling to extract indices, all the paddings need to be substracted. Signed-off-by: Sheri Zhang <sheri.zhang@arm.com> Change-Id: If8e82e7f7e03172ad05f5a7cd5f13cf682fd1ffc Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3649 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Pablo Marquez <pablo.tello@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>
2020-01-14COMPMID-2991: Add support for QASYMM8_SIGNED in CL kernels/functions - part 2Michele Di Giorgio
Adding support for QASYMM8_SIGNED to the following CL kernels/functions: - CLActivationLayerKernel/CLActivationLayer - CLComparisonKernel/CLComparison - CLConvertFullyConnectedWeightsKernel/CLConvertFullyConnectedWeights - CLDeconvolutionLayerUpsampleKernel/CLDeconvolutionLayerUpsample - CLDepthToSpaceLayerKernel/CLDepthToSpaceLayer - CLDequantizationLayerKernel/CLDequantizationLayer - CLGEMMMatrixVectorMultiplyKernel - CLNormalizePlanarYUVLayerKernel - CLPReluLayer - CLPixelWiseMultiplicationKernel/CLPixelWiseMultiplication - CLPoolingLayerKernel/CLPoolingLayer Change-Id: I874bbb7c2b08baa9c5ff4c9e6bc8778b42a6bec5 Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/2539 Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-10-01COMPMID-2601 [CL] add mixed precision support to PoolingLayerSang-Hoon Park
* PoolingLayerInfo is updated with a new flag. * CL Kernel is updated to use FP32 accumulation. * CL pooling layer testscases are added for mixed precision. * Reference pooling layer is updated to use FP32 accumulation. Change-Id: I4ab2167cc7f86c86293cf50a0ca5119c04dc9c7e Signed-off-by: Sang-Hoon Park <sang-hoon.park@arm.com> Reviewed-on: https://review.mlplatform.org/c/1973 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: VidhyaSudhan Loganathan <vidhyasudhan.loganathan@arm.com>
2019-08-20COMPMID-2590: Avg_Pooling2d Fails on CL NHWC FP16Michele Di Giorgio
For large tensors with large pooling sizes, accumulation on FP16 gets saturated. This patch provides accumulation on F32 to overcome this issue. Change-Id: I5b2985c801970c8f2cb0053442296cc69f854186 Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/1762 Reviewed-by: Giorgio Arena <giorgio.arena@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>
2018-11-02COMPMID-1704: Collapse the 4th dimension in CLPoolingLayerKernelGeorgios Pinitas
Change-Id: I76e57af6608b55b6f59a5d06aecc30063ee4c3cc Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/155733 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@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-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-805 Add NHWC data format support for CL poolingMichalis Spyrou
Change-Id: I3d91fde78b971aba3f6349f633cd9b1c50e5cacf Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/124712 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-828 - Add support for pool widths 4, 5 & 6 and for non square data ↵Isabella Gottardi
sizes - Part 2 (CL) Change-Id: I004906b9b1f11158fe17b4aa2640a7f4685fb929 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118462 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-661: Add avgpool-uint8 support. Optimize avgpool-fp32 for Bifrost. (#13)Anton Lokhmotov
Change-Id: I32ba6afbac6694ffa053dd16f03a1b3d14627a19 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/94857 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-647: Exclude padding pixels from averaging factor.Georgios Pinitas
Adds support for excluding the padding pixels from the average scaling factor calculation. Change-Id: Ia13fbfeae235aff564db74191613921848231a01 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/93715 Reviewed-by: Robert Hughes <robert.hughes@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-11-02COMPMID-648: Fix initial value for MAX pooling for QS types in CL.Georgios Pinitas
Initial value was set two times for QS type in the generic case in pooling_layer.cl Change-Id: Iddaad0bb48852388cf5e92d764150404454ac46e Reviewed-on: http://mpd-gerrit.cambridge.arm.com/93238 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-11-02COMPMID-556: Fix CLPoolingLayer checksGeorgios Pinitas
Change-Id: Ib76554adf00fb3c1943da634dc948089843f0e78 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/92439 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-515: L2 Pooling for FP32/FP16 in CL.Georgios Pinitas
Change-Id: I43641fa672f5905ca62edd1f63fc93e0cf7ea382 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/85963 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-522 - Added support for GlobalPooling in CLPoolingLayer and ↵Gian Marco Iodice
CLFlattening for 3D tensor Change-Id: Ifc7db1e4d4af322a4dcbfeb3e132e5c326596872 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/86618 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-11-02COMPMID-431 Port OpenCL pooling layer to use fixed pointsteniu01
Change-Id: I6a73cd6582097aaefa83588aad789bdefdc74406 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/79967 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
2018-11-02COMPMID-477 - Optimizing Pooling 3x3 with stride_x <= 3 on OpenCLGian Marco Iodice
Change-Id: Ie000166307cdb5bfae00ebf84d35e49a6bfb9dbd Reviewed-on: http://mpd-gerrit.cambridge.arm.com/83372 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-09-17COMPMID-418 Add check and fix comments after preprocessor conditionsAnthony Barbier
Change-Id: I1353fd652ee180e3931e58b4ce13d651a48c7e2c Reviewed-on: http://mpd-gerrit.cambridge.arm.com/79567 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com>
2018-09-17COMPMID-403:Add support for 7x7 pooling on CL.Georgios Pinitas
Change-Id: I3c2c8d7e8e61d7737170cb1568900ce4ac337068 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/78181 Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com>
2018-09-17COMPMID-344 Updated doxygenAnthony Barbier
Change-Id: I32f7b84daa560e460b77216add529c8fa8b327ae
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