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1 /* Copyright 2020 The TensorFlow Authors. All Rights Reserved.
2 
3 Licensed under the Apache License, Version 2.0 (the "License");
4 you may not use this file except in compliance with the License.
5 You may obtain a copy of the License at
6 
7     http://www.apache.org/licenses/LICENSE-2.0
8 
9 Unless required by applicable law or agreed to in writing, software
10 distributed under the License is distributed on an "AS IS" BASIS,
11 WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12 See the License for the specific language governing permissions and
13 limitations under the License.
14 ==============================================================================*/
15 
16 #ifndef TENSORFLOW_PYTHON_UTIL_STACK_TRACE_H_
17 #define TENSORFLOW_PYTHON_UTIL_STACK_TRACE_H_
18 
19 #include <Python.h>
20 #include <frameobject.h>
21 
22 #include <array>
23 #include <limits>
24 #include <sstream>
25 #include <string>
26 
27 #include "absl/base/attributes.h"
28 #include "absl/base/optimization.h"
29 #include "absl/container/flat_hash_map.h"
30 #include "absl/container/flat_hash_set.h"
31 #include "absl/container/inlined_vector.h"
32 #include "absl/types/optional.h"
33 #include "tensorflow/core/platform/status.h"
34 #include "tensorflow/core/util/managed_stack_trace.h"
35 
36 namespace tensorflow {
37 
38 // Assert that Python GIL is held.
39 // TODO(cheshire): Fix duplication vs. py_util.h
DCheckPyGilStateForStackTrace()40 inline void DCheckPyGilStateForStackTrace() {
41 #if PY_MAJOR_VERSION >= 3 && PY_MINOR_VERSION >= 4
42   DCHECK(PyGILState_Check());
43 #endif
44 }
45 
46 // A class for capturing Python stack trace.
47 class StackTrace final {
48  public:
49   static constexpr int kStackTraceInitialSize = 30;
50 
StackTrace()51   StackTrace() {}
52 
53   // Returns `StackTrace` object that captures the current Python stack trace.
54   // `limit` determines how many stack frames at most are returned: set to -1
55   // for "no limit".
56   // Python GIL must be acquired beforehand.
57   ABSL_MUST_USE_RESULT
58   ABSL_ATTRIBUTE_HOT
Capture(int limit)59   static StackTrace Capture(int limit) {
60     DCheckPyGilStateForStackTrace();
61     if (limit == -1) limit = std::numeric_limits<int>::max();
62 
63     StackTrace result;
64     const PyFrameObject* frame = PyThreadState_GET()->frame;
65     int i = 0;
66     for (; i < limit && frame != nullptr; frame = frame->f_back, ++i) {
67       PyCodeObject* code_obj = frame->f_code;
68       DCHECK(code_obj != nullptr);
69 
70       Py_INCREF(code_obj);
71       result.code_objs_.push_back(std::make_pair(code_obj, frame->f_lasti));
72     }
73     return result;
74   }
75 
76   // Python GIL must be acquired beforehand.
77   ABSL_ATTRIBUTE_HOT
~StackTrace()78   ~StackTrace() { Clear(); }
79 
StackTrace(StackTrace && other)80   StackTrace(StackTrace&& other) { std::swap(code_objs_, other.code_objs_); }
81 
82   // Python GIL must be acquired beforehand.
83   ABSL_ATTRIBUTE_HOT
84   StackTrace& operator=(StackTrace&& other) {
85     Clear();
86     std::swap(code_objs_, other.code_objs_);
87     return *this;
88   }
89 
90   // Returns a structured representation of the captured stack trace.
91   // `mapper` provides a custom mapping for translating stack frames, `filter`
92   // returns `true` for the stack frames which should be omitted.
93   //
94   // `reverse_traversal` changes the traversal order of the stack trace, and
95   // `limit` bounds the number of returned frames (after filtering).
96   std::vector<StackFrame> ToStackFrames(const StackTraceMap& mapper = {},
97                                         const StackTraceFilter& filtered = {},
98                                         bool reverse_traversal = false,
99                                         int limit = -1) const;
100 
101   // Python GIL must be acquired beforehand.
102   ABSL_ATTRIBUTE_HOT
Clear()103   void Clear() {
104     if (!code_objs_.empty()) DCheckPyGilStateForStackTrace();
105     for (const auto& p : code_objs_) Py_DECREF(p.first);
106     code_objs_.clear();
107   }
108 
109  private:
110   absl::InlinedVector<std::pair<PyCodeObject*, int>, kStackTraceInitialSize>
111       code_objs_;
112 
113   StackTrace(const StackTrace&) = delete;
114   StackTrace& operator=(const StackTrace&) = delete;
115 };
116 
117 // A class that manages Python stack traces in a circular buffer. Users can
118 // insert stack trace entries and retrive them by ids.
119 class StackTraceManager {
120  public:
121   static constexpr int kStackTraceCircularBufferSize = 1024;
122 
123   // Captures the current Python stack trace and returns an id.
124   // Python GIL must be acquired beforehand.
125   ABSL_MUST_USE_RESULT
126   ABSL_ATTRIBUTE_HOT
Capture(int limit)127   int Capture(int limit) {
128     DCheckPyGilStateForStackTrace();
129     const int id = next_id_++;
130     const int index = id & (kStackTraceCircularBufferSize - 1);
131     stack_traces_[index] = StackTrace::Capture(limit);
132     return id;
133   }
134 
135   // Retrieve captured Python stack trace by id. Returns `nullptr` if the
136   // requested stack trace is evicted from the circular buffer.
137   // Python GIL must be acquired beforehand.
138   ABSL_MUST_USE_RESULT
139   StackTrace* Get(int id);
140 
141  private:
142   int next_id_ = 0;
143   std::array<StackTrace, kStackTraceCircularBufferSize> stack_traces_;
144 };
145 
146 // Singleton StackTraceManager.
147 extern StackTraceManager* const stack_trace_manager;
148 
149 // Converts the ManagedStackTrace (identified by ID) to a vector of stack
150 // frames.
ManagedStackTraceToStackFrames(int id,const StackTraceMap & mapper,const StackTraceFilter & filtered,bool reverse_traversal,int limit)151 inline std::vector<StackFrame> ManagedStackTraceToStackFrames(
152     int id, const StackTraceMap& mapper, const StackTraceFilter& filtered,
153     bool reverse_traversal, int limit) {
154   PyGILState_STATE gstate = PyGILState_Ensure();
155   std::vector<StackFrame> result = stack_trace_manager->Get(id)->ToStackFrames(
156       mapper, filtered, reverse_traversal, limit);
157   PyGILState_Release(gstate);
158   return result;
159 }
160 
161 // Returns Python stack trace object that can be converted to string.
162 // Note that the actual stack trace is kept in a circular buffer for string
163 // conversion could fail if it's evicted before.
164 // Python GIL must be acquired beforehand.
GetStackTrace(int limit)165 inline ManagedStackTrace GetStackTrace(int limit) {
166   DCheckPyGilStateForStackTrace();
167   return ManagedStackTrace(stack_trace_manager->Capture(limit),
168                            &ManagedStackTraceToStackFrames);
169 }
170 
171 }  // namespace tensorflow
172 
173 #endif  // TENSORFLOW_PYTHON_UTIL_STACK_TRACE_H_
174