/* * Copyright (c) 2022 Arm Limited. * * SPDX-License-Identifier: MIT * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to * deal in the Software without restriction, including without limitation the * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or * sell copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in all * copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. */ #include namespace arm_conv { namespace winograd { namespace weight_transform { void cpp_fp32_1x4_1x5( unsigned int n_channels, const float *inptr, size_t, // ld_weight_row size_t ld_weight_col, float *outptr, size_t matrix_stride ) { constexpr auto kernel_cols = 5u, inner_tile_cols = 8u; // For each output channel for (; n_channels; n_channels--) { // Matrices used and computed in this kernel float w[kernel_cols], V[inner_tile_cols]; // Read weights for (auto j = 0u; j < kernel_cols; j++) { w[j] = *(inptr + j * ld_weight_col); } // Compute V = w WT V[0] = (w[0]*-1) / 36; V[1] = (w[1]*-1 + w[3]*-1 + w[0]*1 + w[2]*1 + w[4]*1) / 48; V[2] = (w[0]*1 + w[1]*1 + w[2]*1 + w[3]*1 + w[4]*1) / 48; V[3] = (w[0]*-1 + w[4]*-16 + w[2]*-4 + w[1]*2 + w[3]*8) / 120; V[4] = (w[0]*-1 + w[4]*-16 + w[3]*-8 + w[2]*-4 + w[1]*-2) / 120; V[5] = (w[3]*-27 + w[1]*-3 + w[2]*9 + w[4]*81 + w[0]*1) / 720; V[6] = (w[1]*3 + w[2]*9 + w[3]*27 + w[4]*81 + w[0]*1) / 720; V[7] = (w[4]*1) / 1; // Store the transformed weights for (auto j = 0u; j < inner_tile_cols; j++) { *(outptr + j*matrix_stride) = V[j]; } inptr++; outptr++; } } } // namespace weight_transform } // namespace winograd } // namespace arm_conv