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Teresa Charlin91b7f742021-04-12 13:57:00 +01001/*
2 * Copyright (c) 2018-2021 Arm Limited.
3 *
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_CLCONVERTFULLYCONNECTEDWEIGHTSKERNEL_H
25#define ARM_COMPUTE_CLCONVERTFULLYCONNECTEDWEIGHTSKERNEL_H
26
27#include "src/core/common/Macros.h"
28#include "src/core/gpu/cl/ClCompileContext.h"
29#include "src/core/gpu/cl/IClKernel.h"
30
31namespace arm_compute
32{
33class ICLTensor;
34
35/** Interface to convert the 2D Fully Connected weights from NCHW to NHWC or vice versa.
36 *
37 * @note This function can be applied to the 2D weights used by a Fully Connected layer if:
38 * - It follows a Convolution layer
39 * - The data layout used by the network does not match the one the model has been trained in.
40 *
41 * @note This function assumes the weights are already reshaped (transposed)
42 */
43namespace opencl
44{
45namespace kernels
46{
47class ClConvertFullyConnectedWeightsKernel : public IClKernel
48{
49public:
Giorgio Arena4a95bba2021-06-28 11:00:27 +010050 ClConvertFullyConnectedWeightsKernel();
Teresa Charlin91b7f742021-04-12 13:57:00 +010051 ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(ClConvertFullyConnectedWeightsKernel);
52 /** Set the src and dst tensor.
53 *
54 * @param[in] compile_context The compile context to be used.
55 * @param[in] src Source weights tensor info to convert. Must be 2 dimensional. Data types supported: All.
56 * @param[out] dst The converted weights tensor info. Shape and Data Type: Same as @p src.
57 * @param[in] original_src_shape Shape of the original src tensor (the one entering fully connected layer).
58 * @param[in] data_layout The data layout the weights have been trained in.
59 */
60 void configure(const CLCompileContext &compile_context, const ITensorInfo *src, ITensorInfo *dst, const TensorShape &original_src_shape, DataLayout data_layout);
61 /** Static function to check if given info will lead to a valid configuration of @ref ClConvertFullyConnectedWeightsKernel
62 *
63 * @param[in] src Source weights tensor info to convert. Must be 2 dimensional. Data types supported: All.
64 * @param[in] dst The converted weights tensor info. Shape and Data Type: Same as @p src.
65 * @param[in] original_src_shape Shape of the original src tensor (the one entering fully connected layer).
66 * @param[in] data_layout The data layout the weights have been trained in.
67 */
68 static Status validate(const ITensorInfo *src, const ITensorInfo *dst, const TensorShape &original_src_shape, DataLayout data_layout);
69
70 // Inherited methods overridden:
71 void run_op(ITensorPack &tensors, const Window &window, ::cl::CommandQueue &queue) override;
72};
73} // namespace kernels
74} // namespace opencl
75} // namespace arm_compute
76#endif /*ARM_COMPUTE_CLCONVERTFULLYCONNECTEDWEIGHTSKERNEL_H */