重命名 AMEXEC 为 amexec1

This commit is contained in:
HuaweiAscend
2020-06-29 14:42:40 +08:00
committed by Gitee
parent 4b24915968
commit 1686de8f86
11 changed files with 0 additions and 0 deletions
+8
View File
@@ -0,0 +1,8 @@
rm -rf build
mkdir -p build/intermediates/host
cd build/intermediates/host
cmake ../../../src -DCMAKE_CXX_COMPILER=g++ -DCMAKE_SKIP_RPATH=TRUE
make
cd ../../../out
mv main amexec
+106
View File
@@ -0,0 +1,106 @@
//Model_process.h
/**
* @file model_process.h
*
* Copyright (C) 2020. Huawei Technologies Co., Ltd. All rights reserved.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
*/
#pragma once
#include "utils.h"
#include "acl/acl.h"
using namespace std;
/**
* ModelProcess
*/
class ModelProcess {
public:
/**
* @brief Constructor
*/
ModelProcess();
/**
* @brief Destructor
*/
~ModelProcess();
/**
* @brief load model from file with mem
* @param [in] modelPath: model path
* @return result
*/
Result LoadModelFromFileWithMem(const char *modelPath);
/**
* @brief unload model
*/
void Unload();
/**
* @brief create model desc
* @return result
*/
Result CreateDesc();
/**
* @brief destroy desc
*/
void DestroyDesc();
/**
* @brief create model input
* @param [in] inputDataBuffer: input buffer
* @param [in] bufferSize: input buffer size
* @return result
*/
Result CreateInput(void *inputDataBuffer, size_t bufferSize);
/**
* @brief destroy input resource
*/
void DestroyInput();
/**
* @brief create output buffer
* @return result
*/
Result CreateOutput();
/**
* @brief destroy output resource
*/
void DestroyOutput();
/**
* @brief model execute
* @return result
*/
Result Execute();
/**
* @brief dump model output result to file
*/
void DumpModelOutputResult();
/**
* @brief get model output result
*/
void OutputModelResult(std::string& s,std::string& modelName,size_t index);
private:
uint32_t modelId_;
size_t modelMemSize_;
size_t modelWeightSize_;
void *modelMemPtr_;
void *modelWeightPtr_;
bool loadFlag_; // model load flag
aclmdlDesc *modelDesc_;
aclmdlDataset *input_;
aclmdlDataset *output_;
};
+50
View File
@@ -0,0 +1,50 @@
//Sample_process.h
/**
* @file sample_process.h
*
* Copyright (C) 2020. Huawei Technologies Co., Ltd. All rights reserved.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
*/
#pragma once
#include "utils.h"
#include "acl/acl.h"
using namespace std;
/**
* SampleProcess
*/
class SampleProcess {
public:
/**
* @brief Constructor
*/
SampleProcess();
/**
* @brief Destructor
*/
~SampleProcess();
/**
* @brief init reousce
* @return result
*/
Result InitResource();
/**
* @brief sample process
* @return result
*/
Result Process(vector<string>& params, vector<string>& inputs);
private:
void DestroyResource();
int32_t deviceId_;
aclrtContext context_;
aclrtStream stream_;
};
+75
View File
@@ -0,0 +1,75 @@
//Util.h
/**
* @file utils.h
*
* Copyright (C) 2020. Huawei Technologies Co., Ltd. All rights reserved.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
*/
#pragma once
#include <iostream>
#include <sstream>
#include <fstream>
#include <cstring>
#include <string>
#include <map>
#include <vector>
#include <algorithm>
#include <stdio.h>
#include <time.h>
#include <sys/time.h>
#define INFO_LOG(fmt, args...) fprintf(stdout, "[INFO] " fmt "\n", ##args)
#define WARN_LOG(fmt, args...) fprintf(stdout, "[WARN] " fmt "\n", ##args)
#define ERROR_LOG(fmt, args...) fprintf(stdout, "[ERROR] " fmt "\n", ##args)
using namespace std;
//static size_t loop = 1;
typedef enum Result {
SUCCESS = 0,
FAILED = 1
} Result;
/**
* Utils
*/
class Utils {
public:
/**
* @brief create device buffer of file
* @param [in] fileName: file name
* @param [out] fileSize: size of file
* @return device buffer of file
*/
static void *GetDeviceBufferOfFile(std::string fileName, uint32_t &fileSize);
/**
* @brief create buffer of file
* @param [in] fileName: file name
* @param [out] fileSize: size of file
* @return buffer of pic
*/
static void* ReadBinFile(std::string fileName, uint32_t& fileSize);
static void SplitString(std::string& s, std::vector<std::string>& v, char c);
static int str2num(char *str);
static std::string modelName(string& s);
static std::string TimeLine();
static void printCurrentTime();
static void printHelpLetter();
static double printDiffTime(time_t begin, time_t end);
static double InferenceTimeAverage(double *x, int len);
};
#pragma once
BIN
View File
Binary file not shown.
