profiler.h 6.8 KB
Newer Older
1
/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved.
D
dangqingqing 已提交
2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17

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. */

#pragma once
#include <forward_list>
#include <list>
C
chengduo 已提交
18 19 20
#include <map>
#include <memory>
#include <mutex>  // NOLINT
21
#include <string>
C
chengduo 已提交
22 23 24
#include <unordered_map>
#include <unordered_set>
#include <utility>
D
dangqingqing 已提交
25
#include <vector>
W
wanghuancoder 已提交
26

27
#include "paddle/fluid/framework/type_defs.h"
28 29
#include "paddle/fluid/platform/enforce.h"
#include "paddle/fluid/platform/event.h"
C
chengduo 已提交
30
#include "paddle/fluid/platform/place.h"
31
#if defined(PADDLE_WITH_CUDA) || defined(PADDLE_WITH_HIP)
32
#include "paddle/fluid/platform/gpu_info.h"
D
dangqingqing 已提交
33
#endif
34 35
namespace paddle {
namespace platform {
D
dangqingqing 已提交
36

W
wangchaochaohu 已提交
37 38 39
const int kEnableProfiler = 1;
const int kDisableProfiler = 2;

40
enum class ProfilerState {
D
dangqingqing 已提交
41 42 43
  kDisabled,  // disabled state
  kCPU,       // CPU profiling state
  kCUDA,      // GPU profiling state
44
  kAll,       // Profile both CPU and GPU. (Currently experimental).
D
dangqingqing 已提交
45 46
};

47 48 49 50 51 52 53
// it is the flag to control to print the profiling result
enum class TracerOption {
  kDefault,      // print the different op type profiling result
  kOpDetail,     // print the detail profiling result of different op type
  kAllOpDetail,  // print the detail profiling result of different op name
};

W
wangchaochaohu 已提交
54 55 56 57 58 59 60 61 62 63 64
// Candidate keys to sort the profiling report
enum class EventSortingKey {
  kDefault,
  kCalls,
  kTotal,
  kMin,
  kMax,
  kAve,
  kCPUTime,
  kGPUTime
};
D
dangqingqing 已提交
65

W
wangchaochaohu 已提交
66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83
struct MemoryProfierReport {
  size_t alloc_times{0};
  size_t alloc_size{0};
  size_t free_times{0};
  size_t free_size{0};
};

// The information of each event given in the profiling report
struct EventItem {
  std::string name;
  int calls;
  double total_time;
  double max_time;
  double ave_time;
  double min_time;
  double cpu_time;
  double gpu_time;
  float ratio;
84
  EventRole role;
W
wangchaochaohu 已提交
85 86 87
};

struct OverHead {
88 89 90 91 92 93
  bool print_overhead = false;
  bool print_explanation = false;
  double elapsed_time = 0.;      // the elapsed time of all events
  double accumulated_time = 0.;  // the accumulated time of all events
  double compute_time = 0.0;
  double framework_time = 0.0;
W
wangchaochaohu 已提交
94 95 96
  EventItem memcpy_item;
  std::vector<EventItem> sub_memcpy_items;
};
C
chengduo 已提交
97 98 99 100 101 102 103

struct MemEvenRecorder {
 public:
  void PushMemRecord(const void* ptr, const Place& place, size_t size);
  void PopMemRecord(const void* ptr, const Place& place);
  void Flush();
  static MemEvenRecorder& Instance() { return recorder; }
104

C
chengduo 已提交
105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126
 private:
  struct RecordMemEvent {
    RecordMemEvent(const Place& place, size_t bytes);
    ~RecordMemEvent();

    Place place_;
    size_t bytes_;
    uint64_t start_ns_;
    uint64_t end_ns_;
    std::string alloc_in_;
    std::string free_in_;
  };

  static MemEvenRecorder recorder;
  std::map<Place,
           std::unordered_map<const void*, std::unique_ptr<RecordMemEvent>>>
      address_memevent_;
  std::mutex mtx_;
  MemEvenRecorder() {}
  DISABLE_COPY_AND_ASSIGN(MemEvenRecorder);
};

D
dangqingqing 已提交
127
struct RecordEvent {
128
  RecordEvent(const std::string& name,
Y
Yuang Liu 已提交
129 130
              const EventRole role = EventRole::kOrdinary,
              const std::string attr = "none");
D
dangqingqing 已提交
131

D
dangqingqing 已提交
132 133
  ~RecordEvent();

