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Summary: ## Original commit message: Pull Request resolved: https://github.com/pytorch/pytorch/pull/73368 debug_pkl file inside of pytorch's .pt file consists of a list of SourceRanges. Each SourceRange points to a Source which is a stack track, filename, and start, end numbers. Those are emitted in debug_pkl file as strings. Since many SourceRange shares the same source, the string for trace can be deduped. The newer format saves a set of unique traces in a tuple, then each SourceRange will save the offset of it's trace w.r.t. position in that tuple. (i.e. manually applying dictionary compression). The above helps with smaller file size. On loading, if we copy each trace to Source as string the runtime memory would still blowup. To mitigate this, we use SourceView directly instead of source which will take the reference of string inside of Deserializer and make that into string_view. This is safe because Deserializer is hold by Unpickler by shared_ptr, and Unpickler is also hold by shared_ptr by another Source object. That Source object will be alive during the model construction. Test Plan: ## Original Test plan unit test Took original file (312271638_930.predictor.disagg.local); loaded with `torch.jit.load` save again with `torch.jit.save`. Unzip both, look at contents: ``` [qihan@devvm5585.vll0 ~]$ du archive -h 4.0K archive/xl_model_weights 3.7M archive/extra 8.0K archive/code/__torch__/caffe2/torch/fb/model_transform/splitting 8.0K archive/code/__torch__/caffe2/torch/fb/model_transform 8.0K archive/code/__torch__/caffe2/torch/fb 8.0K archive/code/__torch__/caffe2/torch 8.0K archive/code/__torch__/caffe2 20M archive/code/__torch__/torch/fx/graph_module 20M archive/code/__torch__/torch/fx 8.0K archive/code/__torch__/torch/classes 20M archive/code/__torch__/torch 20M archive/code/__torch__ 20M archive/code 2.7M archive/constants 35M archive [qihan@devvm5585.vll0 ~]$ du resaved -h 4.0K resaved/extra 8.0K resaved/code/__torch__/caffe2/torch/fb/model_transform/splitting 8.0K resaved/code/__torch__/caffe2/torch/fb/model_transform 8.0K resaved/code/__torch__/caffe2/torch/fb 8.0K resaved/code/__torch__/caffe2/torch 8.0K resaved/code/__torch__/caffe2 1.3M resaved/code/__torch__/torch/fx/graph_module 1.3M resaved/code/__torch__/torch/fx 8.0K resaved/code/__torch__/torch/classes 1.4M resaved/code/__torch__/torch 1.4M resaved/code/__torch__ 1.4M resaved/code 2.7M resaved/constants 13M resaved [qihan@devvm5585.vll0 ~]$ ``` ## Additional test: `buck test mode/dev-tsan //caffe2/benchmarks/static_runtime:static_runtime_cpptest -- --exact 'caffe2/benchmarks/static_runtime:static_runtime_cpptest - StaticRuntime.to'` passes test jest.fbios.startup_cold_start.local.simulator f333356873 - Differential Revision: D35196883 Pull Request resolved: https://github.com/pytorch/pytorch/pull/74869 Approved by: https://github.com/gmagogsfm
238 lines
9.3 KiB
C++
238 lines
9.3 KiB
C++
#include <torch/csrc/jit/frontend/source_range.h>
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#include <torch/csrc/jit/mobile/debug_info.h>
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#include <torch/csrc/jit/mobile/type_parser.h>
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#include <torch/csrc/jit/serialization/callstack_debug_info_serialization.h>
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#include <torch/csrc/jit/serialization/source_range_serialization.h>
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#include <ATen/core/ivalue.h>
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#include <torch/csrc/jit/serialization/pickle.h>
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#include <c10/util/string_view.h>
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namespace torch {
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namespace jit {
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namespace {
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C10_ALWAYS_INLINE std::string debugHandlesNotFoundMessage(
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const std::string& debug_handles_string) {
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return "Debug info for handle(s): " + debug_handles_string +
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", was not found.";
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}
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std::pair<std::vector<StackEntry>, std::string> getStackTraceWithModuleHierarchy(
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const DebugInfoTuple& source_callstack,
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const std::string& caller_name) {
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std::vector<StackEntry> entries;
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const SourceRange& range =
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std::get<kDebugInfoTupleSourceRangeIndex>(source_callstack);
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InlinedCallStackPtr callstack_ptr =
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std::get<kDebugInfoTupleInlinedCSIndex>(source_callstack);
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std::string prev_function_name = caller_name;
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std::string module_info;
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if (!callstack_ptr) {
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// If not cs then top level node
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entries.emplace_back(StackEntry{prev_function_name, range});
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return {std::move(entries), std::move(module_info)};
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} else {
