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- /**
- * Copyright 2019-2021 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 "debug/trace.h"
-
- #include <iostream>
- #include <fstream>
- #include <map>
- #include <unordered_map>
- #include <unordered_set>
- #include <vector>
- #include <string>
- #include <sstream>
- #include <utility>
- #include <stack>
- #include <algorithm>
-
- #include "ir/meta_func_graph.h"
- #include "ir/graph_utils.h"
- #include "frontend/operator/composite/composite.h"
- #include "ir/tensor.h"
- #include "debug/anf_ir_utils.h"
- #include "debug/common.h"
- #include "pipeline/jit/static_analysis/evaluator.h"
- #include "pipeline/jit/static_analysis/async_eval_result.h"
- #include "pipeline/jit/base.h"
- #include "utils/log_adapter.h"
- #include "utils/comm_manager.h"
- #include "abstract/abstract_value.h"
- #include "utils/file_utils.h"
-
- namespace mindspore {
- // namespace to support debug trace information
- namespace trace {
- using abstract::AbstractBasePtr;
- using abstract::AnalysisContextPtr;
- using abstract::AnalysisEnginePtr;
- using abstract::AnfNodeConfigPtr;
-
- std::string GetAbstractStr(const abstract::AbstractBasePtr &abs) {
- if (abs == nullptr) {
- return "NullAbstract";
- }
- auto shape = abs->BuildShape()->cast<abstract::ShapePtr>();
- TypePtr type = abs->BuildType();
- std::ostringstream oss;
- if ((shape != nullptr) && (type != nullptr)) {
- oss << type->DumpText() << shape->DumpText();
- } else if (type != nullptr) {
- oss << type->DumpText();
- } else {
- oss << "Undefined";
- }
- return oss.str();
- }
-
- std::string GetGraphParamString(const FuncGraphPtr &graph, const abstract::AbstractBasePtrList &args_spec_list) {
- MS_EXCEPTION_IF_NULL(graph);
- std::ostringstream oss;
- oss << "graph:" << graph->ToString() << " with args[";
- auto params = graph->parameters();
- if (params.size() < args_spec_list.size()) {
- MS_EXCEPTION(TypeError) << "The size of parameters less than args_spec_list's size.";
- }
- for (size_t i = 0; i < args_spec_list.size(); i++) {
- auto parameter = params[i];
- MS_EXCEPTION_IF_NULL(parameter);
- oss << parameter->ToString() << ":<" << GetAbstractStr(args_spec_list[i]) << ">,";
- }
- oss << "]";
- oss << GetDebugInfo(graph->debug_info(), kSourceLineTipDiscard);
- return oss.str();
- }
-
- void DumpInferStack(std::ostringstream &oss) {
- auto &graph_stack = GetCurrentGraphEvalStack();
- if (graph_stack.empty()) {
- return;
- }
- std::vector<std::pair<abstract::AnalysisContextPtr, abstract::AnfNodeConfigPtr>> infer_vec;
- while (!graph_stack.empty()) {
- auto top = graph_stack.back();
- infer_vec.push_back(top);
- graph_stack.pop_back();
- }
- std::reverse(infer_vec.begin(), infer_vec.end());
- int index = 0;
- for (const auto &item : infer_vec) {
- auto context = item.first;
- if (context == nullptr) {
- MS_LOG(EXCEPTION) << "DumpInferStack failed, got null graph context";
- }
- auto graph = context->func_graph();
- if (graph == nullptr) { // Top context.
