|
| 1 | +import asyncio |
| 2 | +import base64 |
| 3 | +import json |
| 4 | +import os |
| 5 | +from datetime import datetime |
| 6 | +from typing import Any |
| 7 | + |
| 8 | +import websockets |
| 9 | +from openai.types.beta.realtime.realtime_server_event import ( |
| 10 | + RealtimeServerEvent as OpenAIRealtimeServerEvent, |
| 11 | +) |
| 12 | +from pydantic import TypeAdapter |
| 13 | +from websockets.asyncio.client import ClientConnection |
| 14 | + |
| 15 | +from ..exceptions import UserError |
| 16 | +from ..logger import logger |
| 17 | +from .config import RealtimeClientMessage, RealtimeUserInput, get_api_key |
| 18 | +from .items import RealtimeMessageItem, RealtimeToolCallItem |
| 19 | +from .transport import ( |
| 20 | + RealtimeSessionTransport, |
| 21 | + RealtimeTransportConnectionOptions, |
| 22 | + RealtimeTransportListener, |
| 23 | +) |
| 24 | +from .transport_events import ( |
| 25 | + RealtimeTransportAudioDoneEvent, |
| 26 | + RealtimeTransportAudioEvent, |
| 27 | + RealtimeTransportAudioInterruptedEvent, |
| 28 | + RealtimeTransportErrorEvent, |
| 29 | + RealtimeTransportEvent, |
| 30 | + RealtimeTransportInputAudioTranscriptionCompletedEvent, |
| 31 | + RealtimeTransportItemDeletedEvent, |
| 32 | + RealtimeTransportItemUpdatedEvent, |
| 33 | + RealtimeTransportToolCallEvent, |
| 34 | + RealtimeTransportTranscriptDelta, |
| 35 | + RealtimeTransportTurnEndedEvent, |
| 36 | + RealtimeTransportTurnStartedEvent, |
| 37 | +) |
| 38 | + |
| 39 | + |
| 40 | +class OpenAIRealtimeWebSocketTransport(RealtimeSessionTransport): |
| 41 | + """A transport layer for realtime sessions that uses OpenAI's WebSocket API.""" |
| 42 | + |
| 43 | + def __init__(self) -> None: |
| 44 | + self.model = "gpt-4o-realtime-preview" # Default model |
| 45 | + self._websocket: ClientConnection | None = None |
| 46 | + self._websocket_task: asyncio.Task[None] | None = None |
| 47 | + self._listeners: list[RealtimeTransportListener] = [] |
| 48 | + self._current_item_id: str | None = None |
| 49 | + self._audio_start_time: datetime | None = None |
| 50 | + self._audio_length_ms: float = 0.0 |
| 51 | + self._ongoing_response: bool = False |
| 52 | + self._current_audio_content_index: int | None = None |
| 53 | + |
| 54 | + async def connect(self, options: RealtimeTransportConnectionOptions) -> None: |
| 55 | + """Establish a connection to the model and keep it alive.""" |
| 56 | + assert self._websocket is None, "Already connected" |
| 57 | + assert self._websocket_task is None, "Already connected" |
| 58 | + |
| 59 | + self.model = options.get("model", self.model) |
| 60 | + api_key = await get_api_key(options.get("api_key", os.getenv("OPENAI_API_KEY"))) |
| 61 | + |
| 62 | + if not api_key: |
| 63 | + raise UserError("API key is required but was not provided.") |
| 64 | + |
| 65 | + url = options.get("url", f"wss://api.openai.com/v1/realtime?model={self.model}") |
| 66 | + |
| 67 | + headers = { |
| 68 | + "Authorization": f"Bearer {api_key}", |
| 69 | + "OpenAI-Beta": "realtime=v1", |
| 70 | + } |
| 71 | + self._websocket = await websockets.connect(url, additional_headers=headers) |
| 72 | + self._websocket_task = asyncio.create_task(self._listen_for_messages()) |
| 73 | + |
| 74 | + def add_listener(self, listener: RealtimeTransportListener) -> None: |
| 75 | + """Add a listener to the transport.""" |
| 76 | + self._listeners.append(listener) |
| 77 | + |
| 78 | + async def remove_listener(self, listener: RealtimeTransportListener) -> None: |
| 79 | + """Remove a listener from the transport.""" |
| 80 | + self._listeners.remove(listener) |
| 81 | + |
| 82 | + async def _emit_event(self, event: RealtimeTransportEvent) -> None: |
