|  | 
|  | 1 | +=========================== | 
|  | 2 | +Telemetry framework in LLVM | 
|  | 3 | +=========================== | 
|  | 4 | + | 
|  | 5 | +.. contents:: | 
|  | 6 | + :local: | 
|  | 7 | + | 
|  | 8 | +.. toctree:: | 
|  | 9 | + :hidden: | 
|  | 10 | + | 
|  | 11 | +Objective | 
|  | 12 | +========= | 
|  | 13 | + | 
|  | 14 | +Provides a common framework in LLVM for collecting various usage and performance | 
|  | 15 | +metrics. | 
|  | 16 | +It is located at ``llvm/Telemetry/Telemetry.h``. | 
|  | 17 | + | 
|  | 18 | +Characteristics | 
|  | 19 | +--------------- | 
|  | 20 | +* Configurable and extensible by: | 
|  | 21 | + | 
|  | 22 | + * Tools: any tool that wants to use Telemetry can extend and customize it. | 
|  | 23 | + * Vendors: Toolchain vendors can also provide custom implementation of the | 
|  | 24 | + library, which could either override or extend the given tool's upstream | 
|  | 25 | + implementation, to best fit their organization's usage and privacy models. | 
|  | 26 | + * End users of such tool can also configure Telemetry (as allowed by their | 
|  | 27 | + vendor). | 
|  | 28 | + | 
|  | 29 | +Important notes | 
|  | 30 | +--------------- | 
|  | 31 | + | 
|  | 32 | +* There is no concrete implementation of a Telemetry library in upstream LLVM. | 
|  | 33 | + We only provide the abstract API here. Any tool that wants telemetry will | 
|  | 34 | + implement one. | 
|  | 35 | +  | 
|  | 36 | + The rationale for this is that all the tools in LLVM are very different in | 
|  | 37 | + what they care about (what/where/when to instrument data). Hence, it might not | 
|  | 38 | + be practical to have a single implementation. | 
|  | 39 | + However, in the future, if we see enough common pattern, we can extract them | 
|  | 40 | + into a shared place. This is TBD - contributions are welcome. | 
|  | 41 | + | 
|  | 42 | +* No implementation of Telemetry in upstream LLVM shall store any of the | 
|  | 43 | + collected data due to privacy and security reasons: | 
|  | 44 | +  | 
|  | 45 | + * Different organizations have different privacy models: | 
|  | 46 | +  | 
|  | 47 | + * Which data is sensitive, which is not? | 
|  | 48 | + * Whether it is acceptable for instrumented data to be stored anywhere? | 
|  | 49 | + (to a local file, what not?) | 
|  | 50 | +  | 
|  | 51 | + * Data ownership and data collection consents are hard to accommodate from | 
|  | 52 | + LLVM developers' point of view: | 
|  | 53 | +  | 
|  | 54 | + * E.g., data collected by Telemetry is not necessarily owned by the user | 
|  | 55 | + of an LLVM tool with Telemetry enabled, hence the user's consent to data | 
|  | 56 | + collection is not meaningful. On the other hand, LLVM developers have no | 
|  | 57 | + reasonable ways to request consent from the "real" owners. | 
|  | 58 | + | 
|  | 59 | + | 
|  | 60 | +High-level design | 
|  | 61 | +================= | 
|  | 62 | + | 
|  | 63 | +Key components | 
|  | 64 | +-------------- | 
|  | 65 | + | 
|  | 66 | +The framework consists of four important classes: | 
|  | 67 | + | 
|  | 68 | +* ``llvm::telemetry::Manager``: The class responsible for collecting and | 
|  | 69 | + transmitting telemetry data. This is the main point of interaction between the | 
|  | 70 | + framework and any tool that wants to enable telemetry. | 
|  | 71 | +* ``llvm::telemetry::TelemetryInfo``: Data courier | 
|  | 72 | +* ``llvm::telemetry::Destination``: Data sink to which the Telemetry framework | 
|  | 73 | + sends data. | 
|  | 74 | + Its implementation is transparent to the framework. | 
|  | 75 | + It is up to the vendor to decide which pieces of data to forward and where | 
|  | 76 | + to forward them to for their final storage. | 
