mindspore2022/mindspore/ccsrc/debug/trace.cc

374 lines
12 KiB
C++

/**
* Copyright 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 "debug/trace.h"
#include <iostream>
#include <fstream>
#include <map>
#include <unordered_map>
#include <vector>
#include <string>
#include <sstream>
#include <utility>
#include <stack>
#include <algorithm>
#include "ir/meta_func_graph.h"
#include "utils/graph_utils.h"
#include "operator/composite/composite.h"
#include "ir/meta_tensor.h"
#include "debug/anf_ir_utils.h"
#include "pipeline/static_analysis/evaluator.h"
namespace mindspore {
// namespace to support debug trace infomation
namespace trace {
std::string GetAbstractStr(const abstract::AbstractBasePtr &abs) {
if (abs == nullptr) {
return "Null Abstract";
}
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::vector<DebugInfoPtr> GetSourceCodeDebugInfoVec(DebugInfoPtr debug_info) {
std::vector<DebugInfoPtr> debug_with_loc_vec;
while (debug_info != nullptr) {
if (debug_info->location() != nullptr) {
debug_with_loc_vec.push_back(debug_info);
}
if (debug_info->trace_info() != nullptr) {
debug_info = debug_info->trace_info()->debug_info();
} else {
break;
}
}
return debug_with_loc_vec;
}
DebugInfoPtr GetSourceCodeDebugInfo(const DebugInfoPtr &info) {
auto debug_with_loc_vec = GetSourceCodeDebugInfoVec(info);
if (debug_with_loc_vec.size() > 0) {
return debug_with_loc_vec[0];
} else {
return info;
}
}
std::string GetDebugInfo(const DebugInfoPtr &info, SourceLineTip tip) {
if (info == nullptr) {
return "";
}
auto src_info = GetSourceCodeDebugInfo(info);
if (src_info->location() != nullptr) {
return src_info->location()->ToString(tip);
}
return "";
}
// a trace info identifies a node transform, so we can trace the node transform through
// a link of trace info and debug info
std::string GetInfoWithAction(const std::vector<DebugInfoPtr> &info_vec, SourceLineTip tip) {
if (info_vec.size() < 1) {
return "";
}
if (info_vec.size() == 1) {
return info_vec[0]->location()->ToString(tip);
}
std::string traced_info = info_vec[0]->location()->ToString(tip);
for (size_t i = 1; i < info_vec.size(); i++) {
auto action_name = info_vec[i - 1]->trace_info()->GetActionBetweenNode(info_vec[i]);
if (action_name == "") {
break;
}
traced_info = traced_info + action_name + info_vec[i]->location()->ToString(tip);
}
return traced_info;
}
std::string GetTracedDebugInfo(const DebugInfoPtr &info, SourceLineTip tip) {
if (info == nullptr) {
return "";
}
auto info_vec = GetSourceCodeDebugInfoVec(info);
if (info_vec.size() == 0) {
return "";
} else if (info_vec.size() == 1) {
return info_vec[0]->location()->ToString(tip);
} else if (info_vec.size() > 1) {
return GetInfoWithAction(info_vec, tip);
}
return "";
}
std::string GetDebugInfo(const DebugInfoPtr &info, const std::string &prefix, SourceLineTip tip) {
std::ostringstream oss;
if (info == nullptr) {
return "";
}
auto debug_info = GetTracedDebugInfo(info, tip);
if (tip == kSourceLineTipDiscard) {
std::replace(debug_info.begin(), debug_info.end(), '\r', '/');
std::replace(debug_info.begin(), debug_info.end(), '\n', '/');
}
oss << prefix << debug_info;
return oss.str();
}
std::string GetGraphParamString(const FuncGraphPtr &graph, abstract::AbstractBasePtrList args_spec_list) {
std::ostringstream oss;
oss << "graph:" << graph->ToString() << " with args[";
auto params = graph->parameters();
