blob: 16000e82f6a0f98a3404446707718c4c9d0bf2ae [file] [log] [blame]
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 */
Georgios Pinitas2eb5d162021-07-02 09:01:49 +010024#ifndef ARM_COMPUTE_CL_CONVERT_FULLYCONNECTED_WEIGHTS_KERNEL_H
25#define ARM_COMPUTE_CL_CONVERT_FULLYCONNECTED_WEIGHTS_KERNEL_H
Teresa Charlin91b7f742021-04-12 13:57:00 +010026
27#include "src/core/common/Macros.h"
Georgios Pinitas7891a732021-08-20 21:39:25 +010028#include "src/gpu/cl/ClCompileContext.h"
29#include "src/gpu/cl/IClKernel.h"
Teresa Charlin91b7f742021-04-12 13:57:00 +010030
31namespace arm_compute
32{
Teresa Charlin91b7f742021-04-12 13:57:00 +010033/** Interface to convert the 2D Fully Connected weights from NCHW to NHWC or vice versa.
34 *
35 * @note This function can be applied to the 2D weights used by a Fully Connected layer if:
36 * - It follows a Convolution layer
37 * - The data layout used by the network does not match the one the model has been trained in.
38 *
39 * @note This function assumes the weights are already reshaped (transposed)
40 */
41namespace opencl
42{
43namespace kernels
44{
45class ClConvertFullyConnectedWeightsKernel : public IClKernel
46{
47public:
Giorgio Arena4a95bba2021-06-28 11:00:27 +010048 ClConvertFullyConnectedWeightsKernel();
Teresa Charlin91b7f742021-04-12 13:57:00 +010049 ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(ClConvertFullyConnectedWeightsKernel);
50 /** Set the src and dst tensor.
51 *
52 * @param[in] compile_context The compile context to be used.
53 * @param[in] src Source weights tensor info to convert. Must be 2 dimensional. Data types supported: All.
54 * @param[out] dst The converted weights tensor info. Shape and Data Type: Same as @p src.
55 * @param[in] original_src_shape Shape of the original src tensor (the one entering fully connected layer).
56 * @param[in] data_layout The data layout the weights have been trained in.
57 */
58 void configure(const CLCompileContext &compile_context, const ITensorInfo *src, ITensorInfo *dst, const TensorShape &original_src_shape, DataLayout data_layout);
Georgios Pinitas2eb5d162021-07-02 09:01:49 +010059 /** Static function to check if given info will lead to a valid configuration
Teresa Charlin91b7f742021-04-12 13:57:00 +010060 *
Georgios Pinitas2eb5d162021-07-02 09:01:49 +010061 * Similar to @ref ClConvertFullyConnectedWeightsKernel::configure()
62 *
63 * @return a status
Teresa Charlin91b7f742021-04-12 13:57:00 +010064 */
65 static Status validate(const ITensorInfo *src, const ITensorInfo *dst, const TensorShape &original_src_shape, DataLayout data_layout);
66
67 // Inherited methods overridden:
68 void run_op(ITensorPack &tensors, const Window &window, ::cl::CommandQueue &queue) override;
69};
70} // namespace kernels
71} // namespace opencl
72} // namespace arm_compute
Georgios Pinitas2eb5d162021-07-02 09:01:49 +010073#endif /* ARM_COMPUTE_CL_CONVERT_FULLYCONNECTED_WEIGHTS_KERNEL_H */