xref: /aosp_15_r20/external/ComputeLibrary/src/gpu/cl/kernels/ClConvertFullyConnectedWeightsKernel.h (revision c217d954acce2dbc11938adb493fc0abd69584f3)
1*c217d954SCole Faust /*
2*c217d954SCole Faust  * Copyright (c) 2018-2021 Arm Limited.
3*c217d954SCole Faust  *
4*c217d954SCole Faust  * SPDX-License-Identifier: MIT
5*c217d954SCole Faust  *
6*c217d954SCole Faust  * Permission is hereby granted, free of charge, to any person obtaining a copy
7*c217d954SCole Faust  * of this software and associated documentation files (the "Software"), to
8*c217d954SCole Faust  * deal in the Software without restriction, including without limitation the
9*c217d954SCole Faust  * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10*c217d954SCole Faust  * sell copies of the Software, and to permit persons to whom the Software is
11*c217d954SCole Faust  * furnished to do so, subject to the following conditions:
12*c217d954SCole Faust  *
13*c217d954SCole Faust  * The above copyright notice and this permission notice shall be included in all
14*c217d954SCole Faust  * copies or substantial portions of the Software.
15*c217d954SCole Faust  *
16*c217d954SCole Faust  * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17*c217d954SCole Faust  * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18*c217d954SCole Faust  * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19*c217d954SCole Faust  * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20*c217d954SCole Faust  * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21*c217d954SCole Faust  * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22*c217d954SCole Faust  * SOFTWARE.
23*c217d954SCole Faust  */
24*c217d954SCole Faust #ifndef ARM_COMPUTE_CL_CONVERT_FULLYCONNECTED_WEIGHTS_KERNEL_H
25*c217d954SCole Faust #define ARM_COMPUTE_CL_CONVERT_FULLYCONNECTED_WEIGHTS_KERNEL_H
26*c217d954SCole Faust 
27*c217d954SCole Faust #include "src/core/common/Macros.h"
28*c217d954SCole Faust #include "src/gpu/cl/ClCompileContext.h"
29*c217d954SCole Faust #include "src/gpu/cl/IClKernel.h"
30*c217d954SCole Faust 
31*c217d954SCole Faust namespace arm_compute
32*c217d954SCole Faust {
33*c217d954SCole Faust /** Interface to convert the 2D Fully Connected weights from NCHW to NHWC or vice versa.
34*c217d954SCole Faust  *
35*c217d954SCole Faust  * @note This function can be applied to the 2D weights used by a Fully Connected layer if:
36*c217d954SCole Faust  *       - It follows a Convolution layer
37*c217d954SCole Faust  *       - The data layout used by the network does not match the one the model has been trained in.
38*c217d954SCole Faust  *
39*c217d954SCole Faust  * @note This function assumes the weights are already reshaped (transposed)
40*c217d954SCole Faust  */
41*c217d954SCole Faust namespace opencl
42*c217d954SCole Faust {
43*c217d954SCole Faust namespace kernels
44*c217d954SCole Faust {
45*c217d954SCole Faust class ClConvertFullyConnectedWeightsKernel : public IClKernel
46*c217d954SCole Faust {
47*c217d954SCole Faust public:
48*c217d954SCole Faust     ClConvertFullyConnectedWeightsKernel();
49*c217d954SCole Faust     ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(ClConvertFullyConnectedWeightsKernel);
50*c217d954SCole Faust     /** Set the src and dst tensor.
51*c217d954SCole Faust      *
52*c217d954SCole Faust      * @param[in]  compile_context    The compile context to be used.
53*c217d954SCole Faust      * @param[in]  src                Source weights tensor info to convert. Must be 2 dimensional. Data types supported: All.
54*c217d954SCole Faust      * @param[out] dst                The converted weights tensor info. Shape and Data Type: Same as @p src.
55*c217d954SCole Faust      * @param[in]  original_src_shape Shape of the original src tensor (the one entering fully connected layer).
56*c217d954SCole Faust      * @param[in]  data_layout        The data layout the weights have been trained in.
57*c217d954SCole Faust      */
58*c217d954SCole Faust     void configure(const CLCompileContext &compile_context, const ITensorInfo *src, ITensorInfo *dst, const TensorShape &original_src_shape, DataLayout data_layout);
59*c217d954SCole Faust     /** Static function to check if given info will lead to a valid configuration
60*c217d954SCole Faust      *
61*c217d954SCole Faust      * Similar to @ref ClConvertFullyConnectedWeightsKernel::configure()
62*c217d954SCole Faust      *
63*c217d954SCole Faust      * @return a status
64*c217d954SCole Faust      */
65*c217d954SCole Faust     static Status validate(const ITensorInfo *src, const ITensorInfo *dst, const TensorShape &original_src_shape, DataLayout data_layout);
66*c217d954SCole Faust 
67*c217d954SCole Faust     // Inherited methods overridden:
68*c217d954SCole Faust     void run_op(ITensorPack &tensors, const Window &window, ::cl::CommandQueue &queue) override;
69*c217d954SCole Faust };
70*c217d954SCole Faust } // namespace kernels
71*c217d954SCole Faust } // namespace opencl
72*c217d954SCole Faust } // namespace arm_compute
73*c217d954SCole Faust #endif /* ARM_COMPUTE_CL_CONVERT_FULLYCONNECTED_WEIGHTS_KERNEL_H */
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