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path: root/tests/validation/fixtures/GEMMLowpFixture.h
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2021-01-07Fix fill() for FP data type in fixtures - Part 2Giorgio Arena
Resolves: COMPMID-4056 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: I6623eb9c0e66e52af4e0e9fb386031f4a09125b7 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4722 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2021-01-07Generalize custom uniform generator for floating point data types with 16 bitsGiorgio Arena
- Change name of uniform_real_distribution_fp16 to uniform_real_distribution_16bit, and make it also accept bfloat16 data type Resolves: COMPMID-4057 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: Id2f1a84b9c9f09cb260a0785add4fc5954d5853a Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4768 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-01-05Fix uniform_real_distribution_fp16 warning and single Dimension incrementGiorgio Arena
- Change uniform_real_distribution_fp16's arguments to float to avoid maybe-uninitialized warnings in half data type's copy constructor and converter - Add increment method to Dimensions in order to avoid possible overflows when incrementing single dimensions - Remove internal_only flag documentation Resolves: COMPMID-4061 Change-Id: I7c50487193bd7b47b03d52fc595840c7df4e7104 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4760 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-12-17Fix fill() for FP data type in fixtures - Part 1Giorgio Arena
Resolves: COMPMID-4050 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: I182548bf4b944c499a7134ac005b137877e61baf Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4700 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@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>
2020-03-26COMPMID-2966 Add support for QASYMM8_SIGNED in ↵Luca Foschiani
NEGEMMLowpQuantizeDownInt32ToUint8ScaleKernel Signed-off-by: Luca Foschiani <luca.foschiani@arm.com> Change-Id: Ia8692f8fda16fa3b73f343e4b5b1b55e14403225 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/2750 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-03-25COMPMID-2968: Add support for QASYMM8_SIGNED in ↵Sheri Zhang
CLGEMMLowpQuantizeDownInt32ToUint8ScaleByFloatKernel Signed-off-by: Sheri Zhang <sheri.zhang@arm.com> Change-Id: I37e6e76dbd5546c0eaedfacd01ea905c37148e8a Signed-off-by: Sheri Zhang <sheri.zhang@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/2861 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2020-03-06COMPMID-2847: Fuse output stage in GEMMLowpMatrixMultiplyReshapedOnlyRHSMichele Di Giorgio
Change-Id: Icd60eb368a34295434e8c141885b4666973a92a1 Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/2732 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-03-02COMPMID-2792: Add support for QASYMM8_SIGNED in ↵Sheri Zhang
CLGEMMLowpMatrixMultiplyReshapedKernel Signed-off-by: Sheri Zhang <sheri.zhang@arm.com> Change-Id: I005e604253394f31173f37ec0296caf76b5e697c Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/227008 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Sang-Hoon Park <sang-hoon.park@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/2798 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
2020-01-14COMPMID-2790: Add support for QASYMM8_SIGNED in CLGEMMLowpMatrixMultiplyCoreManuel Bottini
Change-Id: Ifdaeb53c512ba697f174649c026075010f54f628 Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/2472 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Sang-Hoon Park <sang-hoon.park@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giuseppe Rossini <giuseppe.rossini@arm.com>
2019-12-20COMPMID-2608: Enable quantization with multiplier greater than 1 on NEONMichele Di Giorgio
Change-Id: Ib2b0c9ac88fc2b645f478c9981f71ee28f2c77fd Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/2425 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-12-03COMPMID-2793: Add support for QASYMM8_SIGNED in ↵Michele Di Giorgio
CLGEMMLowpMatrixMultiplyReshapedOnlyRHSKernel Change-Id: I8abfdd3372cc394b98ec038b9fcb4abfe9216894 Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/2401 Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2019-11-27COMPMID-2805: Add QASYMM8_SIGNED support in NEGEMMLowpOutputStageGeorgios Pinitas
Add support from requantizing down from S32 to Int8 with fixed point requantization. This involves the following: - Compute fixed point multiplication between each entry of input by result_fixedpoint_multiplier - Add bias to final result if bias tensor is not a nullptr - Round to nearest division by a power-of-two using result_shift - Add offset to each result - Clamp the value between the specified min and max bounds - Cast to int8 data type Change-Id: I641b3fac0833c568d8565ccb859bbc561a24c17d Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/2340 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-11-14COMPMID-2309 : CLConvolutionLayer: support QUANT8_SYMM_PER_CHANNEL filtersVidhya Sudhan Loganathan
Change-Id: I16f6758b768ede404a064db057302ded706e1e8a Signed-off-by: Vidhya Sudhan Loganathan <vidhyasudhan.loganathan@arm.com> Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/2215 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2019-06-25COMPMID-2406: Create a new GEMMLowpQuantizeDownInt32ToInt16ScaleKernel for NEONGian Marco Iodice
