ramelg01 | a1f7851 | 2022-06-29 16:28:10 +0100 | [diff] [blame] | 1 | /* |
Viet-Hoa Do | bb1ab05 | 2022-12-23 14:48:33 +0000 | [diff] [blame] | 2 | * Copyright (c) 2022 Arm Limited. |
ramelg01 | a1f7851 | 2022-06-29 16:28:10 +0100 | [diff] [blame] | 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 | |
| 25 | #include <cstddef> |
| 26 | |
| 27 | namespace arm_conv { |
| 28 | namespace winograd { |
| 29 | namespace weight_transform { |
| 30 | |
| 31 | void cpp_fp32_1x4_1x5( |
| 32 | unsigned int n_channels, |
| 33 | const float *inptr, |
| 34 | size_t, // ld_weight_row |
| 35 | size_t ld_weight_col, |
| 36 | float *outptr, |
| 37 | size_t matrix_stride |
| 38 | ) |
| 39 | { |
| 40 | constexpr auto kernel_cols = 5u, inner_tile_cols = 8u; |
| 41 | |
| 42 | // For each output channel |
| 43 | for (; n_channels; n_channels--) |
| 44 | { |
| 45 | // Matrices used and computed in this kernel |
| 46 | float w[kernel_cols], V[inner_tile_cols]; |
| 47 | |
| 48 | // Read weights |
| 49 | for (auto j = 0u; j < kernel_cols; j++) |
| 50 | { |
| 51 | w[j] = *(inptr + j * ld_weight_col); |
| 52 | } |
| 53 | |
| 54 | // Compute V = w WT |
| 55 | V[0] = (w[0]*-1) / 36; |
| 56 | V[1] = (w[1]*-1 + w[3]*-1 + w[0]*1 + w[2]*1 + w[4]*1) / 48; |
| 57 | V[2] = (w[0]*1 + w[1]*1 + w[2]*1 + w[3]*1 + w[4]*1) / 48; |
| 58 | V[3] = (w[0]*-1 + w[4]*-16 + w[2]*-4 + w[1]*2 + w[3]*8) / 120; |
| 59 | V[4] = (w[0]*-1 + w[4]*-16 + w[3]*-8 + w[2]*-4 + w[1]*-2) / 120; |
| 60 | V[5] = (w[3]*-27 + w[1]*-3 + w[2]*9 + w[4]*81 + w[0]*1) / 720; |
| 61 | V[6] = (w[1]*3 + w[2]*9 + w[3]*27 + w[4]*81 + w[0]*1) / 720; |
| 62 | V[7] = (w[4]*1) / 1; |
| 63 | |
| 64 | // Store the transformed weights |
| 65 | for (auto j = 0u; j < inner_tile_cols; j++) |
| 66 | { |
| 67 | *(outptr + j*matrix_stride) = V[j]; |
| 68 | } |
| 69 | |
| 70 | inptr++; |
| 71 | outptr++; |
| 72 | } |
| 73 | } |
| 74 | |
| 75 | } // namespace weight_transform |
| 76 | } // namespace winograd |
| 77 | } // namespace arm_conv |