feat: nova-3 example

update CHANGELOG for 0.0.57

.github/workflows/coverage.yaml

@@ -0,0 +1,54 @@
+name: coverage
+
+on:
+  workflow_dispatch:
+  push:
+    branches:
+      - main
+  pull_request:
+    branches:
+      - "**"
+    paths-ignore:
+      - "docs/**"
+
+jobs:
+  coverage:
+    name: "Coverage"
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout repo
+        uses: actions/checkout@v4
+      - name: Set up Python
+        id: setup_python
+        uses: actions/setup-python@v4
+        with:
+          python-version: "3.10"
+      - name: Cache virtual environment
+        uses: actions/cache@v3
+        with:
+          # We are hashing dev-requirements.txt and test-requirements.txt which
+          # contain all dependencies needed to run the tests.
+          key: venv-${{ runner.os }}-${{ steps.setup_python.outputs.python-version}}-${{ hashFiles('dev-requirements.txt') }}-${{ hashFiles('test-requirements.txt') }}
+          path: .venv
+      - name: Install system packages
+        id: install_system_packages
+        run: |
+          sudo apt-get install -y portaudio19-dev
+      - name: Setup virtual environment
+        run: |
+          python -m venv .venv
+      - name: Install basic Python dependencies
+        run: |
+          source .venv/bin/activate
+          python -m pip install --upgrade pip
+          pip install -r dev-requirements.txt -r test-requirements.txt
+      - name: Run tests with coverage
+        run: |
+          source .venv/bin/activate
+          coverage run
+          coverage xml
+      - name: Upload coverage to Codecov
+        uses: codecov/codecov-action@v5
+        with:
+          token: ${{ secrets.CODECOV_TOKEN }}
+          slug: pipecat-ai/pipecat

CHANGELOG.md

@@ -5,10 +5,200 @@ All notable changes to **Pipecat** will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
-## [Unreleased]
+## [0.0.57] - 2025-02-14
 
 ### Added
 
+- Added new `AudioContextWordTTSService`. This is a TTS base class for TTS
+  services that handling multiple separate audio requests.
+
+- Added new frames `EmulateUserStartedSpeakingFrame` and
+  `EmulateUserStoppedSpeakingFrame` which can be used to emulated VAD behavior
+  without VAD being present or not being triggered.
+
+- Added a new `audio_in_stream_on_start` field to `TransportParams`.
+
+- Added a new method `start_audio_in_streaming` in the `BaseInputTransport`.
+
+  - This method should be used to start receiving the input audio in case the
+    field `audio_in_stream_on_start` is set to `false`.
+
+- Added support for the `RTVIProcessor` to handle buffered audio in `base64`
+  format, converting it into InputAudioRawFrame for transport.
+
+- Added support for the `RTVIProcessor` to trigger `start_audio_in_streaming`
+  only after the `client-ready` message.
+
+- Added new `MUTE_UNTIL_FIRST_BOT_COMPLETE` strategy to `STTMuteStrategy`. This
+  strategy starts muted and remains muted until the first bot speech completes,
+  ensuring the bot's first response cannot be interrupted. This complements the
+  existing `FIRST_SPEECH` strategy which only mutes during the first detected
+  bot speech.
+
+- Added support for Google Cloud Speech-to-Text V2 through `GoogleSTTService`.
+
+- Added `RimeTTSService`, a new `WordTTSService`. Updated the foundational
+  example `07q-interruptible-rime.py` to use `RimeTTSService`.
+
+- Added support for Groq's Whisper API through the new `GroqSTTService` and
+  OpenAI's Whisper API through the new `OpenAISTTService`. Introduced a new
+  base class `BaseWhisperSTTService` to handle common Whisper API
+  functionality.
+
+- Added `PerplexityLLMService` for Perplexity NIM API integration, with an
+  OpenAI-compatible interface. Also, added foundational example
+  `14n-function-calling-perplexity.py`.
+
+- Added `DailyTransport.update_remote_participants()`. This allows you to update
+  remote participant's settings, like their permissions or which of their
+  devices are enabled. Requires that the local participant have participant
+  admin permission.
+
+### Changed
+
+- We don't consider a colon `:` and end of sentence any more.
+
+- Updated `DailyTransport` to respect the `audio_in_stream_on_start` field,
+  ensuring it only starts receiving the audio input if it is enabled.
+
+- Updated `FastAPIWebsocketOutputTransport` to send `TransportMessageFrame` and
+  `TransportMessageUrgentFrame` to the serializer.
+
+- Updated `WebsocketServerOutputTransport` to send `TransportMessageFrame` and
+  `TransportMessageUrgentFrame` to the serializer.
+
+- Enhanced `STTMuteConfig` to validate strategy combinations, preventing
+  `MUTE_UNTIL_FIRST_BOT_COMPLETE` and `FIRST_SPEECH` from being used together
+  as they handle first bot speech differently.
+
+- Updated foundational example `07n-interruptible-google.py` to use all Google
+  services.
+
+- `RimeHttpTTSService` now uses the `mistv2` model by default.
+
+- Improved error handling in `AzureTTSService` to properly detect and log
+  synthesis cancellation errors.
+
+- Enhanced `WhisperSTTService` with full language support and improved model
+  documentation.
+
+- Updated foundation example `14f-function-calling-groq.py` to use
+  `GroqSTTService` for transcription.
+
+- Updated `GroqLLMService` to use `llama-3.3-70b-versatile` as the default
+  model.
+
+- `RTVIObserver` doesn't handle `LLMSearchResponseFrame` frames anymore. For
+  now, to handle those frames you need to create a `GoogleRTVIObserver`
+  instead.
+
+### Deprecated
+
+- `STTMuteFilter` constructor's `stt_service` parameter is now deprecated and
+  will be removed in a future version. The filter now manages mute state
+  internally instead of querying the STT service.
+
+- `RTVI.observer()` is now deprecated, instantiate an `RTVIObserver` directly
+  instead.
+
+- All RTVI frame processors (e.g. `RTVISpeakingProcessor`,
+  `RTVIBotLLMProcessor`) are now deprecated, instantiate an `RTVIObserver`
+  instead.
+
+### Fixed
+
+- Fixed a `FalImageGenService` issue that was causing the event loop to be
+  blocked while loading the downloadded image.
+
+- Fixed a `CartesiaTTSService` service issue that would cause audio overlapping
+  in some cases.
+
+- Fixed a websocket-based service issue (e.g. `CartesiaTTSService`) that was
+  preventing a reconnection after the server disconnected cleanly, which was
+  causing an inifite loop instead.
+
+- Fixed a `BaseOutputTransport` issue that was causing upstream frames to no be
+  pushed upstream.
+
+- Fixed multiple issue where user transcriptions where not being handled
+  properly. It was possible for short utterances to not trigger VAD which would
+  cause user transcriptions to be ignored. It was also possible for one or more
+  transcriptions to be generated after VAD in which case they would also be
+  ignored.
+
+- Fixed an issue that was causing `BotStoppedSpeakingFrame` to be generated too
+  late. This could then cause issues unblocking `STTMuteFilter` later than
+  desired.
+
+- Fixed an issue that was causing `AudioBufferProcessor` to not record
+  synchronized audio.
+
+- Fixed an `RTVI` issue that was causing `bot-tts-text` messages to be sent
+  before being processed by the output transport.
+
+- Fixed an issue[#1192] in 11labs where we are trying to reconnect/disconnect
+  the websocket connection even when the connection is already closed.
+
+- Fixed an issue where `has_regular_messages` condition was always true in
+  `GoogleLLMContext` due to `Part` having `function_call` & `function_response`
+  with `None` values.
+
+### Other
+
+- Added new `instant-voice` example. This example showcases how to enable
+  instant voice communication as soon as a user connects.
+
+- Added new `local-input-select-stt` example. This examples allows you to play
+  with local audio inputs by slecting them through a nice text interface.
+
+## [0.0.56] - 2025-02-06
+
+### Changed
+
+- Use `gemini-2.0-flash-001` as the default model for `GoogleLLMSerivce`.
+
+- Improved foundational examples 22b, 22c, and 22d to support function calling.
+  With these base examples, `FunctionCallInProgressFrame` and
+  `FunctionCallResultFrame` will no longer be blocked by the gates.
+
+### Fixed
+
+- Fixed a `TkLocalTransport` and `LocalAudioTransport` issues that was causing
+  errors on cleanup.
+
+- Fixed an issue that was causing `tests.utils` import to fail because of
+  logging setup.
+
+- Fixed a `SentryMetrics` issue that was preventing any metrics to be sent to
+  Sentry and also was preventing from metrics frames to be pushed to the
+  pipeline.
+
+- Fixed an issue in `BaseOutputTransport` where incoming audio would not be
+  resampled to the desired output sample rate.
+
+- Fixed an issue with the `TwilioFrameSerializer` and `TelnyxFrameSerializer`
+  where `twilio_sample_rate` and `telnyx_sample_rate` were incorrectly
+  initialized to `audio_in_sample_rate`. Those values currently default to 8000
+  and should be set manually from the serializer constructor if a different
+  value is needed.
+
+### Other
+
+- Added a new `sentry-metrics` example.
+
+## [0.0.55] - 2025-02-05
+
+### Added
+
+- Added a new `start_metadata` field to `PipelineParams`. The provided metadata
+  will be set to the initial `StartFrame` being pushed from the `PipelineTask`.
+
+- Added new fields to `PipelineParams` to control audio input and output sample
+  rates for the whole pipeline. This allows controlling sample rates from a
+  single place instead of having to specify sample rates in each
+  service. Setting a sample rate to a service is still possible and will
+  override the value from `PipelineParams`.
+
 - Introduce audio resamplers (`BaseAudioResampler`). This is just a base class
   to implement audio resamplers. Currently, two implementations are provided
   `SOXRAudioResampler` and `ResampyResampler`. A new
@@ -74,7 +264,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 - `AudioBufferProcessor.reset_audio_buffers()` has been removed, use
   `AudioBufferProcessor.start_recording()` and
-  ``AudioBufferProcessor.stop_recording()` instead.
+  `AudioBufferProcessor.stop_recording()` instead.
 
 ### Fixed
 
@@ -101,6 +291,11 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Other
 
+- Improved Unit Test `run_test()` to use `PipelineTask` and
+  `PipelineRunner`. There's now also some control around `StartFrame` and
+  `EndFrame`. The `EndTaskFrame` has been removed since it doesn't seem
+  necessary with this new approach.
+
 - Updated `twilio-chatbot` with a few new features: use 8000 sample rate and
   avoid resampling, a new client useful for stress testing and testing locally
   without the need to make phone calls. Also, added audio recording on both the
@@ -135,7 +330,8 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 - Added `enable_recording` and `geo` parameters to `DailyRoomProperties`.
 
-- Added `RecordingsBucketConfig` to `DailyRoomProperties` to upload recordings to a custom AWS bucket.
+- Added `RecordingsBucketConfig` to `DailyRoomProperties` to upload recordings
+  to a custom AWS bucket.
 
 ### Changed
 

README.md

@@ -2,7 +2,7 @@
  <img alt="pipecat" width="300px" height="auto" src="https://raw.githubusercontent.com/pipecat-ai/pipecat/main/pipecat.png">
 </div></h1>
 
-[![PyPI](https://img.shields.io/pypi/v/pipecat-ai)](https://pypi.org/project/pipecat-ai) ![Tests](https://github.com/pipecat-ai/pipecat/actions/workflows/tests.yaml/badge.svg) [![Docs](https://img.shields.io/badge/Documentation-blue)](https://docs.pipecat.ai) [![Discord](https://img.shields.io/discord/1239284677165056021)](https://discord.gg/pipecat) <a href="https://app.commanddash.io/agent/github_pipecat-ai_pipecat"><img src="https://img.shields.io/badge/AI-Code%20Agent-EB9FDA"></a>
+[![PyPI](https://img.shields.io/pypi/v/pipecat-ai)](https://pypi.org/project/pipecat-ai) ![Tests](https://github.com/pipecat-ai/pipecat/actions/workflows/tests.yaml/badge.svg) [![codecov](https://codecov.io/gh/pipecat-ai/pipecat/graph/badge.svg?token=LNVUIVO4Y9)](https://codecov.io/gh/pipecat-ai/pipecat) [![Docs](https://img.shields.io/badge/Documentation-blue)](https://docs.pipecat.ai) [![Discord](https://img.shields.io/discord/1239284677165056021)](https://discord.gg/pipecat)
 
 Pipecat is an open source Python framework for building voice and multimodal conversational agents. It handles the complex orchestration of AI services, network transport, audio processing, and multimodal interactions, letting you focus on creating engaging experiences.
 
@@ -55,17 +55,17 @@ pip install "pipecat-ai[option,...]"
 