| 83 | + """Emit an event to the listeners.""" |
| 84 | + for listener in self._listeners: |
| 85 | + await listener.on_event(event) |
| 86 | + |
| 87 | + async def _listen_for_messages(self): |
| 88 | + assert self._websocket is not None, "Not connected" |
| 89 | + |
| 90 | + try: |
| 91 | + async for message in self._websocket: |
| 92 | + parsed = json.loads(message) |
| 93 | + await self._handle_ws_event(parsed) |
| 94 | + |
| 95 | + except websockets.exceptions.ConnectionClosed: |
| 96 | + # TODO connection closed handling (event, cleanup) |
| 97 | + logger.warning("WebSocket connection closed") |
| 98 | + except Exception as e: |
| 99 | + logger.error(f"WebSocket error: {e}") |
| 100 | + |
| 101 | + async def send_event(self, event: RealtimeClientMessage) -> None: |
| 102 | + """Send an event to the model.""" |
| 103 | + assert self._websocket is not None, "Not connected" |
| 104 | + converted_event = { |
| 105 | + "type": event["type"], |
| 106 | + } |
| 107 | + |
| 108 | + converted_event.update(event.get("other_data", {})) |
| 109 | + |
| 110 | + await self._websocket.send(json.dumps(converted_event)) |
| 111 | + |
| 112 | + async def send_message( |
| 113 | + self, message: RealtimeUserInput, other_event_data: dict[str, Any] | None = None |
| 114 | + ) -> None: |
| 115 | + """Send a message to the model.""" |
| 116 | + message = ( |
| 117 | + message |
| 118 | + if isinstance(message, dict) |
| 119 | + else { |
| 120 | + "type": "message", |
| 121 | + "role": "user", |
| 122 | + "content": [{"type": "input_text", "text": message}], |
| 123 | + } |
| 124 | + ) |
| 125 | + other_data = { |
| 126 | + "item": message, |
| 127 | + } |
| 128 | + if other_event_data: |
| 129 | + other_data.update(other_event_data) |
| 130 | + |
| 131 | + await self.send_event({"type": "conversation.item.create", "other_data": other_data}) |
| 132 | + |
| 133 | + await self.send_event({"type": "response.create"}) |
| 134 | + |
| 135 | + async def send_audio(self, audio: bytes, *, commit: bool = False) -> None: |
| 136 | + """Send a raw audio chunk to the model. |
| 137 | +
|
| 138 | + Args: |
| 139 | + audio: The audio data to send. |
| 140 | + commit: Whether to commit the audio buffer to the model. If the model does not do turn |
| 141 | + detection, this can be used to indicate the turn is completed. |
| 142 | + """ |
| 143 | + assert self._websocket is not None, "Not connected" |
| 144 | + base64_audio = base64.b64encode(audio).decode("utf-8") |
| 145 | + await self.send_event( |
| 146 | + { |
| 147 | + "type": "input_audio_buffer.append", |
| 148 | + "other_data": { |
| 149 | + "audio": base64_audio, |
| 150 | + }, |
| 151 | + } |
| 152 | + ) |
| 153 | + if commit: |
| 154 | + await self.send_event({"type": "input_audio_buffer.commit"}) |
| 155 | + |
| 156 | + async def send_tool_output( |
| 157 | + self, tool_call: RealtimeTransportToolCallEvent, output: str, start_response: bool |
| 158 | + ) -> None: |
| 159 | + """Send tool output to the model.""" |
| 160 | + await self.send_event( |
| 161 | + { |
| 162 | + "type": "conversation.item.create", |
| 163 | + "other_data": { |
| 164 | + "item": { |
| 165 | + "type": "function_call_output", |
| 166 | + "output": output, |
| 167 | + "call_id": tool_call.id, |
| 168 | + }, |
| 169 | + }, |
| 170 | + } |
| 171 | + ) |
| 172 | + |
| 173 | + tool_item = RealtimeToolCallItem( |
| 174 | + item_id=tool_call.id or "", |
| 175 | + previous_item_id=tool_call.previous_item_id, |
| 176 | + type="function_call", |
| 177 | + status="completed", |
| 178 | + arguments=tool_call.arguments, |
| 179 | + name=tool_call.name, |
| 180 | + output=output, |
