From 6d109965f3641056bb8164dc8450a7327e76e939 Mon Sep 17 00:00:00 2001 From: giuros01 Date: Mon, 7 Jan 2019 17:47:19 +0000 Subject: COMPMID-1691: Optimize CLDepthwiseConvolutionKernel (QASYMM8/NHWC) for 3x3 kernels (stride=1 and stride=2) Change-Id: I7d0d2dc350feeb40d253d17f9ffd5051a8fb42ef Reviewed-on: https://review.mlplatform.org/511 Reviewed-by: Gian Marco Iodice Tested-by: Arm Jenkins --- ...DepthwiseConvolutionLayerReshapeWeightsKernel.h | 77 ++++++++++++++++++++++ 1 file changed, 77 insertions(+) create mode 100644 arm_compute/core/CL/kernels/CLDepthwiseConvolutionLayerReshapeWeightsKernel.h (limited to 'arm_compute/core/CL/kernels/CLDepthwiseConvolutionLayerReshapeWeightsKernel.h') diff --git a/arm_compute/core/CL/kernels/CLDepthwiseConvolutionLayerReshapeWeightsKernel.h b/arm_compute/core/CL/kernels/CLDepthwiseConvolutionLayerReshapeWeightsKernel.h new file mode 100644 index 0000000000..e75f310c29 --- /dev/null +++ b/arm_compute/core/CL/kernels/CLDepthwiseConvolutionLayerReshapeWeightsKernel.h @@ -0,0 +1,77 @@ +/* + * 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. + */ +#ifndef __ARM_COMPUTE_CLDEPTHWISECONVOLUTIONLAYERRESHAPEWEIGHTSKERNEL_H__ +#define __ARM_COMPUTE_CLDEPTHWISECONVOLUTIONLAYERRESHAPEWEIGHTSKERNEL_H__ + +#include "arm_compute/core/CL/ICLKernel.h" + +namespace arm_compute +{ +class ICLTensor; + +/** Interface for the kernel to reshape the weights of depthwise convolution. */ +class CLDepthwiseConvolutionLayerReshapeWeightsKernel : public ICLKernel +{ +public: + /** Default constructor */ + CLDepthwiseConvolutionLayerReshapeWeightsKernel(); + /** Prevent instances of this class from being copied (As this class contains pointers) */ + CLDepthwiseConvolutionLayerReshapeWeightsKernel(const CLDepthwiseConvolutionLayerReshapeWeightsKernel &) = delete; + /** Prevent instances of this class from being copied (As this class contains pointers) */ + CLDepthwiseConvolutionLayerReshapeWeightsKernel &operator=(const CLDepthwiseConvolutionLayerReshapeWeightsKernel &) = delete; + /** Default Move Constructor. */ + CLDepthwiseConvolutionLayerReshapeWeightsKernel(CLDepthwiseConvolutionLayerReshapeWeightsKernel &&) = default; + /** Default move assignment operator */ + CLDepthwiseConvolutionLayerReshapeWeightsKernel &operator=(CLDepthwiseConvolutionLayerReshapeWeightsKernel &&) = default; + + /** Initialize the function's source and destination. + * + * @param[in] input The input tensor of dimension [IFM, W, H]. Data types supported: QASYMM8. Data layouts supported: NHWC + * @param[out] output The output tensor of dimension [W*H*C0, ceil(IFM/C0)]. C0 is the number of channels read by each thread. Data types supported: same as @p weights. + * @param[in] info Depthwise convolution information to reshape the input tensor. + */ + void configure(const ICLTensor *input, ICLTensor *output, const DepthwiseConvolutionReshapeInfo &info); + + /** Static function to check if given info will lead to a valid configuration of @ref CLDepthwiseConvolutionLayer3x3NHWCKernel + * + * @param[in] input The input tensor info of dimension [IFM, W, H]. Data types supported: QASYMM8. Data layouts supported: NHWC + * @param[in] output The output tensor info of dimension [W*H*C0, ceil(IFM/C0)]. C0 is the number of channels read by each thread. Data types supported: same as @p weights. + * @param[in] info Depthwise convolution information to reshape the input tensor. + * + * @return a Status + */ + static Status validate(const ITensorInfo *input, const ITensorInfo *output, const DepthwiseConvolutionReshapeInfo &info); + + // Inherited methods overridden: + void run(const Window &window, cl::CommandQueue &queue) override; + +private: + const ICLTensor *_input; + ICLTensor *_output; + + void configure_dot_product(const DepthwiseConvolutionReshapeInfo &info); + void configure_generic(const DepthwiseConvolutionReshapeInfo &info); +}; +} // namespace arm_compute +#endif /* __ARM_COMPUTE_CLDEPTHWISECONVOLUTIONLAYERRESHAPEWEIGHTSKERNEL_H__ */ -- cgit v1.2.1