 ### Available services
 
-| Category            | Services                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | Install Command Example                 |
-| ------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------------------- |
-| Speech-to-Text      | [AssemblyAI](https://docs.pipecat.ai/server/services/stt/assemblyai), [Azure](https://docs.pipecat.ai/server/services/stt/azure), [Deepgram](https://docs.pipecat.ai/server/services/stt/deepgram), [Gladia](https://docs.pipecat.ai/server/services/stt/gladia), [Whisper](https://docs.pipecat.ai/server/services/stt/whisper)                                                                                                                                                                                                                                                                                                                                                                                                                                                            | `pip install "pipecat-ai[deepgram]"`    |
-| LLMs                | [Anthropic](https://docs.pipecat.ai/server/services/llm/anthropic), [Azure](https://docs.pipecat.ai/server/services/llm/azure), [Cerebras](https://docs.pipecat.ai/server/services/llm/cerebras), [DeepSeek](https://docs.pipecat.ai/server/services/llm/deepseek), [Fireworks AI](https://docs.pipecat.ai/server/services/llm/fireworks), [Gemini](https://docs.pipecat.ai/server/services/llm/gemini), [Grok](https://docs.pipecat.ai/server/services/llm/grok), [Groq](https://docs.pipecat.ai/server/services/llm/groq), [NVIDIA NIM](https://docs.pipecat.ai/server/services/llm/nim), [Ollama](https://docs.pipecat.ai/server/services/llm/ollama), [OpenAI](https://docs.pipecat.ai/server/services/llm/openai), [OpenRouter](https://docs.pipecat.ai/server/services/llm/openrouter), [Together AI](https://docs.pipecat.ai/server/services/llm/together) | `pip install "pipecat-ai[openai]"`      |
-| Text-to-Speech      | [AWS](https://docs.pipecat.ai/server/services/tts/aws), [Azure](https://docs.pipecat.ai/server/services/tts/azure), [Cartesia](https://docs.pipecat.ai/server/services/tts/cartesia), [Deepgram](https://docs.pipecat.ai/server/services/tts/deepgram), [ElevenLabs](https://docs.pipecat.ai/server/services/tts/elevenlabs), [Fish](https://docs.pipecat.ai/server/services/tts/fish), [Google](https://docs.pipecat.ai/server/services/tts/google), [LMNT](https://docs.pipecat.ai/server/services/tts/lmnt), [OpenAI](https://docs.pipecat.ai/server/services/tts/openai), [PlayHT](https://docs.pipecat.ai/server/services/tts/playht), [Rime](https://docs.pipecat.ai/server/services/tts/rime), [XTTS](https://docs.pipecat.ai/server/services/tts/xtts)                              | `pip install "pipecat-ai[cartesia]"`    |
-| Speech-to-Speech    | [Gemini Multimodal Live](https://docs.pipecat.ai/server/services/s2s/gemini), [OpenAI Realtime](https://docs.pipecat.ai/server/services/s2s/openai)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         | `pip install "pipecat-ai[openai]"`      |
-| Transport           | [Daily (WebRTC)](https://docs.pipecat.ai/server/services/transport/daily), [FastAPI Websocket](https://docs.pipecat.ai/server/services/transport/fastapi-websocket), [WebSocket Server](https://docs.pipecat.ai/server/services/transport/websocket-server), Local                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | `pip install "pipecat-ai[daily]"`       |
-| Video               | [Tavus](https://docs.pipecat.ai/server/services/video/tavus), [Simli](https://docs.pipecat.ai/server/services/video/simli)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | `pip install "pipecat-ai[tavus,simli]"` |
-| Vision & Image      | [Moondream](https://docs.pipecat.ai/server/services/vision/moondream), [fal](https://docs.pipecat.ai/server/services/image-generation/fal)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | `pip install "pipecat-ai[moondream]"`   |
-| Audio Processing    | [Silero VAD](https://docs.pipecat.ai/server/utilities/audio/silero-vad-analyzer), [Krisp](https://docs.pipecat.ai/server/utilities/audio/krisp-filter), [Koala](https://docs.pipecat.ai/server/utilities/audio/koala-filter), [Noisereduce](https://docs.pipecat.ai/server/utilities/audio/noisereduce-filter)                                                                                                                                                                                                                                                                                                                                                                                                                                                                              | `pip install "pipecat-ai[silero]"`      |
-| Analytics & Metrics | [Canonical AI](https://docs.pipecat.ai/server/services/analytics/canonical), [Sentry](https://docs.pipecat.ai/server/services/analytics/sentry)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | `pip install "pipecat-ai[canonical]"`   |
+| Category            | Services                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | Install Command Example                 |
+| ------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------------------------------------- |
+| Speech-to-Text      | [AssemblyAI](https://docs.pipecat.ai/server/services/stt/assemblyai), [Azure](https://docs.pipecat.ai/server/services/stt/azure), [Deepgram](https://docs.pipecat.ai/server/services/stt/deepgram), [Gladia](https://docs.pipecat.ai/server/services/stt/gladia), [Google](https://docs.pipecat.ai/server/services/stt/google), [Groq (Whisper)](https://docs.pipecat.ai/server/services/stt/groq), [OpenAI (Whisper)](https://docs.pipecat.ai/server/services/stt/openai), [Whisper](https://docs.pipecat.ai/server/services/stt/whisper)                                                                                                                                                                                                                                                                                                                                                                                              | `pip install "pipecat-ai[deepgram]"`    |
+| LLMs                | [Anthropic](https://docs.pipecat.ai/server/services/llm/anthropic), [Azure](https://docs.pipecat.ai/server/services/llm/azure), [Cerebras](https://docs.pipecat.ai/server/services/llm/cerebras), [DeepSeek](https://docs.pipecat.ai/server/services/llm/deepseek), [Fireworks AI](https://docs.pipecat.ai/server/services/llm/fireworks), [Gemini](https://docs.pipecat.ai/server/services/llm/gemini), [Grok](https://docs.pipecat.ai/server/services/llm/grok), [Groq](https://docs.pipecat.ai/server/services/llm/groq), [NVIDIA NIM](https://docs.pipecat.ai/server/services/llm/nim), [Ollama](https://docs.pipecat.ai/server/services/llm/ollama), [OpenAI](https://docs.pipecat.ai/server/services/llm/openai), [OpenRouter](https://docs.pipecat.ai/server/services/llm/openrouter), [Perplexity](https://docs.pipecat.ai/server/services/llm/perplexity), [Together AI](https://docs.pipecat.ai/server/services/llm/together) | `pip install "pipecat-ai[openai]"`      |
+| Text-to-Speech      | [AWS](https://docs.pipecat.ai/server/services/tts/aws), [Azure](https://docs.pipecat.ai/server/services/tts/azure), [Cartesia](https://docs.pipecat.ai/server/services/tts/cartesia), [Deepgram](https://docs.pipecat.ai/server/services/tts/deepgram), [ElevenLabs](https://docs.pipecat.ai/server/services/tts/elevenlabs), [Fish](https://docs.pipecat.ai/server/services/tts/fish), [Google](https://docs.pipecat.ai/server/services/tts/google), [LMNT](https://docs.pipecat.ai/server/services/tts/lmnt), [OpenAI](https://docs.pipecat.ai/server/services/tts/openai), [PlayHT](https://docs.pipecat.ai/server/services/tts/playht), [Rime](https://docs.pipecat.ai/server/services/tts/rime), [XTTS](https://docs.pipecat.ai/server/services/tts/xtts)                                                                                                                                                                          | `pip install "pipecat-ai[cartesia]"`    |
+| Speech-to-Speech    | [Gemini Multimodal Live](https://docs.pipecat.ai/server/services/s2s/gemini), [OpenAI Realtime](https://docs.pipecat.ai/server/services/s2s/openai)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     | `pip install "pipecat-ai[google]"`      |
+| Transport           | [Daily (WebRTC)](https://docs.pipecat.ai/server/services/transport/daily), [FastAPI Websocket](https://docs.pipecat.ai/server/services/transport/fastapi-websocket), [WebSocket Server](https://docs.pipecat.ai/server/services/transport/websocket-server), Local                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | `pip install "pipecat-ai[daily]"`       |
+| Video               | [Tavus](https://docs.pipecat.ai/server/services/video/tavus), [Simli](https://docs.pipecat.ai/server/services/video/simli)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              | `pip install "pipecat-ai[tavus,simli]"` |
+| Vision & Image      | [Moondream](https://docs.pipecat.ai/server/services/vision/moondream), [fal](https://docs.pipecat.ai/server/services/image-generation/fal)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              | `pip install "pipecat-ai[moondream]"`   |
+| Audio Processing    | [Silero VAD](https://docs.pipecat.ai/server/utilities/audio/silero-vad-analyzer), [Krisp](https://docs.pipecat.ai/server/utilities/audio/krisp-filter), [Koala](https://docs.pipecat.ai/server/utilities/audio/koala-filter), [Noisereduce](https://docs.pipecat.ai/server/utilities/audio/noisereduce-filter)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | `pip install "pipecat-ai[silero]"`      |
+| Analytics & Metrics | [Canonical AI](https://docs.pipecat.ai/server/services/analytics/canonical), [Sentry](https://docs.pipecat.ai/server/services/analytics/sentry)                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         | `pip install "pipecat-ai[canonical]"`   |
 
 📚 [View full services documentation →](https://docs.pipecat.ai/server/services/supported-services)
 
@@ -149,36 +149,40 @@ Sign up [here](https://dashboard.daily.co/u/signup) and [create a room](https://
 
 ## Hacking on the framework itself
 
-_Note that you may need to set up a virtual environment before following the instructions below. For instance, you might need to run the following from the root of the repo:_
+_Note: You may need to set up a virtual environment before following these instructions. From the root of the repo:_
 
 ```shell
 python3 -m venv venv
 source venv/bin/activate
 ```
 
-From the root of this repo, run the following:
+Install the development dependencies:
 
 ```shell
 pip install -r dev-requirements.txt
 ```
 
-This will install the necessary development dependencies. Also, make sure you install the git pre-commit hooks:
+Install the git pre-commit hooks (these help ensure your code follows project rules):
 
 ```shell
 pre-commit install
 ```
 
-The hooks will just save you time when you submit a PR by making sure your code follows the project rules.
-
-To use the package locally (e.g. to run sample files), run:
+Install the `pipecat-ai` package locally in editable mode:
 
 ```shell
-pip install --editable ".[option,...]"
+pip install -e .
 ```
 
-The `--editable` option makes sure you don't have to run `pip install` again and you can just edit the project files locally.
+The `-e` or `--editable` option allows you to modify the code without reinstalling.
 