| 181 | + ) |
| 182 | + await self._emit_event(RealtimeTransportItemUpdatedEvent(item=tool_item)) |
| 183 | + |
| 184 | + if start_response: |
| 185 | + await self.send_event({"type": "response.create"}) |
| 186 | + |
| 187 | + async def interrupt(self) -> None: |
| 188 | + """Interrupt the model.""" |
| 189 | + if not self._current_item_id or not self._audio_start_time: |
| 190 | + return |
| 191 | + |
| 192 | + await self._cancel_response() |
| 193 | + |
| 194 | + elapsed_time_ms = (datetime.now() - self._audio_start_time).total_seconds() * 1000 |
| 195 | + if elapsed_time_ms > 0 and elapsed_time_ms < self._audio_length_ms: |
| 196 | + await self._emit_event(RealtimeTransportAudioInterruptedEvent()) |
| 197 | + await self.send_event( |
| 198 | + { |
| 199 | + "type": "conversation.item.truncate", |
| 200 | + "other_data": { |
| 201 | + "item_id": self._current_item_id, |
| 202 | + "content_index": self._current_audio_content_index, |
| 203 | + "audio_end_ms": elapsed_time_ms, |
| 204 | + }, |
| 205 | + } |
| 206 | + ) |
| 207 | + |
| 208 | + self._current_item_id = None |
| 209 | + self._audio_start_time = None |
| 210 | + self._audio_length_ms = 0.0 |
| 211 | + self._current_audio_content_index = None |
| 212 | + |
| 213 | + async def close(self) -> None: |
| 214 | + """Close the session.""" |
| 215 | + if self._websocket: |
| 216 | + await self._websocket.close() |
| 217 | + self._websocket = None |
| 218 | + if self._websocket_task: |
| 219 | + self._websocket_task.cancel() |
| 220 | + self._websocket_task = None |
| 221 | + |
| 222 | + async def _cancel_response(self) -> None: |
| 223 | + if self._ongoing_response: |
| 224 | + await self.send_event({"type": "response.cancel"}) |
| 225 | + self._ongoing_response = False |
| 226 | + |
| 227 | + async def _handle_ws_event(self, event: dict[str, Any]): |
| 228 | + try: |
| 229 | + parsed: OpenAIRealtimeServerEvent = TypeAdapter( |
| 230 | + OpenAIRealtimeServerEvent |
| 231 | + ).validate_python(event) |
| 232 | + except Exception as e: |
| 233 | + logger.error(f"Invalid event: {event} - {e}") |
| 234 | + await self._emit_event(RealtimeTransportErrorEvent(error=f"Invalid event: {event}")) |
| 235 | + return |
| 236 | + |
| 237 | + if parsed.type == "response.audio.delta": |
| 238 | + self._current_audio_content_index = parsed.content_index |
| 239 | + self._current_item_id = parsed.item_id |
| 240 | + if self._audio_start_time is None: |
| 241 | + self._audio_start_time = datetime.now() |
| 242 | + self._audio_length_ms = 0.0 |
| 243 | + |
| 244 | + audio_bytes = base64.b64decode(parsed.delta) |
| 245 | + # Calculate audio length in ms using 24KHz pcm16le |
| 246 | + self._audio_length_ms += len(audio_bytes) / 24 / 2 |
| 247 | + await self._emit_event( |
| 248 | + RealtimeTransportAudioEvent(data=audio_bytes, response_id=parsed.response_id) |
| 249 | + ) |
| 250 | + elif parsed.type == "response.audio.done": |
| 251 | + await self._emit_event(RealtimeTransportAudioDoneEvent()) |
| 252 | + elif parsed.type == "input_audio_buffer.speech_started": |
| 253 | + await self.interrupt() |
| 254 | + elif parsed.type == "response.created": |
| 255 | + self._ongoing_response = True |
| 256 | + await self._emit_event(RealtimeTransportTurnStartedEvent()) |
| 257 | + elif parsed.type == "response.done": |
| 258 | + self._ongoing_response = False |
| 259 | + await self._emit_event(RealtimeTransportTurnEndedEvent()) |
| 260 | + elif parsed.type == "session.created": |
| 261 | + # TODO (rm) tracing stuff here |
| 262 | + pass |
| 263 | + elif parsed.type == "error": |
| 264 | + await self._emit_event(RealtimeTransportErrorEvent(error=parsed.error)) |