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while (callstack_ptr) {
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const auto& opt_module_instance_info = callstack_ptr->module_instance();
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if (opt_module_instance_info.has_value()) {
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const auto& module_instance_info = opt_module_instance_info.value();
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// Sometimes (e.g., in lowered backends) we augment instance name with
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// type name instead of losing type name. In those cases instance_name
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// includes both instance name and type name. See
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// callstack_debug_info_serialization.cpp
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if (module_instance_info.class_type()) {
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module_info.append(".").append(
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utils::get_module_info(module_instance_info));
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} else {
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module_info.append(".").append(module_instance_info.instance_name());
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}
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} else {
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module_info.append(".UNKNOWN_INSTANCE(UNKNOWN_TYPE)");
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}
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// Now add source range info to stack
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entries.emplace_back(
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StackEntry{prev_function_name, callstack_ptr->source_range()});
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prev_function_name = callstack_ptr->function_name();
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// Function name appended here
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// It is renamed to prev_function_name because for StackEntry
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// it will be appended in the next iteration. This is the format
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// in which format_stack_trace expects function names.
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module_info.append("::").append(prev_function_name);
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if (callstack_ptr->callee()) {
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callstack_ptr = callstack_ptr->callee().value();
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} else {
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callstack_ptr = c10::intrusive_ptr<InlinedCallStack>();
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}
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}
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entries.emplace_back(StackEntry{prev_function_name, range});
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return {std::move(entries), std::move(module_info)};
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}
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}
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// This function construct stacktrace with module hierarchy
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// Module hierarchy will contain information about where in the
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// module hierarchy this source is. For example if conv2d op
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// exist in hierarcy A->B->C->Conv2d with type annotations of
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// A -> TopM, B->MyModule, C->SomeModule, then module hierarchy
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// will be TopM(A).MyModule(B).SomeModule(C).Conv2d(conv)
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// Source level stack information will be from model source code.
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std::pair<std::string, std::string> getStackTraceWithModuleHierarchy(
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const std::vector<DebugInfoTuple>& source_callstacks,
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const std::string& root_scope_string,
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const std::string& top_module_type_name) {
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std::vector<StackEntry> stack_entries;
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std::string module_info =
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root_scope_string + "(" + top_module_type_name + ")";
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std::string caller_fn_name = "<unknown>";
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module_info.append("::").append(caller_fn_name);
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for (const auto& debug_info : source_callstacks) {
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auto debug_info_pair =
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getStackTraceWithModuleHierarchy(debug_info, caller_fn_name);
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auto entries = std::move(debug_info_pair.first);
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stack_entries.insert(stack_entries.end(), entries.begin(), entries.end());
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module_info.append(debug_info_pair.second);
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}
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// Only last entry in the callstack will have a node name of interest.