-If you want to use this package from another directory, you can run:
+To include optional dependencies, add them to the install command. For example:
+
+```shell
+pip install -e ".[daily,deepgram,cartesia,openai,silero]"     # Updated for the services you're using
+```
+
+If you want to use this package from another directory:
 
 ```shell
 pip install "path_to_this_repo[option,...]"

codecov.yml

@@ -0,0 +1,11 @@
+coverage:
+  range: 50..90 # coverage lower than 50 is red, higher than 90 green, between color code
+
+  status:
+    project:
+      default:
+        target: auto # auto % coverage target
+        threshold: 5%  # allow for 5% reduction of coverage without failing
+
+    # do not run coverage on patch nor changes
+    patch: false

dev-requirements.txt

@@ -1,11 +1,12 @@
 build~=1.2.2
-grpcio-tools~=1.69.0
+coverage~=7.6.12
+grpcio-tools~=1.67.1
 pip-tools~=7.4.1
 pre-commit~=4.0.1
-pyright~=1.1.392
+pyright~=1.1.393
 pytest~=8.3.4
 pytest-asyncio~=0.25.2
-ruff~=0.9.1
-setuptools~=75.8.0
+ruff~=0.9.5
+setuptools~=70.0.0
 setuptools_scm~=8.1.0
 python-dotenv~=1.0.1

examples/bot-ready-signalling/client/javascript/package-lock.json

@@ -12,7 +12,7 @@
         "@daily-co/daily-js": "0.74.0"
       },
       "devDependencies": {
-        "vite": "^6.0.2"
+        "vite": "^6.0.9"
       }
     },
     "node_modules/@babel/runtime": {
@@ -1007,15 +1007,14 @@
       }
     },
     "node_modules/vite": {
-      "version": "6.0.7",
-      "resolved": "https://registry.npmjs.org/vite/-/vite-6.0.7.tgz",
-      "integrity": "sha512-RDt8r/7qx9940f8FcOIAH9PTViRrghKaK2K1jY3RaAURrEUbm9Du1mJ72G+jlhtG3WwodnfzY8ORQZbBavZEAQ==",
+      "version": "6.1.0",
+      "resolved": "https://registry.npmjs.org/vite/-/vite-6.1.0.tgz",
+      "integrity": "sha512-RjjMipCKVoR4hVfPY6GQTgveinjNuyLw+qruksLDvA5ktI1150VmcMBKmQaEWJhg/j6Uaf6dNCNA0AfdzUb/hQ==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
         "esbuild": "^0.24.2",
-        "postcss": "^8.4.49",
-        "rollup": "^4.23.0"
+        "postcss": "^8.5.1",
+        "rollup": "^4.30.1"
       },
       "bin": {
         "vite": "bin/vite.js"

examples/bot-ready-signalling/client/javascript/package.json

@@ -12,7 +12,7 @@
   "license": "ISC",
   "description": "",
   "devDependencies": {
-    "vite": "^6.0.2"
+    "vite": "^6.0.9"
   },
   "dependencies": {
     "@daily-co/daily-js": "0.74.0"

examples/bot-ready-signalling/server/runner.py

@@ -6,6 +6,7 @@
 
 import argparse
 import os
+from typing import Optional
 
 import aiohttp
 
@@ -18,7 +19,7 @@ async def configure(aiohttp_session: aiohttp.ClientSession):
 
 
 async def configure_with_args(
-    aiohttp_session: aiohttp.ClientSession, parser: argparse.ArgumentParser | None = None
+    aiohttp_session: aiohttp.ClientSession, parser: Optional[argparse.ArgumentParser] = None
 ):
     if not parser:
         parser = argparse.ArgumentParser(description="Daily AI SDK Bot Sample")

examples/bot-ready-signalling/server/signalling_bot.py

@@ -17,7 +17,7 @@ from runner import configure
 from pipecat.frames.frames import AudioRawFrame, EndFrame, OutputAudioRawFrame, TTSSpeakFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
-from pipecat.pipeline.task import PipelineTask
+from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
@@ -31,16 +31,15 @@ logger.add(sys.stderr, level="DEBUG")
 class SilenceFrame(OutputAudioRawFrame):
     def __init__(
         self,
-        audio: bytes = None,
-        sample_rate: int = 16000,
-        num_channels: int = 1,
-        duration: float = 0.1,
+        *,
+        sample_rate: int,
+        duration: float,
     ):
         # Initialize the parent class with the silent frame's data
         super().__init__(
-            audio=self.create_silent_audio_frame(sample_rate, num_channels, duration).audio,
+            audio=self.create_silent_audio_frame(sample_rate, 1, duration).audio,
             sample_rate=sample_rate,
-            num_channels=num_channels,
+            num_channels=1,
         )
 
     @staticmethod
@@ -80,7 +79,10 @@ async def main():
                 return
             await task.queue_frames(
                 [
-                    SilenceFrame(duration=0.5),
+                    SilenceFrame(
+                        sample_rate=task.params.audio_out_sample_rate,
+                        duration=0.5,
+                    ),
                     TTSSpeakFrame(f"Hello there, how are you doing today ?"),
                     EndFrame(),
                 ]

examples/canonical-metrics/bot.py

@@ -65,7 +65,6 @@ async def main():
             # English
             #
             voice_id="cgSgspJ2msm6clMCkdW9",
-            aiohttp_session=session,
             #
             # Spanish
             #

examples/chatbot-audio-recording/bot.py

@@ -82,7 +82,6 @@ async def main():
             # English
             #
             voice_id="cgSgspJ2msm6clMCkdW9",
-            aiohttp_session=session,
             #
             # Spanish
             #

examples/foundational/01a-local-audio.py

@@ -16,8 +16,7 @@ from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineTask
 from pipecat.services.cartesia import CartesiaTTSService
-from pipecat.transports.base_transport import TransportParams
-from pipecat.transports.local.audio import LocalAudioTransport
+from pipecat.transports.local.audio import LocalAudioTransport, LocalAudioTransportParams
 
 load_dotenv(override=True)
 
@@ -26,7 +25,7 @@ logger.add(sys.stderr, level="DEBUG")
 
 
 async def main():
-    transport = LocalAudioTransport(TransportParams(audio_out_enabled=True))
+    transport = LocalAudioTransport(LocalAudioTransportParams(audio_out_enabled=True))
 
     tts = CartesiaTTSService(
         api_key=os.getenv("CARTESIA_API_KEY"),
@@ -41,7 +40,7 @@ async def main():
         await asyncio.sleep(1)
         await task.queue_frames([TTSSpeakFrame("Hello there, how is it going!"), EndFrame()])
 
-    runner = PipelineRunner()
+    runner = PipelineRunner(handle_sigint=False if sys.platform == "win32" else True)
 
     await asyncio.gather(runner.run(task), say_something())
 

examples/foundational/04-utterance-and-speech.py

@@ -51,7 +51,6 @@ async def main():
         )
 
         elevenlabs_tts = ElevenLabsTTSService(
-            aiohttp_session=session,
             api_key=os.getenv("ELEVENLABS_API_KEY"),
             voice_id=os.getenv("ELEVENLABS_VOICE_ID"),
         )

examples/foundational/06a-image-sync.py

@@ -27,7 +27,7 @@ from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
-from pipecat.services.cartesia import CartesiaHttpTTSService
+from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
@@ -91,7 +91,7 @@ async def main():
             ),
         )
 
-        tts = CartesiaHttpTTSService(
+        tts = CartesiaTTSService(
             api_key=os.getenv("CARTESIA_API_KEY"),
             voice_id="79a125e8-cd45-4c13-8a67-188112f4dd22",  # British Lady
         )

examples/foundational/07c-interruptible-deepgram.py

@@ -9,6 +9,7 @@ import os
 import sys
 
 import aiohttp
+from deepgram import LiveOptions
 from dotenv import load_dotenv
 from loguru import logger
 from runner import configure
@@ -44,7 +45,23 @@ async def main():
             ),
         )
 
-        stt = DeepgramSTTService(api_key=os.getenv("DEEPGRAM_API_KEY"))
+        # stt = DeepgramSTTService(api_key=os.getenv("DEEPGRAM_API_KEY"))
+        stt = DeepgramSTTService(
+            api_key=os.getenv("DEEPGRAM_API_KEY"),
+            # url=deepgram_url,
+            live_options=LiveOptions(
+                encoding="linear16",
+                language="en-US",
+                model="nova-3",
+                channels=1,
+                interim_results=True,
+                # smart_format=smart_format,
+                # endpointing=endpointing,
+                vad_events=True,
+                diarize=True,
+                filler_words=True,
+            ),
+        )
 
         tts = DeepgramTTSService(api_key=os.getenv("DEEPGRAM_API_KEY"), voice="aura-helios-en")
 

examples/foundational/07g-interruptible-openai.py

@@ -18,7 +18,7 @@ from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
-from pipecat.services.openai import OpenAILLMService, OpenAITTSService
+from pipecat.services.openai import OpenAILLMService, OpenAISTTService, OpenAITTSService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
 load_dotenv(override=True)
@@ -38,12 +38,21 @@ async def main():
             DailyParams(
                 audio_out_enabled=True,
                 audio_out_sample_rate=24000,
-                transcription_enabled=True,
+                transcription_enabled=False,
                 vad_enabled=True,
                 vad_analyzer=SileroVADAnalyzer(),
+                vad_audio_passthrough=True,
             ),
         )
 
+        # You can use the OpenAI compatible API like Groq.
+        # stt = OpenAISTTService(
+        #     base_url="https://api.groq.com/openai/v1",
+        #     api_key="gsk_***",
+        #     model="whisper-large-v3",
+        # )
+        stt = OpenAISTTService(api_key=os.getenv("OPENAI_API_KEY"), model="whisper-1")
+
         tts = OpenAITTSService(api_key=os.getenv("OPENAI_API_KEY"), voice="alloy")
 
         llm = OpenAILLMService(api_key=os.getenv("OPENAI_API_KEY"), model="gpt-4o")
@@ -61,6 +70,7 @@ async def main():
         pipeline = Pipeline(
             [
                 transport.input(),  # Transport user input
+                stt,  # STT
                 context_aggregator.user(),  # User responses
                 llm,  # LLM
                 tts,  # TTS

examples/foundational/07k-interruptible-lmnt.py

@@ -38,7 +38,6 @@ async def main():
             "Respond bot",
             DailyParams(
                 audio_out_enabled=True,
-                audio_out_sample_rate=24000,
                 transcription_enabled=True,
                 vad_enabled=True,
                 vad_analyzer=SileroVADAnalyzer(),

examples/foundational/07n-interruptible-google.py

@@ -18,9 +18,7 @@ from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
-from pipecat.services.deepgram import DeepgramSTTService
-from pipecat.services.google import GoogleTTSService
-from pipecat.services.openai import OpenAILLMService
+from pipecat.services.google import GoogleLLMService, GoogleSTTService, GoogleTTSService
 from pipecat.transcriptions.language import Language
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
@@ -40,21 +38,22 @@ async def main():
             "Respond bot",
             DailyParams(
                 audio_out_enabled=True,
-                audio_out_sample_rate=24000,
                 vad_enabled=True,
                 vad_analyzer=SileroVADAnalyzer(),
                 vad_audio_passthrough=True,
             ),
         )
 
-        stt = DeepgramSTTService(api_key=os.getenv("DEEPGRAM_API_KEY"))
+        stt = GoogleSTTService(
+            params=GoogleSTTService.InputParams(languages=Language.EN_US),
+        )
 
         tts = GoogleTTSService(
             voice_id="en-US-Journey-F",
             params=GoogleTTSService.InputParams(language=Language.EN_US),
         )
 
-        llm = OpenAILLMService(api_key=os.getenv("OPENAI_API_KEY"), model="gpt-4o")
+        llm = GoogleLLMService(api_key=os.getenv("GOOGLE_API_KEY"))
 
         messages = [
             {

examples/foundational/07q-interruptible-rime.py

@@ -19,7 +19,7 @@ from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
 from pipecat.services.openai import OpenAILLMService
-from pipecat.services.rime import RimeHttpTTSService
+from pipecat.services.rime import RimeTTSService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
 load_dotenv(override=True)
@@ -44,10 +44,9 @@ async def main():
             ),
         )
 
-        tts = RimeHttpTTSService(
+        tts = RimeTTSService(
             api_key=os.getenv("RIME_API_KEY", ""),
             voice_id="rex",
-            params=RimeHttpTTSService.InputParams(reduce_latency=True),
         )
 
         llm = OpenAILLMService(api_key=os.getenv("OPENAI_API_KEY"), model="gpt-4o")

examples/foundational/07s-interruptible-google-audio-in.py

@@ -216,11 +216,7 @@ async def main():
             voice_id="79a125e8-cd45-4c13-8a67-188112f4dd22",  # British Lady
         )
 
-        llm = GoogleLLMService(
-            model="gemini-1.5-flash-latest",
-            # model="gemini-exp-1114",
-            api_key=os.getenv("GOOGLE_API_KEY"),
-        )
+        llm = GoogleLLMService(api_key=os.getenv("GOOGLE_API_KEY"), model="gemini-2.0-flash-001")
 
         messages = [
             {

examples/foundational/08-bots-arguing.py

@@ -48,7 +48,6 @@ async def main():
             region=os.getenv("AZURE_SPEECH_REGION"),
         )
         tts2 = ElevenLabsTTSService(
-            aiohttp_session=session,
             api_key=os.getenv("ELEVENLABS_API_KEY"),
             voice_id="jBpfuIE2acCO8z3wKNLl",
         )

examples/foundational/09-mirror.py

@@ -21,7 +21,7 @@ from pipecat.frames.frames import (
 )
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
-from pipecat.pipeline.task import PipelineTask
+from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
@@ -61,7 +61,6 @@ async def main():
             "Test",
             DailyParams(
                 audio_in_enabled=True,
-                audio_in_sample_rate=24000,
                 audio_out_enabled=True,
                 camera_out_enabled=True,
                 camera_out_is_live=True,
@@ -78,7 +77,9 @@ async def main():
 
         runner = PipelineRunner()
 
-        task = PipelineTask(pipeline)
+        task = PipelineTask(
+            pipeline, PipelineParams(audio_in_sample_rate=24000, audio_out_sample_rate=24000)
+        )
 
         await runner.run(task)
 

examples/foundational/09a-local-mirror.py

@@ -22,7 +22,7 @@ from pipecat.frames.frames import (
 )
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
-from pipecat.pipeline.task import PipelineTask
+from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 from pipecat.transports.base_transport import TransportParams
 from pipecat.transports.local.tk import TkLocalTransport
@@ -62,7 +62,7 @@ async def main():
         tk_root.title("Local Mirror")
 
         daily_transport = DailyTransport(
-            room_url, token, "Test", DailyParams(audio_in_enabled=True, audio_in_sample_rate=24000)
+            room_url, token, "Test", DailyParams(audio_in_enabled=True)
         )
 
         tk_transport = TkLocalTransport(
@@ -82,7 +82,9 @@ async def main():
 
         pipeline = Pipeline([daily_transport.input(), MirrorProcessor(), tk_transport.output()])
 
-        task = PipelineTask(pipeline)
+        task = PipelineTask(
+            pipeline, PipelineParams(audio_in_sample_rate=24000, audio_out_sample_rate=24000)
+        )
 
         async def run_tk():
             while not task.has_finished():

examples/foundational/12-describe-video.py

@@ -7,6 +7,7 @@
 import asyncio
 import os
 import sys
+from typing import Optional
 
 import aiohttp
 from dotenv import load_dotenv
@@ -32,7 +33,7 @@ logger.add(sys.stderr, level="DEBUG")
 
 
 class UserImageRequester(FrameProcessor):
-    def __init__(self, participant_id: str | None = None):
+    def __init__(self, participant_id: Optional[str] = None):
         super().__init__()
         self._participant_id = participant_id
 

examples/foundational/12a-describe-video-gemini-flash.py

@@ -7,6 +7,7 @@
 import asyncio
 import os
 import sys
+from typing import Optional
 
 import aiohttp
 from dotenv import load_dotenv
@@ -32,7 +33,7 @@ logger.add(sys.stderr, level="DEBUG")
 
 
 class UserImageRequester(FrameProcessor):
-    def __init__(self, participant_id: str | None = None):
+    def __init__(self, participant_id: Optional[str] = None):
         super().__init__()
