Add a currency test to test_utils_string unit test

GladiaSTTService: deprecate confidence arg

CHANGELOG.md

@@ -9,6 +9,11 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Added
 
+- Added support for global location in `GoogleVertexLLMService`. The service now
+  supports both regional locations (e.g., "us-east4") and the "global" location
+  for Vertex AI endpoints. When using "global" location, the service will use
+  `aiplatform.googleapis.com` as the API host instead of the regional format.
+
 - Added `on_pipeline_finished` event to `PipelineTask`. This event will get
   fired when the pipeline is done running. This can be the result of a
   `StopFrame`, `CancelFrame` or `EndFrame`.
@@ -36,12 +41,26 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Deprecated
 
+- `GladiaSTTService`'s `confidence` arg is deprecated. `confidence` is no
+  longer needed to determine which transcription or translation frames to
+  emit.
+
 - `PipelineTask` events `on_pipeline_stopped`, `on_pipeline_ended` and
   `on_pipeline_cancelled` are now deprecated. Use `on_pipeline_finished`
   instead.
 
 ### Fixed
 
+- Fixed `DailyTransport.sip_call_transfer()` to automatically use the session
+  ID from the `on_dialin_connected` event, when not explicitly provided. Now
+  supports cold transfers (from incoming dial-in calls) by automatically
+  tracking session IDs from connection events.
+
+- Fixed a memory leak in `SmallWebRTCTransport`. In `aiortc`, when you receive
+  a `MediaStreamTrack` (audio or video), frames are produced asynchronously. If
+  the code never consumes these frames, they are queued in memory, causing a
+  memory leak.
+
 - Fixed an issue in `AsyncAITTSService`, where `TTSTextFrames` were not being
   pushed.
 

README.md

@@ -21,6 +21,8 @@
 
 🧭 Looking to build structured conversations? Check out [Pipecat Flows](https://github.com/pipecat-ai/pipecat-flows) for managing complex conversational states and transitions.
 
+🔍 Looking for help debugging your pipeline and processors? Check out [Whisker](https://github.com/pipecat-ai/whisker), a real-time Pipecat debugger.
+
 ## 🧠 Why Pipecat?
 
 - **Voice-first**: Integrates speech recognition, text-to-speech, and conversation handling

pyproject.toml

@@ -106,7 +106,7 @@ tavus=[]
 together = []
 tracing = [ "opentelemetry-sdk>=1.33.0", "opentelemetry-api>=1.33.0", "opentelemetry-instrumentation>=0.54b0" ]
 ultravox = [ "transformers>=4.48.0", "vllm>=0.9.0" ]
-webrtc = [ "aiortc~=1.11.0", "opencv-python~=4.11.0.86" ]
+webrtc = [ "aiortc~=1.13.0", "opencv-python~=4.11.0.86" ]
 websocket = [ "pipecat-ai[websockets-base]", "fastapi>=0.115.6,<0.117.0" ]
 websockets-base = [ "websockets>=13.1,<16.0" ]
 whisper = [ "faster-whisper~=1.1.1" ]

scripts/mem-watch.sh

@@ -0,0 +1,12 @@
+#!/bin/bash
+
+PID=$1
+
+while true; do
+  # Clear the screen
+  clear
+  # Print the header + RSS in GB
+  ps -p "$PID" -o pid,comm,rss | \
+  awk 'NR==1 {print $0, "rss_GB"} NR>1 {printf "%s %s %s %.2f\n", $1,$2,$3,$3/1024/1024}'
+  sleep 1
+done

src/pipecat/pipeline/service_switcher.py

@@ -169,11 +169,4 @@ class ServiceSwitcher(ParallelPipeline, Generic[StrategyType]):
             service_switcher_filter_frame = ServiceSwitcher.ServiceSwitcherFilterFrame(
                 active_service=self.strategy.active_service
             )
-            # Hack: we need access ParallelPipeline internals here to queue the
-            # frame in each of the pipelines.
-            # Why not just call super().process_frame(service_switcher_filter_frame, direction),
-            # you ask? Because that would also send this internal-only frame
-            # down the "main" pipeline instead of only down the individual
-            # branches of the parallel pipeline, which we want to avoid.
-            for p in self._pipelines:
-                await p.queue_frame(service_switcher_filter_frame, direction)
+            await super().process_frame(service_switcher_filter_frame, direction)

src/pipecat/services/gladia/stt.py

@@ -13,6 +13,7 @@ supporting multiple languages, custom vocabulary, and various audio processing o
 import asyncio
 import base64
 import json
+import warnings
 from typing import Any, AsyncGenerator, Dict, Literal, Optional
 
 import aiohttp
@@ -173,8 +174,6 @@ class _InputParamsDescriptor:
     """Descriptor for backward compatibility with deprecation warning."""
 