|  | 77 | +* ``llvm::telemetry::Config``: Configurations for the ``Manager``. | 
|  | 78 | +  | 
|  | 79 | +.. image:: llvm_telemetry_design.png | 
|  | 80 | + | 
|  | 81 | +How to implement and interact with the API | 
|  | 82 | +------------------------------------------ | 
|  | 83 | + | 
|  | 84 | +To use Telemetry in your tool, you need to provide a concrete implementation of the ``Manager`` class and ``Destination``. | 
|  | 85 | + | 
|  | 86 | +1) Define a custom ``Serializer``, ``Manager``, ``Destination`` and optionally a subclass of ``TelemetryInfo`` | 
|  | 87 | + | 
|  | 88 | +.. code-block:: c++ | 
|  | 89 | + | 
|  | 90 | + class JsonSerializer : public Serializer { | 
|  | 91 | + public: | 
|  | 92 | + json::Object *getOutputObject() { return Out.get(); } | 
|  | 93 | +
 | 
|  | 94 | + Error init() override { | 
|  | 95 | + if (Started) | 
|  | 96 | + return createStringError("Serializer already in use"); | 
|  | 97 | + started = true; | 
|  | 98 | + Out = std::make_unique<json::Object>(); | 
|  | 99 | + return Error::success(); | 
|  | 100 | + } | 
|  | 101 | + | 
|  | 102 | + // Serialize the given value. | 
|  | 103 | + void write(StringRef KeyName, bool Value) override { | 
|  | 104 | + writeHelper(KeyName, Value); | 
|  | 105 | + } | 
|  | 106 | + | 
|  | 107 | + void write(StringRef KeyName, int Value) override { | 
|  | 108 | + writeHelper(KeyName, Value); | 
|  | 109 | + } | 
|  | 110 | + | 
|  | 111 | + void write(StringRef KeyName, unsigned int Value) override { | 
|  | 112 | + writeHelper(KeyName, Value); | 
|  | 113 | + } | 
|  | 114 | + | 
|  | 115 | + void write(StringRef KeyName, unsigned long Value) override { | 
|  | 116 | + writeHelper(KeyName, Value); | 
|  | 117 | + } | 
|  | 118 | + | 
|  | 119 | + void write(StringRef KeyName, long Value) override { | 
|  | 120 | + writeHelper(KeyName, Value); | 
|  | 121 | + } | 
|  | 122 | + | 
|  | 123 | + void write(StringRef KeyName, long long Value ) override { | 
|  | 124 | + writeHelper(KeyName, Value); | 
|  | 125 | + } | 
|  | 126 | + | 
|  | 127 | + void write(StringRef KeyName, unsigned long long Value) override { | 
|  | 128 | + writeHelper(KeyName, Value); | 
|  | 129 | + } | 
|  | 130 | + | 
|  | 131 | + void write(StringRef KeyName, StringRef Value) override { | 
|  | 132 | + writeHelper(KeyName, Value); | 
|  | 133 | + } | 
|  | 134 | +  | 
|  | 135 | + void beginObject(StringRef KeyName) override { | 
|  | 136 | + Children.push_back(json::Object()); | 
|  | 137 | + ChildrenNames.push_back(KeyName.str()); | 
|  | 138 | + } | 
|  | 139 | +  | 
|  | 140 | + void endObject() override { | 
|  | 141 | + assert(!Children.empty() && !ChildrenNames.empty()); | 
|  | 142 | + json::Value Val = json::Value(std::move(Children.back())); | 
|  | 143 | + std::string Name = ChildrenNames.back(); | 
|  | 144 | + | 
|  | 145 | + Children.pop_back(); | 
|  | 146 | + ChildrenNames.pop_back(); | 
|  | 147 | + writeHelper(Name, std::move(Val)); | 
|  | 148 | + } | 
|  | 149 | +  | 
|  | 150 | + Error finalize() override { | 
|  | 151 | + if (!Started) | 
|  | 152 | + return createStringError("Serializer not currently in use"); | 
|  | 153 | + Started = false; | 
|  | 154 | + return Error::success(); | 
|  | 155 | + } | 
|  | 156 | + | 
|  | 157 | + private: | 
|  | 158 | + template <typename T> void writeHelper(StringRef Name, T Value) { | 
|  | 159 | + assert(Started && "serializer not started"); | 
|  | 160 | + if (Children.empty()) | 
|  | 161 | + Out->try_emplace(Name, Value); | 
|  | 162 | + else | 
|  | 163 | + Children.back().try_emplace(Name, Value); | 
|  | 164 | + } | 
|  | 165 | + bool Started = false; | 
|  | 166 | + std::unique_ptr<json::Object> Out; | 
