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path: root/src/core/CL/cl_kernels/im2col.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>
2020-08-11COMPMID-3339: Fix doxygen comments about VECTOR_SIZE and BOUNDARY_VECTOR_SIZESiCong Li
Change-Id: I3f85ece08c9fc4bdbbfd72b5a872d4f2c4b76357 Signed-off-by: SiCong Li <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3709 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-08-11COMPMID-3339: Patch2: Remove paddings from im2col*_nhwc cl kernelSiCong Li
* Remove channel paddings from all nhwc kernels (im2col_3x3_nhwc, im2col_9x9_nhwc, im2col_generic_nhwc) * Validate that input total spatial dimensions (with x and y paddings) are bigger than or equal to the kernel spatial dimension. - Otherwise it would result in invalid memory reads. - This problem likely existed before, but was made obvious with the removal of implicit paddings * Add zero padding validation tests * Fix Im2ColValidationFixture by not permuting the input shape in case of NHWC Change-Id: I1f895e8938af0e9130cb516106f0b4b665531709 Signed-off-by: SiCong Li <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3696 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-08-11COMPMID-3339: Patch1: Fix incorrect select casting in im2col nhwc kernelsSiCong Li
* Put an additional cast for correctly handling scalar cases According to opencl specs, logical operators, when performed on scalar types, always return int regardless of the type of the scalar. Thus if we were to use the results of a scalar logical op on the method select, it would be incorrect for any types of width different than 4 (the width of int) A concrete example would be that if the VECTOR_SIZE is 1 (scalar case), and DATA_TYPE is half/f16 (width < 4), then the result type of the || op would be int instead of short, which it's supposed to be, and this would result in the ambiguous function call error for select. Signed-off-by: SiCong Li <sicong.li@arm.com> Change-Id: Ibc4985f707f667116668c43b9f9bf39dda789528 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3698 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@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-3394: Replace get_cl_type_from_data_type in AllSheri Zhang
Signed-off-by: Sheri Zhang <sheri.zhang@arm.com> Change-Id: I978050182817c964779c775cdefd88d2c7df0ca5 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/3069 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-12-14COMPMID-1687: Optimize CLGEMMMatrixMultiplyKernel for Mali-G76 - Part1Gian Marco Iodice
The current implementation is limited just to FP32 Change-Id: I185ab57e483e879d7c301e9cc3033efc8b41e244 Reviewed-on: https://review.mlplatform.org/389 Reviewed-by: Anthony Barbier <Anthony.barbier@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
2018-11-02COMPMID-1342 Add grouping support to CLIm2ColKernelGiorgio Arena
Change-Id: I4afb19751520a90fee27fb49b775cd10e92a94f5 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/140476 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1486 - CLGEMMDilatedConvolutionLayer FP16 / FP32 failing in nightliesGian Marco Iodice
Wrong boundary condition in the im2col3x3_nhwc kernel Change-Id: I83e9dd9b425fd0e3227decb1da3d08a3f5e2536d Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143489 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-1277 - Optimizing CLIm2ColKernel for NHWC.Gian Marco Iodice
This patch includes: - Im2Col optimizations for NHWC using a new data layout - Refactoring of CLIm2ColKernel adding validation method and auto-init - Removed im2col_reduced from CLIm2ColKernel and created a new kernel CLFlattenLayerKernel Change-Id: I1620640b6796baa268324b33ae92cdd8de53e27c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/141241 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@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-809: Add NHWC data format on CLGEMMConvolutionLayer.Georgios Pinitas
Change-Id: I50e4f5e7d47e21c300f754bee2c216863075b5cf Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/136191 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-1246: (OCLgrind) Fix casting from __global pointerMichele Di Giorgio
Change-Id: I0e437a43d3ae0fb7d0e425e8cb8bb56314604297 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/135659 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-801: NHWC support in CLIm2Col.Pablo Tello
And extended tests coverage adding kernel shapes 3x1, 1x5 and 7x7 Change-Id: Ia7c1d4da2368d5f5fbc1a41187f4ac1aca5f150f Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/127727 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@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-855 - Optimizing im2col on OpenCL (DCHW)Gian Marco
Introduced optimizations for 1x1, 3x3, 5x5 and 11x11 Change-Id: Ibb7f7a9fbec01a7684746ed8513634078126e452 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118107 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
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