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path: root/arm_compute/core/QuantizationInfo.h
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2022-09-01Compute Hard-Swish with a Lookup table for qasymm8_signed.Pablo Marquez Tello
* Resolves COMPMID-5211 Change-Id: I7cc72662bb1cf52bf112685639d3dbba33d1333f Signed-off-by: Pablo Marquez Tello <pablo.tello@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7993 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2022-08-17Add LUT for quantized sigmoid functionViet-Hoa Do
* Move LUT implementation to a seperate file. It will be used for both QASYMM8 and QASYMM8_SIGNED. * Fix wrong constant value related to QASYMM8_SIGNED leaky ReLU in 32-bit build. Resolves: COMPMID-5464 Signed-off-by: Viet-Hoa Do <viet-hoa.do@arm.com> Change-Id: I2b24d52409a38f1b66fd532f431eff8a9e4547b6 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8066 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
2022-06-29Add LUT-based leaky relu for QASYMM8 on CPUViet-Hoa Do
* Add LUT generation function for Leaky ReLU. * Some additional changes in the existing LUT implementation: + Bring back the NEON implementation of hard swish for 32-bit build. Library size of 64-bit build is not affected. + Add some extra #ifdef to remove unnecessary code in 32-bit build. Resolves: COMPMID-5386 Signed-off-by: Viet-Hoa Do <viet-hoa.do@arm.com> Change-Id: I1ea49611cc922765ee741e31138c888401d33e9b Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7845 Benchmark: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2022-06-07Compute Hard-Swish with a Lookup table for qasymm8.Pablo Marquez Tello
* Resolves COMPMID-5211 Change-Id: I5914f971d733174dae67e6b4c589f45c75733cf7 Signed-off-by: Pablo Marquez Tello <pablo.tello@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7654 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2021-06-01Optimize int8 arithmetic addition on CPUGiorgio Arena
Avoid accessing quantization info from TensorInfo in leftover loop. Use the already available UniformQuantizationInfo instead Create another version of the quantize utility function which assumes RoundingPolicy::TO_NEAREST_UP. This allows us to call std::lround() and avoid some overhead Resolve COMPMID-4546 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Change-Id: Ib481a586f879b7e937e3d54ba11100d0a37ef277 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5722 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: 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>
2020-04-02Missing include for ARM_COMPUTE_ERROR_ON in QuantizationInfo.h for clangManuel Bottini
Change-Id: I3773a4142afd2e660fed4acc970fbafe48420366 Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/2968 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2020-02-26COMPMID-3034: Add NERequantizationLayerKernelManuel Bottini
Change-Id: I3f098c3c2c2031d8cbe7326eab88a4e78bda867f Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/2704 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Sang-Hoon Park <sang-hoon.park@arm.com>
2019-12-05COMPMID-2796: Add support for QASYMM8_SIGNED in NEActivationLayer and ↵Michalis Spyrou
NEPReluLayer Change-Id: I089fd19a6beab7779d690bc9ace327f661c2753d Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-on: https://review.mlplatform.org/c/2407 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
2019-11-27COMPMID-2763 convert functions and helpers for QASYMM8_SIGNEDSang-Hoon Park
Helpers and functions are modified to add capabilities to convert from/to QASYMM8_SIGNED. Change-Id: Iadd94f9a8469da77421d6987ce67738cf16a1c52 Signed-off-by: Sang-Hoon Park <sang-hoon.park@arm.com> Reviewed-on: https://review.mlplatform.org/c/2288 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2019-11-12COMPMID-2895: Remove QASYMM8_PER_CHANNEL data typeGeorgios Pinitas
Change-Id: I2d1b77370f8eceeaeae95306b4db5d90ababb76f Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/2266 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-11-06COMPMID-2308: NEConvolutionLayer: support QUANT8_SYMM_PER_CHANNEL filtersGeorgios Pinitas
Change-Id: Ic1bf5f0d21ccd525f84213a360f7e199d7f50577 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/2177 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2019-08-23COMPMID-2317: Add new QASYMM16 data typeMichele Di Giorgio
Change-Id: I9fbbba633f10d542474a08b1898150b9799b7ae5 Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/1805 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-08-23COMPMID-2417: NEDequantizationLayer support for QASYMM8_PER_CHANNELMichalis Spyrou
Change-Id: I1ef4ce8610e11e81702b0b7f0f7c437fed49833e Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com> Reviewed-on: https://review.mlplatform.org/c/1795 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2019-07-22COMPMID-2307: QUANTIZED_16BIT_LSTM operator for CLManuel Bottini
Change-Id: I1b52df359f1a368d585fac43a08496544dd2f86f Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/1568 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giuseppe Rossini <giuseppe.rossini@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
2019-07-03COMPMID-2409: Add QSYMM16 support for PixelWiseMultiplication for NEONManuel Bottini
Change-Id: Idfd3b45857201d5143242f9517d3353150b2c923 Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/1422 Reviewed-by: Pablo Marquez <pablo.tello@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
2019-07-01COMPMID-2407: Add (logistic and tanh) activation support for QSYMM16 for NEONgiuros01
Change-Id: Ib89c9cfe12975e51d1710af736c73ce79e667363 Signed-off-by: giuros01 <giuseppe.rossini@arm.com> Reviewed-on: https://review.mlplatform.org/c/1412 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Manuel Bottini <manuel.bottini@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
2019-06-24COMPMID-2235: Extend type support for CL/NEON DequantizationLayer.Georgios Pinitas
Adds support for: - QSYMM8 Change-Id: Ia0b839fc844ce0f968dad1b69a001f9a660dbcd5 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/1378 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
2019-06-20COMPMID-2408: Add QSYMM16 support for ElementwiseAddition for NEONManuel Bottini
Change-Id: I22991e9369ffba9b51a94522ff4977933e887b94 Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/1352 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giuseppe Rossini <giuseppe.rossini@arm.com>
2019-06-03COMPMID-2225: Add interface support for new quantized data types.Georgios Pinitas
Add support for: -QSYMM8, 8-bit quantized symmetric -QSYMM8_PER_CHANNEL, 8-bit quantized symmetric with per channel quantization Change-Id: I00c4ff98e44af37419470af61419ee95d0de2463 Signed-off-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-on: https://review.mlplatform.org/c/1236 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
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