// Tencent is pleased to support the open source community by making ncnn available. // // Copyright (C) 2019 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 "cast_vulkan.h" #include "layer_shader_type.h" namespace ncnn { Cast_vulkan::Cast_vulkan() { support_vulkan = true; support_image_storage = true; pipeline_cast_fp32_to_fp16 = 0; pipeline_cast_fp32_to_fp16_pack4 = 0; pipeline_cast_fp32_to_fp16_pack8 = 0; pipeline_cast_fp16_to_fp32 = 0; pipeline_cast_fp16_to_fp32_pack4 = 0; pipeline_cast_fp16_to_fp32_pack8 = 0; } int Cast_vulkan::create_pipeline(const Option& opt) { const Mat& shape = bottom_shapes.empty() ? Mat() : bottom_shapes[0]; const Mat& out_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; int out_elempack = 1; if (out_shape.dims == 1) out_elempack = opt.use_shader_pack8 && out_shape.w % 8 == 0 ? 8 : out_shape.w % 4 == 0 ? 4 : 1; if (out_shape.dims == 2) out_elempack = opt.use_shader_pack8 && out_shape.h % 8 == 0 ? 8 : out_shape.h % 4 == 0 ? 4 : 1; if (out_shape.dims == 3 || out_shape.dims == 4) out_elempack = opt.use_shader_pack8 && out_shape.c % 8 == 0 ? 8 : out_shape.c % 4 == 0 ? 4 : 1; size_t elemsize; size_t out_elemsize; if (opt.use_fp16_storage) { elemsize = elempack * 2u; out_elemsize = out_elempack * 2u; } else if (opt.use_fp16_packed) { elemsize = elempack == 1 ? 4u : elempack * 2u; out_elemsize = out_elempack == 1 ? 4u : out_elempack * 2u; } else { elemsize = elempack * 4u; out_elemsize = out_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); Mat out_shape_packed; if (out_shape.dims == 1) out_shape_packed = Mat(out_shape.w / out_elempack, (void*)0, out_elemsize, out_elempack); if (out_shape.dims == 2) out_shape_packed = Mat(out_shape.w, out_shape.h / out_elempack, (void*)0, out_elemsize, out_elempack); if (out_shape.dims == 3) out_shape_packed = Mat(out_shape.w, out_shape.h, out_shape.c / out_elempack, (void*)0, out_elemsize, out_elempack); if (out_shape.dims == 4) out_shape_packed = Mat(out_shape.w, out_shape.h, out_shape.d, out_shape.c / out_elempack, (void*)0, out_elemsize, out_elempack); std::vector specializations(0 + 10); specializations[0 + 0].i = shape_packed.dims; specializations[0 + 1].i = shape_packed.w; specializations[0 + 2].i = shape_packed.h * shape_packed.d; specializations[0 + 3].i = shape_packed.c; specializations[0 + 4].i = shape_packed.cstep; specializations[0 + 5].i = out_shape_packed.dims; specializations[0 + 6].i = out_shape_packed.w; specializations[0 + 7].i = out_shape_packed.h * out_shape_packed.d; specializations[0 + 8].i = out_shape_packed.c; specializations[0 + 9].i = out_shape_packed.cstep; Mat local_size_xyz; if (out_shape_packed.dims == 1) { local_size_xyz.w = std::min(64, out_shape_packed.w); local_size_xyz.h = 1; local_size_xyz.c = 1; } if (out_shape_packed.dims == 2) { local_size_xyz.w = std::min(8, out_shape_packed.w); local_size_xyz.h = std::min(8, out_shape_packed.h); local_size_xyz.c = 1; } if (out_shape_packed.dims == 3) { local_size_xyz.w = std::min(4, out_shape_packed.w); local_size_xyz.h = std::min(4, out_shape_packed.h); local_size_xyz.c = std::min(4, out_shape_packed.c); } if (out_shape_packed.dims == 4) { local_size_xyz.w = std::min(4, out_shape_packed.w); local_size_xyz.h = std::min(4, out_shape_packed.h * out_shape_packed.d); local_size_xyz.c = std::min(4, out_shape_packed.c); } if (type_from == 1 && type_to == 2) { // pack1 if (shape.dims == 0 || elempack == 