 [WIP] vulkan compute (#618)
* vulkan infrastructure
* vkallocator and vkmat
* layer interface for vulkan compute
* wip...
* default vulkan device, command wrapper, upload model weight in load_model to simplify layer interface
* simplify command api, vkmat holds staging buffer, relu works
* initialize specialization constant, simplify command dispatch, fix staging buffer copy with different shape, convolution works
* init extension functions
* dynamic local size and group count
* group count=1 is invalid
* regard device max workgroup size limit
* fix relu oooops
* decouple command record and staging allocation
* create result blob
* add pooling shader
* buffer is faster than image :)
* fix pooling shader
* add innerproduct shader
* readonly writeonly decoration
* simplify buffer creation
* decouple command and layer, VK_KHR_descriptor_update_template extension makes descriptor binding update easy :D
* fix vulkan building issues in visual studio (#1)
* fix building issues on visual studio
* ignore benchmark
* cancel changes
* ... ...
* decouple paramdict and vulkandevice
* fix staging buffer destroy in model loading
* remove vkdev member in option
* add padding shader
* simplify vulkan layer creation, simplify convolution and pooling shader for no padding, less debug output
* add convolutiondepthwise and softmax shader
* specialization float type, add leakyrelu
* add dropout shader
* add batchnorm shader
* split vulkan forward
* add scale shader
* push constant type can be int or float
* set_optimal_local_size_xyz
* add eltwise shader
* concat vulkan forward
* fix convolution without bias
* add dummy shader for concat and split, more fix ...
* optional VK_KHR_descriptor_update_template and VK_KHR_push_descriptor
* check VK_KHR_push_descriptor for vkCmdPushDescriptorSetWithTemplateKHR
* binaryop and unaryop shader
* hide raw command buffer
* simple vkbenchncnn benchmark
* create device with transfer queue
* rename command to vkcompute, add vktransfer and layer upload_model interface
* external VkMat, copy and map wrt buffer offset
* command copy respect offset and size
* decouple weight upload and load, simplify upload weight api, use one big staging buffer for uploading weights
* fix build on android
* binding count can not vary :(
* barrier check state, fix sub-op destruction
* declare local_size_xyz constant, fix crash on radv
* fix local_size_xyz, second try
* more barrier and state fix
* fix softmax
* reconstruct buffer memory allocator, reuse blob buffer, less verbose output
* find unified memory type index
* weight staging buffer allocator and weight buffer allocator, respect descriptor buffer offset alignment
* use VK_KHR_descriptor_update_template for faster descriptor update if available, multithread pipeline creation
* find more useful vulkan extensions and enable them
* fix msvc build
* respect VK_KHR_dedicated_allocation for weight buffer allocation
* fix android build
* fix bias name conflicts with metal
* decouple pipeline and layer, building shader sources into shader module, dedicated create_pipeline api, simplify pipeline recording
* drop dummy shader, inplace softmax, multiple shader module works
* fix unique queue family index error
* flatten support vulkan
* mnasnet run
* find shader module by name, each entry point per shader module, fix attribute/id conflict on moltenvk
* some minor changes
* add some high level api
* use dedicated transfer queue to upload weight model
* prefer mappable buffer on unified memory
* global pooling and convolution fc, reuse staging buffer
* implement ring-buffer style blob allocator, add VkBufferMemory capacity
* use blob allocator for workspace blob, it works fine :)
* vulkan option off
* Update layer.cpp
* fix build with vulkan off
* less verbose output, fix crash on vulkan_compute off
* merge benchncnn tool
* allocator clear api, use new weight buffer allocator per net
* add default locked allocator
* mapped mat ptr api, persistent mapped memory works generally :)
* travis ci linux vulkan
* travis ci vulkan wip ...
* more gpu wip ...
* more gpu wip ...
* wip...
* wip...
* wip... ...
* wip... ios vulkan build...
* find glslangValidator on ios build
* use dynamic moltenvk library
* travis ci wip ...
* ios simulator does not support metal at all
* fix cpu only extractor
* optimize workgroup size, first try
* optimize workgroup size, second try
* conv1x1s1d1 vec4
* revert build system
* fix ncnn2mem build
* fix ncnn2mem build
7 years ago |
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- // Tencent is pleased to support the open source community by making ncnn available.