         self._participant_id = participant_id
 
@@ -72,9 +73,7 @@ async def main():
 
         vision_aggregator = VisionImageFrameAggregator()
 
-        google = GoogleLLMService(
-            model="gemini-1.5-flash-latest", api_key=os.getenv("GOOGLE_API_KEY")
-        )
+        google = GoogleLLMService(model="gemini-2.0-flash-001", api_key=os.getenv("GOOGLE_API_KEY"))
 
         tts = CartesiaTTSService(
             api_key=os.getenv("CARTESIA_API_KEY"),

examples/foundational/12b-describe-video-gpt-4o.py

@@ -7,6 +7,7 @@
 import asyncio
 import os
 import sys
+from typing import Optional
 
 import aiohttp
 from dotenv import load_dotenv
@@ -32,7 +33,7 @@ logger.add(sys.stderr, level="DEBUG")
 
 
 class UserImageRequester(FrameProcessor):
-    def __init__(self, participant_id: str | None = None):
+    def __init__(self, participant_id: Optional[str] = None):
         super().__init__()
         self._participant_id = participant_id
 

examples/foundational/12c-describe-video-anthropic.py

@@ -7,6 +7,7 @@
 import asyncio
 import os
 import sys
+from typing import Optional
 
 import aiohttp
 from dotenv import load_dotenv
@@ -32,7 +33,7 @@ logger.add(sys.stderr, level="DEBUG")
 
 
 class UserImageRequester(FrameProcessor):
-    def __init__(self, participant_id: str | None = None):
+    def __init__(self, participant_id: Optional[str] = None):
         super().__init__()
         self._participant_id = participant_id
 

examples/foundational/13a-whisper-local.py

@@ -16,8 +16,7 @@ from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineTask
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 from pipecat.services.whisper import WhisperSTTService
-from pipecat.transports.base_transport import TransportParams
-from pipecat.transports.local.audio import LocalAudioTransport
+from pipecat.transports.local.audio import LocalAudioTransport, LocalAudioTransportParams
 
 load_dotenv(override=True)
 
@@ -34,7 +33,7 @@ class TranscriptionLogger(FrameProcessor):
 
 
 async def main():
-    transport = LocalAudioTransport(TransportParams(audio_in_enabled=True))
+    transport = LocalAudioTransport(LocalAudioTransportParams(audio_in_enabled=True))
 
     stt = WhisperSTTService()
 
@@ -44,7 +43,7 @@ async def main():
 
     task = PipelineTask(pipeline)
 
-    runner = PipelineRunner()
+    runner = PipelineRunner(handle_sigint=False if sys.platform == "win32" else True)
 
     await runner.run(task)
 

examples/foundational/14e-function-calling-gemini.py

@@ -62,11 +62,7 @@ async def main():
             voice_id="79a125e8-cd45-4c13-8a67-188112f4dd22",  # British Lady
         )
 
-        llm = GoogleLLMService(
-            model="gemini-1.5-flash-latest",
-            # model="gemini-exp-1114",
-            api_key=os.getenv("GOOGLE_API_KEY"),
-        )
+        llm = GoogleLLMService(api_key=os.getenv("GOOGLE_API_KEY"), model="gemini-2.0-flash-001")
         llm.register_function("get_weather", get_weather)
         llm.register_function("get_image", get_image)
 

examples/foundational/14f-function-calling-groq.py

@@ -20,7 +20,7 @@ from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.services.cartesia import CartesiaTTSService
-from pipecat.services.groq import GroqLLMService
+from pipecat.services.groq import GroqLLMService, GroqSTTService
 from pipecat.services.openai import OpenAILLMContext
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
@@ -50,20 +50,20 @@ async def main():
             "Respond bot",
             DailyParams(
                 audio_out_enabled=True,
-                transcription_enabled=True,
                 vad_enabled=True,
                 vad_analyzer=SileroVADAnalyzer(),
+                vad_audio_passthrough=True,
             ),
         )
 
+        stt = GroqSTTService(api_key=os.getenv("GROQ_API_KEY"), model="distil-whisper-large-v3-en")
+
         tts = CartesiaTTSService(
             api_key=os.getenv("CARTESIA_API_KEY"),
             voice_id="79a125e8-cd45-4c13-8a67-188112f4dd22",  # British Lady
         )
 
-        llm = GroqLLMService(
-            api_key=os.getenv("GROQ_API_KEY"), model="llama3-groq-70b-8192-tool-use-preview"
-        )
+        llm = GroqLLMService(api_key=os.getenv("GROQ_API_KEY"), model="llama-3.3-70b-versatile")
         # Register a function_name of None to get all functions
         # sent to the same callback with an additional function_name parameter.
         llm.register_function(None, fetch_weather_from_api, start_callback=start_fetch_weather)
@@ -105,6 +105,7 @@ async def main():
         pipeline = Pipeline(
             [
                 transport.input(),
+                stt,
                 context_aggregator.user(),
                 llm,
                 tts,

examples/foundational/14n-function-calling-perplexity.py

@@ -0,0 +1,106 @@
+#
+# Copyright (c) 2024–2025, Daily
+#
+# SPDX-License-Identifier: BSD 2-Clause License
+#
+
+"""This example demonstrates using the Perplexity API as a drop-in replacement for OpenAI.
+
+Note that while this file is in the function-calling examples, Perplexity's API does not
+currently support function calling. The example shows basic chat completion functionality
+using Perplexity's API while maintaining compatibility with the OpenAI interface.
+"""
+
+import asyncio
+import os
+import sys
+
+import aiohttp
+from dotenv import load_dotenv
+from loguru import logger
+from openai.types.chat import ChatCompletionToolParam
+from runner import configure
+
+from pipecat.audio.vad.silero import SileroVADAnalyzer
+from pipecat.frames.frames import TTSSpeakFrame
+from pipecat.pipeline.pipeline import Pipeline
+from pipecat.pipeline.runner import PipelineRunner
+from pipecat.pipeline.task import PipelineParams, PipelineTask
+from pipecat.services.cartesia import CartesiaTTSService
+from pipecat.services.openai import OpenAILLMContext, OpenAILLMService
+from pipecat.services.perplexity import PerplexityLLMService
+from pipecat.transports.services.daily import DailyParams, DailyTransport
+
+load_dotenv(override=True)
+
+logger.remove(0)
+logger.add(sys.stderr, level="DEBUG")
+
+
+async def main():
+    async with aiohttp.ClientSession() as session:
+        (room_url, token) = await configure(session)
+
+        transport = DailyTransport(
+            room_url,
+            token,
+            "Respond bot",
+            DailyParams(
+                audio_out_enabled=True,
+                transcription_enabled=True,
+                vad_enabled=True,
+                vad_analyzer=SileroVADAnalyzer(),
+            ),
+        )
+
+        tts = CartesiaTTSService(
+            api_key=os.getenv("CARTESIA_API_KEY"),
+            voice_id="79a125e8-cd45-4c13-8a67-188112f4dd22",  # British Lady
+        )
+
+        llm = PerplexityLLMService(api_key=os.getenv("PERPLEXITY_API_KEY"), model="sonar")
+
+        messages = [
+            {
+                "role": "user",
+                "content": "You are a helpful LLM in a WebRTC call. Your goal is to demonstrate your capabilities in a succinct way. Your output will be converted to audio so don't include special characters in your answers. Respond to what the user said in a creative and helpful way.",
+            },
+        ]
+
+        context = OpenAILLMContext(messages)
+        context_aggregator = llm.create_context_aggregator(context)
+
+        pipeline = Pipeline(
+            [
+                transport.input(),
+                context_aggregator.user(),
+                llm,
+                tts,
+                transport.output(),
+                context_aggregator.assistant(),
+            ]
+        )
+
+        task = PipelineTask(
+            pipeline,
+            PipelineParams(
+                allow_interruptions=True,
+                enable_metrics=True,
+                enable_usage_metrics=True,
+                report_only_initial_ttfb=True,
+            ),
+        )
+
+        @transport.event_handler("on_first_participant_joined")
+        async def on_first_participant_joined(transport, participant):
+            await transport.capture_participant_transcription(participant["id"])
+            # Kick off the conversation.
+            await task.queue_frames([context_aggregator.user().get_context_frame()])
+
+        runner = PipelineRunner()
+
+        await runner.run(task)
+
+
+if __name__ == "__main__":
+    asyncio.run(main())

examples/foundational/18-gstreamer-filesrc.py

@@ -51,8 +51,6 @@ async def main():
             out_params=GStreamerPipelineSource.OutputParams(
                 video_width=1280,
                 video_height=720,
-                audio_sample_rate=24000,
-                audio_channels=1,
             ),
         )
 

examples/foundational/19-openai-realtime-beta.py

@@ -80,9 +80,7 @@ async def main():
             "Respond bot",
             DailyParams(
                 audio_in_enabled=True,
-                audio_in_sample_rate=24000,
                 audio_out_enabled=True,
-                audio_out_sample_rate=24000,
                 transcription_enabled=False,
                 vad_enabled=True,
                 vad_analyzer=SileroVADAnalyzer(params=VADParams(stop_secs=0.8)),

examples/foundational/20b-persistent-context-openai-realtime.py

@@ -177,9 +177,7 @@ async def main():
             "Respond bot",
             DailyParams(
                 audio_in_enabled=True,
-                audio_in_sample_rate=24000,
                 audio_out_enabled=True,
-                audio_out_sample_rate=24000,
                 transcription_enabled=False,
                 vad_enabled=True,
                 vad_analyzer=SileroVADAnalyzer(params=VADParams(stop_secs=0.8)),

examples/foundational/20d-persistent-context-gemini.py

@@ -237,7 +237,7 @@ async def main():
             voice_id="79a125e8-cd45-4c13-8a67-188112f4dd22",  # British Lady
         )
 
-        llm = GoogleLLMService(model="gemini-1.5-flash-latest", api_key=os.getenv("GOOGLE_API_KEY"))
+        llm = GoogleLLMService(model="gemini-2.0-flash-001", api_key=os.getenv("GOOGLE_API_KEY"))
 
         # you can either register a single function for all function calls, or specific functions
         # llm.register_function(None, fetch_weather_from_api)

examples/foundational/21-tavus-layer.py

@@ -88,6 +88,10 @@ async def main():
         task = PipelineTask(
             pipeline,
             PipelineParams(
+                # We just use 16000 because that's what Tavus is expecting and
+                # we avoid resampling.
+                audio_in_sample_rate=16000,
+                audio_out_sample_rate=16000,
                 allow_interruptions=True,
                 enable_metrics=True,
                 enable_usage_metrics=True,

examples/foundational/22b-natural-conversation-proposal.py

@@ -12,6 +12,7 @@ import time
 import aiohttp
 from dotenv import load_dotenv
 from loguru import logger
+from openai.types.chat import ChatCompletionToolParam
 from runner import configure
 
 from pipecat.audio.vad.silero import SileroVADAnalyzer
@@ -19,6 +20,8 @@ from pipecat.frames.frames import (
     CancelFrame,
     EndFrame,
     Frame,
+    FunctionCallInProgressFrame,
+    FunctionCallResultFrame,
     LLMMessagesFrame,
     StartFrame,
     StartInterruptionFrame,
@@ -26,6 +29,7 @@ from pipecat.frames.frames import (
     SystemFrame,
     TextFrame,
     TranscriptionFrame,
+    TTSSpeakFrame,
     UserStartedSpeakingFrame,
     UserStoppedSpeakingFrame,
 )
@@ -156,6 +160,11 @@ class OutputGate(FrameProcessor):
             await self.push_frame(frame, direction)
             return
 
+        # Don't block function call frames
+        if isinstance(frame, (FunctionCallInProgressFrame, FunctionCallResultFrame)):
+            await self.push_frame(frame, direction)
+            return
+
         # Ignore frames that are not following the direction of this gate.
         if direction != FrameDirection.DOWNSTREAM:
             await self.push_frame(frame, direction)
@@ -186,6 +195,16 @@ class OutputGate(FrameProcessor):
                 break
 
 
+async def start_fetch_weather(function_name, llm, context):
+    """Push a frame to the LLM; this is handy when the LLM response might take a while."""
+    await llm.push_frame(TTSSpeakFrame("Let me check on that."))
+    logger.debug(f"Starting fetch_weather_from_api with function_name: {function_name}")
+
+
+async def fetch_weather_from_api(function_name, tool_call_id, args, llm, context, result_callback):
+    await result_callback({"conditions": "nice", "temperature": "75"})
+
+
 async def main():
     async with aiohttp.ClientSession() as session:
         (room_url, _) = await configure(session)
@@ -216,6 +235,34 @@ async def main():
 
         # This is the regular LLM.
         llm = OpenAILLMService(api_key=os.getenv("OPENAI_API_KEY"), model="gpt-4o")
+        # Register a function_name of None to get all functions
+        # sent to the same callback with an additional function_name parameter.
+        llm.register_function(None, fetch_weather_from_api, start_callback=start_fetch_weather)
+
+        tools = [
+            ChatCompletionToolParam(
+                type="function",
+                function={
+                    "name": "get_current_weather",
+                    "description": "Get the current weather",
+                    "parameters": {
+                        "type": "object",
+                        "properties": {
+                            "location": {
+                                "type": "string",
+                                "description": "The city and state, e.g. San Francisco, CA",
+                            },
+                            "format": {
+                                "type": "string",
+                                "enum": ["celsius", "fahrenheit"],
+                                "description": "The temperature unit to use. Infer this from the users location.",
+                            },
+                        },
+                        "required": ["location", "format"],
+                    },
+                },
+            )
+        ]
 
         messages = [
             {
@@ -224,7 +271,7 @@ async def main():
             },
         ]
 
-        context = OpenAILLMContext(messages)
+        context = OpenAILLMContext(messages, tools)
         context_aggregator = llm.create_context_aggregator(context)
 
         # We have instructed the LLM to return 'YES' if it thinks the user
@@ -265,6 +312,8 @@ async def main():
                 or isinstance(frame, LLMMessagesFrame)
                 or isinstance(frame, StartInterruptionFrame)
                 or isinstance(frame, StopInterruptionFrame)
+                or isinstance(frame, FunctionCallInProgressFrame)
+                or isinstance(frame, FunctionCallResultFrame)
             )
 
         pipeline = Pipeline(

examples/foundational/22c-natural-conversation-mixed-llms.py

@@ -12,6 +12,7 @@ import time
 import aiohttp
 from dotenv import load_dotenv
 from loguru import logger
+from openai.types.chat import ChatCompletionToolParam
 from runner import configure
 
 from pipecat.audio.vad.silero import SileroVADAnalyzer
@@ -19,6 +20,8 @@ from pipecat.frames.frames import (
     CancelFrame,
     EndFrame,
     Frame,
+    FunctionCallInProgressFrame,
+    FunctionCallResultFrame,
     LLMMessagesFrame,
     StartFrame,
     StartInterruptionFrame,
@@ -26,6 +29,7 @@ from pipecat.frames.frames import (
     SystemFrame,
     TextFrame,
     TranscriptionFrame,
+    TTSSpeakFrame,
     UserStartedSpeakingFrame,
     UserStoppedSpeakingFrame,
 )
@@ -360,6 +364,11 @@ class OutputGate(FrameProcessor):
             await self.push_frame(frame, direction)
             return
 
+        # Don't block function call frames
