|
18 | 18 | from opentelemetry.util.genai.types import ( |
19 | 19 | ContentCapturingMode, |
20 | 20 | Error, |
| 21 | + LLMInvocation, |
| 22 | + OutputMessage, |
| 23 | + Text, |
21 | 24 | ) |
22 | 25 |
|
23 | 26 | from .utils import ( |
| 27 | + COHERE_PROVIDER_NAME, |
24 | 28 | create_chat_invocation, |
| 29 | + map_finish_reason, |
25 | 30 | set_response_attributes, |
26 | 31 | ) |
27 | 32 |
|
@@ -74,3 +79,271 @@ async def traced_method(wrapped, instance, args, kwargs): |
74 | 79 | raise |
75 | 80 |
|
76 | 81 | return traced_method |
| 82 | + |
| 83 | + |
| 84 | +def chat_stream_create( |
| 85 | + handler: TelemetryHandler, |
| 86 | + content_capturing_mode: ContentCapturingMode, |
| 87 | +): |
| 88 | + """Wrap ``V2Client.chat_stream`` to emit GenAI telemetry.""" |
| 89 | + capture_content = content_capturing_mode != ContentCapturingMode.NO_CONTENT |
| 90 | + |
| 91 | + def traced_method(wrapped, instance, args, kwargs): |
| 92 | + invocation = handler.start_llm( |
| 93 | + create_chat_invocation(kwargs, instance, capture_content=capture_content) |
| 94 | + ) |
| 95 | + try: |
| 96 | + result = wrapped(*args, **kwargs) |
| 97 | + return CohereStreamWrapper(result, handler, invocation, capture_content) |
| 98 | + except Exception as error: |
| 99 | + handler.fail_llm( |
| 100 | + invocation, Error(type=type(error), message=str(error)) |
| 101 | + ) |
| 102 | + raise |
| 103 | + |
| 104 | + return traced_method |
| 105 | + |
| 106 | + |
| 107 | +def async_chat_stream_create( |
| 108 | + handler: TelemetryHandler, |
| 109 | + content_capturing_mode: ContentCapturingMode, |
| 110 | +): |
| 111 | + """Wrap ``AsyncV2Client.chat_stream`` to emit GenAI telemetry.""" |
| 112 | + capture_content = content_capturing_mode != ContentCapturingMode.NO_CONTENT |
| 113 | + |
| 114 | + async def traced_method(wrapped, instance, args, kwargs): |
| 115 | + invocation = handler.start_llm( |
| 116 | + create_chat_invocation(kwargs, instance, capture_content=capture_content) |
| 117 | + ) |
| 118 | + try: |
| 119 | + result = wrapped(*args, **kwargs) |
| 120 | + return AsyncCohereStreamWrapper(result, handler, invocation, capture_content) |
| 121 | + except Exception as error: |
| 122 | + handler.fail_llm( |
| 123 | + invocation, Error(type=type(error), message=str(error)) |
| 124 | + ) |
| 125 | + raise |
| 126 | + |
| 127 | + return traced_method |
| 128 | + |
| 129 | + |
| 130 | +class CohereStreamWrapper: |
| 131 | + """Wraps a synchronous Cohere chat_stream iterator to capture telemetry.""" |
| 132 | + |
| 133 | + def __init__( |
| 134 | + self, |
| 135 | + stream, |
| 136 | + handler: TelemetryHandler, |
| 137 | + invocation: LLMInvocation, |
| 138 | + capture_content: bool, |
| 139 | + ): |
| 140 | + self._stream = stream |
| 141 | + self._handler = handler |
| 142 | + self._invocation = invocation |
| 143 | + self._capture_content = capture_content |
| 144 | + self._content_parts: list[str] = [] |
| 145 | + self._finish_reason = None |
| 146 | + self._response_id = None |
| 147 | + |
| 148 | + def __iter__(self): |
| 149 | + return self |
| 150 | + |
| 151 | + def __next__(self): |
| 152 | + try: |
| 153 | + event = next(self._stream) |
| 154 | + self._process_event(event) |
| 155 | + return event |
| 156 | + except StopIteration: |
| 157 | + self._finalize() |
| 158 | + raise |
| 159 | + except Exception as error: |
