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Michalis Spyrou7362f0d2017-10-18 17:58:22 +01001/*
Georgios Pinitas47d39dc2019-03-11 14:03:23 +00002 * Copyright (c) 2017-2019 ARM Limited.
Michalis Spyrou7362f0d2017-10-18 17:58:22 +01003 *
4 * SPDX-License-Identifier: MIT
5 *
6 * Permission is hereby granted, free of charge, to any person obtaining a copy
7 * of this software and associated documentation files (the "Software"), to
8 * deal in the Software without restriction, including without limitation the
9 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10 * sell copies of the Software, and to permit persons to whom the Software is
11 * furnished to do so, subject to the following conditions:
12 *
13 * The above copyright notice and this permission notice shall be included in all
14 * copies or substantial portions of the Software.
15 *
16 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22 * SOFTWARE.
23 */
24#ifndef __ARM_COMPUTE_NEDEPTHWISECONVOLUTIONKERNEL3x3_H__
25#define __ARM_COMPUTE_NEDEPTHWISECONVOLUTIONKERNEL3x3_H__
26
27#include "arm_compute/core/NEON/INEKernel.h"
28
29namespace arm_compute
30{
Georgios Pinitas47d39dc2019-03-11 14:03:23 +000031// Forward declarations
Michalis Spyrou7362f0d2017-10-18 17:58:22 +010032class ITensor;
33
Georgios Pinitas4074c992018-01-30 18:13:46 +000034/** Interface for the kernel to run a 3x3 depthwise convolution on a tensor. */
Giorgio Arena04a8f8c2017-11-23 11:45:24 +000035class NEDepthwiseConvolutionLayer3x3Kernel : public INEKernel
Michalis Spyrou7362f0d2017-10-18 17:58:22 +010036{
37public:
Anthony Barbiere8a49832018-01-18 10:04:05 +000038 const char *name() const override
39 {
40 return "NEDepthwiseConvolutionLayer3x3Kernel";
41 }
Michalis Spyrou7362f0d2017-10-18 17:58:22 +010042 /** Default constructor */
Giorgio Arena04a8f8c2017-11-23 11:45:24 +000043 NEDepthwiseConvolutionLayer3x3Kernel();
Michalis Spyrou7362f0d2017-10-18 17:58:22 +010044 /** Prevent instances of this class from being copied (As this class contains pointers) */
Giorgio Arena04a8f8c2017-11-23 11:45:24 +000045 NEDepthwiseConvolutionLayer3x3Kernel(const NEDepthwiseConvolutionLayer3x3Kernel &) = delete;
Michalis Spyrou7362f0d2017-10-18 17:58:22 +010046 /** Prevent instances of this class from being copied (As this class contains pointers) */
Giorgio Arena04a8f8c2017-11-23 11:45:24 +000047 NEDepthwiseConvolutionLayer3x3Kernel &operator=(const NEDepthwiseConvolutionLayer3x3Kernel &) = delete;
Michalis Spyrou7362f0d2017-10-18 17:58:22 +010048 /** Default Move Constructor. */
Giorgio Arena04a8f8c2017-11-23 11:45:24 +000049 NEDepthwiseConvolutionLayer3x3Kernel(NEDepthwiseConvolutionLayer3x3Kernel &&) = default;
Alex Gildayc357c472018-03-21 13:54:09 +000050 /** Default move assignment operator */
Giorgio Arena04a8f8c2017-11-23 11:45:24 +000051 NEDepthwiseConvolutionLayer3x3Kernel &operator=(NEDepthwiseConvolutionLayer3x3Kernel &&) = default;
Michalis Spyrou7362f0d2017-10-18 17:58:22 +010052 /** Initialize the function's source, destination, conv and border_size.
53 *
Abe Mbise7784c832018-05-31 16:48:41 +010054 * @note Supported data layouts: NCHW and NHWC
55 *
Georgios Pinitas20c246a2018-09-12 16:45:53 +010056 * @param[in] input Source tensor. DataType supported: QASYMM8/F16/F32.
Abe Mbise7784c832018-05-31 16:48:41 +010057 * @param[in] weights Weights tensor. This is a 3D tensor with dimensions [3, 3, IFM] for NCHW or [IFM, 3, 3] if NHWC data layout. Data type supported: Same as @p input.
Giorgio Arena76572242018-04-04 17:44:26 +010058 * @param[out] output Destination tensor. Data type supported: Same as @p input.
59 * @param[in] conv_info Padding and stride information to use for the convolution.
60 * @param[in] depth_multiplier (Optional) Multiplier to apply to the input's depth in order to retrieve the output's depth. Defaults to 1.
Michalis Spyrou7362f0d2017-10-18 17:58:22 +010061 */
Georgios Pinitas47d39dc2019-03-11 14:03:23 +000062 void configure(const ITensor *input, const ITensor *weights, ITensor *output, const PadStrideInfo &conv_info, unsigned int depth_multiplier = 1);
Abe Mbise7784c832018-05-31 16:48:41 +010063 /** Static function to check if given info will lead to a valid configuration of @ref NEDepthwiseConvolutionLayer3x3Kernel
64 *
65 * @note Supported data layouts: NCHW and NHWC
66 *
Georgios Pinitas20c246a2018-09-12 16:45:53 +010067 * @param[in] input Source tensor. DataType supported: QASYMM8/F16/F32.
Abe Mbise7784c832018-05-31 16:48:41 +010068 * @param[in] weights Weights tensor. This is a 3D tensor with dimensions [3, 3, IFM] for NCHW or [IFM, 3, 3] if NHWC data layout. Data type supported: Same as @p input.
69 * @param[in] output Destination tensor. Data type supported: Same as @p input.
70 * @param[in] conv_info Padding and stride information to use for the convolution.
71 * @param[in] depth_multiplier (Optional) Multiplier to apply to the input's depth in order to retrieve the output's depth. Defaults to 1.
72 *
73 * @return a status
74 */
75 static Status validate(const ITensorInfo *input, const ITensorInfo *weights, const ITensorInfo *output, const PadStrideInfo &conv_info, unsigned int depth_multiplier = 1);
76
Michalis Spyrou7362f0d2017-10-18 17:58:22 +010077 // Inherited methods overridden:
78 void run(const Window &window, const ThreadInfo &info) override;
79 BorderSize border_size() const override;
80
81private:
Georgios Pinitas47d39dc2019-03-11 14:03:23 +000082 BorderSize _border_size;
83 const ITensor *_input;
84 ITensor *_output;
85 const ITensor *_weights;
86 PadStrideInfo _conv_info;
87 unsigned int _num_elems_written_per_iteration;
88 unsigned int _depth_multiplier;
Michalis Spyrou7362f0d2017-10-18 17:58:22 +010089};
90} // namespace arm_compute
Anthony Barbiere8a49832018-01-18 10:04:05 +000091#endif /* __ARM_COMPUTE_NEDEPTHWISECONVOLUTIONKERNEL3x3_H__ */