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graphengine/ge/analyzer/analyzer.cc

316 lines
10 KiB

/**
* Copyright 2019-2020 Huawei Technologies Co., Ltd
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* 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 "analyzer.h"
#include <cstdlib>
#include <cstdio>
#include <iostream>
#include "framework/common/debug/ge_log.h"
#include "framework/common/util.h"
#include "graph/utils/graph_utils.h"
#include "graph/utils/node_utils.h"
#include "graph/utils/type_utils.h"
namespace ge {
using json = nlohmann::json;
using Status = ge::Status;
using ComputeGraph = ge::ComputeGraph;
using namespace analyzer;
namespace {
constexpr int kFileAuthority = 0640;
constexpr int kJsonDumpLevel = 4;
const std::string kFilePath = "./";
const std::string kAnalyzeFile = "ge_check_op.json";
const std::string kUnknownShape = "unknownshape";
const std::string kUnsupport = "unsupport";
const std::string kSessionId = "session_id";
const std::string kGraphId = "graph_id";
const std::string kOpInfo = "op_info";
const std::string kErrorType = "error_type";
const std::string kOpName = "name";
const std::string kOpType = "type";
const std::string kReason = "reason";
const std::string kInput = "input";
const std::string kOutput = "output";
const std::string kShape = "shape";
const std::string kDataType = "data_type";
const std::string kLayout = "layout";
const std::string kResult = "result";
const std::string kOp = "op";
std::map<analyzer::AnalyzeType, std::string> errors_map{{PARSER, "paser_error"},
{INFER_SHAPE, "infer_shape_error"},
{CHECKSUPPORT, "check_support_error"},
{GRAPH_OPTIMIZE, "graph_optimize_error"},
{GRAPH_PARTION, "graph_partion_error"},
{GRAPH_BUILDER, "graph_builder_error"}};
} // namespace
Analyzer *Analyzer::GetInstance() {
static Analyzer instance;
return &instance;
}
Status Analyzer::BuildJsonObject(uint64_t session_id, uint64_t graph_id) {
GELOGD("Start to build map. SessionId:%lu GraphId:%lu", session_id, graph_id);
std::lock_guard<std::recursive_mutex> lg(mutex_);
auto iter = graph_infos_.find(session_id);
if (iter == graph_infos_.end()) {
auto p = new (std::nothrow) GraphInfo();
GE_CHECK_NOTNULL(p);
std::shared_ptr<GraphInfo> graph_info(p);
std::map<uint64_t, std::shared_ptr<GraphInfo>> graph_map;
graph_map[graph_id] = graph_info;
graph_info->session_id = session_id;
graph_info->graph_id = graph_id;
graph_infos_.insert({session_id, graph_map});
} else {
auto iter1 = (iter->second).find(graph_id);
if (iter1 == (iter->second).end()) {
auto p = new (std::nothrow) GraphInfo();
GE_CHECK_NOTNULL(p);
std::shared_ptr<GraphInfo> graph_info(p);
graph_info->session_id = session_id;
graph_info->graph_id = graph_id;
(iter->second).insert({graph_id, graph_info});
} else {
GELOGI("session_id:%lu graph_id:%lu already existed json object", session_id, graph_id);
}
}
return SUCCESS;
}
ge::Status Analyzer::Initialize() {
ClearHistoryFile();
return SUCCESS;
}
void Analyzer::Finalize() {
GELOGD("Analyzer start to finalize!");
std::lock_guard<std::recursive_mutex> lg(mutex_);
for (auto &session_resource : graph_infos_) {
session_resource.second.clear();
}
graph_infos_.clear();
