From f01201abec0a102f6e7a517971f83fef1eaffd50 Mon Sep 17 00:00:00 2001 From: Giuseppe Rossini Date: Wed, 6 Nov 2019 14:57:49 +0000 Subject: COMPMID-2305: NEDepthwiseConvolution 3x3: support for QUANT8_PER_CHANNEL_SYMM Change-Id: I9a917cff6a089ce6ae16fb4e6066a4194e2e9487 Signed-off-by: Giuseppe Rossini Reviewed-on: https://review.mlplatform.org/c/2241 Tested-by: Arm Jenkins Reviewed-by: Michele Di Giorgio Comments-Addressed: Arm Jenkins Reviewed-by: Pablo Marquez --- .../NEON/kernels/convolution/common/qsymm8.hpp | 76 ++++++++++++++++++++++ 1 file changed, 76 insertions(+) create mode 100644 arm_compute/core/NEON/kernels/convolution/common/qsymm8.hpp (limited to 'arm_compute/core/NEON/kernels/convolution/common/qsymm8.hpp') diff --git a/arm_compute/core/NEON/kernels/convolution/common/qsymm8.hpp b/arm_compute/core/NEON/kernels/convolution/common/qsymm8.hpp new file mode 100644 index 0000000000..41bfbe4d8a --- /dev/null +++ b/arm_compute/core/NEON/kernels/convolution/common/qsymm8.hpp @@ -0,0 +1,76 @@ +/* + * Copyright (c) 2019 ARM Limited. + * + * SPDX-License-Identifier: MIT + * + * Permission is hereby granted, free of charge, to any person obtaining a copy + * of this software and associated documentation files (the "Software"), to + * deal in the Software without restriction, including without limitation the + * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or + * sell copies of the Software, and to permit persons to whom the Software is + * furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all + * copies or substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + * SOFTWARE. + */ + +#pragma once +#include +#include +#include "qasymm8.hpp" + + +namespace qsymm8 { + +struct QSymm8Params { + int8_t quantize(float value) const; + float dequantize(int8_t value) const; + + float scale; +}; + +struct QSymm8RescaleParams { + static QSymm8RescaleParams + make_rescale_params(const QSymm8Params &weight_quant, + const QSymm8Params &input_quant, + const QSymm8Params &output_quant); + + QSymm8RescaleParams(int32_t shift, int32_t multiplier, float rescale); + + const int32_t shift, multiplier; + const float rescale; +}; + +struct QSymm8PerChannelParams { + int8_t quantize(float value, float scale) const; + float dequantize(int8_t value, float scale) const; + + std::vector scales; +}; + +struct QSymm8PerChannelRescaleParams { + static QSymm8PerChannelRescaleParams + make_rescale_params(const QSymm8PerChannelParams &weight_quant, + const QSymm8PerChannelParams &input_quant, + const QSymm8PerChannelParams &output_quant); + + static QSymm8PerChannelRescaleParams + make_rescale_params(const QSymm8PerChannelParams &weight_quant, + const qasymm8::QAsymm8Params &input_quant, + const qasymm8::QAsymm8Params &output_quant); + + QSymm8PerChannelRescaleParams(std::vector& shift, std::vector& multiplier, std::vector& rescale); + + std::vector shifts, multipliers; + std::vector rescales; +}; + +} // namespace qsymm8 -- cgit v1.2.1