+71
View File
@@ -0,0 +1,71 @@
# amexec工具为模型推理工具
### 功能
输入.om模型和模型所需要的输入bin文件,输出模型的输出数据文件,支持多次推理(指对同一输入数据进行推理)。
模型必须是通过c7x版本的atc工具转换的om模型,输入bin文件需要符合模型的输入要求(支持模型多输入)
### 使用环境
Centos7.6或Ubuntu16.4
必须按照《驱动和开发环境安装指南》装好C7x环境
### 获取
1. 下载压缩包方式获取。
将 https://gitee.com/atlasdevelop/c7x_samples 仓中的脚本下载至服务器的任意目录。
例如存放路径为:$HOME/AscendProjects/amexec。
2. 命令行使用git命令方式获取。
在命令行中:$HOME/AscendProjects目录下执行以下命令下载代码。
**git clone https://gitee.com/atlasdevelop/c7x_samples.git**
### 使用方法
进入AMEXEC目录
```
cd $HOME/AscendProjects/c7x_samples/amexec/
```
进入out目录
```
cd $HOME/AscendProjects/c7x_samples/amexec/out
```
工具就在out目录下
工具为命令行的运行方式,例如
```
./amexec --model /home/HwHiAiUser/ljj/colorization.om --input /home/HwHiAiUser/ljj/colorization_input.bin --output /home/HwHiAiUser/ljj/AMEXEC/out/output1 --outfmt TXT --loop 2
```
需要注意的是这几个参数的顺序不能颠倒,outfmt与loop为可选参数,默认值分别有BIN、1。
如果有多个输入,需要用“,”隔开。
其他参数详情可使用--help查询。
### 编译
工具也支持源码编译,或者使用者需要添加或者修改代码,使用者重新编译
进入AMEXEC目录
```
cd $HOME/AscendProjects/c7x_samples/amexec/
```
运行编译脚本
```
./build.sh
```
重新编译的工具在out目录下
## 注意事项
运行工具的用户在当前目录需要有创建目录以及执行工具的权限,使用前请自行检查。
dump、profiling以及动态多batch功能暂不支持。
## 参数说明
| 参数名 | 说明 |
| -------- | ------------------------------- |
| --model | 需要进行推理的om模型 |
| --input | 模型需要的输入 |
| --output | 推理数据输出路径 |
| --outfmt | 输出数据的格式,TXT或者BIN |
| --loop | 推理次数 [1,100],可选参数默认1 |
| --help | 工具使用帮助信 |
+59
View File
@@ -0,0 +1,59 @@
# Copyright (c) Huawei Technologies Co., Ltd. 2019. All rights reserved.
# CMake lowest version requirement
cmake_minimum_required(VERSION 3.5.1)
# project information
project(AME)
# Compile options
add_compile_options(-std=c++11)
add_definitions(-DENABLE_DVPP_INTERFACE)
# Specify target generation path
set(CMAKE_RUNTIME_OUTPUT_DIRECTORY "../../../out")
set(CMAKE_CXX_FLAGS_DEBUG "-fPIC -O0 -g -Wall")
set(CMAKE_CXX_FLAGS_RELEASE "-fPIC -O2 -Wall")
set(INC_PATH $ENV{DDK_PATH})
if (NOT DEFINED ENV{DDK_PATH})
set(INC_PATH "/usr/local/Ascend")
message(STATUS "set default INC_PATH: ${INC_PATH}")
else ()
message(STATUS "env INC_PATH: ${INC_PATH}")
endif()
set(LIB_PATH $ENV{NPU_HOST_LIB})
if (NOT DEFINED ENV{NPU_HOST_LIB})
set(LIB_PATH "/usr/local/Ascend/acllib/lib64/stub/")
message(STATUS "set default LIB_PATH: ${LIB_PATH}")
else ()
message(STATUS "env LIB_PATH: ${LIB_PATH}")
endif()
# Header path
include_directories(
${INC_PATH}/acllib/include/
../inc/
)
# add host lib path
link_directories(
${LIB_PATH}
)
add_executable(main
utils.cpp
# dvpp_process.cpp
model_process.cpp
# singleOp_process.cpp
sample_process.cpp
main.cpp)
target_link_libraries(main
ascendcl acl_cblas acl_dvpp stdc++)
install(TARGETS main DESTINATION ${CMAKE_RUNTIME_OUTPUT_DIRECTORY})
+137
View File
@@ -0,0 +1,137 @@
//main.cpp
/**
* @file main.cpp
*
* Copyright (C) 2020. Huawei Technologies Co., Ltd. All rights reserved.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
*/
#include "sample_process.h"
#include "utils.h"
#include<getopt.h>
using namespace std;
bool f_isTXT = false;
bool g_isDevice = false;
int loop = 1;
string input_Ftype = ".bin";
string model_Ftype = ".om";
string check = "";
void InitAndCheckParams(int argc, char* argv[], vector<string>& params, vector<string>& inputs)
{
const char *optstring="m::i::o::f::hd::p::l::y::";
int c,deb,index;
struct option opts[]={{"model",required_argument,NULL,'m'},
{"input",required_argument,NULL,'i'},
{"output",required_argument,NULL,'o'},
{"outfmt",required_argument,NULL,'f'},
{"help",no_argument,NULL,1},
{"dumpConf",required_argument,NULL,'d'},
{"profConf",required_argument,NULL,'p'},
{"loop",required_argument,NULL,'l'},
{"dymBatch",required_argument,NULL,'y'},
{0,0,0,0}};
while((c=getopt_long(argc,argv,optstring,opts,&index))!=-1)
{
switch(c)
{
case 'm':
check = optarg;
if (check.find(model_Ftype) != string::npos){
params.push_back(optarg);
break;
}
else {
printf("input model file type is not .om , please check your model type!\n");
exit(0);
}
case 'i':
check = optarg;
if (check.find(input_Ftype) == string::npos){
printf("input data file type is not .bin , please check your input file type!\n");
exit(0);
}
params.push_back(optarg);
