Manuel Bottini | d844c08 | 2021-07-14 12:58:54 +0100 | [diff] [blame] | 1 | /* |
| 2 | * Copyright (c) 2017-2021 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_CL_IM2COL_KERNEL_H |
| 25 | #define ARM_COMPUTE_CL_IM2COL_KERNEL_H |
| 26 | |
| 27 | #include "arm_compute/core/KernelDescriptors.h" |
| 28 | #include "arm_compute/core/Size2D.h" |
| 29 | #include "src/core/common/Macros.h" |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 30 | #include "src/gpu/cl/ClCompileContext.h" |
| 31 | #include "src/gpu/cl/IClKernel.h" |
Manuel Bottini | d844c08 | 2021-07-14 12:58:54 +0100 | [diff] [blame] | 32 | |
| 33 | namespace arm_compute |
| 34 | { |
| 35 | namespace opencl |
| 36 | { |
| 37 | namespace kernels |
| 38 | { |
| 39 | /** Interface for the im2col reshape kernel. |
| 40 | * |
| 41 | * Rearranges image blocks into columns. It is used to strip out each convolution block to a single column. |
| 42 | * It is used to transform a convolution to a plain matrix multiplication. |
| 43 | * |
| 44 | * For example taking into account the image below and assuming 3x3 image blocks with stride of 1 we have: |
| 45 | * @f[ |
| 46 | * \left( \begin{array}{cccc} |
| 47 | * a00 & a01 & a02 & a03 \\ |
| 48 | * a10 & a11 & a12 & a13 \\ |
| 49 | * a20 & a21 & a22 & a23 \\ |
| 50 | * a30 & a31 & a32 & a33 \\ |
| 51 | * \end{array} \right) |
| 52 | * = |
| 53 | * \left( \begin{array}{ccccccccc} |
| 54 | * a00 & a01 & a02 & a10 & a11 & a12 & a20 & a21 & a22 \\ |
| 55 | * a01 & a02 & a03 & a11 & a12 & a13 & a21 & a22 & a23 \\ |
| 56 | * a10 & a11 & a12 & a20 & a21 & a22 & a30 & a31 & a32 \\ |
| 57 | * a11 & a12 & a13 & a21 & a22 & a23 & a31 & a32 & a33 \\ |
| 58 | * \end{array} \right) |
| 59 | * @f] |
| 60 | */ |
| 61 | class ClIm2ColKernel : public IClKernel |
| 62 | { |
| 63 | public: |
| 64 | /** Default constructor */ |
| 65 | ClIm2ColKernel(); |
| 66 | ARM_COMPUTE_DISALLOW_COPY_ALLOW_MOVE(ClIm2ColKernel); |
| 67 | /** Set the input and output of the kernel. |
| 68 | * |
| 69 | * @param[in] compile_context The compile context to be used. |
| 70 | * @param[in] src The input tensor info to convert. 3 lower dimensions represent a single input [width, height, IFM], |
| 71 | * while every optional dimension from 4 and above represent a batch of inputs. Data types supported: QASYMM8/QASYMM8_SIGNED/F16/F32 |
| 72 | * @param[out] dst The output tensor info. First 2 lower dimensions represent a transform of each 3D input, |
| 73 | * while every dimension above represents a batch. Data types supported: Same as @p input |
| 74 | * @param[in] kernel_dims The kernel dimensions (width and height). |
| 75 | * @param[in] conv_info Contains padding and stride information described in @ref PadStrideInfo. |
| 76 | * @param[in] has_bias In case biases are provided expands the matrix with 1. |
| 77 | * @param[in] dilation (Optional) Dilation, in elements, across x and y. Defaults to (1, 1). |
| 78 | * @param[in] num_groups (Optional) Number of groups when performing a grouped convolution. num_groups != 1 is only supported for NCHW data layout |
| 79 | */ |
| 80 | void configure(const ClCompileContext &compile_context, ITensorInfo *src, ITensorInfo *dst, const Size2D &kernel_dims, const PadStrideInfo &conv_info, bool has_bias, |
| 81 | const Size2D &dilation = Size2D(1U, 1U), |
| 82 | unsigned int num_groups = 1); |
| 83 | /** Static function to check if given info will lead to a valid configuration |
| 84 | * |
| 85 | * Similar to ClIm2ColKernel::configure() |
| 86 | * |
| 87 | * @return a status |
| 88 | */ |
| 89 | static Status validate(const ITensorInfo *input, const ITensorInfo *output, const Size2D &kernel_dims, const PadStrideInfo &conv_info, bool has_bias, const Size2D &dilation = Size2D(1U, 1U), |
| 90 | unsigned int num_groups = 1); |
| 91 | |
| 92 | // Inherited methods overridden: |
| 93 | void run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) override; |
| 94 | |
| 95 | public: |
| 96 | DataLayout _data_layout; |
| 97 | std::pair<unsigned int, unsigned int> _convolved_dims; |
| 98 | unsigned int _num_elems_processed_per_iteration; |
| 99 | Size2D _kernel_dims; |
| 100 | PadStrideInfo _conv_info; |
| 101 | unsigned int _num_groups; |
| 102 | }; |
| 103 | } // namespace kernels |
| 104 | } // namespace opencl |
| 105 | } // namespace arm_compute |
| 106 | #endif /* ARM_COMPUTE_CL_IM2COL_KERNEL_H */ |