std::lock_guard<std::mutex> lk(file_mutex_);
if (json_file_.is_open()) {
json_file_.close();
}
}
void Analyzer::DestroySessionJsonObject(uint64_t session_id) {
std::lock_guard<std::recursive_mutex> lg(mutex_);
auto iter = graph_infos_.find(session_id);
if (iter == graph_infos_.end()) {
GELOGW("can not find the stored object by session_id[%lu].Do nothing", session_id);
} else {
graph_infos_.erase(iter);
}
}
void Analyzer::DestroyGraphJsonObject(uint64_t session_id, uint64_t graph_id) {
std::lock_guard<std::recursive_mutex> lg(mutex_);
auto iter = graph_infos_.find(session_id);
if (iter == graph_infos_.end()) {
GELOGW("can not find the stored object by session_id[%lu].Do nothing", session_id);
} else {
auto iter1 = (iter->second).find(graph_id);
if (iter1 == (iter->second).end()) {
GELOGW("Can not find the graph json object by session_id[%lu] and graph_id[%lu]. Do nothing.", session_id,
graph_id);
}
(iter->second).erase(iter1);
}
}
std::shared_ptr<GraphInfo> Analyzer::GetJsonObject(uint64_t session_id, uint64_t graph_id) {
std::lock_guard<std::recursive_mutex> lg(mutex_);
auto iter = graph_infos_.find(session_id);
if (iter == graph_infos_.end()) {
GELOGE(PARAM_INVALID, "session_id:%lu does not exist!", session_id);
return nullptr;
} else {
auto iter1 = (iter->second).find(graph_id);
if (iter1 == (iter->second).end()) {
GELOGE(PARAM_INVALID, "graph_id:%lu does not exist!", graph_id);
return nullptr;
}
GELOGI("GetJsonObject Success!session_id:%lu graph_id:%lu", session_id, graph_id);
return iter1->second;
}
}
void Analyzer::ClearHistoryFile() {
GELOGD("Analyzer start to clear history file!");
// Remove history files
int res = remove(json_file_name_.c_str());
GELOGD("remove file %s, result:%d", json_file_name_.c_str(), res);
}
ge::Status Analyzer::CreateAnalyzerFile() {
if (is_json_file_create_) {
GELOGD("analyzer file has been created!No necessary to create again!");
return SUCCESS;
}
GELOGD("start to create analyzer file!");
// Check whether the manifest exists, if not, create it.
string real_path = RealPath(kFilePath.c_str());
if (real_path.empty()) {
GELOGE(FAILED, "File path is invalid.");
return FAILED;
}
std::lock_guard<std::mutex> lg(file_mutex_);
json_file_name_ = real_path + "/" + kAnalyzeFile;
GELOGD("Created analyzer file:[%s]", json_file_name_.c_str());
int fd = open(json_file_name_.c_str(), O_WRONLY | O_CREAT | O_TRUNC, kFileAuthority);
if (fd < 0) {
GELOGE(INTERNAL_ERROR, "Fail to open the file: %s.", json_file_name_.c_str());
return INTERNAL_ERROR;
}
if (close(fd) != 0) {
GELOGE(INTERNAL_ERROR, "Fail to close the file: %s.", json_file_name_.c_str());
return INTERNAL_ERROR;
}
is_json_file_create_ = true;
GELOGD("success to create analyzer file[%s]!", json_file_name_.c_str());
return SUCCESS;
}
ge::Status Analyzer::SaveAnalyzerDataToFile() {
GELOGD("start to save analyze file!");
std::lock_guard<std::mutex> lg(file_mutex_);
json_file_.open(json_file_name_, std::ios::out);
if (!json_file_.is_open()) {
GELOGE(FAILED, "analyzer file does not exist[%s]", json_file_name_.c_str());
return PARAM_INVALID;
}
std::lock_guard<std::recursive_mutex> lk(mutex_);
for (auto &ele : graph_infos_) {
for (auto &ele2 : ele.second) {