Utils::SplitString(params[1], inputs, ',');
break;
case 'o':
params.push_back(optarg);
break;
case 'f':
params.push_back(optarg);
break;
case '?':
printf("unknown paramenter\n");
printf("Execute sample failed.\n");
exit(0);
case 'd':
params.push_back(optarg);
break;
case 'p':
params.push_back(optarg);
break;
case 'l':
loop = Utils::str2num(optarg);
cout << "loop:" << loop << endl;
if (loop > 100 || loop < 1)
{
printf("loop must in 1 to 100\n");
exit(0);
}
break;
case 'y':
params.push_back(optarg);
break;
case 1:
Utils::printHelpLetter();
exit(0);
default:
printf("unknown paramenter\n");
printf("Execute sample failed.\n");
exit(0);
}
}
}
int main(int argc, char* argv[])
{
vector<string> params;
vector<string> inputs;
InitAndCheckParams(argc, argv, params, inputs);
printf("******************************\n");
printf("Test Start!\n");
if (params.empty() || inputs.empty()) {
printf("Invalid params.\n");
printf("Execute sample failed.\n");
return FAILED;
}
SampleProcess processSample;
Result ret = processSample.InitResource();
if (ret != SUCCESS) {
ERROR_LOG("Sample init resource failed.");
return FAILED;
}
ret = processSample.Process(params, inputs);
if (ret != SUCCESS) {
ERROR_LOG("Sample process failed.");
return FAILED;
}
INFO_LOG("Execute sample success.");
printf("Test Finish!\n");
printf("******************************\n");
return SUCCESS;
}
+571
View File
@@ -0,0 +1,571 @@
//Model_procccess.cpp
/**
* @file model_process.cpp
*
* Copyright (C) 2020. Huawei Technologies Co., Ltd. All rights reserved.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
*/
#include "model_process.h"
#include "utils.h"
#include <sys/types.h>
#include <sys/stat.h>
#include <dirent.h>
#include <cstddef>
using namespace std;
extern bool g_isDevice;
extern bool f_isTXT;
ModelProcess::ModelProcess() :modelId_(0), modelMemSize_(0), modelWeightSize_(0), modelMemPtr_(nullptr),
modelWeightPtr_(nullptr), loadFlag_(false), modelDesc_(nullptr), input_(nullptr), output_(nullptr)
{
}
ModelProcess::~ModelProcess()
{
Unload();
DestroyDesc();
DestroyInput();
DestroyOutput();
}
Result ModelProcess::LoadModelFromFileWithMem(const char *modelPath)
{
if (loadFlag_) {
ERROR_LOG("has already loaded a model");
return FAILED;
}
aclError ret = aclmdlQuerySize(modelPath, &modelMemSize_, &modelWeightSize_);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("query model failed, model file is %s", modelPath);
return FAILED;
}
ret = aclrtMalloc(&modelMemPtr_, modelMemSize_, ACL_MEM_MALLOC_NORMAL_ONLY);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("malloc buffer for mem failed, require size is %zu", modelMemSize_);
return FAILED;
}
ret = aclrtMalloc(&modelWeightPtr_, modelWeightSize_, ACL_MEM_MALLOC_NORMAL_ONLY);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("malloc buffer for weight failed, require size is %zu", modelWeightSize_);
return FAILED;
}
ret = aclmdlLoadFromFileWithMem(modelPath, &modelId_, modelMemPtr_,
modelMemSize_, modelWeightPtr_, modelWeightSize_);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("load model from file failed, model file is %s", modelPath);
return FAILED;
}
loadFlag_ = true;
INFO_LOG("load model %s success", modelPath);
return SUCCESS;
}
Result ModelProcess::CreateDesc()
{
modelDesc_ = aclmdlCreateDesc();
if (modelDesc_ == nullptr) {
ERROR_LOG("create model description failed");
return FAILED;
}
aclError ret = aclmdlGetDesc(modelDesc_, modelId_);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("get model description failed");
return FAILED;
}
INFO_LOG("create model description success");
return SUCCESS;
}
void ModelProcess::DestroyDesc()
{
if (modelDesc_ != nullptr) {
(void)aclmdlDestroyDesc(modelDesc_);
modelDesc_ = nullptr;
}
}
Result ModelProcess::CreateInput(void *inputDataBuffer, size_t bufferSize)
{
if (input_ == nullptr) {
input_ = aclmdlCreateDataset();
if (input_ == nullptr) {
ERROR_LOG("can't create dataset, create input failed");
return FAILED;
}
}
aclDataBuffer* inputData = aclCreateDataBuffer(inputDataBuffer, bufferSize);
if (inputData == nullptr) {
ERROR_LOG("can't create data buffer, create input failed");