+        if isinstance(frame, (FunctionCallInProgressFrame, FunctionCallResultFrame)):
+            await self.push_frame(frame, direction)
+            return
+
         # Ignore frames that are not following the direction of this gate.
         if direction != FrameDirection.DOWNSTREAM:
             await self.push_frame(frame, direction)
@@ -390,6 +399,16 @@ class OutputGate(FrameProcessor):
                 break
 
 
+async def start_fetch_weather(function_name, llm, context):
+    """Push a frame to the LLM; this is handy when the LLM response might take a while."""
+    await llm.push_frame(TTSSpeakFrame("Let me check on that."))
+    logger.debug(f"Starting fetch_weather_from_api with function_name: {function_name}")
+
+
+async def fetch_weather_from_api(function_name, tool_call_id, args, llm, context, result_callback):
+    await result_callback({"conditions": "nice", "temperature": "75"})
+
+
 async def main():
     async with aiohttp.ClientSession() as session:
         (room_url, _) = await configure(session)
@@ -426,6 +445,34 @@ async def main():
             api_key=os.getenv("OPENAI_API_KEY"),
             model="gpt-4o",
         )
+        # Register a function_name of None to get all functions
+        # sent to the same callback with an additional function_name parameter.
+        llm.register_function(None, fetch_weather_from_api, start_callback=start_fetch_weather)
+
+        tools = [
+            ChatCompletionToolParam(
+                type="function",
+                function={
+                    "name": "get_current_weather",
+                    "description": "Get the current weather",
+                    "parameters": {
+                        "type": "object",
+                        "properties": {
+                            "location": {
+                                "type": "string",
+                                "description": "The city and state, e.g. San Francisco, CA",
+                            },
+                            "format": {
+                                "type": "string",
+                                "enum": ["celsius", "fahrenheit"],
+                                "description": "The temperature unit to use. Infer this from the users location.",
+                            },
+                        },
+                        "required": ["location", "format"],
+                    },
+                },
+            )
+        ]
 
         messages = [
             {
@@ -434,7 +481,7 @@ async def main():
             },
         ]
 
-        context = OpenAILLMContext(messages)
+        context = OpenAILLMContext(messages, tools)
         context_aggregator = llm.create_context_aggregator(context)
 
         # We have instructed the LLM to return 'YES' if it thinks the user
@@ -474,6 +521,8 @@ async def main():
                 or isinstance(frame, LLMMessagesFrame)
                 or isinstance(frame, StartInterruptionFrame)
                 or isinstance(frame, StopInterruptionFrame)
+                or isinstance(frame, FunctionCallInProgressFrame)
+                or isinstance(frame, FunctionCallResultFrame)
             )
 
         pipeline = Pipeline(

examples/foundational/22d-natural-conversation-gemini-audio.py

@@ -20,6 +20,8 @@ from pipecat.frames.frames import (
     CancelFrame,
     EndFrame,
     Frame,
+    FunctionCallInProgressFrame,
+    FunctionCallResultFrame,
     InputAudioRawFrame,
     LLMFullResponseEndFrame,
     LLMFullResponseStartFrame,
@@ -55,13 +57,9 @@ load_dotenv(override=True)
 logger.remove(0)
 logger.add(sys.stderr, level="DEBUG")
 
-# TRANSCRIBER_MODEL = "gemini-1.5-flash-latest"
-# CLASSIFIER_MODEL = "gemini-1.5-flash-latest"
-# CONVERSATION_MODEL = "gemini-1.5-flash-latest"
-
-TRANSCRIBER_MODEL = "gemini-2.0-flash-exp"
-CLASSIFIER_MODEL = "gemini-2.0-flash-exp"
-CONVERSATION_MODEL = "gemini-2.0-flash-exp"
+TRANSCRIBER_MODEL = "gemini-2.0-flash-001"
+CLASSIFIER_MODEL = "gemini-2.0-flash-001"
+CONVERSATION_MODEL = "gemini-2.0-flash-001"
 
 transcriber_system_instruction = """You are an audio transcriber. You are receiving audio from a user. Your job is to
 transcribe the input audio to text exactly as it was said by the user.
@@ -499,7 +497,7 @@ class UserAggregatorBuffer(LLMResponseAggregator):
         if isinstance(frame, UserStartedSpeakingFrame):
             self._transcription = ""
 
-    async def _push_aggregation(self):
+    async def push_aggregation(self):
         if self._aggregation:
             self._transcription = self._aggregation
             self._aggregation = ""
@@ -579,6 +577,11 @@ class OutputGate(FrameProcessor):
             await self.push_frame(frame, direction)
             return
 
+        # Don't block function call frames
+        if isinstance(frame, (FunctionCallInProgressFrame, FunctionCallResultFrame)):
+            await self.push_frame(frame, direction)
+            return
+
         # Ignore frames that are not following the direction of this gate.
         if direction != FrameDirection.DOWNSTREAM:
             await self.push_frame(frame, direction)
@@ -639,7 +642,6 @@ async def main():
                 vad_enabled=True,
                 vad_analyzer=SileroVADAnalyzer(),
                 vad_audio_passthrough=True,
-                audio_in_sample_rate=16000,
             ),
         )
 
@@ -677,12 +679,6 @@ async def main():
         context = OpenAILLMContext()
         context_aggregator = conversation_llm.create_context_aggregator(context)
 
-        # We have instructed the LLM to return 'True' if it thinks the user
-        # completed a sentence. So, if it's 'True' we will return true in this
-        # predicate which will wake up the notifier.
-        async def wake_check_filter(frame):
-            return frame.text == "True"
-
         # This is a notifier that we use to synchronize the two LLMs.
         notifier = EventNotifier()
 
@@ -699,14 +695,6 @@ async def main():
         async def block_user_stopped_speaking(frame):
             return not isinstance(frame, UserStoppedSpeakingFrame)
 
-        async def pass_only_llm_trigger_frames(frame):
-            return (
-                isinstance(frame, OpenAILLMContextFrame)
-                or isinstance(frame, LLMMessagesFrame)
-                or isinstance(frame, StartInterruptionFrame)
-                or isinstance(frame, StopInterruptionFrame)
-            )
-
         conversation_audio_context_assembler = ConversationAudioContextAssembler(context=context)
 
         user_aggregator_buffer = UserAggregatorBuffer()

examples/foundational/24-stt-mute-filter.py

@@ -61,9 +61,11 @@ async def main():
         stt = DeepgramSTTService(api_key=os.getenv("DEEPGRAM_API_KEY"))
         # Configure the mute processor with both strategies
         stt_mute_processor = STTMuteFilter(
-            stt_service=stt,
             config=STTMuteConfig(
-                strategies={STTMuteStrategy.FIRST_SPEECH, STTMuteStrategy.FUNCTION_CALL}
+                strategies={
+                    STTMuteStrategy.MUTE_UNTIL_FIRST_BOT_COMPLETE,
+                    STTMuteStrategy.FUNCTION_CALL,
+                }
             ),
         )
 

examples/foundational/25-google-audio-in.py

@@ -143,7 +143,14 @@ class InputTranscriptionContextFilter(FrameProcessor):
             return
 
         try:
-            message = frame.context.messages[-1]
+            # Make sure we're working with a GoogleLLMContext
+            context = GoogleLLMContext.upgrade_to_google(frame.context)
+            message = context.messages[-1]
+
+            if not isinstance(message, glm.Content):
+                logger.error(f"Expected glm.Content, got {type(message)}")
+                return
+
             last_part = message.parts[-1]
             if not (
                 message.role == "user"
@@ -292,7 +299,7 @@ async def main():
 
         conversation_llm = GoogleLLMService(
             name="Conversation",
-            model="gemini-1.5-flash-latest",
+            model="gemini-2.0-flash-001",
             # model="gemini-exp-1121",
             api_key=os.getenv("GOOGLE_API_KEY"),
             # we can give the GoogleLLMService a system instruction to use directly
@@ -303,7 +310,7 @@ async def main():
 
         input_transcription_llm = GoogleLLMService(
             name="Transcription",
-            model="gemini-1.5-flash-latest",
+            model="gemini-2.0-flash-001",
             # model="gemini-exp-1121",
             api_key=os.getenv("GOOGLE_API_KEY"),
             system_instruction=transcriber_system_message,

examples/foundational/26-gemini-multimodal-live.py

@@ -37,8 +37,6 @@ async def main():
             token,
             "Respond bot",
             DailyParams(
-                audio_in_sample_rate=16000,
-                audio_out_sample_rate=24000,
                 audio_out_enabled=True,
                 vad_enabled=True,
                 vad_audio_passthrough=True,

examples/foundational/26a-gemini-multimodal-live-transcription.py

@@ -37,8 +37,6 @@ async def main():
             token,
             "Respond bot",
             DailyParams(
-                audio_in_sample_rate=16000,
-                audio_out_sample_rate=24000,
                 audio_out_enabled=True,
                 vad_enabled=True,
                 vad_audio_passthrough=True,

examples/foundational/26b-gemini-multimodal-live-function-calling.py

@@ -84,8 +84,6 @@ async def main():
             token,
             "Respond bot",
             DailyParams(
-                audio_in_sample_rate=16000,
-                audio_out_sample_rate=24000,
                 audio_out_enabled=True,
                 vad_enabled=True,
                 vad_audio_passthrough=True,

examples/foundational/26c-gemini-multimodal-live-video.py

@@ -37,8 +37,6 @@ async def main():
             token,
             "Respond bot",
             DailyParams(
-                audio_in_sample_rate=16000,
-                audio_out_sample_rate=24000,
                 audio_out_enabled=True,
                 vad_enabled=True,
                 vad_audio_passthrough=True,
@@ -47,8 +45,6 @@ async def main():
                 # matter because we can only use the Multimodal Live API's phrase
                 # endpointing, for now.
                 vad_analyzer=SileroVADAnalyzer(params=VADParams(stop_secs=0.5)),
-                start_audio_paused=True,
-                start_video_paused=True,
             ),
         )
 

examples/foundational/26d-gemini-multimodal-live-text.py

@@ -52,8 +52,6 @@ async def main():
             token,
             "Respond bot",
             DailyParams(
-                audio_in_sample_rate=16000,
-                audio_out_sample_rate=24000,
                 audio_out_enabled=True,
                 vad_enabled=True,
                 vad_audio_passthrough=True,

examples/foundational/28c-transcription-processor-gemini.py

@@ -6,6 +6,7 @@
 
 import asyncio
 import os
+import sqlite3
 import sys
 from typing import List, Optional
 
@@ -44,22 +45,33 @@ class TranscriptHandler:
         output_file: Optional path to file where transcript is saved. If None, outputs to log only.
     """
 
-    def __init__(self, output_file: Optional[str] = None):
-        """Initialize handler with optional file output.
+    def __init__(self, output_file: Optional[str] = None, output_db: Optional[str] = None):
+        """Initialize handler with optional file or database output.
 
         Args:
             output_file: Path to output file. If None, outputs to log only.
         """
         self.messages: List[TranscriptionMessage] = []
         self.output_file: Optional[str] = output_file
+        self.output_db: Optional[str] = output_db
+
+        if self.output_db:
+            self.con = sqlite3.connect("example.db")
+            self.db = self.con.cursor()
+
+            table = self.db.execute("SELECT name FROM sqlite_master WHERE name='messages'")
+            if not (table.fetchone()):
+                self.db.execute(
+                    "CREATE TABLE messages(role TEXT, content TEXT, timestamp DATETIME DEFAULT CURRENT_TIMESTAMP )"
+                )
         logger.debug(
-            f"TranscriptHandler initialized {'with output_file=' + output_file if output_file else 'with log output only'}"
+            f"TranscriptHandler initialized; output file: {output_file}, output DB: {output_db}"
         )
 
     async def save_message(self, message: TranscriptionMessage):
         """Save a single transcript message.
 
-        Outputs the message to the log and optionally to a file.
+        Outputs the message to the log and optionally to a SQLite database or file.
 
         Args:
             message: The message to save
@@ -78,6 +90,14 @@ class TranscriptHandler:
             except Exception as e:
                 logger.error(f"Error saving transcript message to file: {e}")
 
+        # and/or to a SQLite database
+        if self.output_db:
+            self.db.execute(
+                "INSERT INTO messages VALUES (?, ?, ?)",
+                (message.role, message.content, message.timestamp),
+            )
+            self.con.commit()
+
     async def on_transcript_update(
         self, processor: TranscriptProcessor, frame: TranscriptionUpdateFrame
     ):
@@ -136,8 +156,11 @@ async def main():
 
         # Create transcript processor and handler
         transcript = TranscriptProcessor()
+        # Select a TranscriptHandler output method
+        # Uncomment out only one of the following lines:
         transcript_handler = TranscriptHandler()  # Output to log only
         # transcript_handler = TranscriptHandler(output_file="transcript.txt") # Output to file and log
+        # transcript_handler = TranscriptHandler(output_db="example.db")  # Output to SQLite DB and log
 
         pipeline = Pipeline(
             [

examples/foundational/29-livekit-audio-chat.py

@@ -38,8 +38,6 @@ load_dotenv(override=True)
 logger.remove(0)
 logger.add(sys.stderr, level="DEBUG")
 
-DESIRED_SAMPLE_RATE = 16000
-
 
 def generate_token(room_name: str, participant_name: str, api_key: str, api_secret: str) -> str:
     token = api.AccessToken(api_key, api_secret)
@@ -114,11 +112,8 @@ async def main():
             token=token,
             room_name=room_name,
             params=LiveKitParams(
-                audio_in_channels=1,
                 audio_in_enabled=True,
                 audio_out_enabled=True,
-                audio_in_sample_rate=DESIRED_SAMPLE_RATE,
-                audio_out_sample_rate=DESIRED_SAMPLE_RATE,
                 vad_analyzer=SileroVADAnalyzer(),
                 vad_enabled=True,
                 vad_audio_passthrough=True,
@@ -128,7 +123,6 @@ async def main():
         stt = DeepgramSTTService(
             api_key=os.getenv("DEEPGRAM_API_KEY"),
             live_options=LiveOptions(
-                sample_rate=DESIRED_SAMPLE_RATE,
                 vad_events=True,
             ),
         )
@@ -138,7 +132,6 @@ async def main():
         tts = CartesiaTTSService(
             api_key=os.getenv("CARTESIA_API_KEY"),
             voice_id="79a125e8-cd45-4c13-8a67-188112f4dd22",  # British Lady
-            sample_rate=DESIRED_SAMPLE_RATE,
         )
 
         messages = [

examples/foundational/32-gemini-grounding-metadata.py

@@ -89,6 +89,7 @@ async def main():
             api_key=os.getenv("GOOGLE_API_KEY"),
             system_instruction=system_instruction,
             tools=tools,
+            model="gemini-1.5-flash-002",
         )
 
         context = OpenAILLMContext(

examples/foundational/33-gemini-rag.py

@@ -0,0 +1,254 @@
+#
+# Copyright (c) 2024–2025, Daily
+#
+# SPDX-License-Identifier: BSD 2-Clause License
+#
+"""CrossFit Games 2025 Rulebook RAG Demo.
+