for (size_t i = 0; i < args_spec_list.size(); i++) {
oss << params[i]->ToString() << ":<" << GetAbstractStr(args_spec_list[i]) << ">,";
}
oss << "]";
oss << GetDebugInfo(graph->debug_info(), kSourceLineTipDiscard);
return oss.str();
}
void DumpInferStack(std::ostringstream &oss) {
auto &infer_stack = GetCurrenGraphInferStack();
if (infer_stack.empty()) {
return;
}
std::vector<std::pair<abstract::EvaluatorPtr, abstract::AnfNodeConfigPtr>> infer_vec;
while (!infer_stack.empty()) {
auto top = infer_stack.top();
infer_vec.push_back(top);
infer_stack.pop();
}
std::reverse(infer_vec.begin(), infer_vec.end());
int index = 0;
for (auto &item : infer_vec) {
auto graph_infer = std::dynamic_pointer_cast<abstract::BaseFuncGraphEvaluator>(item.first);
if (graph_infer == nullptr) {
MS_LOG(WARNING) << "DumpInferStack failed, got null graph evaluator";
infer_vec.clear();
break;
}
auto graph_context = graph_infer->graph_context();
if (graph_context == nullptr) {
MS_LOG(INFO) << "Null context continue";
continue;
}
auto graph = graph_context->func_graph();
auto args_spec_list = graph_context->args_spec_list();
oss << " #" << index++ << " " << GetGraphParamString(graph, args_spec_list);
}
}
void TraceGraphEval() {
auto &infer_stack = GetCurrenGraphInferStack();
std::ostringstream oss;
if (infer_stack.empty()) {
return;
}
MS_LOG(INFO) << "\n*******************************graph evaluate stack**********************************";
oss << std::endl;
DumpInferStack(oss);
MS_LOG(INFO) << oss.str();
MS_LOG(INFO) << "\n*************************************************************************************";
}
class AnalyzedFuncGraphExporter : public AnfExporter {
public:
AnalyzedFuncGraphExporter() : AnfExporter("", true, false) {}
~AnalyzedFuncGraphExporter() override = default;
void ExportFuncGraph(const std::string &filename, const std::vector<abstract::AnfNodeConfigPtr> &node_cfgs);
private:
std::string GetNodeType(const AnfNodePtr &nd) override;
};
std::unordered_map<FuncGraphPtr, TaggedNodeMap> CalcTaggedFuncGraphs() {
std::unordered_map<FuncGraphPtr, TaggedNodeMap> tagged_func_graphs;
auto &list = GetCNodeDebugStack();
for (size_t i = 0; i < list.size(); ++i) {
auto node_cfg = list[i];
auto fg = node_cfg->context()->func_graph();
auto node = node_cfg->node();
tagged_func_graphs[fg][node] = i;
}
return tagged_func_graphs;
}
void OutputAnalyzedGraphWithType() {
AnalyzedFuncGraphExporter exporter;
exporter.ExportFuncGraph("analyze_fail.dat", GetCNodeDebugStack());
}
std::string AnalyzedFuncGraphExporter::GetNodeType(const AnfNodePtr &node) {
if (node_cfg_ == nullptr) {
return AnfExporter::GetNodeType(node);
}
auto ctx = node_cfg_->context();
auto engine = node_cfg_->engine();
auto cfg = engine->MakeConfig(node, ctx);
auto eval_result = engine->cache().GetValue(cfg);
if (eval_result == nullptr || eval_result->abstract() == nullptr) {
return "Undefined";
}
auto abs = eval_result->abstract();
auto dtype = abs->BuildType();
auto shape = abs->BuildShape();
std::ostringstream oss;
if (dtype != nullptr && abs->isa<abstract::AbstractTensor>() && shape != nullptr) {
oss << dtype->DumpText() << shape->DumpText();
} else if (dtype != nullptr) {
oss << dtype->DumpText();
} else {
oss << "Undefined";
}
return oss.str();
}
void AnalyzedFuncGraphExporter::ExportFuncGraph(const std::string &filename,
const std::vector<abstract::AnfNodeConfigPtr> &node_cfgs) {
if (node_cfgs.empty()) {
