From 93a690edc48ad78cc9d7a580638475c6e77b32c2 Mon Sep 17 00:00:00 2001 From: Giorgio Arena Date: Tue, 1 Aug 2017 16:09:33 +0100 Subject: COMPMID-452 CL Depthwise Separable Convolution Layer kernel implementation, validation and benchmarking for 3x3xC depthwise filter and DataType::F32. Change-Id: I95c0c87709763cdbf58d0de66025eac86e30791b Reviewed-on: http://mpd-gerrit.cambridge.arm.com/82768 Tested-by: Kaizen Reviewed-by: Steven Niu --- .../core/CL/kernels/CLDepthwiseConvolutionKernel.h | 72 ++++++++++++++++++++++ 1 file changed, 72 insertions(+) create mode 100644 arm_compute/core/CL/kernels/CLDepthwiseConvolutionKernel.h (limited to 'arm_compute/core/CL') diff --git a/arm_compute/core/CL/kernels/CLDepthwiseConvolutionKernel.h b/arm_compute/core/CL/kernels/CLDepthwiseConvolutionKernel.h new file mode 100644 index 0000000000..c2d695ecbf --- /dev/null +++ b/arm_compute/core/CL/kernels/CLDepthwiseConvolutionKernel.h @@ -0,0 +1,72 @@ +/* + * Copyright (c) 2017 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_CLDEPTHWISECONVOLUTIONKERNEL_H__ +#define __ARM_COMPUTE_CLDEPTHWISECONVOLUTIONKERNEL_H__ + +#include "arm_compute/core/CL/ICLKernel.h" + +namespace arm_compute +{ +class ICLTensor; + +/** Interface for the kernel to run a 3x3 depthwise convolution on a tensor. + */ +class CLDepthwiseConvolutionKernel : public ICLKernel +{ +public: + /** Default constructor */ + CLDepthwiseConvolutionKernel(); + /** Prevent instances of this class from being copied (As this class contains pointers) */ + CLDepthwiseConvolutionKernel(const CLDepthwiseConvolutionKernel &) = delete; + /** Prevent instances of this class from being copied (As this class contains pointers) */ + CLDepthwiseConvolutionKernel &operator=(const CLDepthwiseConvolutionKernel &) = delete; + /** Default Move Constructor. */ + CLDepthwiseConvolutionKernel(CLDepthwiseConvolutionKernel &&) = default; + /** Default move assignment operator. */ + CLDepthwiseConvolutionKernel &operator=(CLDepthwiseConvolutionKernel &&) = default; + /** Initialize the function's source, destination, conv and border_size. + * + * @param[in] input Source tensor. DataType supported: F32. + * @param[out] output Destination tensor. DataType supported: F32. + * @param[in] weights Weights tensor. These are 3D tensors with dimensions [3, 3, IFM]. Data type supported: Same as @p input. + * @param[in] conv_info Padding and stride information to use for the convolution. DataType supported: F32. + */ + void configure(const ICLTensor *input, ICLTensor *output, const ICLTensor *weights, const PadStrideInfo &conv_info); + + // Inherited methods overridden: + void run(const Window &window, cl::CommandQueue &queue) override; + BorderSize border_size() const override; + +private: + BorderSize _border_size; + const ICLTensor *_input; + ICLTensor *_output; + const ICLTensor *_weights; + unsigned int _conv_stride_x; + unsigned int _conv_stride_y; + unsigned int _conv_pad_x; + unsigned int _conv_pad_y; +}; +} +#endif /*__ARM_COMPUTE_CLDEPTHWISECONVOLUTIONKERNEL_H__ */ -- cgit v1.2.1