+This example demonstrates a Model-Assisted Generation (MAG) chatbot using Google's Gemini model.
+This example uses 2 Gemini models:
+- Gemini 2.0 Flash: This is the voice model that is used to generate the response.
+- Gemini 2.0 Flash Lite: This is the model that is used to answer questions about the CrossFit Games 2025 rulebook - information that isn't yet publicly
+indexed by Gemini (or any other LLM).
+
+How it works:
+- The voice model (Gemini 2.0 Flash) is configured to call a function whenever the user asks a question.
+- The function call is a tool call to the MAG model (Gemini 2.0 Flash Lite).
+- The MAG model generates a response based on the question. The MAG model has the entire contents of the CrossFit Games 2025 rulebook in it's context window.
+- The response is returned to the voice model (Gemini 2.0 Flash), which then generates the response to the user.
+
+Why this works:
+- Gemini 2.0 Flash is fast
+- Gemini 2.0 Flash Lite is faster
+- Gemini 2.0 Flash Lite has a large (1 million tokens) context window
+- IMPORTANT: The generated response from Gemini 2.0 Flash Lite is limited to 50 words or less and 64 tokens.
+You can see this in the RAG_PROMPT variable and the generation_config in the query_knowledge_base function.
+Long generations are slower and more expensive, in the world of Voice AI, we don't need long generations.
+
+Example questions to ask and compare to other RAG solutions:
+- What lenses are not allowed?
+- How many people can be on a team?
+- What do winning gyms get?
+- What happens if I skip a workout?
+- Can I switch my team members for the Games?
+- What happens if I start too early?
+
+Notes:
+- The RAG model is Gemini 2.0 Flash Lite.
+- The voice model is Gemini 2.0 Flash.
+- The RAG content is stored in the assets/rag-content.txt file.
+- The model for voice is Gemini 2.0 Flash, but can be easily switched to any other model.
+
+Customization options:
+- update assets/rag-content.txt with your own knowledge base
+- increase/decrease the RAG_MODEL's generation length
+- use a different voice model
+- play with the RAG_PROMPT
+- change the function calling logic
+"""
+
+import asyncio
+import json
+import os
+import sys
+import time
+
+import aiohttp
+import google.generativeai as genai
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
+from pipecat.audio.vad.silero import SileroVADAnalyzer
+from pipecat.pipeline.pipeline import Pipeline
+from pipecat.pipeline.runner import PipelineRunner
+from pipecat.pipeline.task import PipelineParams, PipelineTask
+from pipecat.services.cartesia import CartesiaTTSService
+from pipecat.services.google import GoogleLLMService
+from pipecat.services.openai import OpenAILLMContext
+from pipecat.transports.services.daily import DailyParams, DailyTransport
+
+load_dotenv(override=True)
+
+logger.remove(0)
+logger.add(sys.stderr, level="INFO")
+
+video_participant_id = None
+
+
+def get_rag_content():
+    """Get the RAG content from the file."""
+    script_dir = os.path.dirname(os.path.abspath(__file__))
+    rag_content_path = os.path.join(script_dir, "assets", "rag-content.txt")
+    with open(rag_content_path, "r") as f:
+        return f.read()
+
+
+RAG_MODEL = "gemini-2.0-flash-lite-preview-02-05"
+VOICE_MODEL = "gemini-2.0-flash"
+RAG_CONTENT = get_rag_content()
+RAG_PROMPT = f"""
+You are a helpful assistant designed to answer user questions based solely on the provided knowledge base.
+
+**Instructions:**
+
+1.  **Knowledge Base Only:** Answer questions *exclusively* using the information in the "Knowledge Base" section below. Do not use any outside information.
+2.  **Conversation History:** Use the "Conversation History" (ordered oldest to newest) to understand the context of the current question.
+3.  **Concise Response:**  Respond in 50 words or fewer.  The response will be spoken, so avoid symbols, abbreviations, or complex formatting. Use plain, natural language.
+4.  **Unknown Answer:** If the answer is not found within the "Knowledge Base," respond with "I don't know." Do not guess or make up an answer.
+5. Do not introduce your response. Just provide the answer.
+6. You must follow all instructions.
+
+**Input Format:**
+
+Each request will include:
+
+*   **Conversation History:**  (A list of previous user and assistant messages, if any)
+
+**Knowledge Base:**
+Here is the knowledge base you have access to:
+{RAG_CONTENT}
+"""
+genai.configure(api_key=os.environ["GOOGLE_API_KEY"])
+
+
+async def query_knowledge_base(
+    function_name, tool_call_id, arguments, llm, context, result_callback
+):
+    """Query the knowledge base for the answer to the question."""
+    logger.info(f"Querying knowledge base for question: {arguments['question']}")
+    client = genai.GenerativeModel(
+        model_name=RAG_MODEL,
+        system_instruction=RAG_PROMPT,
+        generation_config=genai.types.GenerationConfig(
+            temperature=0.1,
+            max_output_tokens=64,
+        ),
+    )
+    # for our case, the first two messages are the instructions and the user message
+    # so we remove them.
+    conversation_turns = context.messages[2:]
+    # convert to standard messages
+    messages = []
+    for turn in conversation_turns:
+        messages.extend(context.to_standard_messages(turn))
+
+    def _is_tool_call(turn):
+        if turn.get("role", None) == "tool":
+            return True
+        if turn.get("tool_calls", None):
+            return True
+        return False
+
+    # filter out tool calls
+    messages = [turn for turn in messages if not _is_tool_call(turn)]
+    # use the last 3 turns as the conversation history/context
+    messages = messages[-3:]
+    messages_json = json.dumps(messages, ensure_ascii=False, indent=2)
+
+    logger.info(f"Conversation turns: {messages_json}")
+
+    start = time.perf_counter()
+    response = client.generate_content(
+        contents=[messages_json],
+    )
+    end = time.perf_counter()
+    logger.info(f"Time taken: {end - start:.2f} seconds")
+    logger.info(response.text)
+    await result_callback(response.text)
+
+
+async def main():
+    async with aiohttp.ClientSession() as session:
+        (room_url, token) = await configure(session)
+
+        transport = DailyTransport(
+            room_url,
+            token,
+            "Gemini RAG Bot",
+            DailyParams(
+                audio_out_enabled=True,
+                transcription_enabled=True,
+                vad_enabled=True,
+                vad_analyzer=SileroVADAnalyzer(),
+            ),
+        )
+
+        tts = CartesiaTTSService(
+            api_key=os.getenv("CARTESIA_API_KEY"),
+            voice_id="f9836c6e-a0bd-460e-9d3c-f7299fa60f94",  # Southern Lady
+        )
+
+        llm = GoogleLLMService(
+            model=VOICE_MODEL,
+            api_key=os.getenv("GOOGLE_API_KEY"),
+        )
+        llm.register_function("query_knowledge_base", query_knowledge_base)
+        tools = [
+            {
+                "function_declarations": [
+                    {
+                        "name": "query_knowledge_base",
+                        "description": "Query the knowledge base for the answer to the question.",
+                        "parameters": {
+                            "type": "object",
+                            "properties": {
+                                "question": {
+                                    "type": "string",
+                                    "description": "The question to query the knowledge base with.",
+                                },
+                            },
+                        },
+                    },
+                ],
+            },
+        ]
+        system_prompt = """\
+You are a helpful assistant who converses with a user and answers questions.
+
+You have access to the tool, query_knowledge_base, that allows you to query the knowledge base for the answer to the user's question.
+
+Your response will be turned into speech so use only simple words and punctuation.
+"""
+        messages = [
+            {"role": "system", "content": system_prompt},
+            {"role": "user", "content": "Greet the user."},
+        ]
+
+        context = OpenAILLMContext(messages, tools)
+        context_aggregator = llm.create_context_aggregator(context)
+
+        pipeline = Pipeline(
+            [
+                transport.input(),
+                context_aggregator.user(),
+                llm,
+                tts,
+                transport.output(),
+                context_aggregator.assistant(),
+            ]
+        )
+        task = PipelineTask(
+            pipeline,
+            PipelineParams(
+                allow_interruptions=True,
+                enable_metrics=True,
+                enable_usage_metrics=True,
+            ),
+        )
+
+        @transport.event_handler("on_first_participant_joined")
+        async def on_first_participant_joined(transport, participant):
+            global video_participant_id
+            video_participant_id = participant["id"]
+            await transport.capture_participant_transcription(participant["id"])
+            await transport.capture_participant_video(video_participant_id, framerate=0)
+            # Kick off the conversation.
+            await task.queue_frames([context_aggregator.user().get_context_frame()])
+
+        runner = PipelineRunner()
+        await runner.run(task)
+
+
+if __name__ == "__main__":
+    asyncio.run(main())

examples/foundational/runner.py

@@ -6,6 +6,7 @@
 
 import argparse
 import os
+from typing import Optional
 
 import aiohttp
 
@@ -18,7 +19,7 @@ async def configure(aiohttp_session: aiohttp.ClientSession):
 
 
 async def configure_with_args(
-    aiohttp_session: aiohttp.ClientSession, parser: argparse.ArgumentParser | None = None
+    aiohttp_session: aiohttp.ClientSession, parser: Optional[argparse.ArgumentParser] = None
 ):
     if not parser:
         parser = argparse.ArgumentParser(description="Daily AI SDK Bot Sample")

examples/instant-voice/.gitignore

@@ -0,0 +1,7 @@
+venv
+.idea
+server/.env
+client/javascript/node_modules
+client/javascript/.vite
+bkp
+

examples/instant-voice/README.md

@@ -0,0 +1,55 @@
+# Instant Voice
+
+This demo showcases how to enable instant voice communication as soon as a user connects.
+By leveraging optimizations on both the server and client sides, users can start speaking immediately after pressing the connect button.
+
+## How It Works
+
+### Server-Side Improvements:
+- A **pool of Daily rooms** is managed to ensure quick connections.
+- When a user connects, an existing room from the pool is assigned.
+- A new room is created asynchronously to maintain the predefined pool size.
+
+### Client-Side Improvements:
+- Using the **DailyTransport** property `bufferLocalAudioUntilBotReady` set to enabled, users can start speaking immediately
+  upon receiving the `AUDIO_BUFFERING_STARTED` event (typically within ~1s).
+- This allows users to speak even before the bot is fully ready or the WebRTC connection is fully established.
+
+## Quick Start
+
+### 1. Start the Bot Server
+
+1. Navigate to the server directory:
+   ```bash
+   cd server
+   ```
+2. Create and activate a virtual environment:
+   ```bash
+   python3 -m venv venv
+   source venv/bin/activate  # On Windows: venv\Scripts\activate
+   ```
+3. Install dependencies:
+   ```bash
+   pip install -r requirements.txt
+   ```
+4. Copy the `.env.example` file to `.env` and configure it:
+    - Add your API keys.
+5. Start the server:
+   ```bash
+   python src/server.py
+   ```
+
+### 2. Connect Using the Client App
+
+For client-side setup, refer to the [JavaScript Guide](client/javascript/README.md).
+
+## Important Notes
+- The bot server **must** be running before using the client implementation.
+- Ensure your environment variables are correctly set up.
+
+## Requirements
+- **Python 3.10+**
+- **Node.js 16+** (for JavaScript/React client)
+- **Daily API key**
+- **Google API key**
+- **Modern web browser with WebRTC support**

examples/instant-voice/client/javascript/README.md

@@ -0,0 +1,27 @@
+# JavaScript Implementation
+
+Basic implementation using the [Pipecat JavaScript SDK](https://docs.pipecat.ai/client/js/introduction).
+
+## Setup
+
+1. Run the bot server. See the [server README](../../README).
+
+2. Navigate to the `client/javascript` directory:
+
+```bash
+cd client/javascript
+```
+
+3. Install dependencies:
+
+```bash
+npm install
+```
+
+4. Run the client app:
+
+```
+npm run dev
+```
+
+5. Visit http://localhost:5173 in your browser.

examples/instant-voice/client/javascript/index.html

@@ -0,0 +1,37 @@
+<!DOCTYPE html>
+<html lang="en">
+
+<head>
+  <meta charset="UTF-8">
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  <title>AI Chatbot</title>
+</head>
+
+<body>
+<div class="container">
+  <div class="status-bar">
+    <div class="status">
+      Buffering audio: <span id="buffering-status">No</span>
+    </div>
+    <div class="status">
+      Transport: <span id="connection-status">Disconnected</span>
+    </div>
+    <div class="controls">
+      <button id="connect-btn">Connect</button>
+      <button id="disconnect-btn" disabled>Disconnect</button>
+    </div>
+  </div>
+
+  <audio id="bot-audio" autoplay></audio>
+
+  <div class="debug-panel">
+    <h3>Debug Info</h3>
+    <div id="debug-log"></div>
+  </div>
+</div>
+
+<script type="module" src="/src/app.ts"></script>
+<link rel="stylesheet" href="/src/style.css">
+</body>
+
+</html>

examples/instant-voice/client/javascript/package.json

@@ -0,0 +1,24 @@
+{
+  "name": "client",
+  "version": "1.0.0",
+  "main": "index.js",
+  "scripts": {
+    "dev": "vite",
+    "build": "tsc && vite build",
+    "preview": "vite preview"
+  },
+  "keywords": [],
+  "author": "",
+  "license": "ISC",
+  "description": "",
+  "devDependencies": {
+    "@types/node": "^22.13.1",
+    "@vitejs/plugin-react-swc": "^3.7.2",
+    "typescript": "^5.7.3",
+    "vite": "^6.0.2"
+  },
+  "dependencies": {
+    "@pipecat-ai/client-js": "^0.3.2",
+    "@pipecat-ai/daily-transport": "^0.3.5"
+  }
+}

examples/instant-voice/client/javascript/src/app.ts

@@ -0,0 +1,268 @@
+/**
+ * Copyright (c) 2024–2025, Daily
+ *
+ * SPDX-License-Identifier: BSD 2-Clause License
+ */
+
+/**
+ * RTVI Client Implementation
+ *
+ * This client connects to an RTVI-compatible bot server using WebRTC (via Daily).
+ * It handles audio/video streaming and manages the connection lifecycle.
+ *
+ * Requirements:
+ * - A running RTVI bot server (defaults to http://localhost:7860)
+ * - The server must implement the /connect endpoint that returns Daily.co room credentials
+ * - Browser with WebRTC support
+ */
+
+import {
+  Participant,
+  RTVIClient,
+  RTVIClientOptions,
+  RTVIEvent,
+} from '@pipecat-ai/client-js';
+import { DailyTransport } from '@pipecat-ai/daily-transport';
+import SoundUtils from "./util/soundUtils";
+import { InstantVoiceHelper } from "./util/instantVoiceHelper";
+
+/**
+ * InstantVoiceClient handles the connection and media management for a real-time
+ * voice and video interaction with an AI bot.
+ */
+class InstantVoiceClient {
+
+  private declare rtviClient: RTVIClient;
+  private connectBtn: HTMLButtonElement | null = null;
+  private disconnectBtn: HTMLButtonElement | null = null;
+  private statusSpan: HTMLElement | null = null;
+  private bufferingAudioSpan: HTMLElement | null = null;
+  private debugLog: HTMLElement | null = null;
+  private botAudio: HTMLAudioElement;
+  private declare startTime: number;
+
+  constructor() {
+    this.botAudio = document.createElement('audio');
+    this.botAudio.autoplay = true;
+    document.body.appendChild(this.botAudio);
+    this.setupDOMElements();
+    this.setupEventListeners();
+    this.initializeRTVIClient();
+  }
+
+  /**