return FAILED;
}
aclError ret = aclmdlAddDatasetBuffer(input_, inputData);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("add input dataset buffer failed");
aclDestroyDataBuffer(inputData);
inputData = nullptr;
return FAILED;
}
return SUCCESS;
}
void ModelProcess::DestroyInput()
{
if (input_ == nullptr) {
return;
}
for (size_t i = 0; i < aclmdlGetDatasetNumBuffers(input_); ++i) {
aclDataBuffer* dataBuffer = aclmdlGetDatasetBuffer(input_, i);
aclDestroyDataBuffer(dataBuffer);
}
aclmdlDestroyDataset(input_);
input_ = nullptr;
}
Result ModelProcess::CreateOutput()
{
if (modelDesc_ == nullptr) {
ERROR_LOG("no model description, create ouput failed");
return FAILED;
}
output_ = aclmdlCreateDataset();
if (output_ == nullptr) {
ERROR_LOG("can't create dataset, create output failed");
return FAILED;
}
size_t outputSize = aclmdlGetNumOutputs(modelDesc_);
for (size_t i = 0; i < outputSize; ++i) {
size_t buffer_size = aclmdlGetOutputSizeByIndex(modelDesc_, i);
void *outputBuffer = nullptr;
aclError ret = aclrtMalloc(&outputBuffer, buffer_size, ACL_MEM_MALLOC_NORMAL_ONLY);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("can't malloc buffer, size is %zu, create output failed", buffer_size);
return FAILED;
}
aclDataBuffer* outputData = aclCreateDataBuffer(outputBuffer, buffer_size);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("can't create data buffer, create output failed");
aclrtFree(outputBuffer);
return FAILED;
}
ret = aclmdlAddDatasetBuffer(output_, outputData);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("can't add data buffer, create output failed");
aclrtFree(outputBuffer);
aclDestroyDataBuffer(outputData);
return FAILED;
}
}
INFO_LOG("create model output success");
return SUCCESS;
}
/*
void ModelProcess::DumpModelOutputResult()
{
stringstream ss;
size_t outputNum = aclmdlGetDatasetNumBuffers(output_);
static int executeNum = 0;
for (size_t i = 0; i < outputNum; ++i) {
ss << "output" << ++executeNum << "_" << i << ".bin";
string outputFileName = ss.str();
FILE *outputFile = fopen(outputFileName.c_str(), "wb");
if (outputFile) {
aclDataBuffer* dataBuffer = aclmdlGetDatasetBuffer(output_, i);
void* data = aclGetDataBufferAddr(dataBuffer);
uint32_t len = aclGetDataBufferSize(dataBuffer);
void* outHostData = NULL;
aclError ret = ACL_ERROR_NONE;
if (!g_isDevice) {
ret = aclrtMallocHost(&outHostData, len);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("aclrtMallocHost failed, ret[%d]", ret);
return;
}
ret = aclrtMemcpy(outHostData, len, data, len, ACL_MEMCPY_DEVICE_TO_HOST);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("aclrtMemcpy failed, ret[%d]", ret);
(void)aclrtFreeHost(outHostData);
return;
}
fwrite(outHostData, len, sizeof(char), outputFile);
ret = aclrtFreeHost(outHostData);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("aclrtFreeHost failed, ret[%d]", ret);
return;
}
} else {
fwrite(data, len, sizeof(char), outputFile);
}
fclose(outputFile);
outputFile = nullptr;
} else {
ERROR_LOG("create output file [%s] failed", outputFileName.c_str());
return;
}
}
INFO_LOG("dump data success");
return;
}
*/
void ModelProcess::OutputModelResult(std::string& s,std::string& modelName,size_t index)
{
const char* temp_s = s.c_str();
if (NULL == opendir(temp_s)){
mkdir(temp_s,0775);
}
std::string T = Utils::TimeLine();
//std::string t = s.c_str()+"/"+T.c_str();
//const char* time = t.c_str();
string times = s+"/"+T+"_"+to_string(index);
const char* time = times.c_str();
cout << time <<endl;
mkdir(time,0775);
if (NULL == opendir(time))
{
ERROR_LOG("current user does not have permission");
exit(0);
}
for (size_t i = 0; i < aclmdlGetDatasetNumBuffers(output_); ++i) {
aclDataBuffer* dataBuffer = aclmdlGetDatasetBuffer(output_, i);
void* data = aclGetDataBufferAddr(dataBuffer);
uint32_t len = aclGetDataBufferSize(dataBuffer);
aclDataType datatype = aclmdlGetOutputDataType(modelDesc_, i);
void *dims = nullptr;
aclmdlIODims *dim = nullptr;
aclError ret = aclrtMallocHost(&dims, sizeof(aclmdlIODims));
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("aclrtMallocHost failed, ret[%d]", ret);