| 265 | + elif parsed.type == "conversation.item.deleted": |
| 266 | + await self._emit_event(RealtimeTransportItemDeletedEvent(item_id=parsed.item_id)) |
| 267 | + elif ( |
| 268 | + parsed.type == "conversation.item.created" |
| 269 | + or parsed.type == "conversation.item.retrieved" |
| 270 | + ): |
| 271 | + item = parsed.item |
| 272 | + previous_item_id = ( |
| 273 | + parsed.previous_item_id if parsed.type == "conversation.item.created" else None |
| 274 | + ) |
| 275 | + message_item: RealtimeMessageItem = TypeAdapter(RealtimeMessageItem).validate_python( |
| 276 | + { |
| 277 | + "item_id": item.id or "", |
| 278 | + "previous_item_id": previous_item_id, |
| 279 | + "type": item.type, |
| 280 | + "role": item.role, |
| 281 | + "content": item.content, |
| 282 | + "status": "in_progress", |
| 283 | + } |
| 284 | + ) |
| 285 | + await self._emit_event(RealtimeTransportItemUpdatedEvent(item=message_item)) |
| 286 | + elif ( |
| 287 | + parsed.type == "conversation.item.input_audio_transcription.completed" |
| 288 | + or parsed.type == "conversation.item.truncated" |
| 289 | + ): |
| 290 | + await self.send_event( |
| 291 | + { |
| 292 | + "type": "conversation.item.retrieve", |
| 293 | + "other_data": { |
| 294 | + "item_id": self._current_item_id, |
| 295 | + }, |
| 296 | + } |
| 297 | + ) |
| 298 | + if parsed.type == "conversation.item.input_audio_transcription.completed": |
| 299 | + await self._emit_event( |
| 300 | + RealtimeTransportInputAudioTranscriptionCompletedEvent( |
| 301 | + item_id=parsed.item_id, transcript=parsed.transcript |
| 302 | + ) |
| 303 | + ) |
| 304 | + elif parsed.type == "response.audio_transcript.delta": |
| 305 | + await self._emit_event( |
| 306 | + RealtimeTransportTranscriptDelta( |
| 307 | + item_id=parsed.item_id, delta=parsed.delta, response_id=parsed.response_id |
| 308 | + ) |
| 309 | + ) |
| 310 | + elif ( |
| 311 | + parsed.type == "conversation.item.input_audio_transcription.delta" |
| 312 | + or parsed.type == "response.text.delta" |
| 313 | + or parsed.type == "response.function_call_arguments.delta" |
| 314 | + ): |
| 315 | + # No support for partials yet |
| 316 | + pass |
| 317 | + elif ( |
| 318 | + parsed.type == "response.output_item.added" |
| 319 | + or parsed.type == "response.output_item.done" |
| 320 | + ): |
| 321 | + item = parsed.item |
| 322 | + if item.type == "function_call" and item.status == "completed": |
| 323 | + tool_call = RealtimeToolCallItem( |
| 324 | + item_id=item.id or "", |
| 325 | + previous_item_id=None, |
| 326 | + type="function_call", |
| 327 | + # We use the same item for tool call and output, so it will be completed by the |
| 328 | + # output being added |
| 329 | + status="in_progress", |
| 330 | + arguments=item.arguments or "", |
| 331 | + name=item.name or "", |
| 332 | + output=None, |
| 333 | + ) |
| 334 | + await self._emit_event(RealtimeTransportItemUpdatedEvent(item=tool_call)) |
| 335 | + await self._emit_event( |
| 336 | + RealtimeTransportToolCallEvent( |
| 337 | + call_id=item.id or "", |
| 338 | + name=item.name or "", |
| 339 | + arguments=item.arguments or "", |
| 340 | + id=item.id or "", |
| 341 | + ) |
| 342 | + ) |
| 343 | + elif item.type == "message": |
| 344 | + message_item = TypeAdapter(RealtimeMessageItem).validate_python( |
| 345 | + { |
| 346 | + "item_id": item.id or "", |
| 347 | + "type": item.type, |
| 348 | + "role": item.role, |
| 349 | + "content": item.content, |
| 350 | + "status": "in_progress", |
| 351 | + } |
| 352 | + ) |
| 353 | + await self._emit_event(RealtimeTransportItemUpdatedEvent(item=message_item)) |
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