1) { pipeline_cast_fp32_to_fp16 = new Pipeline(vkdev); pipeline_cast_fp32_to_fp16->set_optimal_local_size_xyz(local_size_xyz); pipeline_cast_fp32_to_fp16->create(LayerShaderType::cast_fp32_to_fp16, opt, specializations); } // pack4 if (shape.dims == 0 || elempack == 4) { pipeline_cast_fp32_to_fp16_pack4 = new Pipeline(vkdev); pipeline_cast_fp32_to_fp16_pack4->set_optimal_local_size_xyz(local_size_xyz); pipeline_cast_fp32_to_fp16_pack4->create(LayerShaderType::cast_fp32_to_fp16_pack4, opt, specializations); } // pack8 if ((opt.use_shader_pack8 && shape.dims == 0) || elempack == 8) { pipeline_cast_fp32_to_fp16_pack8 = new Pipeline(vkdev); pipeline_cast_fp32_to_fp16_pack8->set_optimal_local_size_xyz(local_size_xyz); pipeline_cast_fp32_to_fp16_pack8->create(LayerShaderType::cast_fp32_to_fp16_pack8, opt, specializations); } } if (type_from == 2 && type_to == 1) { // pack1 if (shape.dims == 0 || elempack == 1) { pipeline_cast_fp16_to_fp32 = new Pipeline(vkdev); pipeline_cast_fp16_to_fp32->set_optimal_local_size_xyz(local_size_xyz); pipeline_cast_fp16_to_fp32->create(LayerShaderType::cast_fp16_to_fp32, opt, specializations); } // pack4 if (shape.dims == 0 || elempack == 4) { pipeline_cast_fp16_to_fp32_pack4 = new Pipeline(vkdev); pipeline_cast_fp16_to_fp32_pack4->set_optimal_local_size_xyz(local_size_xyz); pipeline_cast_fp16_to_fp32_pack4->create(LayerShaderType::cast_fp16_to_fp32_pack4, opt, specializations); } // pack8 if ((opt.use_shader_pack8 && shape.dims == 0) || elempack == 8) { pipeline_cast_fp16_to_fp32_pack8 = new Pipeline(vkdev); pipeline_cast_fp16_to_fp32_pack8->set_optimal_local_size_xyz(local_size_xyz); pipeline_cast_fp16_to_fp32_pack8->create(LayerShaderType::cast_fp16_to_fp32_pack8, opt, specializations); } } return 0; } int Cast_vulkan::destroy_pipeline(const Option& /*opt*/) { delete pipeline_cast_fp32_to_fp16; pipeline_cast_fp32_to_fp16 = 0; delete pipeline_cast_fp32_to_fp16_pack4; pipeline_cast_fp32_to_fp16_pack4 = 0; delete pipeline_cast_fp32_to_fp16_pack8; pipeline_cast_fp32_to_fp16_pack8 = 0; delete pipeline_cast_fp16_to_fp32; pipeline_cast_fp16_to_fp32 = 0; delete pipeline_cast_fp16_to_fp32_pack4; pipeline_cast_fp16_to_fp32_pack4 = 0; delete pipeline_cast_fp16_to_fp32_pack8; pipeline_cast_fp16_to_fp32_pack8 = 0; return 0; } int Cast_vulkan::forward(const VkMat& bottom_blob, VkMat& top_blob, VkCompute& cmd, const Option& opt) const { if (type_from == type_to) { top_blob = bottom_blob; return 0; } int w = bottom_blob.w; int h = bottom_blob.h; int d = bottom_blob.d; int channels = bottom_blob.c; int dims = bottom_blob.dims; size_t elemsize = bottom_blob.elemsize; int elempack = bottom_blob.elempack; size_t out_elemsize = elemsize; if (type_to == 1) { // float32 out_elemsize = 4 * elempack; } else if (type_to == 2) { // float16 out_elemsize = 2 * elempack; if (opt.use_fp16_packed && !opt.use_fp16_storage) { if (elempack == 8) out_elemsize = 8 * 2u; if (elempack == 4) out_elemsize = 4 * 2u; if (elempack == 1) out_elemsize = 4u; } if (!opt.use_fp16_packed && !opt.use_fp16_storage) { // fallback to fp32 :( out_elemsize = 4 * elempack; } } else if (type_to == 3) { // int8 out_elemsize = elempack; } if (dims == 1) { top_blob.create(w, out_elemsize, elempack, opt.blob_vkallocator); } else if (dims == 2) { top_blob.create(w, h, out_elemsize, elempack, opt.blob_vkallocator); } else if (dims == 3) { top_blob.create(w, h, channels, out_elemsize, elempack, opt.blob_vkallocator); } else