     def __get__(self, obj, objtype=None):
-        import warnings
-
         with warnings.catch_warnings():
             warnings.simplefilter("always")
             warnings.warn(
@@ -208,7 +207,7 @@ class GladiaSTTService(STTService):
         api_key: str,
         region: Literal["us-west", "eu-west"] | None = None,
         url: str = "https://api.gladia.io/v2/live",
-        confidence: float = 0.5,
+        confidence: Optional[float] = None,
         sample_rate: Optional[int] = None,
         model: str = "solaria-1",
         params: Optional[GladiaInputParams] = None,
@@ -224,6 +223,11 @@ class GladiaSTTService(STTService):
             region: Region used to process audio. eu-west or us-west. Defaults to eu-west.
             url: Gladia API URL. Defaults to "https://api.gladia.io/v2/live".
             confidence: Minimum confidence threshold for transcriptions (0.0-1.0).
+
+                .. deprecated:: 0.0.86
+                    The 'confidence' parameter is deprecated and will be removed in a future version.
+                    No confidence threshold is applied.
+
             sample_rate: Audio sample rate in Hz. If None, uses service default.
             model: Model to use for transcription. Defaults to "solaria-1".
             params: Additional configuration parameters for Gladia service.
@@ -236,7 +240,6 @@ class GladiaSTTService(STTService):
 
         params = params or GladiaInputParams()
 
-        # Warn about deprecated language parameter if it's used
         if params.language is not None:
             with warnings.catch_warnings():
                 warnings.simplefilter("always")
@@ -247,11 +250,20 @@ class GladiaSTTService(STTService):
                     stacklevel=2,
                 )
 
+        if confidence:
+            with warnings.catch_warnings():
+                warnings.simplefilter("always")
+                warnings.warn(
+                    "The 'confidence' parameter is deprecated and will be removed in a future version. "
+                    "No confidence threshold is applied.",
+                    DeprecationWarning,
+                    stacklevel=2,
+                )
+
         self._api_key = api_key
         self._region = region
         self._url = url
         self.set_model_name(model)
-        self._confidence = confidence
         self._params = params
         self._websocket = None
         self._receive_task = None
@@ -575,43 +587,40 @@ class GladiaSTTService(STTService):
 
                 elif content["type"] == "transcript":
                     utterance = content["data"]["utterance"]
-                    confidence = utterance.get("confidence", 0)
                     language = utterance["language"]
                     transcript = utterance["text"]
                     is_final = content["data"]["is_final"]
-                    if confidence >= self._confidence:
-                        if is_final:
-                            await self.push_frame(
-                                TranscriptionFrame(
-                                    transcript,
-                                    self._user_id,
-                                    time_now_iso8601(),
-                                    language,
-                                    result=content,
-                                )
+                    if is_final:
+                        await self.push_frame(
+                            TranscriptionFrame(
+                                transcript,
+                                self._user_id,
+                                time_now_iso8601(),
+                                language,
+                                result=content,
                             )
-                            await self._handle_transcription(
-                                transcript=transcript,
-                                is_final=is_final,
-                                language=language,
-                            )
-                        else:
-                            await self.push_frame(
-                                InterimTranscriptionFrame(
-                                    transcript,
-                                    self._user_id,
-                                    time_now_iso8601(),
-                                    language,
-                                    result=content,
-                                )
+                        )
+                        await self._handle_transcription(
+                            transcript=transcript,
+                            is_final=is_final,
+                            language=language,
+                        )
+                    else:
+                        await self.push_frame(
+                            InterimTranscriptionFrame(
+                                transcript,
+                                self._user_id,
+                                time_now_iso8601(),
+                                language,
+                                result=content,
                             )
+                        )
                 elif content["type"] == "translation":
                     translated_utterance = content["data"]["translated_utterance"]
                     original_language = content["data"]["original_language"]
                     translated_language = translated_utterance["language"]
-                    confidence = translated_utterance.get("confidence", 0)
                     translation = translated_utterance["text"]
-                    if translated_language != original_language and confidence >= self._confidence:
+                    if translated_language != original_language:
                         await self.push_frame(
                             TranslationFrame(
                                 translation, "", time_now_iso8601(), translated_language

