|
| 1 | +<a id="quixstreams.sources.base"></a> |
| 2 | + |
| 3 | +## quixstreams.sources.base |
| 4 | + |
| 5 | +<a id="quixstreams.sources.base.BaseSource"></a> |
| 6 | + |
| 7 | +### BaseSource |
| 8 | + |
| 9 | +```python |
| 10 | +class BaseSource(ABC) |
| 11 | +``` |
| 12 | + |
| 13 | +[[VIEW SOURCE]](https://github.com/quixio/quix-streams/blob/docs/sources/quixstreams/sources/base.py#L22) |
| 14 | + |
| 15 | +This is the base class for all sources. |
| 16 | + |
| 17 | +Sources are executed in a sub-process of the main application. |
| 18 | + |
| 19 | +To create your own source you need to implement: |
| 20 | + * `run` |
| 21 | + * `stop` |
| 22 | + * `default_topic` |
| 23 | + |
| 24 | +`BaseSource` is the most basic interface, and the framework expects every |
| 25 | +sources to implement it. Use `Source` to benefit from a base implementation. |
| 26 | + |
| 27 | +You can connect a source to a StreamingDataframe using the Application. |
| 28 | + |
| 29 | +Example snippet: |
| 30 | + |
| 31 | +```python |
| 32 | +from quixstreams import Application |
| 33 | +from quixstreams.sources import Source |
| 34 | + |
| 35 | +class MySource(Source): |
| 36 | + def run(self): |
| 37 | + for _ in range(1000): |
| 38 | + self.produce( |
| 39 | + key="foo", |
| 40 | + value=b"foo" |
| 41 | + ) |
| 42 | + |
| 43 | +def main(): |
| 44 | + app = Application() |
| 45 | + source = MySource(name="my_source") |
| 46 | + |
| 47 | + sdf = app.dataframe(source=source) |
| 48 | + sdf.print(metadata=True) |
| 49 | + |
| 50 | + app.run(sdf) |
| 51 | + |
| 52 | +if __name__ == "__main__": |
| 53 | + main() |
| 54 | +``` |
| 55 | + |
| 56 | +<a id="quixstreams.sources.base.BaseSource.configure"></a> |
| 57 | + |
| 58 | +<br><br> |
| 59 | + |
| 60 | +#### BaseSource.configure |
| 61 | + |
| 62 | +```python |
| 63 | +def configure(topic: Topic, producer: RowProducer) -> None |
| 64 | +``` |
| 65 | + |
| 66 | +[[VIEW SOURCE]](https://github.com/quixio/quix-streams/blob/docs/sources/quixstreams/sources/base.py#L74) |
| 67 | + |
| 68 | +This method is triggered when the source is registered to the Application. |
| 69 | + |
| 70 | +It configures the source's Kafka producer and the topic it will produce to. |
| 71 | + |
| 72 | +<a id="quixstreams.sources.base.BaseSource.start"></a> |
| 73 | + |
| 74 | +<br><br> |
| 75 | + |
| 76 | +#### BaseSource.start |
| 77 | + |
| 78 | +```python |
| 79 | +@abstractmethod |
| 80 | +def start() -> None |
| 81 | +``` |
| 82 | + |
| 83 | +[[VIEW SOURCE]](https://github.com/quixio/quix-streams/blob/docs/sources/quixstreams/sources/base.py#L93) |
| 84 | + |
| 85 | +This method is triggered in the subprocess when the source is started. |
| 86 | + |
| 87 | +The subprocess will run as long as the start method executes. |
| 88 | +Use it to fetch data and produce it to Kafka. |
| 89 | + |
| 90 | +<a id="quixstreams.sources.base.BaseSource.stop"></a> |
| 91 | + |
| 92 | +<br><br> |
| 93 | + |
| 94 | +#### BaseSource.stop |
| 95 | + |
| 96 | +```python |
| 97 | +@abstractmethod |
| 98 | +def stop() -> None |
| 99 | +``` |
| 100 | + |
| 101 | +[[VIEW SOURCE]](https://github.com/quixio/quix-streams/blob/docs/sources/quixstreams/sources/base.py#L102) |
| 102 | + |
| 103 | +This method is triggered when the application is shutting down. |
| 104 | + |
| 105 | +The source must ensure that the `run` method is completed soon. |
| 106 | + |
| 107 | + |
| 108 | +<br> |
| 109 | +***Example Snippet:*** |
| 110 | + |
| 111 | +```python |
| 112 | +class MySource(BaseSource): |
| 113 | + def start(self): |
| 114 | + self._running = True |
| 115 | + while self._running: |
| 116 | + self._producer.produce( |
| 117 | + topic=self._producer_topic, |
| 118 | + value="foo", |
| 119 | + ) |
| 120 | + time.sleep(1) |
| 121 | + |
| 122 | + def stop(self): |
| 123 | + self._running = False |
| 124 | +``` |
| 125 | + |
| 126 | +<a id="quixstreams.sources.base.BaseSource.default_topic"></a> |
| 127 | + |
| 128 | +<br><br> |
| 129 | + |
| 130 | +#### BaseSource.default\_topic |
| 131 | + |
| 132 | +```python |
| 133 | +@abstractmethod |