+   * Set up references to DOM elements and create necessary media elements
+   */
+  private setupDOMElements(): void {
+    this.connectBtn = document.getElementById('connect-btn') as HTMLButtonElement;
+    this.disconnectBtn = document.getElementById('disconnect-btn') as HTMLButtonElement;
+    this.statusSpan = document.getElementById('connection-status');
+    this.bufferingAudioSpan = document.getElementById('buffering-status');
+    this.debugLog = document.getElementById('debug-log');
+  }
+
+  /**
+   * Set up event listeners for connect/disconnect buttons
+   */
+  private setupEventListeners(): void {
+    this.connectBtn?.addEventListener('click', () => this.connect());
+    this.disconnectBtn?.addEventListener('click', () => this.disconnect());
+  }
+
+  private initializeRTVIClient(): void {
+    const transport = new DailyTransport({
+      bufferLocalAudioUntilBotReady: true
+    });
+    const RTVIConfig: RTVIClientOptions = {
+      transport,
+      params: {
+        // The baseURL and endpoint of your bot server that the client will connect to
+        baseUrl: 'http://localhost:7860',
+        endpoints: { connect: '/connect' },
+      },
+      enableMic: true,
+      enableCam: false,
+      callbacks: {
+        onConnected: () => {
+          this.updateStatus('Connected');
+          if (this.connectBtn) this.connectBtn.disabled = true;
+          if (this.disconnectBtn) this.disconnectBtn.disabled = false;
+        },
+        onDisconnected: () => {
+          this.updateStatus('Disconnected');
+          this.updateBufferingStatus('No');
+          if (this.connectBtn) this.connectBtn.disabled = false;
+          if (this.disconnectBtn) this.disconnectBtn.disabled = true;
+          this.log('Client disconnected');
+        },
+        onBotConnected: (participant: Participant)  => {
+          this.log(`onBotConnected, timeTaken: ${Date.now() - this.startTime}`);
+        },
+        onBotReady: (data) => {
+          this.log(`onBotReady, timeTaken: ${Date.now() - this.startTime}`);
+          this.log(`Bot ready: ${JSON.stringify(data)}`);
+          this.setupMediaTracks();
+        },
+        onUserTranscript: (data) => {
+          if (data.final) {
+            this.log(`User: ${data.text}`);
+          }
+        },
+        onBotTranscript: (data) => this.log(`Bot: ${data.text}`),
+        onMessageError: (error) => console.error('Message error:', error),
+        onError: (error) => console.error('Error:', error),
+      },
+    }
+
+    this.rtviClient = new RTVIClient(RTVIConfig);
+    this.rtviClient.registerHelper("transport", new InstantVoiceHelper({
+          callbacks: {
+            onAudioBufferingStarted: () => {
+              SoundUtils.beep()
+              this.updateBufferingStatus('Yes');
+              this.log(`onMicCaptureStarted, timeTaken: ${Date.now() - this.startTime}`);
+            },
+            onAudioBufferingStopped: () => {
+              this.updateBufferingStatus('No');
+              this.log(`onMicCaptureStopped, timeTaken: ${Date.now() - this.startTime}`);
+            }
+          }
+        }
+    ));
+    this.setupTrackListeners();
+  }
+
+  /**
+   * Add a timestamped message to the debug log
+   */
+  private log(message: string): void {
+    if (!this.debugLog) return;
+    const entry = document.createElement('div');
+    entry.textContent = `${new Date().toISOString()} - ${message}`;
+    if (message.startsWith('User: ')) {
+      entry.style.color = '#2196F3';
+    } else if (message.startsWith('Bot: ')) {
+      entry.style.color = '#4CAF50';
+    }
+    this.debugLog.appendChild(entry);
+    this.debugLog.scrollTop = this.debugLog.scrollHeight;
+    console.log(message);
+  }
+
+  /**
+   * Update the connection status display
+   */
+  private updateStatus(status: string): void {
+    if (this.statusSpan) {
+      this.statusSpan.textContent = status;
+    }
+    this.log(`Status: ${status}`);
+  }
+
+  /**
+   * Update the connection status display
+   */
+  private updateBufferingStatus(status: string): void {
+    if (this.bufferingAudioSpan) {
+      this.bufferingAudioSpan.textContent = status;
+    }
+    this.log(`BufferingStatus: ${status}`);
+  }
+
+  /**
+   * Check for available media tracks and set them up if present
+   * This is called when the bot is ready or when the transport state changes to ready
+   */
+  setupMediaTracks() {
+    if (!this.rtviClient) return;
+    const tracks = this.rtviClient.tracks();
+    if (tracks.bot?.audio) {
+      this.setupAudioTrack(tracks.bot.audio);
+    }
+  }
+
+  /**
+   * Set up listeners for track events (start/stop)
+   * This handles new tracks being added during the session
+   */
+  setupTrackListeners() {
+    if (!this.rtviClient) return;
+
+    // Listen for new tracks starting
+    this.rtviClient.on(RTVIEvent.TrackStarted, (track, participant) => {
+      // Only handle non-local (bot) tracks
+      if (!participant?.local && track.kind === 'audio') {
+        this.setupAudioTrack(track);
+      }
+    });
+
+    // Listen for tracks stopping
+    this.rtviClient.on(RTVIEvent.TrackStopped, (track, participant) => {
+      this.log(`Track stopped: ${track.kind} from ${participant?.name || 'unknown'}`);
+    });
+  }
+
+  /**
+   * Set up an audio track for playback
+   * Handles both initial setup and track updates
+   */
+  private setupAudioTrack(track: MediaStreamTrack): void {
+    this.log('Setting up audio track');
+    if (this.botAudio.srcObject && "getAudioTracks" in this.botAudio.srcObject) {
+      const oldTrack = this.botAudio.srcObject.getAudioTracks()[0];
+      if (oldTrack?.id === track.id) return;
+    }
+    this.botAudio.srcObject = new MediaStream([track]);
+  }
+
+  /**
+   * Initialize and connect to the bot
+   * This sets up the RTVI client, initializes devices, and establishes the connection
+   */
+  public async connect(): Promise<void> {
+    try {
+      this.startTime = Date.now();
+      this.log('Connecting to bot...');
+      await this.rtviClient.connect();
+    } catch (error) {
+      this.log(`Error connecting: ${(error as Error).message}`);
+      this.updateStatus('Error');
+      this.updateBufferingStatus('No');
+
+      // Clean up if there's an error
+      if (this.rtviClient) {
+        try {
+          await this.rtviClient.disconnect();
+        } catch (disconnectError) {
+          this.log(`Error during disconnect: ${disconnectError}`);
+        }
+      }
+    }
+  }
+
+  /**
+   * Disconnect from the bot and clean up media resources
+   */
+  public async disconnect(): Promise<void> {
+    try {
+      await this.rtviClient.disconnect();
+      if (this.botAudio.srcObject && "getAudioTracks" in this.botAudio.srcObject) {
+        this.botAudio.srcObject.getAudioTracks().forEach((track) => track.stop());
+        this.botAudio.srcObject = null;
+      }
+    } catch (error) {
+      this.log(`Error disconnecting: ${(error as Error).message}`);
+    }
+  }
+}
+
+declare global {
+  interface Window {
+    InstantVoiceClient: typeof InstantVoiceClient;
+  }
+}
+
+window.addEventListener('DOMContentLoaded', () => {
+  window.InstantVoiceClient = InstantVoiceClient;
+  new InstantVoiceClient();
+});

examples/instant-voice/client/javascript/src/style.css

@@ -0,0 +1,98 @@
+body {
+    margin: 0;
+    padding: 20px;
+    font-family: Arial, sans-serif;
+    background-color: #f0f0f0;
+}
+
+.container {
+    max-width: 1200px;
+    margin: 0 auto;
+}
+
+.status-bar {
+    display: flex;
+    justify-content: space-between;
+    align-items: center;
+    padding: 10px;
+    background-color: #fff;
+    border-radius: 8px;
+    margin-bottom: 20px;
+}
+
+.controls button {
+    padding: 8px 16px;
+    margin-left: 10px;
+    border: none;
+    border-radius: 4px;
+    cursor: pointer;
+}
+
+#connect-btn {
+    background-color: #4caf50;
+    color: white;
+}
+
+#disconnect-btn {
+    background-color: #f44336;
+    color: white;
+}
+
+button:disabled {
+    opacity: 0.5;
+    cursor: not-allowed;
+}
+
+.main-content {
+    background-color: #fff;
+    border-radius: 8px;
+    padding: 20px;
+    margin-bottom: 20px;
+}
+
+.bot-container {
+    display: flex;
+    flex-direction: column;
+    align-items: center;
+}
+
+#bot-video-container {
+    width: 640px;
+    height: 360px;
+    background-color: #e0e0e0;
+    border-radius: 8px;
+    margin: 20px auto;
+    overflow: hidden;
+    display: flex;
+    align-items: center;
+    justify-content: center;
+}
+
+#bot-video-container video {
+    width: 100%;
+    height: 100%;
+    object-fit: cover;
+}
+
+.debug-panel {
+    background-color: #fff;
+    border-radius: 8px;
+    padding: 20px;
+}
+
+.debug-panel h3 {
+    margin: 0 0 10px 0;
+    font-size: 16px;
+    font-weight: bold;
+}
+
+#debug-log {
+    height: 500px;
+    overflow-y: auto;
+    background-color: #f8f8f8;
+    padding: 10px;
+    border-radius: 4px;
+    font-family: monospace;
+    font-size: 12px;
+    line-height: 1.4;
+}

examples/instant-voice/client/javascript/src/util/instantVoiceHelper.ts

@@ -0,0 +1,39 @@
+import {RTVIClientHelper, RTVIClientHelperOptions, RTVIMessage} from "@pipecat-ai/client-js";
+import {DailyRTVIMessageType} from '@pipecat-ai/daily-transport';
+
+export type InstantVoiceHelperCallbacks = Partial<{
+    onAudioBufferingStarted: () => void;
+    onAudioBufferingStopped: () => void;
+}>;
+
+// --- Interface and class
+export interface InstantVoiceHelperOptions extends RTVIClientHelperOptions {
+    callbacks?: InstantVoiceHelperCallbacks;
+}
+export class InstantVoiceHelper extends RTVIClientHelper {
+
+    protected declare _options: InstantVoiceHelperOptions;
+
+    constructor(options: InstantVoiceHelperOptions) {
+        super(options);
+    }
+
+    handleMessage(rtviMessage: RTVIMessage): void {
+        switch (rtviMessage.type) {
+            case DailyRTVIMessageType.AUDIO_BUFFERING_STARTED:
+                if (this._options.callbacks?.onAudioBufferingStarted) {
+                    this._options.callbacks?.onAudioBufferingStarted()
+                }
+                break;
+            case DailyRTVIMessageType.AUDIO_BUFFERING_STOPPED:
+                if (this._options.callbacks?.onAudioBufferingStopped) {
+                    this._options.callbacks?.onAudioBufferingStopped()
+                }
+                break;
+        }
+    }
+
+    getMessageTypes(): string[] {
+        return [DailyRTVIMessageType.AUDIO_BUFFERING_STARTED, DailyRTVIMessageType.AUDIO_BUFFERING_STOPPED];
+    }
+}

examples/instant-voice/client/javascript/src/util/soundUtils.ts

@@ -0,0 +1,8 @@
+class SoundUtils {
+    static beep() {
+        const snd = new Audio("data:audio/wav;base64,//uQRAAAAWMSLwUIYAAsYkXgoQwAEaYLWfkWgAI0wWs/ItAAAGDgYtAgAyN+QWaAAihwMWm4G8QQRDiMcCBcH3Cc+CDv/7xA4Tvh9Rz/y8QADBwMWgQAZG/ILNAARQ4GLTcDeIIIhxGOBAuD7hOfBB3/94gcJ3w+o5/5eIAIAAAVwWgQAVQ2ORaIQwEMAJiDg95G4nQL7mQVWI6GwRcfsZAcsKkJvxgxEjzFUgfHoSQ9Qq7KNwqHwuB13MA4a1q/DmBrHgPcmjiGoh//EwC5nGPEmS4RcfkVKOhJf+WOgoxJclFz3kgn//dBA+ya1GhurNn8zb//9NNutNuhz31f////9vt///z+IdAEAAAK4LQIAKobHItEIYCGAExBwe8jcToF9zIKrEdDYIuP2MgOWFSE34wYiR5iqQPj0JIeoVdlG4VD4XA67mAcNa1fhzA1jwHuTRxDUQ//iYBczjHiTJcIuPyKlHQkv/LHQUYkuSi57yQT//uggfZNajQ3Vmz+Zt//+mm3Wm3Q576v////+32///5/EOgAAADVghQAAAAA//uQZAUAB1WI0PZugAAAAAoQwAAAEk3nRd2qAAAAACiDgAAAAAAABCqEEQRLCgwpBGMlJkIz8jKhGvj4k6jzRnqasNKIeoh5gI7BJaC1A1AoNBjJgbyApVS4IDlZgDU5WUAxEKDNmmALHzZp0Fkz1FMTmGFl1FMEyodIavcCAUHDWrKAIA4aa2oCgILEBupZgHvAhEBcZ6joQBxS76AgccrFlczBvKLC0QI2cBoCFvfTDAo7eoOQInqDPBtvrDEZBNYN5xwNwxQRfw8ZQ5wQVLvO8OYU+mHvFLlDh05Mdg7BT6YrRPpCBznMB2r//xKJjyyOh+cImr2/4doscwD6neZjuZR4AgAABYAAAABy1xcdQtxYBYYZdifkUDgzzXaXn98Z0oi9ILU5mBjFANmRwlVJ3/6jYDAmxaiDG3/6xjQQCCKkRb/6kg/wW+kSJ5//rLobkLSiKmqP/0ikJuDaSaSf/6JiLYLEYnW/+kXg1WRVJL/9EmQ1YZIsv/6Qzwy5qk7/+tEU0nkls3/zIUMPKNX/6yZLf+kFgAfgGyLFAUwY//uQZAUABcd5UiNPVXAAAApAAAAAE0VZQKw9ISAAACgAAAAAVQIygIElVrFkBS+Jhi+EAuu+lKAkYUEIsmEAEoMeDmCETMvfSHTGkF5RWH7kz/ESHWPAq/kcCRhqBtMdokPdM7vil7RG98A2sc7zO6ZvTdM7pmOUAZTnJW+NXxqmd41dqJ6mLTXxrPpnV8avaIf5SvL7pndPvPpndJR9Kuu8fePvuiuhorgWjp7Mf/PRjxcFCPDkW31srioCExivv9lcwKEaHsf/7ow2Fl1T/9RkXgEhYElAoCLFtMArxwivDJJ+bR1HTKJdlEoTELCIqgEwVGSQ+hIm0NbK8WXcTEI0UPoa2NbG4y2K00JEWbZavJXkYaqo9CRHS55FcZTjKEk3NKoCYUnSQ0rWxrZbFKbKIhOKPZe1cJKzZSaQrIyULHDZmV5K4xySsDRKWOruanGtjLJXFEmwaIbDLX0hIPBUQPVFVkQkDoUNfSoDgQGKPekoxeGzA4DUvnn4bxzcZrtJyipKfPNy5w+9lnXwgqsiyHNeSVpemw4bWb9psYeq//uQZBoABQt4yMVxYAIAAAkQoAAAHvYpL5m6AAgAACXDAAAAD59jblTirQe9upFsmZbpMudy7Lz1X1DYsxOOSWpfPqNX2WqktK0DMvuGwlbNj44TleLPQ+Gsfb+GOWOKJoIrWb3cIMeeON6lz2umTqMXV8Mj30yWPpjoSa9ujK8SyeJP5y5mOW1D6hvLepeveEAEDo0mgCRClOEgANv3B9a6fikgUSu/DmAMATrGx7nng5p5iimPNZsfQLYB2sDLIkzRKZOHGAaUyDcpFBSLG9MCQALgAIgQs2YunOszLSAyQYPVC2YdGGeHD2dTdJk1pAHGAWDjnkcLKFymS3RQZTInzySoBwMG0QueC3gMsCEYxUqlrcxK6k1LQQcsmyYeQPdC2YfuGPASCBkcVMQQqpVJshui1tkXQJQV0OXGAZMXSOEEBRirXbVRQW7ugq7IM7rPWSZyDlM3IuNEkxzCOJ0ny2ThNkyRai1b6ev//3dzNGzNb//4uAvHT5sURcZCFcuKLhOFs8mLAAEAt4UWAAIABAAAAAB4qbHo0tIjVkUU//uQZAwABfSFz3ZqQAAAAAngwAAAE1HjMp2qAAAAACZDgAAAD5UkTE1UgZEUExqYynN1qZvqIOREEFmBcJQkwdxiFtw0qEOkGYfRDifBui9MQg4QAHAqWtAWHoCxu1Yf4VfWLPIM2mHDFsbQEVGwyqQoQcwnfHeIkNt9YnkiaS1oizycqJrx4KOQjahZxWbcZgztj2c49nKmkId44S71j0c8eV9yDK6uPRzx5X18eDvjvQ6yKo9ZSS6l//8elePK/Lf//IInrOF/FvDoADYAGBMGb7FtErm5MXMlmPAJQVgWta7Zx2go+8xJ0UiCb8LHHdftWyLJE0QIAIsI+UbXu67dZMjmgDGCGl1H+vpF4NSDckSIkk7Vd+sxEhBQMRU8j/12UIRhzSaUdQ+rQU5kGeFxm+hb1oh6pWWmv3uvmReDl0UnvtapVaIzo1jZbf/pD6ElLqSX+rUmOQNpJFa/r+sa4e/pBlAABoAAAAA3CUgShLdGIxsY7AUABPRrgCABdDuQ5GC7DqPQCgbbJUAoRSUj+NIEig0YfyWUho1VBBBA//uQZB4ABZx5zfMakeAAAAmwAAAAF5F3P0w9GtAAACfAAAAAwLhMDmAYWMgVEG1U0FIGCBgXBXAtfMH10000EEEEEECUBYln03TTTdNBDZopopYvrTTdNa325mImNg3TTPV9q3pmY0xoO6bv3r00y+IDGid/9aaaZTGMuj9mpu9Mpio1dXrr5HERTZSmqU36A3CumzN/9Robv/Xx4v9ijkSRSNLQhAWumap82WRSBUqXStV/YcS+XVLnSS+WLDroqArFkMEsAS+eWmrUzrO0oEmE40RlMZ5+ODIkAyKAGUwZ3mVKmcamcJnMW26MRPgUw6j+LkhyHGVGYjSUUKNpuJUQoOIAyDvEyG8S5yfK6dhZc0Tx1KI/gviKL6qvvFs1+bWtaz58uUNnryq6kt5RzOCkPWlVqVX2a/EEBUdU1KrXLf40GoiiFXK///qpoiDXrOgqDR38JB0bw7SoL+ZB9o1RCkQjQ2CBYZKd/+VJxZRRZlqSkKiws0WFxUyCwsKiMy7hUVFhIaCrNQsKkTIsLivwKKigsj8XYlwt/WKi2N4d//uQRCSAAjURNIHpMZBGYiaQPSYyAAABLAAAAAAAACWAAAAApUF/Mg+0aohSIRobBAsMlO//Kk4soosy1JSFRYWaLC4qZBYWFRGZdwqKiwkNBVmoWFSJkWFxX4FFRQWR+LsS4W/rFRb/////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////////VEFHAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAU291bmRib3kuZGUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMjAwNGh0dHA6Ly93d3cuc291bmRib3kuZGUAAAAAAAAAACU=");
+        void snd.play();
+    }
+}
+
+export default SoundUtils;

examples/instant-voice/client/javascript/tsconfig.json

@@ -0,0 +1,111 @@
+{
+  "compilerOptions": {
+    /* Visit https://aka.ms/tsconfig to read more about this file */
+
+    /* Projects */
+    // "incremental": true,                              /* Save .tsbuildinfo files to allow for incremental compilation of projects. */
+    // "composite": true,                                /* Enable constraints that allow a TypeScript project to be used with project references. */
+    // "tsBuildInfoFile": "./.tsbuildinfo",              /* Specify the path to .tsbuildinfo incremental compilation file. */
+    // "disableSourceOfProjectReferenceRedirect": true,  /* Disable preferring source files instead of declaration files when referencing composite projects. */
+    // "disableSolutionSearching": true,                 /* Opt a project out of multi-project reference checking when editing. */
+    // "disableReferencedProjectLoad": true,             /* Reduce the number of projects loaded automatically by TypeScript. */
+
+    /* Language and Environment */
+    "target": "es2016",                                  /* Set the JavaScript language version for emitted JavaScript and include compatible library declarations. */