src/pipecat/services/google/llm_vertex.py

@@ -83,14 +83,23 @@ class GoogleVertexLLMService(OpenAILLMService):
         self._api_key = self._get_api_token(credentials, credentials_path)
 
         super().__init__(
-            api_key=self._api_key, base_url=base_url, model=model, params=params, **kwargs
+            api_key=self._api_key,
+            base_url=base_url,
+            model=model,
+            params=params,
+            **kwargs,
         )
 
     @staticmethod
     def _get_base_url(params: InputParams) -> str:
         """Construct the base URL for Vertex AI API."""
+        # Determine the correct API host based on location
+        if params.location == "global":
+            api_host = "aiplatform.googleapis.com"
+        else:
+            api_host = f"{params.location}-aiplatform.googleapis.com"
         return (
-            f"https://{params.location}-aiplatform.googleapis.com/v1/"
+            f"https://{api_host}/v1/"
             f"projects/{params.project_id}/locations/{params.location}/endpoints/openapi"
         )
 
@@ -118,12 +127,14 @@ class GoogleVertexLLMService(OpenAILLMService):
         if credentials:
             # Parse and load credentials from JSON string
             creds = service_account.Credentials.from_service_account_info(
-                json.loads(credentials), scopes=["https://www.googleapis.com/auth/cloud-platform"]
+                json.loads(credentials),
+                scopes=["https://www.googleapis.com/auth/cloud-platform"],
             )
         elif credentials_path:
             # Load credentials from JSON file
             creds = service_account.Credentials.from_service_account_file(
-                credentials_path, scopes=["https://www.googleapis.com/auth/cloud-platform"]
+                credentials_path,
+                scopes=["https://www.googleapis.com/auth/cloud-platform"],
             )
         else:
             try:

src/pipecat/transports/daily/transport.py

@@ -359,6 +359,7 @@ class DailyTransportClient(EventHandler):
         self._transcription_ids = []
         self._transcription_status = None
         self._dial_out_session_id: str = ""
+        self._dial_in_session_id: str = ""
 
         self._joining = False
         self._joined = False
@@ -823,6 +824,16 @@ class DailyTransportClient(EventHandler):
         Args:
             settings: SIP call transfer settings.
         """
+        session_id = (
+            settings.get("sessionId") or self._dial_out_session_id or self._dial_in_session_id
+        )
+        if not session_id:
+            logger.error("Unable to transfer SIP call: 'sessionId' is not set")
+            return
+
+        # Update 'sessionId' field.
+        settings["sessionId"] = session_id
+
         future = self._get_event_loop().create_future()
         self._client.sip_call_transfer(settings, completion=completion_callback(future))
         await future
@@ -1141,6 +1152,7 @@ class DailyTransportClient(EventHandler):
         Args:
             data: Dial-in connection data.
         """
+        self._dial_in_session_id = data["sessionId"] if "sessionId" in data else ""
         self._call_event_callback(self._callbacks.on_dialin_connected, data)
 
     def on_dialin_ready(self, sip_endpoint: str):
@@ -1157,6 +1169,9 @@ class DailyTransportClient(EventHandler):
         Args:
             data: Dial-in stop data.
         """
+        # Cleanup only if our session stopped.
+        if data.get("sessionId") == self._dial_in_session_id:
+            self._dial_in_session_id = ""
         self._call_event_callback(self._callbacks.on_dialin_stopped, data)
 
     def on_dialin_error(self, data: Any):
@@ -1165,6 +1180,9 @@ class DailyTransportClient(EventHandler):
         Args:
             data: Dial-in error data.
         """
+        # Cleanup only if our session errored out.
+        if data.get("sessionId") == self._dial_in_session_id:
+            self._dial_in_session_id = ""
         self._call_event_callback(self._callbacks.on_dialin_error, data)
 
     def on_dialin_warning(self, data: Any):
@@ -1199,7 +1217,7 @@ class DailyTransportClient(EventHandler):
             data: Dial-out stop data.
         """
         # Cleanup only if our session stopped.
-        if data["sessionId"] == self._dial_out_session_id:
+        if data.get("sessionId") == self._dial_out_session_id:
             self._dial_out_session_id = ""
         self._call_event_callback(self._callbacks.on_dialout_stopped, data)
 