if (dims == 4) { top_blob.create(w, h, d, channels, out_elemsize, elempack, opt.blob_vkallocator); } if (top_blob.empty()) return -100; std::vector bindings(2); bindings[0] = bottom_blob; bindings[1] = top_blob; std::vector constants(10); constants[0].i = bottom_blob.dims; constants[1].i = bottom_blob.w; constants[2].i = bottom_blob.h * bottom_blob.d; constants[3].i = bottom_blob.c; constants[4].i = bottom_blob.cstep; constants[5].i = top_blob.dims; constants[6].i = top_blob.w; constants[7].i = top_blob.h * top_blob.d; constants[8].i = top_blob.c; constants[9].i = top_blob.cstep; const Pipeline* pipeline = 0; if (type_from == 1 && type_to == 2) { pipeline = elempack == 8 ? pipeline_cast_fp32_to_fp16_pack8 : elempack == 4 ? pipeline_cast_fp32_to_fp16_pack4 : pipeline_cast_fp32_to_fp16; } if (type_from == 2 && type_to == 1) { pipeline = elempack == 8 ? pipeline_cast_fp16_to_fp32_pack8 : elempack == 4 ? pipeline_cast_fp16_to_fp32_pack4 : pipeline_cast_fp16_to_fp32; } // TODO more cast type cmd.record_pipeline(pipeline, bindings, constants, top_blob); return 0; } int Cast_vulkan::forward(const VkImageMat& bottom_blob, VkImageMat& top_blob, VkCompute& cmd, const Option& opt) const { if (type_from == type_to) { top_blob = bottom_blob; return 0; } int w = bottom_blob.w; int h = bottom_blob.h; int d = bottom_blob.d; int channels = bottom_blob.c; int dims = bottom_blob.dims; size_t elemsize = bottom_blob.elemsize; int elempack = bottom_blob.elempack; size_t out_elemsize = elemsize; if (type_to == 1) { // float32 out_elemsize = 4 * elempack; } else if (type_to == 2) { // float16 out_elemsize = 2 * elempack; if (opt.use_fp16_packed && !opt.use_fp16_storage) { if (elempack == 8) out_elemsize = 8 * 2u; if (elempack == 4) out_elemsize = 4 * 2u; if (elempack == 1) out_elemsize = 4u; } if (!opt.use_fp16_packed && !opt.use_fp16_storage) { // fallback to fp32 :( out_elemsize = 4 * elempack; } } else if (type_to == 3) { // int8 out_elemsize = elempack; } if (dims == 1) { top_blob.create(w, out_elemsize, elempack, opt.blob_vkallocator); } else if (dims == 2) { top_blob.create(w, h, out_elemsize, elempack, opt.blob_vkallocator); } else if (dims == 3) { top_blob.create(w, h, channels, out_elemsize, elempack, opt.blob_vkallocator); } else if (dims == 4) { top_blob.create(w, h, d, channels, out_elemsize, elempack, opt.blob_vkallocator); } if (top_blob.empty()) return -100; std::vector bindings(2); bindings[0] = bottom_blob; bindings[1] = top_blob; std::vector constants(10); constants[0].i = bottom_blob.dims; constants[1].i = bottom_blob.w; constants[2].i = bottom_blob.h * bottom_blob.d; constants[3].i = bottom_blob.c; constants[4].i = 0; //bottom_blob.cstep; constants[5].i = top_blob.dims; constants[6].i = top_blob.w; constants[7].i = top_blob.h * top_blob.d; constants[8].i = top_blob.c; constants[9].i = 0; //top_blob.cstep; const Pipeline* pipeline = 0; if (type_from == 1 && type_to == 2) { pipeline = elempack == 8 ? pipeline_cast_fp32_to_fp16_pack8 : elempack == 4 ? pipeline_cast_fp32_to_fp16_pack4 : pipeline_cast_fp32_to_fp16; } if (type_from == 2 && type_to == 1) { pipeline = elempack == 8 ? pipeline_cast_fp16_to_fp32_pack8 : elempack == 4 ? pipeline_cast_fp16_to_fp32_pack4 : pipeline_cast_fp16_to_fp32; } // TODO more cast type cmd.record_pipeline(pipeline, bindings, constants, top_blob); return 0; } } // namespace ncnn