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1 /* Copyright 2017 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 #ifndef TENSORFLOW_LITE_CORE_API_PROFILER_H_
16 #define TENSORFLOW_LITE_CORE_API_PROFILER_H_
17 
18 #include <cstdint>
19 
20 namespace tflite {
21 
22 // A simple utility for enabling profiled event tracing in TensorFlow Lite.
23 class Profiler {
24  public:
25   // As certain Profiler instance might be only interested in certain event
26   // types, we define each event type value to allow a Profiler to use
27   // bitmasking bitwise operations to determine whether an event should be
28   // recorded or not.
29   enum class EventType {
30     // Default event type, the metadata field has no special significance.
31     DEFAULT = 1,
32 
33     // The event is an operator invocation and the event_metadata field is the
34     // index of operator node.
35     OPERATOR_INVOKE_EVENT = 1 << 1,
36 
37     // The event is an invocation for an internal operator of a TFLite delegate.
38     // The event_metadata field is the index of operator node that's specific to
39     // the delegate.
40     DELEGATE_OPERATOR_INVOKE_EVENT = 1 << 2,
41 
42     // The event is a recording of runtime instrumentation such as the overall
43     // TFLite runtime status, the TFLite delegate status (if a delegate
44     // is applied), and the overall model inference latency etc.
45     // Note, the delegate status and overall status are stored as separate
46     // event_metadata fields. In particular, the delegate status is encoded
47     // as DelegateStatus::full_status().
48     GENERAL_RUNTIME_INSTRUMENTATION_EVENT = 1 << 3,
49 
50     // Telemetry events. Users and code instrumentations should invoke Telemetry
51     // calls instead of using the following types directly.
52     // See experimental/telemetry:profiler for definition of each metadata.
53     //
54     // A telemetry event that reports model and interpreter level events.
55     TELEMETRY_EVENT = 1 << 4,
56     // A telemetry event that reports model and interpreter level settings.
57     TELEMETRY_REPORT_SETTINGS = 1 << 5,
58     // A telemetry event that reports delegate level events.
59     TELEMETRY_DELEGATE_EVENT = 1 << 6,
60     // A telemetry event that reports delegate settings.
61     TELEMETRY_DELEGATE_REPORT_SETTINGS = 1 << 7,
62   };
63 
~Profiler()64   virtual ~Profiler() {}
65 
66   // Signals the beginning of an event and returns a handle to the profile
67   // event. The `event_metadata1` and `event_metadata2` have different
68   // interpretations based on the actual Profiler instance and the `event_type`.
69   // For example, as for the 'SubgraphAwareProfiler' defined in
70   // lite/core/subgraph.h, when the event_type is OPERATOR_INVOKE_EVENT,
71   // `event_metadata1` represents the index of a TFLite node, and
72   // `event_metadata2` represents the index of the subgraph that this event
73   // comes from.
74   virtual uint32_t BeginEvent(const char* tag, EventType event_type,
75                               int64_t event_metadata1,
76                               int64_t event_metadata2) = 0;
77   // Similar w/ the above, but `event_metadata2` defaults to 0.
BeginEvent(const char * tag,EventType event_type,int64_t event_metadata)78   uint32_t BeginEvent(const char* tag, EventType event_type,
79                       int64_t event_metadata) {
80     return BeginEvent(tag, event_type, event_metadata, /*event_metadata2*/ 0);
81   }
82 
83   // Signals an end to the specified profile event with 'event_metadata's, This
84   // is useful when 'event_metadata's are not available when the event begins
85   // or when one wants to overwrite the 'event_metadata's set at the beginning.
EndEvent(uint32_t event_handle,int64_t event_metadata1,int64_t event_metadata2)86   virtual void EndEvent(uint32_t event_handle, int64_t event_metadata1,
87                         int64_t event_metadata2) {
88     // By default discards the metadata.
89     EndEvent(event_handle);
90   }
91   // Signals an end to the specified profile event.
92   virtual void EndEvent(uint32_t event_handle) = 0;
93 
94   // Appends an event of type 'event_type' with 'tag' and 'event_metadata'
95   // which ran for elapsed_time.
96   // Note:
97   // In cases were ProfileSummarizer and tensorflow::StatsCalculator are used
98   // they assume the value is in "usec", if in any case subclasses
99   // didn't put usec, then the values are not meaningful.
100   // TODO(karimnosseir): karimnosseir: Revisit and make the function more clear.
AddEvent(const char * tag,EventType event_type,uint64_t elapsed_time,int64_t event_metadata)101   void AddEvent(const char* tag, EventType event_type, uint64_t elapsed_time,
102                 int64_t event_metadata) {
103     AddEvent(tag, event_type, elapsed_time, event_metadata,
104              /*event_metadata2*/ 0);
105   }
106 
107   // Adds a profiler event.
108   // `metric` field has different intreptation based on `event_type`.
109   // e.g. it means elapsed time for [DELEGATE_]OPERATOR_INVOKE_EVENT types,
110   // and interprets as source and status code for TELEMETRY_[DELEGATE_]EVENT
111   // event types. If the concrete profiler does not provide an implementation,
112   // does nothing.
113   // TODO(b/241982974): Clean up dependencies and make it pure virtual.
AddEvent(const char * tag,EventType event_type,uint64_t metric,int64_t event_metadata1,int64_t event_metadata2)114   virtual void AddEvent(const char* tag, EventType event_type, uint64_t metric,
115                         int64_t event_metadata1, int64_t event_metadata2) {}
116 
117   // Adds a profiler event with data.