- continue;
- }
- auto args_spec_list = context->args_spec_list();
- if (graph->parameters().size() < args_spec_list.size()) {
- continue;
- }
- oss << " #" << index++ << " " << GetGraphParamString(graph, args_spec_list) << "\n";
- }
- }
-
- void TraceGraphEval() {
- auto &graph_stack = GetCurrentGraphEvalStack();
- if (graph_stack.empty()) {
- MS_LOG(INFO) << "Length of analysis graph stack is empty.";
- return;
- }
- std::ostringstream oss;
- oss << "\n*******************************graph evaluate stack**********************************";
- oss << std::endl;
- DumpInferStack(oss);
- oss << "\n*************************************************************************************";
- MS_LOG(INFO) << oss.str();
- }
-
- class AnalyzeFailExporter : public AnfExporter {
- public:
- AnalyzeFailExporter() : AnfExporter(true, false) {}
- ~AnalyzeFailExporter() override = default;
-
- bool ExportFuncGraph(const std::string &filename, const TraceCNodeEvalStack &node_config_stack);
-
- protected:
- void OutputCNode(std::ofstream &ofs, const CNodePtr &cnode, const FuncGraphPtr &func_graph, int *idx,
- std::map<AnfNodePtr, int> *const apply_map) override;
-
- protected:
- std::string GetNodeType(const AnfNodePtr &nd) override;
- AbstractBasePtr GetNodeAbstract(const AnfNodePtr &nd);
- AnfNodeConfigPtr GetForwardConfig(const AnfNodeConfigPtr &cfg);
- void ProcessFuncGraphCall(const CNodePtr &node, std::string *const op_comment);
- std::unordered_map<FuncGraphPtr, TaggedNodeMap> CreateTaggedNodeMap(
- const std::vector<abstract::AnfNodeConfigPtr> &node_config_stack);
-
- private:
- AnalysisContextPtr current_context_ = nullptr;
- AnalysisEnginePtr engine_ = nullptr;
- };
-
- std::unordered_map<FuncGraphPtr, TaggedNodeMap> AnalyzeFailExporter::CreateTaggedNodeMap(
- const std::vector<abstract::AnfNodeConfigPtr> &node_config_stack) {
- std::unordered_set<abstract::AnfNodeConfigPtr> forwarded_configs; // Check if config. is forwarded.
- std::unordered_map<FuncGraphPtr, TaggedNodeMap> tagged_func_graphs;
- size_t index = 0;
- for (auto &node_config : node_config_stack) {
- MS_EXCEPTION_IF_NULL(node_config);
-
- // Record new config in set.
- auto new_config = GetForwardConfig(node_config);
- if (new_config != node_config) {
- MS_LOG(DEBUG) << "The node_config is forwarded, old config: " << node_config->ToString()
- << ", new_config: " << new_config->ToString();
- forwarded_configs.emplace(new_config);
- }
-
- // Ignore the new config.
- if (forwarded_configs.find(node_config) != forwarded_configs.end()) {
- continue;
- }
-
- auto fg = node_config->func_graph();
- MS_EXCEPTION_IF_NULL(fg);
- auto node = node_config->node();
- tagged_func_graphs[fg][node] = index;
- index++;
- }
- return tagged_func_graphs;
- }
-
- bool OutputAnalyzedGraphWithType(const string &file_path) {
- AnalyzeFailExporter exporter;
- return exporter.ExportFuncGraph(file_path, GetCNodeDebugStack());
- }
-
- std::string AnalyzeFailExporter::GetNodeType(const AnfNodePtr &node) {
- if (current_context_ == nullptr) {
- return AnfExporter::GetNodeType(node);
- }
-
- MS_EXCEPTION_IF_NULL(engine_);
- try {
- FuncGraphPtr dummy_call_func_graph = nullptr;
- auto cfg = engine_->MakeConfig(node, current_context_, dummy_call_func_graph);
- auto res = abstract::AnalysisResultCacheMgr::GetInstance().GetValue(cfg);
- if (res != nullptr) {
- return GetAbstractStr(res->abstract());
- }
- } catch (const std::exception &e) {
- MS_LOG(INFO) << "Exception: " << e.what();
- }
- return "Undefined";
- }
-
- AbstractBasePtr AnalyzeFailExporter::GetNodeAbstract(const AnfNodePtr &node) {
- if (current_context_ == nullptr) {
- return nullptr;
- }
- MS_EXCEPTION_IF_NULL(engine_);
- try {
- FuncGraphPtr dummy_call_func_graph = nullptr;
- auto cfg = engine_->MakeConfig(node, current_context_, dummy_call_func_graph);
- auto res = abstract::AnalysisResultCacheMgr::GetInstance().GetValue(cfg);