134
  bool is_enabled_{false};
135
  bool is_pushed_{false};
X
Xin Pan 已提交
136
  uint64_t start_ns_;
Y
Yibing Liu 已提交
137
  // Event name
138
  std::string name_;
139 140 141
  // Need to distinguish name by op type, block_id, program_id and perhaps
  // different kernel invocations within an op.
  std::string full_name_;
142
  EventRole role_{EventRole::kOrdinary};
D
dangqingqing 已提交
143 144
};

G
gongweibao 已提交
145 146
class RecordRPCEvent {
 public:
147
  explicit RecordRPCEvent(const std::string& name);
G
gongweibao 已提交
148 149 150 151 152 153
  ~RecordRPCEvent() {}

 private:
  std::unique_ptr<RecordEvent> event_;
};

X
Xin Pan 已提交
154 155 156 157 158
struct RecordBlock {
  explicit RecordBlock(int block_id);
  ~RecordBlock();

 private:
X
Xin Pan 已提交
159
  bool is_enabled_;
X
Xin Pan 已提交
160 161 162 163
  std::string name_;
  uint64_t start_ns_;
};

C
chengduo 已提交
164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198
template <typename T>
struct EventList {
  constexpr static size_t kMB = 1024 * 1024;
  constexpr static size_t kEventBlockSize = 16 * kMB;
  constexpr static size_t kEventSize = sizeof(T);
  constexpr static size_t kEventAlign = alignof(T);
  constexpr static size_t kNumBlock =
      kEventBlockSize /
      ((kEventSize + kEventAlign - 1) / kEventAlign * kEventAlign);

  template <typename... Args>
  T* Record(Args&&... args) {
    if (event_blocks.empty() || event_blocks.front().size() == kNumBlock) {
      event_blocks.emplace_front();
      event_blocks.front().reserve(kNumBlock);
    }
    event_blocks.front().emplace_back(std::forward<Args>(args)...);
    return &event_blocks.front().back();
  }

  std::vector<T> Reduce() {
    std::vector<T> result;
    for (auto& block : event_blocks) {
      result.insert(result.begin(), std::make_move_iterator(block.begin()),
                    std::make_move_iterator(block.end()));
    }
    event_blocks.clear();
    return result;
  }

  void Clear() { event_blocks.clear(); }

  std::forward_list<std::vector<T>> event_blocks;
};

W
wangchaochaohu 已提交
199 200 201 202 203
void Mark(const std::string& name);
void PushMemEvent(uint64_t start_ns, uint64_t end_ns, size_t bytes,
                  const Place& place, const std::string& annotation);
void PopMemEvent(uint64_t start_ns, uint64_t end_ns, size_t bytes,
                 const Place& place, const std::string& annotation);
Y
Yuang Liu 已提交
204 205 206 207
Event* PushEvent(const std::string& name, const EventRole role,
                 const std::string attr = "none");
void PopEvent(const std::string& name, const EventRole role,
              const std::string attr = "none");
W
wangchaochaohu 已提交
208 209 210 211
// Return the event list of all threads. Assumed the returned value calls
// event_lists, event_lists[i][j] represents the j-th Event of i-th thread.
std::vector<std::vector<Event>> GetAllEvents();

212 213 214 215
// Enable the profiling function.
void EnableProfiler(ProfilerState state);
// Clear the g_all_event_lists, which is total event lists of all threads.
void ResetProfiler();
X
Xin Pan 已提交
216 217
void DisableProfiler(EventSortingKey sorted_key,
                     const std::string& profile_path);
218 219 220 221
// Test if the profiler is currently enabled.
bool IsProfileEnabled();
// Whether the trainer should send profiling state to PS.
bool ShouldSendProfileState();
222 223 224 225
std::string OpName(const framework::VariableNameMap& name_map,
                   const std::string& type_name);
void SetTracerOption(TracerOption option);
platform::TracerOption GetTracerOption();
226
#if defined(PADDLE_WITH_CUDA) || defined(PADDLE_WITH_HIP)
227 228 229
void DummyKernelAndEvent();
#endif

W
wangchaochaohu 已提交
230 231 232 233
// Mark current process as PS by assigning a lister id.
void SetProfileListener();
int64_t ListenerId();

234 235 236
void NvprofEnableRecordEvent();
void NvprofDisableRecordEvent();

D
dangqingqing 已提交
237 238
}  // namespace platform
}  // namespace paddle