118   // Data will be a const TelemetrySettings* for TELEMETRY_REPORT_SETTINGS
119   // and TELEMETRY_DELEGATE_REPORT_SETTINGS.
120   // If the concrete profiler does not provide an implementation, does nothing.
121   // TODO(b/241982974): Clean up dependencies and make it pure virtual.
AddEventWithData(const char * tag,EventType event_type,const void * data)122   virtual void AddEventWithData(const char* tag, EventType event_type,
123                                 const void* data) {}
124 
125  protected:
126   friend class ScopedProfile;
127 };
128 
129 // Adds a profile event to `profiler` that begins with the construction
130 // of the object and ends when the object goes out of scope.
131 // The lifetime of tag should be at least the lifetime of `profiler`.
132 // `profiler` may be null, in which case nothing is profiled.
133 class ScopedProfile {
134  public:
135   ScopedProfile(Profiler* profiler, const char* tag,
136                 Profiler::EventType event_type = Profiler::EventType::DEFAULT,
137                 int64_t event_metadata = 0)
profiler_(profiler)138       : profiler_(profiler), event_handle_(0) {
139     if (profiler) {
140       event_handle_ = profiler_->BeginEvent(tag, event_type, event_metadata);
141     }
142   }
143 
~ScopedProfile()144   ~ScopedProfile() {
145     if (profiler_) {
146       profiler_->EndEvent(event_handle_);
147     }
148   }
149 
150  protected:
151   Profiler* profiler_;
152   uint32_t event_handle_;
153 };
154 
155 class ScopedOperatorProfile : public ScopedProfile {
156  public:
ScopedOperatorProfile(Profiler * profiler,const char * tag,int node_index)157   ScopedOperatorProfile(Profiler* profiler, const char* tag, int node_index)
158       : ScopedProfile(profiler, tag, Profiler::EventType::OPERATOR_INVOKE_EVENT,
159                       static_cast<uint32_t>(node_index)) {}
160 };
161 
162 class ScopedDelegateOperatorProfile : public ScopedProfile {
163  public:
ScopedDelegateOperatorProfile(Profiler * profiler,const char * tag,int node_index)164   ScopedDelegateOperatorProfile(Profiler* profiler, const char* tag,
165                                 int node_index)
166       : ScopedProfile(profiler, tag,
167                       Profiler::EventType::DELEGATE_OPERATOR_INVOKE_EVENT,
168                       static_cast<uint32_t>(node_index)) {}
169 };
170 
171 // Similar to ScopedProfile but has extra event metadata for EndEvent.
172 class ScopedRuntimeInstrumentationProfile {
173  public:
ScopedRuntimeInstrumentationProfile(Profiler * profiler,const char * tag)174   ScopedRuntimeInstrumentationProfile(Profiler* profiler, const char* tag)
175       : profiler_(profiler), event_handle_(0) {
176     if (profiler) {
177       event_handle_ = profiler_->BeginEvent(
178           tag, Profiler::EventType::GENERAL_RUNTIME_INSTRUMENTATION_EVENT,
179           /*event_metadata=*/-1);
180     }
181   }
182 
set_runtime_status(int64_t delegate_status,int64_t interpreter_status)183   void set_runtime_status(int64_t delegate_status, int64_t interpreter_status) {
184     if (profiler_) {
185       delegate_status_ = delegate_status;
186       interpreter_status_ = interpreter_status;
187     }
188   }
189 
~ScopedRuntimeInstrumentationProfile()190   ~ScopedRuntimeInstrumentationProfile() {
191     if (profiler_) {
192       profiler_->EndEvent(event_handle_, delegate_status_, interpreter_status_);
193     }
194   }
195 
196  private:
197   Profiler* profiler_ = nullptr;
198   uint32_t event_handle_ = 0;
199   int64_t delegate_status_ = 0;
200   int64_t interpreter_status_ = 0;
201 };
202 
203 }  // namespace tflite
204 
205 #define TFLITE_VARNAME_UNIQ_IMPL(name, ctr) name##ctr
206 #define TFLITE_VARNAME_UNIQ(name, ctr) TFLITE_VARNAME_UNIQ_IMPL(name, ctr)
207 
208 #define TFLITE_SCOPED_TAGGED_DEFAULT_PROFILE(profiler, tag)          \
209   tflite::ScopedProfile TFLITE_VARNAME_UNIQ(_profile_, __COUNTER__)( \
210       (profiler), (tag))
211 
212 #define TFLITE_SCOPED_TAGGED_OPERATOR_PROFILE(profiler, tag, node_index)     \
213   tflite::ScopedOperatorProfile TFLITE_VARNAME_UNIQ(_profile_, __COUNTER__)( \
214       (profiler), (tag), (node_index))
215 
216 #define TFLITE_SCOPED_DELEGATE_OPERATOR_PROFILE(profiler, tag, node_index) \
217   tflite::ScopedDelegateOperatorProfile TFLITE_VARNAME_UNIQ(               \
218       _profile_, __COUNTER__)((profiler), (tag), (node_index))
219 
220 #define TFLITE_ADD_RUNTIME_INSTRUMENTATION_EVENT(                          \
221     profiler, tag, event_metadata1, event_metadata2)                       \
222   do {                                                                     \
223     if (profiler) {                                                        \
224       const auto handle = profiler->BeginEvent(                            \
225           tag, Profiler::EventType::GENERAL_RUNTIME_INSTRUMENTATION_EVENT, \
226           event_metadata1, event_metadata2);                               \
227       profiler->EndEvent(handle);                                          \
228     }                                                                      \
229   } while (false);
230 
231 #endif  // TENSORFLOW_LITE_CORE_API_PROFILER_H_
232