return;
}
dim = reinterpret_cast<aclmdlIODims*>(dims);
ret = aclmdlGetOutputDims(modelDesc_, i, dim);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("aclmdlGetOutputDims failed, ret[%d]", ret);
return;
}
void *outHostData = NULL;
ret = ACL_ERROR_NONE;
void *outData = NULL;
if (!g_isDevice) {
ret = aclrtMallocHost(&outHostData, len);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("aclrtMallocHost failed, ret[%d]", ret);
return;
}
ret = aclrtMemcpy(outHostData, len, data, len, ACL_MEMCPY_DEVICE_TO_HOST);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("aclrtMemcpy failed, ret[%d]", ret);
return;
}
switch (datatype)
{
case 0:
outData = reinterpret_cast<float*>(outHostData);
break;
case 1:
outData = reinterpret_cast<aclFloat16*>(outHostData);
break;
case 2:
outData = reinterpret_cast<int8_t*>(outHostData);
break;
case 3:
outData = reinterpret_cast<int*>(outHostData);
break;
case 4:
outData = reinterpret_cast<uint8_t*>(outHostData);
break;
case 6:
outData = reinterpret_cast<int16_t*>(outHostData);
break;
case 7:
outData = reinterpret_cast<uint16_t*>(outHostData);
break;
case 8:
outData = reinterpret_cast<uint32_t*>(outHostData);
break;
case 9:
outData = reinterpret_cast<int64_t*>(outHostData);
break;
case 10:
outData = reinterpret_cast<uint64_t*>(outHostData);
break;
case 11:
outData = reinterpret_cast<double*>(outHostData);
break;
case 12:
outData = reinterpret_cast<bool*>(outHostData);
break;
default :
printf("undefined data type!\n");
break;
}
} else {
outData = reinterpret_cast<float*>(data);
}
if (f_isTXT)
{
ofstream outstr(times+"/"+modelName+"_output_"+to_string(i)+".txt", ios::out);
switch (datatype)
{
case 0:
for (int i = 0; i < len/sizeof(float); i++)
{
float out = *((float*)outData+i);
outstr << out << " ";
for (int j = 0; j < dim->dimCount; j++)
{
if (i !=0 && i%dim->dims[j] == 0 && dim->dims[j] > 10)
{outstr << "\n" ;}
}
}
break;
case 1:
for (int i = 0; i < len/sizeof(aclFloat16); i++)
{
aclFloat16 out = *((aclFloat16*)outData+i);
outstr << out << " ";
for (int j = 0; j < dim->dimCount; j++)
{
if (i !=0 && i%dim->dims[j] == 0 && dim->dims[j] > 10)
{outstr << "\n" ;}
}
}
break;
case 2:
for (int i = 0; i < len/sizeof(int8_t); i++)
{
int8_t out = *((int8_t*)outData+i);
outstr << out << " ";
for (int j = 0; j < dim->dimCount; j++)
{
if (i !=0 && i%dim->dims[j] == 0 && dim->dims[j] > 10)
{outstr << "\n" ;}
}
}
break;
case 3:
for (int i = 0; i < len/sizeof(int); i++)
{
int out = *((int*)outData+i);
outstr << out << " ";
for (int j = 0; j < dim->dimCount; j++)
{
if (i !=0 && i%dim->dims[j] == 0 && dim->dims[j] > 10)
{outstr << "\n" ;}
}
}
break;
case 4:
for (int i = 0; i < len/sizeof(uint8_t); i++)
{
uint8_t out = *((uint8_t*)outData+i);
outstr << out << " ";
for (int j = 0; j < dim->dimCount; j++)
{
if (i !=0 && i%dim->dims[j] == 0 && dim->dims[j] > 10)
{outstr << "\n" ;}
}
}
break;
case 6:
for (int i = 0; i < len/sizeof(int16_t); i++)
{
int16_t out = *((int16_t*)outData+i);
outstr << out << " ";
for (int j = 0; j < dim->dimCount; j++)
{
if (i !=0 && i%dim->dims[j] == 0 && dim->dims[j] > 10)
{outstr << "\n" ;}
}
}
break;
case 7:
for (int i = 0; i < len/sizeof(uint16_t); i++)
{
uint16_t out = *((uint16_t*)outData+i);
outstr << out << " ";
for (int j = 0; j < dim->dimCount; j++)
{
if (i !=0 && i%dim->dims[j] == 0 && dim->dims[j] > 10)
{outstr << "\n" ;}
}
}
break;
case 8:
for (int i = 0; i < len/sizeof(uint32_t); i++)
{
uint32_t out = *((uint32_t*)outData+i);
outstr << out << " ";
for (int j = 0; j < dim->dimCount; j++)
{
if (i !=0 && i%dim->dims[j] == 0 && dim->dims[j] > 10)
{outstr << "\n" ;}
}
}
break;
case 9:
for (int i = 0; i < len/sizeof(int64_t); i++)
{
int64_t out = *((int64_t*)outData+i);
outstr << out << " ";
for (int j = 0; j < dim->dimCount; j++)
{
if (i !=0 && i%dim->dims[j] == 0 && dim->dims[j] > 10)
{outstr << "\n" ;}
}
}
break;
case 10:
for (int i = 0; i < len/sizeof(uint64_t); i++)
{
uint64_t out = *((uint64_t*)outData+i);
outstr << out << " ";
for (int j = 0; j < dim->dimCount; j++)
{
if (i !=0 && i%dim->dims[j] == 0 && dim->dims[j] > 10)
{outstr << "\n" ;}
}
}
break;