@@ -1210,7 +1228,7 @@ class DailyTransportClient(EventHandler):
             data: Dial-out error data.
         """
         # Cleanup only if our session errored out.
-        if data["sessionId"] == self._dial_out_session_id:
+        if data.get("sessionId") == self._dial_out_session_id:
             self._dial_out_session_id = ""
         self._call_event_callback(self._callbacks.on_dialout_error, data)
 

src/pipecat/transports/smallwebrtc/connection.py

@@ -95,15 +95,20 @@ class SmallWebRTCTrack:
     enable/disable control and frame discarding for audio and video streams.
     """
 
-    def __init__(self, track: MediaStreamTrack):
+    def __init__(self, receiver):
         """Initialize the WebRTC track wrapper.
 
         Args:
-            track: The underlying MediaStreamTrack to wrap.
-            index: The index of the track in the transceiver (0 for mic, 1 for cam, 2 for screen)
+            receiver: The RemoteStreamTrack receiver instance.
         """
-        self._track = track
+        self._receiver = receiver
+        # Configuring the receiver for not consuming the track by default to prevent memory grow
+        self._receiver._enabled = False
+        self._track = receiver.track
         self._enabled = True
+        self._last_recv_time: float = 0.0
+        self._idle_task: Optional[asyncio.Task] = None
+        self._idle_timeout: float = 2.0  # seconds before discarding old frames
 
     def set_enabled(self, enabled: bool) -> None:
         """Enable or disable the track.
@@ -138,13 +143,44 @@ class SmallWebRTCTrack:
     async def recv(self) -> Optional[Frame]:
         """Receive the next frame from the track.
 
+        Enables the internal receiving state and starts idle watcher.
+
         Returns:
             The next frame, except for video tracks, where it returns the frame only if the track is enabled, otherwise, returns None.
         """
+        self._receiver._enabled = True
+        self._last_recv_time = time.time()
+
+        # start idle watcher if not already running
+        if not self._idle_task or self._idle_task.done():
+            self._idle_task = asyncio.create_task(self._idle_watcher())
+
         if not self._enabled and self._track.kind == "video":
             return None
         return await self._track.recv()
 
+    async def _idle_watcher(self):
+        """Disable receiving if idle for more than _idle_timeout and monitor queue size."""
+        while self._receiver._enabled:
+            await asyncio.sleep(self._idle_timeout)
+            idle_duration = time.time() - self._last_recv_time
+            if idle_duration >= self._idle_timeout:
+                # discard old frames to prevent memory growth
+                logger.debug(
+                    f"Disabling receiver for {self._track.kind} track after {idle_duration:.2f}s idle"
+                )
+                await self.discard_old_frames()
+                self._receiver._enabled = False
+
+    def stop(self):
+        """Stop receiving frames from the track."""
+        self._receiver._enabled = False
+        if self._idle_task:
+            self._idle_task.cancel()
+            self._idle_task = None
+        if self._track:
+            self._track.stop()
+
     def __getattr__(self, name):
         """Forward attribute access to the underlying track.
 