- return res == nullptr ? nullptr : res->abstract();
- } catch (const std::exception &e) {
- MS_LOG(INFO) << "Exception: " << e.what();
- }
- return nullptr;
- }
-
- AnfNodeConfigPtr AnalyzeFailExporter::GetForwardConfig(const AnfNodeConfigPtr &cfg) {
- MS_EXCEPTION_IF_NULL(cfg);
- MS_EXCEPTION_IF_NULL(engine_);
- AnfNodeConfigPtr cur_cfg = cfg;
- auto iter = engine_->anfnode_config_map().find(cur_cfg);
- while (iter != engine_->anfnode_config_map().end()) {
- auto node = cur_cfg->node();
- cur_cfg = iter->second;
- MS_LOG(DEBUG) << "Get forward node: " << node << "[" << node->DebugString() << "] --> " << cur_cfg->node() << "["
- << cur_cfg->node()->DebugString() << "]";
- iter = engine_->anfnode_config_map().find(cur_cfg);
- }
- return cur_cfg;
- }
-
- void AnalyzeFailExporter::ProcessFuncGraphCall(const CNodePtr &node, std::string *const op_comment) {
- if (node == nullptr) {
- MS_LOG(ERROR) << "Node is nullptr";
- return;
- }
- CNodePtr cnode = nullptr;
- try {
- FuncGraphPtr dummy_call_func_graph = nullptr;
- auto cfg = engine_->MakeConfig(node, current_context_, dummy_call_func_graph);
- cfg = GetForwardConfig(cfg);
- MS_EXCEPTION_IF_NULL(cfg);
- cnode = dyn_cast<CNode>(cfg->node());
- } catch (const std::exception &e) {
- MS_LOG(INFO) << "Exception: " << e.what();
- }
- if (cnode == nullptr) {
- MS_LOG(INFO) << "CNode is nullptr";
- return;
- }
-
- const auto &inputs = cnode->inputs();
- for (size_t i = 0; i < inputs.size(); ++i) {
- auto op_abs = GetNodeAbstract(inputs[i]);
- if (op_abs == nullptr) {
- MS_LOG(DEBUG) << "Abstract of inputs[" << i << "] of cnode " << cnode->ToString() << " is nullptr";
- continue;
- }
-
- if (!op_abs->isa<abstract::FuncGraphAbstractClosure>() && !op_abs->isa<abstract::MetaFuncGraphAbstractClosure>()) {
- MS_LOG(DEBUG) << "Inputs[" << i << "] of cnode " << cnode->ToString() << " is of type " << op_abs->type_name()
- << ", not function, ignore it";
- // Get prototype of VirtualEvaluator for printing
- if (i == 0 && op_abs->isa<abstract::VirtualAbstractClosure>()) {
- auto func = dyn_cast<abstract::VirtualAbstractClosure>(op_abs);
- std::ostringstream oss;
- oss << "(";
- bool first_flag = false;
- for (const auto &arg : func->args_spec_list()) {
- if (!first_flag) {
- first_flag = true;
- } else {
- oss << ", ";
- }
- oss << GetAbstractStr(arg);
- }
- oss << ") -> " << GetAbstractStr(func->output()) << " ";
- *op_comment = oss.str();
- }
- }
- }
- }
-
- void AnalyzeFailExporter::OutputCNode(std::ofstream &ofs, const CNodePtr &cnode, const FuncGraphPtr &func_graph,
- int *idx, std::map<AnfNodePtr, int> *const apply_map) {
- OutputCNodeText(ofs, cnode, func_graph, idx, apply_map);
- // Process function graph call
- std::string op_comment;
- ProcessFuncGraphCall(cnode, &op_comment);
- if (!op_comment.empty()) {
- auto &inputs = cnode->inputs();
- ofs << " #" << GetAnfNodeText(func_graph, inputs[0], *apply_map) << ".prototype = " << op_comment;
- }
- // Output comment
- OutputStatementComment(ofs, cnode);
- ofs << "\n";
- }
-
- bool AnalyzeFailExporter::ExportFuncGraph(const std::string &filename, const TraceCNodeEvalStack &node_config_stack) {
- if (node_config_stack.empty()) {
- MS_LOG(DEBUG) << "Node configs is empty";
- return false;
- }
- auto real_filepath = Common::CreatePrefixPath(filename);
- if (!real_filepath.has_value()) {
- MS_LOG(ERROR) << "The export ir path: " << filename << " is not illegal.";
- return false;
- }
- ChangeFileMode(real_filepath.value(), S_IWUSR);
- std::ofstream ofs(real_filepath.value());
- if (!ofs.is_open()) {
- MS_LOG(ERROR) << "Open file '" << real_filepath.value() << "' failed!" << ErrnoToString(errno);
- return false;
- }
-
- if (engine_ == nullptr) {
- engine_ = node_config_stack.front()->engine();
- }
-
- auto tagged_func_graphs = CreateTaggedNodeMap(node_config_stack);
- std::unordered_set<FuncGraphPtr> printed_func_graphs; // Check if func graph has been printed.