| 134 | +def default_topic() -> Topic |
| 135 | +``` |
| 136 | + |
| 137 | +[[VIEW SOURCE]](https://github.com/quixio/quix-streams/blob/docs/sources/quixstreams/sources/base.py#L127) |
| 138 | + |
| 139 | +This method is triggered when the topic is not provided to the source. |
| 140 | + |
| 141 | +The source must return a default topic configuration. |
| 142 | + |
| 143 | +<a id="quixstreams.sources.base.Source"></a> |
| 144 | + |
| 145 | +### Source |
| 146 | + |
| 147 | +```python |
| 148 | +class Source(BaseSource) |
| 149 | +``` |
| 150 | + |
| 151 | +[[VIEW SOURCE]](https://github.com/quixio/quix-streams/blob/docs/sources/quixstreams/sources/base.py#L135) |
| 152 | + |
| 153 | +BaseSource class implementation providing |
| 154 | + |
| 155 | +Implementation for the abstract method: |
| 156 | + * `default_topic` |
| 157 | + * `start` |
| 158 | + * `stop` |
| 159 | + |
| 160 | +Helper methods |
| 161 | + * serialize |
| 162 | + * produce |
| 163 | + * flush |
| 164 | + |
| 165 | +Helper property |
| 166 | + * running |
| 167 | + |
| 168 | +Subclass it and implement the `_run` method to fetch data and produce it to Kafka. |
| 169 | + |
| 170 | +<a id="quixstreams.sources.base.Source.__init__"></a> |
| 171 | + |
| 172 | +<br><br> |
| 173 | + |
| 174 | +#### Source.\_\_init\_\_ |
| 175 | + |
| 176 | +```python |
| 177 | +def __init__(name: str, shutdown_timeout: float = 10) -> None |
| 178 | +``` |
| 179 | + |
| 180 | +[[VIEW SOURCE]](https://github.com/quixio/quix-streams/blob/docs/sources/quixstreams/sources/base.py#L155) |
| 181 | + |
| 182 | + |
| 183 | +<br> |
| 184 | +***Arguments:*** |
| 185 | + |
| 186 | +- `name`: The source unique name. Used to generate the topic configurtion |
| 187 | +- `shutdown_timeout`: Time in second the application waits for the source to gracefully shutdown |
| 188 | + |
| 189 | +<a id="quixstreams.sources.base.Source.running"></a> |
| 190 | + |
| 191 | +<br><br> |
| 192 | + |
| 193 | +#### Source.running |
| 194 | + |
| 195 | +```python |
| 196 | +@property |
| 197 | +def running() -> bool |
| 198 | +``` |
| 199 | + |
| 200 | +[[VIEW SOURCE]](https://github.com/quixio/quix-streams/blob/docs/sources/quixstreams/sources/base.py#L169) |
| 201 | + |
| 202 | +Property indicating if the source is running. |
| 203 | + |
| 204 | +The `stop` method will set it to `False`. Use it to stop the source gracefully. |
| 205 | + |
| 206 | +Example snippet: |
| 207 | + |
| 208 | +```python |
| 209 | +class MySource(Source): |
| 210 | + def run(self): |
| 211 | + while self.running: |
| 212 | + self.produce( |
| 213 | + value="foo", |
| 214 | + ) |
| 215 | + time.sleep(1) |
| 216 | +``` |
| 217 | + |
| 218 | +<a id="quixstreams.sources.base.Source.cleanup"></a> |
| 219 | + |
| 220 | +<br><br> |
| 221 | + |
| 222 | +#### Source.cleanup |
| 223 | + |
| 224 | +```python |
| 225 | +def cleanup(failed: bool) -> None |
| 226 | +``` |
| 227 | + |
| 228 | +[[VIEW SOURCE]](https://github.com/quixio/quix-streams/blob/docs/sources/quixstreams/sources/base.py#L189) |
| 229 | + |
| 230 | +This method is triggered once the `_run` method completes. |
| 231 | + |
| 232 | +Use it to clean up the resources and shut down the source gracefully. |
| 233 | + |
| 234 | +It flush the producer when `_run` completes successfully. |
| 235 | + |
| 236 | +<a id="quixstreams.sources.base.Source.stop"></a> |
| 237 | + |
| 238 | +<br><br> |
| 239 | + |
| 240 | +#### Source.stop |
| 241 | + |
| 242 | +```python |
| 243 | +def stop() -> None |
| 244 | +``` |
| 245 | + |
| 246 | +[[VIEW SOURCE]](https://github.com/quixio/quix-streams/blob/docs/sources/quixstreams/sources/base.py#L200) |
| 247 | + |
| 248 | +This method is triggered when the application is shutting down. |
| 249 | + |
| 250 | +It sets the `running` property to `False`. |
| 251 | + |
| 252 | +<a id="quixstreams.sources.base.Source.start"></a> |
| 253 | + |
| 254 | +<br><br> |
| 255 | + |
| 256 | +#### Source.start |
| 257 | + |
| 258 | +```python |
| 259 | +def start() |
| 260 | +``` |
| 261 | + |
| 262 | +[[VIEW SOURCE]](https://github.com/quixio/quix-streams/blob/docs/sources/quixstreams/sources/base.py#L209) |