case 11:
for (int i = 0; i < len/sizeof(double); i++)
{
double out = *((double*)outData+i);
outstr << out << " ";
for (int j = 0; j < dim->dimCount; j++)
{
if (i !=0 && i%dim->dims[j] == 0 && dim->dims[j] > 10)
{outstr << "\n" ;}
}
}
break;
case 12:
for (int i = 0; i < len/sizeof(bool); i++)
{
int out = *((bool*)outData+i);
outstr << out << " ";
for (int j = 0; j < dim->dimCount; j++)
{
if (i !=0 && i%dim->dims[j] == 0 && dim->dims[j] > 10)
{outstr << "\n" ;}
}
}
break;
default :
printf("undefined data type!\n");
break;
}
outstr.close();
}
else
{
ofstream outstr(times+"/"+modelName+"_output_"+to_string(i)+".bin", ios::out|ios::binary);
outstr.write((char*)outData, len);
outstr.close();
}
if (!g_isDevice) {
ret = aclrtFreeHost(outHostData);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("aclrtFreeHost failed, ret[%d]", ret);
return;
}
}
}
INFO_LOG("output data success");
return;
}
void ModelProcess::DestroyOutput()
{
if (output_ == nullptr) {
return;
}
for (size_t i = 0; i < aclmdlGetDatasetNumBuffers(output_); ++i) {
aclDataBuffer* dataBuffer = aclmdlGetDatasetBuffer(output_, i);
void* data = aclGetDataBufferAddr(dataBuffer);
(void)aclrtFree(data);
(void)aclDestroyDataBuffer(dataBuffer);
}
(void)aclmdlDestroyDataset(output_);
output_ = nullptr;
}
Result ModelProcess::Execute()
{
aclError ret = aclmdlExecute(modelId_, input_, output_);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("execute model failed, modelId is %u", modelId_);
return FAILED;
}
INFO_LOG("model execute success");
return SUCCESS;
}
void ModelProcess::Unload()
{
if (!loadFlag_) {
WARN_LOG("no model had been loaded, unload failed");
return;
}
aclError ret = aclmdlUnload(modelId_);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("unload model failed, modelId is %u", modelId_);
}
if (modelDesc_ != nullptr) {
(void)aclmdlDestroyDesc(modelDesc_);
modelDesc_ = nullptr;
}
if (modelMemPtr_ != nullptr) {
aclrtFree(modelMemPtr_);
modelMemPtr_ = nullptr;
modelMemSize_ = 0;
}
if (modelWeightPtr_ != nullptr) {
aclrtFree(modelWeightPtr_);
modelWeightPtr_ = nullptr;
modelWeightSize_ = 0;
}
loadFlag_ = false;
INFO_LOG("unload model success, model Id is %u", modelId_);
}
+198
View File
@@ -0,0 +1,198 @@
//Sample_process.cpp
/**
* @file sample_process.cpp
*
* Copyright (C) 2020. Huawei Technologies Co., Ltd. All rights reserved.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
*/
#include "sample_process.h"
#include "model_process.h"
#include "acl/acl.h"
#include "utils.h"
using namespace std;
extern bool g_isDevice;
extern bool f_isTXT;
extern int loop;
SampleProcess::SampleProcess() :deviceId_(0), context_(nullptr), stream_(nullptr)
{
}
SampleProcess::~SampleProcess()
{
DestroyResource();
}
Result SampleProcess::InitResource()
{
// ACL init
const char *aclConfigPath = "";
aclError ret = aclInit(aclConfigPath);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("acl init failed");
return FAILED;
}
INFO_LOG("acl init success");
// open device
ret = aclrtSetDevice(deviceId_);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("acl open device %d failed", deviceId_);
return FAILED;
}
INFO_LOG("open device %d success", deviceId_);
// create context (set current)
ret = aclrtCreateContext(&context_, deviceId_);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("acl create context failed");
return FAILED;
}
INFO_LOG("create context success");
// create stream
ret = aclrtCreateStream(&stream_);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("acl create stream failed");
return FAILED;
}
INFO_LOG("create stream success");
// get run mode
aclrtRunMode runMode;
ret = aclrtGetRunMode(&runMode);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("acl get run mode failed");
return FAILED;
}
g_isDevice = (runMode == ACL_DEVICE);
INFO_LOG("get run mode success");
return SUCCESS;
}
Result SampleProcess::Process(vector<string>& params, vector<string>& input_files)
{
// model init
ModelProcess processModel;
const char* omModelPath = params[0].c_str();
std::string output_path = params[2].c_str();
const char* outfmt = params[3].c_str();