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// Rest are likely CallMethod/CallFunction nodes
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auto last_entry = source_callstacks.back();
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const std::string& node_name =
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std::get<kDebugInfoTupleNodeNameIndex>(last_entry);
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module_info.append(".").append(node_name);
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std::ostringstream ss;
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ss << "Module hierarchy:" << module_info << "\n";
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format_stack_trace(ss, stack_entries);
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return {ss.str(), std::move(module_info)};
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}
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} // namespace
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MobileDebugTable::MobileDebugTable(
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std::unique_ptr<caffe2::serialize::PyTorchStreamReader>& reader,
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const std::shared_ptr<CompilationUnit>& cu) {
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ska::flat_hash_map<int64_t, SourceRange> source_range_map;
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const std::vector<std::string>& record_names = reader->getAllRecords();
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const c10::string_view suffix(".debug_pkl");
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for (const auto& record_name : record_names) {
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if (c10::string_view(record_name).ends_with(suffix)) {
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at::DataPtr debug_data;
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size_t debug_size{0};
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std::tie(debug_data, debug_size) = reader->getRecord(record_name);
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auto ivalueTuple = jit::unpickle(
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reinterpret_cast<const char*>(debug_data.get()),
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debug_size,
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nullptr,
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{},
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c10::parseType);
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const auto& ivalues = ivalueTuple.toTuple()->elements();
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IValue lines;
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std::unique_ptr<SourceRangeDeserializer> deserializer;
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if (ivalues.size() == 3 && ivalues[0].isString() &&
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kFormatWithStringTable == ivalues[0].toStringRef()) {
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// new format
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deserializer = std::make_unique<SourceRangeDeserializer>(ivalues[1]);
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lines = ivalues[2];
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} else {
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deserializer = std::make_unique<SourceRangeDeserializer>();
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lines = ivalueTuple;
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}
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for (auto& val : lines.toTuple()->elements()) {
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auto tup_elems = std::move(*std::move(val).toTuple()).elements();
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// For BC we decode only tuples with 3 elements
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// assuming it contains
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// byte_offset, debug_handle (=source range tag), source range
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if (tup_elems.size() == 3) {
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int64_t debug_handle = tup_elems[kSourceRangeTagIndex].toInt();
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auto source_range =
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deserializer->deserialize(tup_elems[kSourceRangeIndex]);
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source_range_map.emplace(debug_handle, std::move(source_range));
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}
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}
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}
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}
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const std::string callstack_debug_file("callstack_debug_map.pkl");
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if (reader->hasRecord("callstack_debug_map.pkl")) {
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at::DataPtr callstack_data;
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size_t callstack_data_size{0};
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std::tie(callstack_data, callstack_data_size) =
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reader->getRecord(callstack_debug_file);
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CallStackDebugInfoUnpickler unpickler;
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callstack_ptr_map_ = unpickler.unpickle(
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std::move(callstack_data), callstack_data_size, source_range_map, cu);
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}
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}
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std::string MobileDebugTable::getModuleHierarchyInfo(
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const int64_t debug_handle,
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const std::string& top_module_type_name) const {
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const auto it = callstack_ptr_map_.find(debug_handle);
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if (it == callstack_ptr_map_.end()) {
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return debugHandlesNotFoundMessage(std::to_string(debug_handle));
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}
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return (getStackTraceWithModuleHierarchy(
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{it->second}, "top", top_module_type_name))
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.second;
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}
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std::string MobileDebugTable::getModuleHierarchyInfo(
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const std::vector<int64_t>& debug_handles,
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const std::string& top_module_type_name) const {
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return getSourceDebugModuleHierarchyInfo(debug_handles, top_module_type_name)
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.second;
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}
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std::string MobileDebugTable::getSourceDebugString(
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const int64_t debug_handle,
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const std::string& top_module_type_name) const {
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const auto it = callstack_ptr_map_.find(debug_handle);
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if (it == callstack_ptr_map_.end()) {
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return debugHandlesNotFoundMessage(std::to_string(debug_handle));
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}
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return (getStackTraceWithModuleHierarchy(
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{it->second}, "top", top_module_type_name))
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.first;
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}
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std::string MobileDebugTable::getSourceDebugString(
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const std::vector<int64_t>& debug_handles,
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const std::string& top_module_type_name) const {
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return getSourceDebugModuleHierarchyInfo(debug_handles, top_module_type_name)
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.first;
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}
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std::pair<std::string, std::string> MobileDebugTable::
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getSourceDebugModuleHierarchyInfo(
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const std::vector<int64_t>& debug_handles,
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const std::string& top_module_type_name) const {
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std::vector<DebugInfoTuple> debug_infos;
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bool debug_handle_not_found{false};
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for (auto it = debug_handles.rbegin(); it != debug_handles.rend(); ++it) {
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auto debug_handle = *it;
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const auto cs_it = callstack_ptr_map_.find(debug_handle);
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if (cs_it == callstack_ptr_map_.end()) {
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debug_handle_not_found = true;
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break;
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}
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debug_infos.emplace_back(cs_it->second);
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}
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if (debug_handle_not_found) {
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std::string debug_handles_string = "debug_handles:{";
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for (const auto debug_handle : debug_handles) {
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debug_handles_string += std::to_string(debug_handle);
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}
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debug_handles_string += "}";
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debug_handles_string = debugHandlesNotFoundMessage(debug_handles_string);
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return {debug_handles_string, debug_handles_string};
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}
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return (getStackTraceWithModuleHierarchy(
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debug_infos, "top", top_module_type_name));
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}
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} // namespace jit
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} // namespace torch
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