| 263 | + |
| 264 | +This method is triggered in the subprocess when the source is started. |
| 265 | + |
| 266 | +It marks the source as running, execute it's run method and ensure cleanup happens. |
| 267 | + |
| 268 | +<a id="quixstreams.sources.base.Source.run"></a> |
| 269 | + |
| 270 | +<br><br> |
| 271 | + |
| 272 | +#### Source.run |
| 273 | + |
| 274 | +```python |
| 275 | +@abstractmethod |
| 276 | +def run() |
| 277 | +``` |
| 278 | + |
| 279 | +[[VIEW SOURCE]](https://github.com/quixio/quix-streams/blob/docs/sources/quixstreams/sources/base.py#L225) |
| 280 | + |
| 281 | +This method is triggered in the subprocess when the source is started. |
| 282 | + |
| 283 | +The subprocess will run as long as the run method executes. |
| 284 | +Use it to fetch data and produce it to Kafka. |
| 285 | + |
| 286 | +<a id="quixstreams.sources.base.Source.serialize"></a> |
| 287 | + |
| 288 | +<br><br> |
| 289 | + |
| 290 | +#### Source.serialize |
| 291 | + |
| 292 | +```python |
| 293 | +def serialize(key: Optional[object] = None, |
| 294 | + value: Optional[object] = None, |
| 295 | + headers: Optional[Headers] = None, |
| 296 | + timestamp_ms: Optional[int] = None) -> KafkaMessage |
| 297 | +``` |
| 298 | + |
| 299 | +[[VIEW SOURCE]](https://github.com/quixio/quix-streams/blob/docs/sources/quixstreams/sources/base.py#L233) |
| 300 | + |
| 301 | +Serialize data to bytes using the producer topic serializers and return a :class:`quixstreams.models.messages.KafkaMessage` . |
| 302 | + |
| 303 | + |
| 304 | +<br> |
| 305 | +***Returns:*** |
| 306 | + |
| 307 | +:class:`quixstreams.models.messages.KafkaMessage` |
| 308 | + |
| 309 | +<a id="quixstreams.sources.base.Source.produce"></a> |
| 310 | + |
| 311 | +<br><br> |
| 312 | + |
| 313 | +#### Source.produce |
| 314 | + |
| 315 | +```python |
| 316 | +def produce(value: Optional[Union[str, bytes]] = None, |
| 317 | + key: Optional[Union[str, bytes]] = None, |
| 318 | + headers: Optional[Headers] = None, |
| 319 | + partition: Optional[int] = None, |
| 320 | + timestamp: Optional[int] = None, |
| 321 | + poll_timeout: float = 5.0, |
| 322 | + buffer_error_max_tries: int = 3) -> None |
| 323 | +``` |
| 324 | + |
| 325 | +[[VIEW SOURCE]](https://github.com/quixio/quix-streams/blob/docs/sources/quixstreams/sources/base.py#L249) |
| 326 | + |
| 327 | +Produce a message to the configured source topic in Kafka. |
| 328 | + |
| 329 | +<a id="quixstreams.sources.base.Source.flush"></a> |
| 330 | + |
| 331 | +<br><br> |
| 332 | + |
| 333 | +#### Source.flush |
| 334 | + |
| 335 | +```python |
| 336 | +def flush(timeout: Optional[float] = None) -> None |
| 337 | +``` |
| 338 | + |
| 339 | +[[VIEW SOURCE]](https://github.com/quixio/quix-streams/blob/docs/sources/quixstreams/sources/base.py#L274) |
| 340 | + |
| 341 | +This method flush the producer. |
| 342 | + |
| 343 | +It ensures all messages are successfully delivered to Kafka. |
| 344 | + |
| 345 | + |
| 346 | +<br> |
| 347 | +***Arguments:*** |
| 348 | + |
| 349 | +- `timeout` (`float`): time to attempt flushing (seconds). |
| 350 | +None use producer default or -1 is infinite. Default: None |
| 351 | + |
| 352 | +**Raises**: |
| 353 | + |
| 354 | +- `CheckpointProducerTimeout`: if any message fails to produce before the timeout |
| 355 | + |
| 356 | +<a id="quixstreams.sources.base.Source.default_topic"></a> |
| 357 | + |
| 358 | +<br><br> |
| 359 | + |
| 360 | +#### Source.default\_topic |
| 361 | + |
| 362 | +```python |
| 363 | +def default_topic() -> Topic |
| 364 | +``` |
| 365 | + |
| 366 | +[[VIEW SOURCE]](https://github.com/quixio/quix-streams/blob/docs/sources/quixstreams/sources/base.py#L292) |
| 367 | + |
| 368 | +Return a default topic matching the source name. |
| 369 | + |
| 370 | +The default topic will not be used if the topic has already been provided to the source. |
| 371 | + |
| 372 | + |
| 373 | +<br> |
| 374 | +***Returns:*** |
| 375 | + |
| 376 | +`:class:`quixstreams.models.topics.Topic` |
| 377 | + |
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