| 160 | + self._handler.fail_llm( |
| 161 | + self._invocation, |
| 162 | + Error(type=type(error), message=str(error)), |
| 163 | + ) |
| 164 | + raise |
| 165 | + |
| 166 | + def __enter__(self): |
| 167 | + return self |
| 168 | + |
| 169 | + def __exit__(self, exc_type, exc_val, exc_tb): |
| 170 | + if exc_type is not None: |
| 171 | + self._handler.fail_llm( |
| 172 | + self._invocation, |
| 173 | + Error(type=exc_type, message=str(exc_val)), |
| 174 | + ) |
| 175 | + return False |
| 176 | + |
| 177 | + def _process_event(self, event): |
| 178 | + event_type = getattr(event, "type", None) |
| 179 | + |
| 180 | + if event_type == "message-start": |
| 181 | + delta = getattr(event, "delta", None) |
| 182 | + if delta: |
| 183 | + msg = getattr(delta, "message", None) |
| 184 | + if msg: |
| 185 | + role = getattr(msg, "role", None) |
| 186 | + if role: |
| 187 | + self._invocation.attributes["_cohere_role"] = role |
| 188 | + event_id = getattr(event, "id", None) |
| 189 | + if event_id: |
| 190 | + self._response_id = event_id |
| 191 | + |
| 192 | + elif event_type == "content-delta": |
| 193 | + delta = getattr(event, "delta", None) |
| 194 | + if delta: |
| 195 | + msg = getattr(delta, "message", None) |
| 196 | + if msg: |
| 197 | + content = getattr(msg, "content", None) |
| 198 | + if content: |
| 199 | + text = getattr(content, "text", None) |
| 200 | + if text: |
| 201 | + self._content_parts.append(text) |
| 202 | + |
| 203 | + elif event_type == "message-end": |
| 204 | + delta = getattr(event, "delta", None) |
| 205 | + if delta: |
| 206 | + self._finish_reason = getattr(delta, "finish_reason", None) |
| 207 | + usage = getattr(delta, "usage", None) |
| 208 | + if usage: |
| 209 | + from .utils import _set_usage |
| 210 | + |
| 211 | + _set_usage(self._invocation, usage) |
| 212 | + event_id = getattr(event, "id", None) |
| 213 | + if event_id: |
| 214 | + self._response_id = event_id |
| 215 | + |
| 216 | + def _finalize(self): |
| 217 | + if self._response_id: |
| 218 | + self._invocation.response_id = self._response_id |
| 219 | + |
| 220 | + if self._finish_reason is not None: |
| 221 | + self._invocation.finish_reasons = [ |
| 222 | + map_finish_reason(self._finish_reason) |
| 223 | + ] |
| 224 | + |
| 225 | + if self._capture_content and self._content_parts: |
| 226 | + role = self._invocation.attributes.pop("_cohere_role", "assistant") |
| 227 | + full_text = "".join(self._content_parts) |
| 228 | + self._invocation.output_messages = [ |
| 229 | + OutputMessage( |
| 230 | + role=role, |
| 231 | + parts=[Text(content=full_text)], |
| 232 | + finish_reason=map_finish_reason(self._finish_reason), |
| 233 | + ) |
| 234 | + ] |
| 235 | + else: |
| 236 | + self._invocation.attributes.pop("_cohere_role", None) |
| 237 | + |
| 238 | + self._handler.stop_llm(self._invocation) |
| 239 | + |
| 240 | + |
| 241 | +class AsyncCohereStreamWrapper: |
| 242 | + """Wraps an async Cohere chat_stream iterator to capture telemetry.""" |
| 243 | + |
| 244 | + def __init__( |
| 245 | + self, |
| 246 | + stream, |
| 247 | + handler: TelemetryHandler, |
| 248 | + invocation: LLMInvocation, |
| 249 | + capture_content: bool, |
| 250 | + ): |
| 251 | + self._stream = stream |
| 252 | + self._handler = handler |
| 253 | + self._invocation = invocation |
| 254 | + self._capture_content = capture_content |
| 255 | + self._content_parts: list[str] = [] |