json jsn;
GraphInfoToJson(jsn, *(ele2.second));
json_file_ << jsn.dump(kJsonDumpLevel) << std::endl;
}
}
json_file_.close();
return SUCCESS;
}
ge::Status Analyzer::DoAnalyze(DataInfo &data_info) {
GELOGD("start to do analyzer!");
auto pnode = data_info.node_ptr;
GE_CHECK_NOTNULL(pnode);
auto desc = pnode->GetOpDesc();
GE_CHECK_NOTNULL(desc);
// buff analyze data
std::lock_guard<std::recursive_mutex> lg(mutex_);
auto graph_info = GetJsonObject(data_info.session_id, data_info.graph_id);
GE_CHECK_NOTNULL(graph_info);
auto status = SaveOpInfo(desc, data_info, graph_info);
if (status != SUCCESS) {
GELOGE(status, "save op info failed!");
return FAILED;
}
// create json file
status = CreateAnalyzerFile();
if (status != SUCCESS) {
GELOGE(status, "create analyzer file failed!");
return status;
}
// save data to file
return SaveAnalyzerDataToFile();
}
ge::Status Analyzer::SaveOpInfo(ge::OpDescPtr desc, DataInfo &data_info,
std::shared_ptr<analyzer::GraphInfo> graph_info) {
auto iter = errors_map.find(data_info.analyze_type);
if (iter == errors_map.end()) {
return PARAM_INVALID;
}
OpInfo op_info;
op_info.error_type = iter->second;
op_info.op_name = desc->GetName();
op_info.op_type = desc->GetType();
op_info.reason = data_info.reason;
for (const auto &ptr : desc->GetAllInputsDescPtr()) {
TensorInfo tensor_info;
tensor_info.shape = ptr->GetShape().GetDims();
tensor_info.d_type = ge::TypeUtils::DataTypeToSerialString(ptr->GetDataType());
tensor_info.layout = ge::TypeUtils::FormatToSerialString(ptr->GetFormat());
op_info.input_info.emplace_back(tensor_info);
}
for (const auto &ptr : desc->GetAllOutputsDescPtr()) {
TensorInfo tensor_info;
tensor_info.shape = ptr->GetShape().GetDims();
tensor_info.d_type = ge::TypeUtils::DataTypeToSerialString(ptr->GetDataType());
tensor_info.layout = ge::TypeUtils::FormatToSerialString(ptr->GetFormat());
op_info.output_info.emplace_back(tensor_info);
}
graph_info->op_info.emplace_back(op_info);
return SUCCESS;
}
void Analyzer::TensorInfoToJson(json &j, const TensorInfo &tensor_info) {
j[kShape] = tensor_info.shape;
j[kDataType] = tensor_info.d_type;
j[kLayout] = tensor_info.layout;
}
void Analyzer::OpInfoToJson(json &j, const OpInfo &op_info) {
j[kErrorType] = op_info.error_type;
j[kOpName] = op_info.op_name;
j[kOpType] = op_info.op_type;
j[kReason] = op_info.reason;
for (size_t i = 0; i < op_info.input_info.size(); i++) {
json json_tensor_info;
TensorInfoToJson(json_tensor_info, op_info.input_info.at(i));
j[kInput + std::to_string(i)] = json_tensor_info;
}
for (size_t i = 0; i < op_info.output_info.size(); i++) {
json json_tensor_info;
TensorInfoToJson(json_tensor_info, op_info.output_info.at(i));
j[kOutput + std::to_string(i)] = json_tensor_info;
}
}
void Analyzer::GraphInfoToJson(json &j, const GraphInfo &graph_info) {
GELOGD("start to buff graph info!");
j[kSessionId] = graph_info.session_id;
j[kGraphId] = graph_info.graph_id;
std::vector<json> json_op_infos;
for (size_t i = 0; i < graph_info.op_info.size(); i++) {
json json_op_info;
OpInfoToJson(json_op_info, graph_info.op_info.at(i));
json_op_infos.emplace_back(json_op_info);
}
j[kOp] = json_op_infos;
}
} // namespace ge