const char* fmt_TXT = "TXT";
f_isTXT = (strcmp(outfmt,fmt_TXT)==0);
const char* dumpConf = params[4].c_str();
const char* profConf = params[5].c_str();
const char* dymBatch = params[6].c_str();
std::string modelPath = params[0].c_str();
std::string modelName = Utils::modelName(modelPath);
struct timeval begin;
struct timeval end;
double inference_time[loop];
Result ret = processModel.LoadModelFromFileWithMem(omModelPath);
if (ret != SUCCESS) {
ERROR_LOG("load model from file failed");
return FAILED;
}
ret = processModel.CreateDesc();
if (ret != SUCCESS) {
ERROR_LOG("create model description failed");
return FAILED;
}
ret = processModel.CreateOutput();
if (ret != SUCCESS) {
ERROR_LOG("create model output failed");
return FAILED;
}
vector<void*> picDevBuffer(input_files.size(),nullptr);
for (size_t index = 0; index < input_files.size(); ++index) {
INFO_LOG("start to process file:%s", input_files[index].c_str());
// model process
uint32_t devBufferSize;
picDevBuffer[index] = Utils::GetDeviceBufferOfFile(input_files[index], devBufferSize);
if (picDevBuffer[index] == nullptr) {
ERROR_LOG("get pic device buffer failed,index is %zu", index);
return FAILED;
}
ret = processModel.CreateInput(picDevBuffer[index], devBufferSize);
if (ret != SUCCESS) {
ERROR_LOG("model create input failed");
for (size_t i = 0; i < index; i++) {
aclrtFree(picDevBuffer[i]);
}
return FAILED;
}
}
// loop end
for (size_t t = 0; t < loop; ++t){
gettimeofday(&begin,NULL);
ret = processModel.Execute();
gettimeofday(&end,NULL);
inference_time[t] = 1000*(end.tv_sec - begin.tv_sec) + (end.tv_usec - begin.tv_usec)/1000.000;
//std::cout << "usec: " << end.tv_usec - begin.tv_usec << endl;
std::cout << "Inference time: "<<inference_time[t] << "ms" << endl;
if (ret != SUCCESS) {
ERROR_LOG("model execute failed");
for (size_t i = 0; i < input_files.size(); i++) {
aclrtFree(picDevBuffer[i]);
}
return FAILED;
}
processModel.OutputModelResult(output_path,modelName,t);
}
double infer_time_ave = Utils::InferenceTimeAverage(inference_time, loop);
printf("Inference average time: %f ms\n", infer_time_ave);
processModel.DestroyInput();
// release model input buffer
for (size_t i = 0; i < input_files.size(); i++) {
aclrtFree(picDevBuffer[i]);
}
return SUCCESS;
}
void SampleProcess::DestroyResource()
{
aclError ret;
if (stream_ != nullptr) {
ret = aclrtDestroyStream(stream_);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("destroy stream failed");
}
stream_ = nullptr;
}
INFO_LOG("end to destroy stream");
if (context_ != nullptr) {
ret = aclrtDestroyContext(context_);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("destroy context failed");
}
context_ = nullptr;
}
INFO_LOG("end to destroy context");
ret = aclrtResetDevice(deviceId_);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("reset device failed");
}
INFO_LOG("end to reset device is %d", deviceId_);
ret = aclFinalize();
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("finalize acl failed");
}
INFO_LOG("end to finalize acl");
}
+192
View File
@@ -0,0 +1,192 @@
//Util.cpp
/**
* @file utils.cpp
*
* Copyright (C) 2020. Huawei Technologies Co., Ltd. All rights reserved.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
*/
#include "utils.h"
#include <sys/time.h>
#include "acl/acl.h"
using namespace std;
extern bool g_isDevice;
extern bool f_isTXT;
void* Utils::ReadBinFile(std::string fileName, uint32_t &fileSize)
{
std::ifstream binFile(fileName, std::ifstream::binary);
if (binFile.is_open() == false) {
ERROR_LOG("open file %s failed", fileName.c_str());
return nullptr;
}
binFile.seekg(0, binFile.end);
uint32_t binFileBufferLen = binFile.tellg();
if (binFileBufferLen == 0) {
ERROR_LOG("binfile is empty, filename is %s", fileName.c_str());
binFile.close();
return nullptr;
}
binFile.seekg(0, binFile.beg);
void* binFileBufferData = nullptr;
aclError ret = ACL_ERROR_NONE;
if (!g_isDevice) {
ret = aclrtMallocHost(&binFileBufferData, binFileBufferLen);
if (binFileBufferData == nullptr) {
ERROR_LOG("malloc binFileBufferData failed");
binFile.close();
return nullptr;
}
} else {