MS_LOG(DEBUG) << "Node configs is empty";
return;
}
std::ofstream ofs(filename);
if (!ofs.is_open()) {
MS_LOG(ERROR) << "Open file '" << filename << "' failed!";
return;
}
param_index = 1;
auto tagged_func_graphs = CalcTaggedFuncGraphs();
// first output graph on the analysis stack
for (const auto &node_cfg : node_cfgs) {
auto fg = node_cfg->context()->func_graph();
// the graph is already output, skip it
if (exported.find(fg) != exported.end()) {
continue;
}
// set node_cfg info for getting type
node_cfg_ = node_cfg;
tagged_cnodes_ = tagged_func_graphs[fg];
ExportOneFuncGraph(ofs, fg);
ofs << "\n\n";
}
node_cfg_ = nullptr;
tagged_cnodes_.clear();
// print seperator between function graphs on analyzed graph call stack and others
ofs << "#===============================================================================\n\n\n";
// second output other graphs
while (!func_graph_set.empty()) {
FuncGraphPtr fg = *func_graph_set.begin();
ExportOneFuncGraph(ofs, fg);
ofs << "\n\n";
(void)func_graph_set.erase(fg);
}
ofs << "# num of total function graphs: " << exported.size();
ofs.close();
}
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;
}
OutputAnalyzedGraphWithType();
oss << "\nThe function call stack:\n";
int index = 0;
std::string last_py_func = "";
for (size_t i = 0; i < stack.size(); ++i) {
auto node_cfg = stack[i];
auto cnode = dyn_cast<CNode>(node_cfg->node());
if (cnode == nullptr) {
MS_LOG(DEBUG) << "CNode of elements[" << i << "] is nullptr.";
continue;
}
auto debug_info = cnode->debug_info();
auto this_py_func = debug_info->get_python_func_belonged();
if (i > 0 && (this_py_func == last_py_func)) {
MS_LOG(DEBUG) << "Python function of elements[" << i << "] is same as previous.";
continue;
}
last_py_func = this_py_func;
oss << "# " << index++ << " " << trace::GetDebugInfo(debug_info, std::string(""));
}
stack.clear();
MS_LOG(INFO) << "Get graph analysis information *end*";
}
// trace the graph evaluator stack
static std::stack<std::pair<abstract::EvaluatorPtr, abstract::AnfNodeConfigPtr>> graph_infer_stack;
// trace the cnode infer debug info
static std::vector<abstract::AnfNodeConfigPtr> cnode_debug_stack{};
void TraceGraphEvalEnter(const abstract::EvaluatorPtr &eval, const abstract::AnfNodeConfigPtr &node) {
if (eval == nullptr) {
MS_LOG(EXCEPTION) << "GraphInferEnter got null eval";
}
if (eval->isa<abstract::FuncGraphEvaluator>() || eval->isa<abstract::MetaFuncGraphEvaluator>()) {
graph_infer_stack.emplace(std::pair<abstract::EvaluatorPtr, abstract::AnfNodeConfigPtr>(eval, node));
}
}
void TraceGraphEvalLeave(const abstract::EvaluatorPtr &eval) {
if (eval == nullptr) {
MS_LOG(EXCEPTION) << "GraphInferEnter got null eval";
}
if (eval->isa<abstract::FuncGraphEvaluator>() || eval->isa<abstract::MetaFuncGraphEvaluator>()) {
graph_infer_stack.pop();
}
}
void TraceEvalCNodeEnter(const abstract::AnfNodeConfigPtr &node_cfg) { cnode_debug_stack.push_back(node_cfg); }
void TraceEvalCNodeLeave() { cnode_debug_stack.pop_back(); }
std::vector<abstract::AnfNodeConfigPtr> &GetCNodeDebugStack() { return cnode_debug_stack; }
std::stack<std::pair<abstract::EvaluatorPtr, abstract::AnfNodeConfigPtr>> &GetCurrenGraphInferStack() {
return graph_infer_stack;
}
void ClearTraceStack() {
while (!graph_infer_stack.empty()) {
graph_infer_stack.pop();
}
cnode_debug_stack.clear();
}
} // namespace trace
} // namespace mindspore