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 = 2, 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 = 4, 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 = 8, 49 }; 50 ~Profiler()51 virtual ~Profiler() {} 52 53 // Signals the beginning of an event and returns a handle to the profile 54 // event. The `event_metadata1` and `event_metadata2` have different 55 // interpretations based on the actual Profiler instance and the `event_type`. 56 // For example, as for the 'SubgraphAwareProfiler' defined in 57 // lite/core/subgraph.h, when the event_type is OPERATOR_INVOKE_EVENT, 58 // `event_metadata1` represents the index of a TFLite node, and 59 // `event_metadata2` represents the index of the subgraph that this event 60 // comes from. 61 virtual uint32_t BeginEvent(const char* tag, EventType event_type, 62 int64_t event_metadata1, 63 int64_t event_metadata2) = 0; 64 // Similar w/ the above, but `event_metadata2` defaults to 0. BeginEvent(const char * tag,EventType event_type,int64_t event_metadata)65 uint32_t BeginEvent(const char* tag, EventType event_type, 66 int64_t event_metadata) { 67 return BeginEvent(tag, event_type, event_metadata, /*event_metadata2*/ 0); 68 } 69 70 // Signals an end to the specified profile event with 'event_metadata's, This 71 // is useful when 'event_metadata's are not available when the event begins 72 // 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)73 virtual void EndEvent(uint32_t event_handle, int64_t event_metadata1, 74 int64_t event_metadata2) {} 75 // Signals an end to the specified profile event. 76 virtual void EndEvent(uint32_t event_handle) = 0; 77 78 // Appends an event of type 'event_type' with 'tag' and 'event_metadata' 79 // which started at 'start' and ended at 'end' 80 // Note: 81 // In cases were ProfileSimmarizer and tensorflow::StatsCalculator are used 82 // they assume the value is in "usec", if in any case subclasses 83 // didn't put usec, then the values are not meaningful. 84 // TODO karimnosseir: Revisit and make the function more clear. AddEvent(const char * tag,EventType event_type,uint64_t start,uint64_t end,int64_t event_metadata)85 void AddEvent(const char* tag, EventType event_type, uint64_t start, 86 uint64_t end, int64_t event_metadata) { 87 AddEvent(tag, event_type, start, end, event_metadata, 88 /*event_metadata2*/ 0); 89 } 90 AddEvent(const char * tag,EventType event_type,uint64_t start,uint64_t end,int64_t event_metadata1,int64_t event_metadata2)91 virtual void AddEvent(const char* tag, EventType event_type, uint64_t start, 92 uint64_t end, int64_t event_metadata1, 93 int64_t event_metadata2) {} 94 95 protected: 96 friend class ScopedProfile; 97 }; 98 99 // Adds a profile event to `profiler` that begins with the construction 100 // of the object and ends when the object goes out of scope. 101 // The lifetime of tag should be at least the lifetime of `profiler`. 102 // `profiler` may be null, in which case nothing is profiled. 103 class ScopedProfile { 104 public: 105 ScopedProfile(Profiler* profiler, const char* tag, 106 Profiler::EventType event_type = Profiler::EventType::DEFAULT, 107 int64_t event_metadata = 0) profiler_(profiler)108 : profiler_(profiler), event_handle_(0) { 109 if (profiler) { 110 event_handle_ = profiler_->BeginEvent(tag, event_type, event_metadata); 111 } 112 } 113 ~ScopedProfile()114 ~ScopedProfile() { 115 if (profiler_) { 116 profiler_->EndEvent(event_handle_); 117 } 118 } 119 120 protected: 121 Profiler* profiler_; 122 uint32_t event_handle_; 123 }; 124 125 class ScopedOperatorProfile : public ScopedProfile { 126 public: ScopedOperatorProfile(Profiler * profiler,const char * tag,int node_index)127 ScopedOperatorProfile(Profiler* profiler, const char* tag, int node_index) 128 : ScopedProfile(profiler, tag, Profiler::EventType::OPERATOR_INVOKE_EVENT, 129 static_cast<uint32_t>(node_index)) {} 130 }; 131 132 class ScopedDelegateOperatorProfile : public ScopedProfile { 133 public: ScopedDelegateOperatorProfile(Profiler * profiler,const char * tag,int node_index)134 ScopedDelegateOperatorProfile(Profiler* profiler, const char* tag, 135 int node_index) 136 : ScopedProfile(profiler, tag, 137 Profiler::EventType::DELEGATE_OPERATOR_INVOKE_EVENT, 138 static_cast<uint32_t>(node_index)) {} 139 }; 140 141 class ScopedRuntimeInstrumentationProfile : public ScopedProfile { 142 public: ScopedRuntimeInstrumentationProfile(Profiler * profiler,const char * tag)143 ScopedRuntimeInstrumentationProfile(Profiler* profiler, const char* tag) 144 : ScopedProfile( 145 profiler, tag, 146 Profiler::EventType::GENERAL_RUNTIME_INSTRUMENTATION_EVENT, -1) {} 147 set_runtime_status(int64_t delegate_status,int64_t interpreter_status)148 void set_runtime_status(int64_t delegate_status, int64_t interpreter_status) { 149 if (profiler_) { 150 delegate_status_ = delegate_status; 151 interpreter_status_ = interpreter_status; 152 } 153 } 154 ~ScopedRuntimeInstrumentationProfile()155 ~ScopedRuntimeInstrumentationProfile() { 156 if (profiler_) { 157 profiler_->EndEvent(event_handle_, delegate_status_, interpreter_status_); 158 } 159 } 160 161 private: 162 int64_t delegate_status_; 163 int64_t interpreter_status_; 164 }; 165 166 } // namespace tflite 167 168 #define TFLITE_VARNAME_UNIQ_IMPL(name, ctr) name##ctr 169 #define TFLITE_VARNAME_UNIQ(name, ctr) TFLITE_VARNAME_UNIQ_IMPL(name, ctr) 170 171 #define TFLITE_SCOPED_TAGGED_DEFAULT_PROFILE(profiler, tag) \ 172 tflite::ScopedProfile TFLITE_VARNAME_UNIQ(_profile_, __COUNTER__)( \ 173 (profiler), (tag)) 174 175 #define TFLITE_SCOPED_TAGGED_OPERATOR_PROFILE(profiler, tag, node_index) \ 176 tflite::ScopedOperatorProfile TFLITE_VARNAME_UNIQ(_profile_, __COUNTER__)( \ 177 (profiler), (tag), (node_index)) 178 179 #define TFLITE_SCOPED_DELEGATE_OPERATOR_PROFILE(profiler, tag, node_index) \ 180 tflite::ScopedDelegateOperatorProfile TFLITE_VARNAME_UNIQ( \ 181 _profile_, __COUNTER__)((profiler), (tag), (node_index)) 182 183 #define TFLITE_ADD_RUNTIME_INSTRUMENTATION_EVENT( \ 184 profiler, tag, event_metadata1, event_metadata2) \ 185 do { \ 186 if (profiler) { \ 187 const auto handle = profiler->BeginEvent( \ 188 tag, Profiler::EventType::GENERAL_RUNTIME_INSTRUMENTATION_EVENT, \ 189 event_metadata1, event_metadata2); \ 190 profiler->EndEvent(handle); \ 191 } \ 192 } while (false); 193 194 #endif // TENSORFLOW_LITE_CORE_API_PROFILER_H_ 195