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path: root/src/core/CL/cl_kernels/gemmlowp.cl
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2018-11-02COMPMID-1607 - (Nightly) CLGEMMLowpMatrixMultiplyCore errors and mismatchesIsabella Gottardi
COMPMID-1608 - (Nightly) CLGEMMConvolutionLayer QASYMM8 errors and mismatches COMPMID-1609 - (Nightly) CLFullyConnectedLayer QASYMM8 mismatches Change-Id: I84c0d4f468be892f437f9f38b964dc7dfb66663a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/150869 Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com> Tested-by: bsgcomp <bsgcomp@arm.com>
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-1518: Add support for GEMM3D in CLGEMMLowpMatrixMultiplyCoreGeorgios Pinitas
Change-Id: Ib14ac821ee5d4aff80bd602cd3e76e7018abb5e6 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/150268 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Isabella Gottardi <isabella.gottardi@arm.com> Reviewed-by: Michele DiGiorgio <michele.digiorgio@arm.com>
2018-11-02COMPMID-1433: Use Arm macro to check whether we support dot product instructionsGeorgios Pinitas
Change-Id: I70c0ee5adfac81dccae26b6756f424f4200ba584 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145990 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com>
2018-11-02COMPMID-1431 Use either arm_dot or arm_dot_acc for CLGEMMLowp based on what ↵Giorgio Arena
is supported Change-Id: I4c5121e0f000d5ee94a8c8c5326272806f643e35 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/141520 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2018-11-02COMPMID-1288 Optimizing CLGEMMLowp using 8 bit dot product instructionGiorgio Arena
Change-Id: I536174b9381660a94578d6aa1892a6289a820391 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/139109 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-799 - Use new OpenCL 8-bit dot product instructionMichalis Spyrou
Change-Id: I03d6c6db13bcb565f117725bdab2b68c89a49e21 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/122185 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-882 - Optimizing GEMMLowp on OpenCL reshaping matricesGian Marco
This new optimization allows to achieve 36.3 % of MAC utilisation on Mate 9 @ 1GHz. The performance have been reported here https://confluence.arm.com/display/MLENG/GEMMLowp+performance%3A+ACL+18.02 Change-Id: I71b6a217068763dfdc11bbf3574ee0eb94f93679 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118531 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-816 - Optimizing CLGEMMLowpMatrixMultiplyCore - Part1Gian Marco
The performance improvements have been reported at the following confluence page: https://confluence.arm.com/display/MLENG/GEMMLowp+performance%3A+ACL+18.02 Config3 of McVail looks improved by 29x Change-Id: I8b203c0b75fc368f85cea863b7eed398fab3e79a Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/115783 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
2018-11-02COMPMID-661: Convolution quantized (#32)Chunosov
Change-Id: Id69df4ce98d1d89bdf9c9aa5c4d909659909b30f Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/110456 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>
2018-11-02COMPMID-706 - Add GEMMLowp output stage for scaling by a fixed point numberGian Marco
DoD: - Implement NEON kernel for quantizing down the gemmlowp result. The result should be scaled by a fixedpoint number - Implement OpenCL kernel for quantizing down the gemmlowp result. The result should be scaled by a fixedpoint number - Add test for validating the result Required for: - Integration of GEMMLowp in Android NN - Convolution quantized - Fully connected quantized Change-Id: Ia963d25d695471e963961fb49a5600e78374ac4f Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/110981 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>
2018-11-02COMPMID-661: QASYMM8 support for fully connected layer.Georgios Pinitas
Change-Id: I70e04d3a175ba366432ada98e9ca893c9f81b260 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111094 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-697 - Rework GEMMLowp interface on OpenCLGian Marco
Reworked the interface of GemmLowp in order to make easy the integration in Android NN - Added support for different output stage - Added validation for both matrix multiplication and output stage - Added bounded relu support in the output stage - Added in32_t bias support - Added optimized path for vector by matrix case This rework is required for: - Convolution quantized - Fully connected quantized Change-Id: I512283d406099cf8c614dd89d0a97ed411143afc Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/110625 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com>
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