- // Output graph on the analysis stack
- for (const auto &node_config : node_config_stack) {
- MS_EXCEPTION_IF_NULL(node_config);
- auto fg = node_config->func_graph();
- MS_LOG(INFO) << "Node: " << node_config->node()->DebugString()
- << ", FV: " << (node_config->func_graph() != node_config->context()->func_graph())
- << ", calling func graph: " << node_config->func_graph()->ToString()
- << ", context func graph: " << node_config->context()->func_graph()->ToString();
- if (fg == nullptr) {
- MS_LOG(ERROR) << "FuncGraph is null, context: " << node_config->ToString();
- continue;
- }
- if (printed_func_graphs.find(fg) != printed_func_graphs.end()) {
- continue;
- }
- (void)printed_func_graphs.emplace(fg);
-
- current_context_ = node_config->context(); // Set current context.
- ExportOneFuncGraph(ofs, fg, tagged_func_graphs[fg]);
- ofs << "\n\n";
- }
-
- ofs << "#===============================================================================\n";
- ofs << "# num of function graphs in stack: ";
- auto ignored_num = (node_config_stack.size() - printed_func_graphs.size());
- if (ignored_num == 0) {
- ofs << node_config_stack.size() << "\n";
- } else {
- ofs << printed_func_graphs.size() << "/" << node_config_stack.size() << " (Ignored " << ignored_num
- << " internal frames).\n";
- }
- ofs.close();
- ChangeFileMode(real_filepath.value(), S_IRUSR);
- return true;
- }
-
- std::string GetEvalFailDatPath() {
- std::string path;
- auto ms_om_path = common::GetEnv("MS_OM_PATH");
- if (!ms_om_path.empty()) {
- path = ms_om_path;
- } else {
- path = ".";
- }
- path += "/rank_" + std::to_string(GetRank()) + "/om/analyze_fail.dat";
- // Support "../" in path.