|  | 167 | + std::vector<json::Object> Children; | 
|  | 168 | + std::vector<std::string> ChildrenNames; | 
|  | 169 | + }; | 
|  | 170 | +  | 
|  | 171 | + class MyManager : public telemery::Manager { | 
|  | 172 | + public: | 
|  | 173 | + static std::unique_ptr<MyManager> createInstatnce(telemetry::Config *Config) { | 
|  | 174 | + // If Telemetry is not enabled, then just return null; | 
|  | 175 | + if (!Config->EnableTelemetry) | 
|  | 176 | + return nullptr; | 
|  | 177 | + return std::make_unique<MyManager>(); | 
|  | 178 | + } | 
|  | 179 | + MyManager() = default; | 
|  | 180 | +
 | 
|  | 181 | + Error preDispatch(TelemetryInfo *Entry) override { | 
|  | 182 | + Entry->SessionId = SessionId; | 
|  | 183 | + return Error::success(); | 
|  | 184 | + } | 
|  | 185 | +  | 
|  | 186 | + // You can also define additional instrumentation points. | 
|  | 187 | + void logStartup(TelemetryInfo *Entry) { | 
|  | 188 | + // Add some additional data to entry. | 
|  | 189 | + Entry->Msg = "Some message"; | 
|  | 190 | + dispatch(Entry); | 
|  | 191 | + } | 
|  | 192 | +  | 
|  | 193 | + void logAdditionalPoint(TelemetryInfo *Entry) { | 
|  | 194 | + // .... code here | 
|  | 195 | + } | 
|  | 196 | +  | 
|  | 197 | + private:  | 
|  | 198 | + const std::string SessionId; | 
|  | 199 | + }; | 
|  | 200 | + | 
|  | 201 | + class MyDestination : public telemetry::Destination { | 
|  | 202 | + public: | 
|  | 203 | + Error receiveEntry(const TelemetryInfo *Entry) override { | 
|  | 204 | + if (Error Err = Serializer.init()) | 
|  | 205 | + return Err; | 
|  | 206 | +  | 
|  | 207 | + Entry->serialize(Serializer); | 
|  | 208 | + if (Error Err = Serializer.finalize()) | 
|  | 209 | + return Err; | 
|  | 210 | +  | 
|  | 211 | + json::Object Copied = *Serializer.getOutputObject(); | 
|  | 212 | + // Send the `Copied` object to wherever. | 
|  | 213 | + return Error::success(); | 
|  | 214 | + } | 
|  | 215 | +
 | 
|  | 216 | + private: | 
|  | 217 | + JsonSerializer Serializer; | 
|  | 218 | + }; | 
|  | 219 | + | 
|  | 220 | + // This defines a custom TelemetryInfo that has an additional Msg field. | 
|  | 221 | + struct MyTelemetryInfo : public telemetry::TelemetryInfo { | 
|  | 222 | + std::string Msg; | 
|  | 223 | +  | 
|  | 224 | + Error serialize(Serializer &Serializer) const override { | 
|  | 225 | + TelemetryInfo::serialize(serializer); | 
|  | 226 | + Serializer.writeString("MyMsg", Msg); | 
|  | 227 | + } | 
|  | 228 | +  | 
|  | 229 | + // Note: implement getKind() and classof() to support dyn_cast operations. | 
|  | 230 | + }; | 
|  | 231 | + | 
|  | 232 | +  | 
|  | 233 | +2) Use the library in your tool. | 
|  | 234 | + | 
|  | 235 | +Logging the tool init-process: | 
|  | 236 | + | 
|  | 237 | +.. code-block:: c++ | 
|  | 238 | + | 
|  | 239 | + // In tool's initialization code. | 
|  | 240 | + auto StartTime = std::chrono::time_point<std::chrono::steady_clock>::now(); | 
|  | 241 | + telemetry::Config MyConfig = makeConfig(); // Build up the appropriate Config struct here. | 
|  | 242 | + auto Manager = MyManager::createInstance(&MyConfig); | 
|  | 243 | + | 
|  | 244 | +  | 
|  | 245 | + // Any other tool's init code can go here. | 
|  | 246 | + // ... | 
|  | 247 | +  | 
|  | 248 | + // Finally, take a snapshot of the time now so we know how long it took the | 
|  | 249 | + // init process to finish. | 
|  | 250 | + auto EndTime = std::chrono::time_point<std::chrono::steady_clock>::now(); | 
|  | 251 | + MyTelemetryInfo Entry; | 
|  | 252 | + | 
|  | 253 | + Entry.Start = StartTime; | 
|  | 254 | + Entry.End = EndTime; | 
|  | 255 | + Manager->logStartup(&Entry); | 
|  | 256 | + | 
|  | 257 | +Similar code can be used for logging the tool's exit. | 
0 commit comments