Change-Id: I3f3e247728fd6dafca066e41835f0ef9442d9b7a Signed-off-by: giuros01 <giuseppe.rossini@arm.com> Reviewed-on: https://review.mlplatform.org/c/1379 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-06-10COMPMID-2094: Implement CLGEMMLowpNativeGian Marco Iodice
Change-Id: I2a80eec28baf9e83bfc67a930e2a140642e0b09e Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/1285 Reviewed-by: Giuseppe Rossini <giuseppe.rossini@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-04-01COMPMID-2002: Implement CLGEMMLowpMatrixMultiplyReshapedOnlyRHS - TransposedGian Marco Iodice
Change-Id: I3907d151107766dc34749fe5710d7219e810b39f Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/875 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giuseppe Rossini <giuseppe.rossini@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2019-03-15COMPMID-1694: Fuse offset contribution with the output stage when we use ↵George Wort
NEGEMMLowpMatrixMultiplyCore Change-Id: Ic1a681e4cc03e1eba3bf8485d9cdb17b3e926047 Signed-off-by: giuros01 <giuseppe.rossini@arm.com> Reviewed-on: https://review.mlplatform.org/c/561 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-01-25COMPMID-1698: Implementing CLGEMMLowpMatrixMultiplyReshapedKernelGian Marco Iodice
Change-Id: Ia4db21b394a0b9235393202ce3c00b11cceb94ea Reviewed-on: https://review.mlplatform.org/568 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
2018-11-08COMPMID-1736: Fixed out-of-bound write in CLIm2ColGian Marco Iodice
The issue was related to CLIm2Col when the number of input channels was less than the number of elements processed by each thread. The bug has been fixed in the validate_and_configure_window() function setting the correct number of elements accessed in the output tensor. Also fixed an issue GEMM3D when we have a single output channel Change-Id: I094292d0c7662599c4a4c3916ec5f5821df5faef
2018-11-02COMPMID-1413 - Improve the performance of GEMMLowp with 8 bit dot product on ↵Gian Marco Iodice
OpenCL COMPMID-1424 - Add dot product support for CLDepthwise QASYMM8 3x3 NHWC non-unit stride With this patch we are able to improve the performance of MobileNet v1-qasymm8 by 37 % Tried to use the dot product instruction in CLDepthwise QASYMM8 3x3 NHWC non-unit stride but I have not seen any benefit (maybe because we have few arithemtic operation and we do not have more load instructions). However Depthwise convolution has been improved by 30% Change-Id: Id768a99c2e53a04276707e427af5d0ec93419ada Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/155082 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@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-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-556: Rename CPP folder to referenceGeorgios Pinitas
Change-Id: I147644349547c4e3804a80b564a9ad95131ad2d0 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111560 Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@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-632 Assembly: Integrate gemmlowp assembly versionMichalis Spyrou
Integrate generic gemmlowp assembly version for u8. Change-Id: I17ed4494c25a132b2bac581febe1544e49b4f352 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/110114 Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-665 - NEON: Add QASYMM8 in place Activation layerGian Marco
- Added min and max arguments for QuantizeDownInt32ToUint8Scale in order to apply bounded relu - Added support for int32_t biases - Extended tests Change-Id: I015dae17faa7284766b5435ca33bcf593c1b2b69 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/96512 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-11-02COMPMID-675 - Reworked NEGEMMLowp interface/functionGian Marco
The new interface makes NEGEMMLowp able to work with ASYMM8 data types. Implemented 2 new functions: - NEGEMMLowpMatrixMultiplyCore - NEGEMMLowpOutputStage These functions should make the integration in android NN doable For more information about GEMMLowp: https://github.com/google/gemmlowp/blob/master/doc/low-precision.md Change-Id: Ie2c775f45234f68ca53dba644b3a912b997fd890 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/95504 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Pablo Tello <pablo.tello@arm.com>
2018-11-02COMPMID-662: Integrated the new a64_s8_gemm_12x8 + dot product kernel into ACL.Pablo Tello
Change-Id: Id8f919e486a132fc58346c9f84fccbeeb83d19b3 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/94233 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
2018-11-02COMPMID-636 - Extending GEMMLowp validation for NEON intrinsicsGian Marco
Change-Id: Id02a0b3bf5af65dd940b46b2f6634b6a479cf388 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/92275 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
2018-11-02COMPMID-481: Add gemmlowp_aarch64_v8p4 kernel.Pablo Tello
Change-Id: I15496b16ffd636f5bff76572e750df7e15c80830 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/90532 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
2018-11-02COMPMID-417: Port GEMMLowp test to the new validation framework.Pablo Tello
Change-Id: I7bbe0f19a7255a37a6b0ce8c4d0bb57cf21c4bfb Reviewed-on: http://mpd-gerrit.cambridge.arm.com/89677 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
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