| 256 | + self._finish_reason = None |
| 257 | + self._response_id = None |
| 258 | + |
| 259 | + def __aiter__(self): |
| 260 | + return self |
| 261 | + |
| 262 | + async def __anext__(self): |
| 263 | + try: |
| 264 | + event = await self._stream.__anext__() |
| 265 | + self._process_event(event) |
| 266 | + return event |
| 267 | + except StopAsyncIteration: |
| 268 | + self._finalize() |
| 269 | + raise |
| 270 | + except Exception as error: |
| 271 | + self._handler.fail_llm( |
| 272 | + self._invocation, |
| 273 | + Error(type=type(error), message=str(error)), |
| 274 | + ) |
| 275 | + raise |
| 276 | + |
| 277 | + async def __aenter__(self): |
| 278 | + return self |
| 279 | + |
| 280 | + async def __aexit__(self, exc_type, exc_val, exc_tb): |
| 281 | + if exc_type is not None: |
| 282 | + self._handler.fail_llm( |
| 283 | + self._invocation, |
| 284 | + Error(type=exc_type, message=str(exc_val)), |
| 285 | + ) |
| 286 | + return False |
| 287 | + |
| 288 | + def _process_event(self, event): |
| 289 | + event_type = getattr(event, "type", None) |
| 290 | + |
| 291 | + if event_type == "message-start": |
| 292 | + delta = getattr(event, "delta", None) |
| 293 | + if delta: |
| 294 | + msg = getattr(delta, "message", None) |
| 295 | + if msg: |
| 296 | + role = getattr(msg, "role", None) |
| 297 | + if role: |
| 298 | + self._invocation.attributes["_cohere_role"] = role |
| 299 | + event_id = getattr(event, "id", None) |
| 300 | + if event_id: |
| 301 | + self._response_id = event_id |
| 302 | + |
| 303 | + elif event_type == "content-delta": |
| 304 | + delta = getattr(event, "delta", None) |
| 305 | + if delta: |
| 306 | + msg = getattr(delta, "message", None) |
| 307 | + if msg: |
| 308 | + content = getattr(msg, "content", None) |
| 309 | + if content: |
| 310 | + text = getattr(content, "text", None) |
| 311 | + if text: |
| 312 | + self._content_parts.append(text) |
| 313 | + |
| 314 | + elif event_type == "message-end": |
| 315 | + delta = getattr(event, "delta", None) |
| 316 | + if delta: |
| 317 | + self._finish_reason = getattr(delta, "finish_reason", None) |
| 318 | + usage = getattr(delta, "usage", None) |
| 319 | + if usage: |
| 320 | + from .utils import _set_usage |
| 321 | + |
| 322 | + _set_usage(self._invocation, usage) |
| 323 | + event_id = getattr(event, "id", None) |
| 324 | + if event_id: |
| 325 | + self._response_id = event_id |
| 326 | + |
| 327 | + def _finalize(self): |
| 328 | + if self._response_id: |
| 329 | + self._invocation.response_id = self._response_id |
| 330 | + |
| 331 | + if self._finish_reason is not None: |
| 332 | + self._invocation.finish_reasons = [ |
| 333 | + map_finish_reason(self._finish_reason) |
| 334 | + ] |
| 335 | + |
| 336 | + if self._capture_content and self._content_parts: |
| 337 | + role = self._invocation.attributes.pop("_cohere_role", "assistant") |
| 338 | + full_text = "".join(self._content_parts) |
| 339 | + self._invocation.output_messages = [ |
| 340 | + OutputMessage( |
| 341 | + role=role, |
| 342 | + parts=[Text(content=full_text)], |
| 343 | + finish_reason=map_finish_reason(self._finish_reason), |
| 344 | + ) |
| 345 | + ] |
| 346 | + else: |
| 347 | + self._invocation.attributes.pop("_cohere_role", None) |
| 348 | + |
| 349 | + self._handler.stop_llm(self._invocation) |
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