ret = aclrtMalloc(&binFileBufferData, binFileBufferLen, ACL_MEM_MALLOC_NORMAL_ONLY);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("malloc device buffer failed. size is %u", binFileBufferLen);
binFile.close();
return nullptr;
}
}
binFile.read(static_cast<char *>(binFileBufferData), binFileBufferLen);
binFile.close();
fileSize = binFileBufferLen;
return binFileBufferData;
}
void* Utils::GetDeviceBufferOfFile(std::string fileName, uint32_t &fileSize)
{
uint32_t inputHostBuffSize = 0;
void* inputHostBuff = Utils::ReadBinFile(fileName, inputHostBuffSize);
if (inputHostBuff == nullptr) {
return nullptr;
}
if (!g_isDevice) {
void *inBufferDev = nullptr;
uint32_t inBufferSize = inputHostBuffSize;
aclError ret = aclrtMalloc(&inBufferDev, inBufferSize, ACL_MEM_MALLOC_NORMAL_ONLY);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("malloc device buffer failed. size is %u", inBufferSize);
aclrtFreeHost(inputHostBuff);
return nullptr;
}
ret = aclrtMemcpy(inBufferDev, inBufferSize, inputHostBuff, inputHostBuffSize, ACL_MEMCPY_HOST_TO_DEVICE);
if (ret != ACL_ERROR_NONE) {
ERROR_LOG("memcpy failed. device buffer size is %u, input host buffer size is %u",
inBufferSize, inputHostBuffSize);
aclrtFree(inBufferDev);
aclrtFreeHost(inputHostBuff);
return nullptr;
}
aclrtFreeHost(inputHostBuff);
fileSize = inBufferSize;
return inBufferDev;
} else {
fileSize = inputHostBuffSize;
return inputHostBuff;
}
}
void Utils::SplitString(std::string& s, std::vector<std::string>& v, char c)
{
std::string::size_type pos1, pos2;
pos2 = s.find(c);
pos1 = 0;
while(std::string::npos != pos2)
{
v.push_back(s.substr(pos1, pos2-pos1));
pos1 = pos2 + 1;
pos2 = s.find(c, pos1);
}
if(pos1 != s.length())
v.push_back(s.substr(pos1));
}
int Utils::str2num(char *str)
{
int n = 0;
int flag = 0;
while(*str >= '0' && *str <= '9')
{
n = n*10 + (*str - '0');
str++;
}
if(flag == 1)
{
n = -n;
}
return n;
}
std::string Utils::modelName(string& s)
{
string::size_type position1,position2;
position1 = s.find_last_of("/");
if (position1 == s.npos)
{
position1 = 0;
}
position2 = s.find_last_of(".");
std::string modelName = s.substr(position1,position2-position1);
return modelName;
}
std::string Utils::TimeLine()
{
time_t currentTime = time(NULL);
char chCurrentTime[64];
strftime(chCurrentTime, sizeof(chCurrentTime), "%Y%m%d_%H%M%S", localtime(&currentTime));
std::string stCurrentTime = chCurrentTime;
return stCurrentTime;
}
void Utils::printCurrentTime()
{
char szBuf[256] = {0};
struct timeval tv;
struct timezone tz;
struct tm *p;
gettimeofday(&tv, &tz);
p = localtime(&tv.tv_sec);
printf("%02d-%02d-%02d %02d:%02d:%02d.%06ld\n", p->tm_year + 1900, p->tm_mon + 1, p->tm_mday, p->tm_hour, p->tm_min, p->tm_sec, tv.tv_usec);
}
void Utils::printHelpLetter()
{
cout<< "generate offline model inference output file example:" << endl;
cout<< "./amexec --model /home/HwHiAiUser/ljj/colorization.om --input /home/HwHiAiUser/ljj/colorization_input.bin --output /home/HwHiAiUser/ljj/AMEXEC/out/output1 --outfmt TXT --loop 2" << endl << endl;
cout<< "arguments explain:" << endl;
cout<< " --model Model file path" << endl;
cout<< " --input Input data path(only accept binary data file) If there are several file, please seprate by ','" << endl;
cout<< " --output Output path(User needs to have permission to create directories)" << endl;
cout<< " --outfmt Output file format (TXT or BIN, default BIN)" << endl;
cout<< " --loop loop time(must in 1 to 100)" << endl;
cout<< " --dumpConf dump configure file path (Do not support now)" << endl;
cout<< " --profConf profiling configure file path (Do not support now)" << endl;
cout<< " --dymBatch dynamic batch (Do not support now)" << endl << endl << endl;
cout<< "NOTECE: " << endl;
cout<< " The order of parameter must follow in --model --input --output --outfmt --loop " << endl;
}
double Utils::printDiffTime(time_t begin, time_t end)
{
double diffT = difftime(begin, end);
printf("The inference time is: %f millisecond\n", 1000*diffT);
return diffT*1000;
}
double Utils::InferenceTimeAverage(double *x, int len)
{
double sum = 0;
for (int i = 0; i < len; i++)
sum += x[i];
return sum/len;
}