- //
- // Copyright (C) 2017 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 <ctype.h>
- #include <stdarg.h>
- #include <stdio.h>
- #include "paramdict.h"
- #include "platform.h"
-
- namespace ncnn {
-
- ParamDict::ParamDict()
- {
- use_winograd_convolution = 1;
- use_sgemm_convolution = 1;
- use_int8_inference = 1;
- use_vulkan_compute = 0;
-
- clear();
- }
-
- int ParamDict::get(int id, int def) const
- {
- return params[id].loaded ? params[id].i : def;
- }
-
- float ParamDict::get(int id, float def) const
- {
- return params[id].loaded ? params[id].f : def;
- }
-
- Mat ParamDict::get(int id, const Mat& def) const
- {
- return params[id].loaded ? params[id].v : def;
- }
-
- void ParamDict::set(int id, int i)
- {
- params[id].loaded = 1;
- params[id].i = i;
- }
-
- void ParamDict::set(int id, float f)
- {
- params[id].loaded = 1;
- params[id].f = f;
- }
-
- void ParamDict::set(int id, const Mat& v)
- {
- params[id].loaded = 1;
- params[id].v = v;
- }
-
- void ParamDict::clear()
- {
- for (int i = 0; i < NCNN_MAX_PARAM_COUNT; i++)
- {
- params[i].loaded = 0;
- params[i].v = Mat();
- }
- }
-
- #if NCNN_STDIO
- #if NCNN_STRING
- static bool vstr_is_float(const char vstr[16])
- {
- // look ahead for determine isfloat
- for (int j=0; j<16; j++)
- {
- if (vstr[j] == '\0')
- break;
-
- if (vstr[j] == '.' || tolower(vstr[j]) == 'e')
- return true;
- }
-
- return false;
- }
-
- int ParamDict::load_param(FILE* fp)
- {
- clear();
-
- // 0=100 1=1.250000 -23303=5,0.1,0.2,0.4,0.8,1.0
-
- // parse each key=value pair
- int id = 0;
- while (fscanf(fp, "%d=", &id) == 1)
- {
- bool is_array = id <= -23300;
- if (is_array)
- {
- id = -id - 23300;
- }
-
- if (is_array)
- {
- int len = 0;
- int nscan = fscanf(fp, "%d", &len);
- if (nscan != 1)
- {
- fprintf(stderr, "ParamDict read array length fail\n");
- return -1;
- }
-
- params[id].v.create(len);
-
- for (int j = 0; j < len; j++)
- {
- char vstr[16];
- nscan = fscanf(fp, ",%15[^,\n ]", vstr);
- if (nscan != 1)
- {
- fprintf(stderr, "ParamDict read array element fail\n");
- return -1;
- }
-
- bool is_float = vstr_is_float(vstr);
-
- if (is_float)
- {
- float* ptr = params[id].v;
- nscan = sscanf(vstr, "%f", &ptr[j]);
- }
- else
- {
- int* ptr = params[id].v;
- nscan = sscanf(vstr, "%d", &ptr[j]);
- }
- if (nscan != 1)
- {
- fprintf(stderr, "ParamDict parse array element fail\n");
- return -1;
- }
- }
- }
- else
- {
- char vstr[16];
- int nscan = fscanf(fp, "%15s", vstr);
- if (nscan != 1)
- {
- fprintf(stderr, "ParamDict read value fail\n");
- return -1;
- }
-
- bool is_float = vstr_is_float(vstr);
-
- if (is_float)
- nscan = sscanf(vstr, "%f", ¶ms[id].f);
- else
- nscan = sscanf(vstr, "%d", ¶ms[id].i);
- if (nscan != 1)
- {
- fprintf(stderr, "ParamDict parse value fail\n");
- return -1;
- }
- }
-
- params[id].loaded = 1;
- }
-
- return 0;
- }
-
- #if _MSC_VER
- static inline int mem_sscanf_with_n(int* _internal_nconsumed_ptr, const char*& ptr, const char* format, ...)