- auto realpath = Common::CreatePrefixPath(path, true);
- if (!realpath.has_value()) {
- MS_EXCEPTION(ValueError) << "Get real path failed. path=" << path;
- }
- return realpath.value();
- }
-
- void GetEvalStackInfo(std::ostringstream &oss) {
- MS_LOG(INFO) << "Get graph analysis information begin";
- auto stack = GetCNodeDebugStack();
- if (stack.empty()) {
- MS_LOG(INFO) << "Length of analysis information stack is empty.";
- return;
- }
- oss << "\nThe function call stack";
- #ifndef ENABLE_SECURITY
- std::string file_name = GetEvalFailDatPath();
- auto ret = OutputAnalyzedGraphWithType(file_name);
- if (ret) {
- oss << " (See file '" << file_name << "' for more details)";
- }
- #endif
- oss << ":\n";
-
- int index = 0;
- std::string last_location_info = "";
- for (size_t i = 0; i < stack.size(); ++i) {
- auto node_config = stack[i];
- MS_EXCEPTION_IF_NULL(node_config);
- auto cnode = dyn_cast<CNode>(node_config->node());
- if (cnode == nullptr) {
- MS_LOG(DEBUG) << "CNode of elements[" << i << "] is nullptr.";
- continue;
- }
-
- auto debug_info = cnode->debug_info();
- auto this_location_info = trace::GetDebugInfo(debug_info, std::string(""));
- if (this_location_info.empty() || this_location_info == last_location_info) {
- continue;
- }
-
- last_location_info = this_location_info;
- oss << "# " << index++ << " " << this_location_info;
- }
-
- stack.clear();
- MS_LOG(INFO) << "Get graph analysis information *end*";
- }
-
- // Trace the graph evaluator stack
- thread_local TraceGraphEvalStack graph_infer_stack;
- // Trace the cnode infer debug info
- thread_local TraceCNodeEvalStack cnode_debug_stack{};
-
- void TraceGraphEvalEnter(const abstract::AnalysisContextPtr &context, const abstract::AnfNodeConfigPtr &node) {
- if (context == nullptr) {
- MS_LOG(EXCEPTION) << "GraphInferEnter got null context";
- }
- (void)graph_infer_stack.push_back(std::pair<abstract::AnalysisContextPtr, abstract::AnfNodeConfigPtr>(context, node));
- }
-
- void TraceGraphEvalLeave(const abstract::AnalysisContextPtr &context) {
- if (context == nullptr || graph_infer_stack.empty()) {
- MS_LOG(EXCEPTION) << "The context is null, or call stack is empty.";
- }
- if (context != graph_infer_stack.back().first) {
- MS_LOG(EXCEPTION) << "Different context: " << context->func_graph()->ToString() << ", "
- << graph_infer_stack.back().first->func_graph()->ToString();
- }
- graph_infer_stack.pop_back();
- }
-
- void TraceGraphEvalStackPrepare(const TraceGraphEvalStack &graphEvals) {
- graph_infer_stack.insert(graph_infer_stack.end(), graphEvals.begin(), graphEvals.end());
- }
-
- void TraceEvalCNodeStackPrepare(const TraceCNodeEvalStack &cnodeEvals) {
- cnode_debug_stack.insert(cnode_debug_stack.end(), cnodeEvals.begin(), cnodeEvals.end());
- }
-
- void TraceEvalCNodeEnter(const abstract::AnfNodeConfigPtr &node_config) { cnode_debug_stack.push_back(node_config); }
-
- void TraceEvalCNodeLeave() { cnode_debug_stack.pop_back(); }
-
- TraceCNodeEvalStack &GetCNodeDebugStack() { return cnode_debug_stack; }
-
- TraceGraphEvalStack &GetCurrentGraphEvalStack() { return graph_infer_stack; }
-
- void ClearTraceStack() {
- while (!graph_infer_stack.empty()) {
- graph_infer_stack.pop_back();
- }
- cnode_debug_stack.clear();
- }
-
- void GetTraceStackInfo(std::ostringstream &oss) {
- TraceGraphEval();
- std::ostringstream trace_info;
- GetEvalStackInfo(trace_info);
- if (trace_info.str().empty()) {
- DebugInfoPtr debug_info = TraceManager::GetParseOrResolveDebugInfo();
- if (debug_info != nullptr) {
- oss << "\n\n# " << trace::GetDebugInfo(debug_info);
- }
- } else {
- oss << trace_info.str();
- }
- }
-
- // Register trace provider to LogWriter.
- struct TraceProviderRegister {
- TraceProviderRegister() { LogWriter::set_trace_provider(GetTraceStackInfo); }
- ~TraceProviderRegister() = default;
- } trace_provider_register;
-
- // Register trace cnode provider to AbstractBase.
- struct TraceNodeProviderRegister {
- TraceNodeProviderRegister() {
- abstract::AbstractBase::set_trace_node_provider([](AnfNodePtr *node) {
- auto stack = GetCNodeDebugStack();
- if (!stack.empty()) {
- auto conf = stack.back();
- *node = conf->node();
- }
- });
- }
- ~TraceNodeProviderRegister() = default;
- } trace_node_provider_register;
- } // namespace trace
- } // namespace mindspore
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