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