@@ -454,6 +490,10 @@ class SmallWebRTCConnection(BaseObject):
 
     async def _close(self):
         """Close the peer connection and cleanup resources."""
+        for track in self._track_map.values():
+            if track:
+                track.stop()
+        self._track_map.clear()
         if self._pc:
             await self._pc.close()
         self._message_queue.clear()
@@ -526,8 +566,8 @@ class SmallWebRTCConnection(BaseObject):
             logger.warning("No audio transceiver is available")
             return None
 
-        track = transceivers[AUDIO_TRANSCEIVER_INDEX].receiver.track
-        audio_track = SmallWebRTCTrack(track) if track else None
+        receiver = transceivers[AUDIO_TRANSCEIVER_INDEX].receiver
+        audio_track = SmallWebRTCTrack(receiver) if receiver else None
         self._track_map[AUDIO_TRANSCEIVER_INDEX] = audio_track
         return audio_track
 
@@ -548,8 +588,8 @@ class SmallWebRTCConnection(BaseObject):
             logger.warning("No video transceiver is available")
             return None
 
-        track = transceivers[VIDEO_TRANSCEIVER_INDEX].receiver.track
-        video_track = SmallWebRTCTrack(track) if track else None
+        receiver = transceivers[VIDEO_TRANSCEIVER_INDEX].receiver
+        video_track = SmallWebRTCTrack(receiver) if receiver else None
         self._track_map[VIDEO_TRANSCEIVER_INDEX] = video_track
         return video_track
 
@@ -570,8 +610,8 @@ class SmallWebRTCConnection(BaseObject):
             logger.warning("No screen video transceiver is available")
             return None
 
-        track = transceivers[SCREEN_VIDEO_TRANSCEIVER_INDEX].receiver.track
-        video_track = SmallWebRTCTrack(track) if track else None
+        receiver = transceivers[SCREEN_VIDEO_TRANSCEIVER_INDEX].receiver
+        video_track = SmallWebRTCTrack(receiver) if receiver else None
         self._track_map[SCREEN_VIDEO_TRANSCEIVER_INDEX] = video_track
         return video_track
 

tests/test_utils_string.py

@@ -31,6 +31,7 @@ class TestUtilsString(unittest.IsolatedAsyncioTestCase):
         assert match_endofsentence("Valid scientific notation 1.23e4.") == 33
         assert match_endofsentence("Valid scientific notation 0.e4.") == 31
         assert match_endofsentence("It still early, it's 3:00 a.m.") == 30
+        assert match_endofsentence("That'll be $20.00.") == 18
         assert not match_endofsentence("This is not a sentence")
         assert not match_endofsentence("This is not a sentence,")
         assert not match_endofsentence("This is not a sentence, ")

uv.lock

@@ -215,7 +215,7 @@ wheels = [
 
 [[package]]
 name = "aiortc"
-version = "1.11.0"
+version = "1.13.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aioice" },
@@ -227,15 +227,9 @@ dependencies = [
     { name = "pylibsrtp" },
     { name = "pyopenssl" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/91/60/7bb59c28c6e65e5d74258d392f531f555f12ab519b0f467ffd6b76650c20/aiortc-1.11.0.tar.gz", hash = "sha256:50b9d86f6cba87d95ce7c6b051949208b48f8062b231837aed8f049045f11a28", size = 1179206, upload-time = "2025-03-28T10:00:50.327Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/62/03/bc947d74c548e0c17cf94e5d5bdacaed0ee9e5b2bb7b8b8cf1ac7a7c01ec/aiortc-1.13.0.tar.gz", hash = "sha256:5d209975c22d0910fb5a0f0e2caa828f2da966c53580f7c7170ac3a16a871620", size = 1179894, upload-time = "2025-05-27T03:23:59.017Z" }
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 ]
 
 [[package]]
@@ -3160,12 +3154,12 @@ name = "mlx-lm"
 version = "0.27.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "jinja2" },
-    { name = "mlx" },
-    { name = "numpy" },
-    { name = "protobuf" },
-    { name = "pyyaml" },
-    { name = "transformers" },
+    { name = "jinja2", marker = "sys_platform == 'darwin'" },
+    { name = "mlx", marker = "sys_platform == 'darwin'" },
+    { name = "numpy", marker = "sys_platform == 'darwin'" },
+    { name = "protobuf", marker = "sys_platform == 'darwin'" },
+    { name = "pyyaml", marker = "sys_platform == 'darwin'" },
+    { name = "transformers", marker = "sys_platform == 'darwin'" },
 ]
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 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-cublas-cu12" },
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-    { name = "nvidia-cublas-cu12" },
-    { name = "nvidia-cusparse-cu12" },
-    { name = "nvidia-nvjitlink-cu12" },
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-    { name = "torch" },
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