// Tencent is pleased to support the open source community by making ncnn available. // // Copyright (C) 2022 THL A29 Limited, a Tencent company. All rights reserved. // // Licensed under the BSD 3-Clause License (the "License"); you may not use this file except // in compliance with the License. You may obtain a copy of the License at // // https://opensource.org/licenses/BSD-3-Clause // // Unless required by applicable law or agreed to in writing, software distributed // under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR // CONDITIONS OF ANY KIND, either express or implied. See the License for the // specific language governing permissions and limitations under the License. #include "elu_vulkan.h" #include "layer_shader_type.h" namespace ncnn { ELU_vulkan::ELU_vulkan() { support_vulkan = true; support_image_storage = true; pipeline_elu = 0; pipeline_elu_pack4 = 0; pipeline_elu_pack8 = 0; } int ELU_vulkan::create_pipeline(const Option& opt) { const Mat& shape = top_shapes.empty() ? Mat() : top_shapes[0]; int elempack = 1; if (shape.dims == 1) elempack = opt.use_shader_pack8 && shape.w % 8 == 0 ? 8 : shape.w % 4 == 0 ? 4 : 1; if (shape.dims == 2) elempack = opt.use_shader_pack8 && shape.h % 8 == 0 ? 8 : shape.h % 4 == 0 ? 4 : 1; if (shape.dims == 3 || shape.dims == 4) elempack = opt.use_shader_pack8 && shape.c % 8 == 0 ? 8 : shape.c % 4 == 0 ? 4 : 1; size_t elemsize; if (opt.use_fp16_storage) { elemsize = elempack * 2u; } else if (opt.use_fp16_packed) { elemsize = elempack == 1 ? 4u : elempack * 2u; } else { elemsize = elempack * 4u; } Mat shape_packed; if (shape.dims == 1) shape_packed = Mat(shape.w / elempack, (void*)0, elemsize, elempack); if (shape.dims == 2) shape_packed = Mat(shape.w, shape.h / elempack, (void*)0, elemsize, elempack); if (shape.dims == 3) shape_packed = Mat(shape.w, shape.h, shape.c / elempack, (void*)0, elemsize, elempack); if (shape.dims == 4) shape_packed = Mat(shape.w, shape.h, shape.d, shape.c / elempack, (void*)0, elemsize, elempack); std::vector specializations(1 + 5); specializations[0].f = alpha; specializations[1 + 0].i = shape_packed.dims; specializations[1 + 1].i = shape_packed.w; specializations[1 + 2].i = shape_packed.h * shape_packed.d; specializations[1 + 3].i = shape_packed.c; specializations[1 + 4].i = shape_packed.cstep; Mat local_size_xyz; if (shape_packed.dims == 1) { local_size_xyz.w = std::min(64, shape_packed.w); local_size_xyz.h = 1; local_size_xyz.c = 1; } if (shape_packed.dims == 2) { local_size_xyz.w = std::min(8, shape_packed.w); local_size_xyz.h = std::min(8, shape_packed.h); local_size_xyz.c = 1; } if (shape_packed.dims == 3) { local_size_xyz.w = std::min(4, shape_packed.w); local_size_xyz.h = std::min(4, shape_packed.h); local_size_xyz.c = std::min(4, shape_packed.c); } if (shape_packed.dims == 4) { local_size_xyz.w = std::min(4, shape_packed.w); local_size_xyz.h = std::min(4, shape_packed.h * shape_packed.d); local_size_xyz.c = std::min(4, shape_packed.c); } // pack1 if (shape.dims == 0 || elempack == 1) { pipeline_elu = new Pipeline(vkdev); pipeline_elu->set_optimal_local_size_xyz(local_size_xyz); pipeline_elu->create(LayerShaderType::elu, opt, specializations); } // pack4 if (shape.dims == 0 || elempack == 4) { pipeline_elu_pack4 = new Pipeline(vkdev); pipeline_elu_pack4->set_optimal_local_size_xyz(local_size_xyz); pipeline_elu_pack4->create(LayerShaderType::elu_pack4, opt, specializations); } // pack8 if ((opt.use_shader_pack8 && shape.dims == 0) || elempack == 8) { pipeline_elu_pack8 = new Pipeline(vkdev); pipeline_elu_pack8->set_optimal_local_size_xyz(local_size_xyz); pipeline_elu_pack8->create(LayerShaderType::elu_pack8, opt, specializations); } return 0; } int ELU_vulkan::destroy_pipeline(const Option& /*opt*/) { delete pipeline_elu; pipeline_elu = 0; delete pipeline_elu_pack4; pipeline_elu_pack4 = 0; delete pipeline_elu_pack8; pipeline_elu_pack8 = 0; return 0; } int ELU_vulkan::forward_inplace(VkMat& bottom_top_blob, VkCompute& cmd, const Option& /*opt*/) const { int elempack = bottom_top_blob.elempack; std::vector bindings(1); bindings[0] = bottom_top_blob; std::vector constants(5); constants[0].i = bottom_top_blob.dims; constants[1].i = bottom_top_blob.w; constants[2].i = bottom_top_blob.h * bottom_top_blob.d; constants[3].i = bottom_top_blob.c; constants[4].i = bottom_top_blob.cstep; const Pipeline* pipeline = elempack == 8 ? pipeline_elu_pack8 : elempack == 4 ? pipeline_elu_pack4 : pipeline_elu; cmd.record_pipeline(pipeline, bindings, constants, bottom_top_blob); return 0; } int ELU_vulkan::forward_inplace(VkImageMat& bottom_top_blob, VkCompute& cmd, const Option& /*opt*/) const { int elempack = bottom_top_blob.elempack; std::vector bindings(2); bindings[0] = bottom_top_blob; bindings[1] = bottom_top_blob; std::vector constants(5); constants[0].i = bottom_top_blob.dims; constants[1].i = bottom_top_blob.w; constants[2].i = bottom_top_blob.h * bottom_top_blob.d; constants[3].i = bottom_top_blob.c; constants[4].i = 0; //bottom_top_blob.cstep; const Pipeline* pipeline = elempack == 8 ? pipeline_elu_pack8 : elempack == 4 ? pipeline_elu_pack4 : pipeline_elu; cmd.record_pipeline(pipeline, bindings, constants, bottom_top_blob); return 0; } } // namespace ncnn