- {
- *_internal_nconsumed_ptr = 0;
-
- va_list args;
- va_start(args, format);
-
- int _n = vsscanf(ptr, format, args);
-
- va_end(args);
-
- ptr += *_internal_nconsumed_ptr;
-
- return *_internal_nconsumed_ptr > 0 ? _n : 0;
- }
- #define mem_sscanf(ptr, format, ...) mem_sscanf_with_n(&_internal_nconsumed, ptr, format "%n", __VA_ARGS__, &_internal_nconsumed)
- #else
- // return value from macro requires gcc extension https://gcc.gnu.org/onlinedocs/gcc/Statement-Exprs.html
- #define mem_sscanf(ptr, format, ...) ({int _b=0; int _n = sscanf(ptr, format "%n", __VA_ARGS__, &_b); ptr+=_b;_b>0?_n:0;})
- #endif // _MSC_VER
-
- int ParamDict::load_param_mem(const char*& mem)
- {
- #if _MSC_VER
- int _internal_nconsumed;
- #endif
-
- clear();
-
- // 0=100 1=1.250000 -23303=5,0.1,0.2,0.4,0.8,1.0
-
- // parse each key=value pair
- int id = 0;
- while (mem_sscanf(mem, "%d=", &id) == 1)
- {
- bool is_array = id <= -23300;
- if (is_array)
- {
- id = -id - 23300;
- }
-
- if (is_array)
- {
- int len = 0;
- int nscan = mem_sscanf(mem, "%d", &len);
- if (nscan != 1)
- {
- fprintf(stderr, "ParamDict read array length fail\n");
- return -1;
- }
-
- params[id].v.create(len);
-
- for (int j = 0; j < len; j++)
- {
- char vstr[16];
- nscan = mem_sscanf(mem, ",%15[^,\n ]", vstr);
- if (nscan != 1)
- {
- fprintf(stderr, "ParamDict read array element fail\n");
- return -1;
- }
-
- bool is_float = vstr_is_float(vstr);
-
- if (is_float)
- {
- float* ptr = params[id].v;
- nscan = sscanf(vstr, "%f", &ptr[j]);
- }
- else
- {
- int* ptr = params[id].v;
- nscan = sscanf(vstr, "%d", &ptr[j]);
- }
- if (nscan != 1)
- {
- fprintf(stderr, "ParamDict parse array element fail\n");
- return -1;
- }
- }
- }
- else
- {
- char vstr[16];
- int nscan = mem_sscanf(mem, "%15s", vstr);
- if (nscan != 1)
- {
- fprintf(stderr, "ParamDict read value fail\n");
- return -1;
- }
-
- bool is_float = vstr_is_float(vstr);
-
- if (is_float)
- nscan = sscanf(vstr, "%f", ¶ms[id].f);
- else
- nscan = sscanf(vstr, "%d", ¶ms[id].i);
- if (nscan != 1)
- {
- fprintf(stderr, "ParamDict parse value fail\n");
- return -1;
- }
- }
-
- params[id].loaded = 1;
- }
- return 0;
- }
- #endif // NCNN_STRING
-
- int ParamDict::load_param_bin(FILE* fp)
- {
- clear();
-
- // binary 0
- // binary 100
- // binary 1
- // binary 1.250000
- // binary 3 | array_bit
- // binary 5
- // binary 0.1
- // binary 0.2
- // binary 0.4
- // binary 0.8
- // binary 1.0
- // binary -233(EOP)
-
- int id = 0;
- fread(&id, sizeof(int), 1, fp);
-
- while (id != -233)
- {
- bool is_array = id <= -23300;
- if (is_array)
- {
- id = -id - 23300;
- }
-
- if (is_array)
- {
- int len = 0;
- fread(&len, sizeof(int), 1, fp);
-
- params[id].v.create(len);
-
- float* ptr = params[id].v;
- fread(ptr, sizeof(float), len, fp);
- }
- else
- {
- fread(¶ms[id].f, sizeof(float), 1, fp);
- }
-
- params[id].loaded = 1;
-
- fread(&id, sizeof(int), 1, fp);
- }
-
- return 0;
- }
- #endif // NCNN_STDIO
-
- int ParamDict::load_param(const unsigned char*& mem)
- {
- clear();
-
- int id = *(int*)(mem);
- mem += 4;
-
- while (id != -233)
- {
- bool is_array = id <= -23300;
- if (is_array)
- {
- id = -id - 23300;
- }
-
- if (is_array)
- {
- int len = *(int*)(mem);
- mem += 4;
-
- params[id].v.create(len);
-
- memcpy(params[id].v.data, mem, len * 4);
- mem += len * 4;
- }
- else
- {
- params[id].f = *(float*)(mem);
- mem += 4;
- }
-
- params[id].loaded = 1;
-
- id = *(int*)(mem);
- mem += 4;
- }
-
- return 0;
- }
-
- } // namespace ncnn
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