+    // "lib": [],                                        /* Specify a set of bundled library declaration files that describe the target runtime environment. */
+    // "jsx": "preserve",                                /* Specify what JSX code is generated. */
+    // "experimentalDecorators": true,                   /* Enable experimental support for legacy experimental decorators. */
+    // "emitDecoratorMetadata": true,                    /* Emit design-type metadata for decorated declarations in source files. */
+    // "jsxFactory": "",                                 /* Specify the JSX factory function used when targeting React JSX emit, e.g. 'React.createElement' or 'h'. */
+    // "jsxFragmentFactory": "",                         /* Specify the JSX Fragment reference used for fragments when targeting React JSX emit e.g. 'React.Fragment' or 'Fragment'. */
+    // "jsxImportSource": "",                            /* Specify module specifier used to import the JSX factory functions when using 'jsx: react-jsx*'. */
+    // "reactNamespace": "",                             /* Specify the object invoked for 'createElement'. This only applies when targeting 'react' JSX emit. */
+    // "noLib": true,                                    /* Disable including any library files, including the default lib.d.ts. */
+    // "useDefineForClassFields": true,                  /* Emit ECMAScript-standard-compliant class fields. */
+    // "moduleDetection": "auto",                        /* Control what method is used to detect module-format JS files. */
+
+    /* Modules */
+    "module": "commonjs",                                /* Specify what module code is generated. */
+    // "rootDir": "./",                                  /* Specify the root folder within your source files. */
+    // "moduleResolution": "node10",                     /* Specify how TypeScript looks up a file from a given module specifier. */
+    // "baseUrl": "./",                                  /* Specify the base directory to resolve non-relative module names. */
+    // "paths": {},                                      /* Specify a set of entries that re-map imports to additional lookup locations. */
+    // "rootDirs": [],                                   /* Allow multiple folders to be treated as one when resolving modules. */
+    // "typeRoots": [],                                  /* Specify multiple folders that act like './node_modules/@types'. */
+    // "types": [],                                      /* Specify type package names to be included without being referenced in a source file. */
+    // "allowUmdGlobalAccess": true,                     /* Allow accessing UMD globals from modules. */
+    // "moduleSuffixes": [],                             /* List of file name suffixes to search when resolving a module. */
+    // "allowImportingTsExtensions": true,               /* Allow imports to include TypeScript file extensions. Requires '--moduleResolution bundler' and either '--noEmit' or '--emitDeclarationOnly' to be set. */
+    // "rewriteRelativeImportExtensions": true,          /* Rewrite '.ts', '.tsx', '.mts', and '.cts' file extensions in relative import paths to their JavaScript equivalent in output files. */
+    // "resolvePackageJsonExports": true,                /* Use the package.json 'exports' field when resolving package imports. */
+    // "resolvePackageJsonImports": true,                /* Use the package.json 'imports' field when resolving imports. */
+    // "customConditions": [],                           /* Conditions to set in addition to the resolver-specific defaults when resolving imports. */
+    // "noUncheckedSideEffectImports": true,             /* Check side effect imports. */
+    // "resolveJsonModule": true,                        /* Enable importing .json files. */
+    // "allowArbitraryExtensions": true,                 /* Enable importing files with any extension, provided a declaration file is present. */
+    // "noResolve": true,                                /* Disallow 'import's, 'require's or '<reference>'s from expanding the number of files TypeScript should add to a project. */
+
+    /* JavaScript Support */
+    // "allowJs": true,                                  /* Allow JavaScript files to be a part of your program. Use the 'checkJS' option to get errors from these files. */
+    // "checkJs": true,                                  /* Enable error reporting in type-checked JavaScript files. */
+    // "maxNodeModuleJsDepth": 1,                        /* Specify the maximum folder depth used for checking JavaScript files from 'node_modules'. Only applicable with 'allowJs'. */
+
+    /* Emit */
+    // "declaration": true,                              /* Generate .d.ts files from TypeScript and JavaScript files in your project. */
+    // "declarationMap": true,                           /* Create sourcemaps for d.ts files. */
+    // "emitDeclarationOnly": true,                      /* Only output d.ts files and not JavaScript files. */
+    // "sourceMap": true,                                /* Create source map files for emitted JavaScript files. */
+    // "inlineSourceMap": true,                          /* Include sourcemap files inside the emitted JavaScript. */
+    // "noEmit": true,                                   /* Disable emitting files from a compilation. */
+    // "outFile": "./",                                  /* Specify a file that bundles all outputs into one JavaScript file. If 'declaration' is true, also designates a file that bundles all .d.ts output. */
+    // "outDir": "./",                                   /* Specify an output folder for all emitted files. */
+    // "removeComments": true,                           /* Disable emitting comments. */
+    // "importHelpers": true,                            /* Allow importing helper functions from tslib once per project, instead of including them per-file. */
+    // "downlevelIteration": true,                       /* Emit more compliant, but verbose and less performant JavaScript for iteration. */
+    // "sourceRoot": "",                                 /* Specify the root path for debuggers to find the reference source code. */
+    // "mapRoot": "",                                    /* Specify the location where debugger should locate map files instead of generated locations. */
+    // "inlineSources": true,                            /* Include source code in the sourcemaps inside the emitted JavaScript. */
+    // "emitBOM": true,                                  /* Emit a UTF-8 Byte Order Mark (BOM) in the beginning of output files. */
+    // "newLine": "crlf",                                /* Set the newline character for emitting files. */
+    // "stripInternal": true,                            /* Disable emitting declarations that have '@internal' in their JSDoc comments. */
+    // "noEmitHelpers": true,                            /* Disable generating custom helper functions like '__extends' in compiled output. */
+    // "noEmitOnError": true,                            /* Disable emitting files if any type checking errors are reported. */
+    // "preserveConstEnums": true,                       /* Disable erasing 'const enum' declarations in generated code. */
+    // "declarationDir": "./",                           /* Specify the output directory for generated declaration files. */
+
+    /* Interop Constraints */
+    // "isolatedModules": true,                          /* Ensure that each file can be safely transpiled without relying on other imports. */
+    // "verbatimModuleSyntax": true,                     /* Do not transform or elide any imports or exports not marked as type-only, ensuring they are written in the output file's format based on the 'module' setting. */
+    // "isolatedDeclarations": true,                     /* Require sufficient annotation on exports so other tools can trivially generate declaration files. */
+    // "allowSyntheticDefaultImports": true,             /* Allow 'import x from y' when a module doesn't have a default export. */
+    "esModuleInterop": true,                             /* Emit additional JavaScript to ease support for importing CommonJS modules. This enables 'allowSyntheticDefaultImports' for type compatibility. */
+    // "preserveSymlinks": true,                         /* Disable resolving symlinks to their realpath. This correlates to the same flag in node. */
+    "forceConsistentCasingInFileNames": true,            /* Ensure that casing is correct in imports. */
+
+    /* Type Checking */
+    "strict": true,                                      /* Enable all strict type-checking options. */
+    // "noImplicitAny": true,                            /* Enable error reporting for expressions and declarations with an implied 'any' type. */
+    // "strictNullChecks": true,                         /* When type checking, take into account 'null' and 'undefined'. */
+    // "strictFunctionTypes": true,                      /* When assigning functions, check to ensure parameters and the return values are subtype-compatible. */
+    // "strictBindCallApply": true,                      /* Check that the arguments for 'bind', 'call', and 'apply' methods match the original function. */
+    // "strictPropertyInitialization": true,             /* Check for class properties that are declared but not set in the constructor. */
+    // "strictBuiltinIteratorReturn": true,              /* Built-in iterators are instantiated with a 'TReturn' type of 'undefined' instead of 'any'. */
+    // "noImplicitThis": true,                           /* Enable error reporting when 'this' is given the type 'any'. */
+    // "useUnknownInCatchVariables": true,               /* Default catch clause variables as 'unknown' instead of 'any'. */
+    // "alwaysStrict": true,                             /* Ensure 'use strict' is always emitted. */
+    // "noUnusedLocals": true,                           /* Enable error reporting when local variables aren't read. */
+    // "noUnusedParameters": true,                       /* Raise an error when a function parameter isn't read. */
+    // "exactOptionalPropertyTypes": true,               /* Interpret optional property types as written, rather than adding 'undefined'. */
+    // "noImplicitReturns": true,                        /* Enable error reporting for codepaths that do not explicitly return in a function. */
+    // "noFallthroughCasesInSwitch": true,               /* Enable error reporting for fallthrough cases in switch statements. */
+    // "noUncheckedIndexedAccess": true,                 /* Add 'undefined' to a type when accessed using an index. */
+    // "noImplicitOverride": true,                       /* Ensure overriding members in derived classes are marked with an override modifier. */
+    // "noPropertyAccessFromIndexSignature": true,       /* Enforces using indexed accessors for keys declared using an indexed type. */
+    // "allowUnusedLabels": true,                        /* Disable error reporting for unused labels. */
+    // "allowUnreachableCode": true,                     /* Disable error reporting for unreachable code. */
+
+    /* Completeness */
+    // "skipDefaultLibCheck": true,                      /* Skip type checking .d.ts files that are included with TypeScript. */
+    "skipLibCheck": true                                 /* Skip type checking all .d.ts files. */
+  }
+}

examples/instant-voice/client/javascript/vite.config.js

@@ -0,0 +1,15 @@
+import { defineConfig } from 'vite';
+import react from '@vitejs/plugin-react-swc';
+
+export default defineConfig({
+    plugins: [react()],
+    server: {
+        proxy: {
+            // Proxy /api requests to the backend server
+            '/connect': {
+                target: 'http://0.0.0.0:7860', // Replace with your backend URL
+                changeOrigin: true,
+            },
+        },
+    },
+});

examples/instant-voice/client/javascript/yarn.lock

@@ -0,0 +1,339 @@
+# THIS IS AN AUTOGENERATED FILE. DO NOT EDIT THIS FILE DIRECTLY.
+# yarn lockfile v1
+
+
+"@babel/runtime@^7.12.5":
+  version "7.26.0"
+  resolved "https://registry.npmjs.org/@babel/runtime/-/runtime-7.26.0.tgz"
+  integrity sha512-FDSOghenHTiToteC/QRlv2q3DhPZ/oOXTBoirfWNx1Cx3TMVcGWQtMMmQcSvb/JjpNeGzx8Pq/b4fKEJuWm1sw==
+  dependencies:
+    regenerator-runtime "^0.14.0"
+
+"@daily-co/daily-js@^0.73.0":
+  version "0.73.0"
+  resolved "https://registry.npmjs.org/@daily-co/daily-js/-/daily-js-0.73.0.tgz"
+  integrity sha512-Wz8c60hgmkx8fcEeDAi4L4J0rbafiihWKyXFyhYoFYPsw2OdChHpA4RYwIB+1enRws5IK+/HdmzFDYLQsB4A6w==
+  dependencies:
+    "@babel/runtime" "^7.12.5"
+    "@sentry/browser" "^8.33.1"
+    bowser "^2.8.1"
+    dequal "^2.0.3"
+    events "^3.1.0"
+
+"@esbuild/darwin-arm64@0.24.0":
+  version "0.24.0"
+  resolved "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.24.0.tgz"
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+
+"@pipecat-ai/client-js@^0.3.2", "@pipecat-ai/client-js@~0.3.2":
+  version "0.3.2"
+  resolved "https://registry.npmjs.org/@pipecat-ai/client-js/-/client-js-0.3.2.tgz"
+  integrity sha512-psunOVrJjPka2SWlq53vxVWCA0Vt8pSXsXtn8pOLC0YTKFsUx+b7Z6quYUJcDZjCe1aAg9cKETek3Xal3Co8Tg==
+  dependencies:
+    "@types/events" "^3.0.3"
+    clone-deep "^4.0.1"
+    events "^3.3.0"
+    typed-emitter "^2.1.0"
+    uuid "^10.0.0"
+
+"@pipecat-ai/daily-transport@^0.3.5":
+  version "0.3.5"
+  resolved "https://registry.npmjs.org/@pipecat-ai/daily-transport/-/daily-transport-0.3.5.tgz"
+  integrity sha512-nJ0TvWPCqXPmU81U8cXOqk5mUEEvEuI06Mis+N0jN8KZUrNy1pP08iWbs07ObmIXdnQcoL+kQmHOerT4q/bF0w==
+  dependencies:
+    "@daily-co/daily-js" "^0.73.0"
+
+"@rollup/rollup-darwin-arm64@4.28.0":
+  version "4.28.0"
+  resolved "https://registry.npmjs.org/@rollup/rollup-darwin-arm64/-/rollup-darwin-arm64-4.28.0.tgz"
+  integrity sha512-lmKx9yHsppblnLQZOGxdO66gT77bvdBtr/0P+TPOseowE7D9AJoBw8ZDULRasXRWf1Z86/gcOdpBrV6VDUY36Q==
+
+"@sentry-internal/browser-utils@8.49.0":
+  version "8.49.0"
+  resolved "https://registry.npmjs.org/@sentry-internal/browser-utils/-/browser-utils-8.49.0.tgz"
+  integrity sha512-XkPHHdFqsN7EPaB+QGUOEmpFqXiqP67t2rRZ1HG1UwJoe0PhJEKNy7b4+WRwmT7ODSt+PvFk1gNBlJBpThwH7Q==
+  dependencies:
+    "@sentry/core" "8.49.0"
+
+"@sentry-internal/feedback@8.49.0":
+  version "8.49.0"
+  resolved "https://registry.npmjs.org/@sentry-internal/feedback/-/feedback-8.49.0.tgz"
+  integrity sha512-v/wf7WvPxEvZUB7xrCnecI3fhevVo84hw8WlxgZIz6mLUHXEIX8xYWc9H8Yet/KKJ2uEB8GQ8aDsY6S1hVEIUA==
+  dependencies:
+    "@sentry/core" "8.49.0"
+
+"@sentry-internal/replay-canvas@8.49.0":
+  version "8.49.0"
+  resolved "https://registry.npmjs.org/@sentry-internal/replay-canvas/-/replay-canvas-8.49.0.tgz"
+  integrity sha512-/yXxI7f+Wu24FIYoRE7A0AidNxORuhAyPzb5ey1wFqMXP72nG8dXhOpcl0w+bi554FkqkLjdeUDhSOBWYZXH9g==
+  dependencies:
+    "@sentry-internal/replay" "8.49.0"
+    "@sentry/core" "8.49.0"
+
+"@sentry-internal/replay@8.49.0":
+  version "8.49.0"
+  resolved "https://registry.npmjs.org/@sentry-internal/replay/-/replay-8.49.0.tgz"
+  integrity sha512-BDiiCBxskkktTd6FNplBc9V8l14R4T/AwRIZj2itX4xnuHewTTDjVbeyvGol4roA4r+V0Mzoi31hLEGI6yFQ5Q==
+  dependencies:
+    "@sentry-internal/browser-utils" "8.49.0"
+    "@sentry/core" "8.49.0"
+
+"@sentry/browser@^8.33.1":
+  version "8.49.0"
+  resolved "https://registry.npmjs.org/@sentry/browser/-/browser-8.49.0.tgz"
+  integrity sha512-dS4Sw2h8EixHeXOIR++XEVMTen6xCGcIQ/XhJbsjqvddXeIijW0WkxSeTfPkfs0dsqFHSisWmlmo0xhHbXvEsQ==
+  dependencies:
+    "@sentry-internal/browser-utils" "8.49.0"
+    "@sentry-internal/feedback" "8.49.0"
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examples/instant-voice/server/env.example

@@ -0,0 +1,3 @@
+DAILY_API_KEY=
+GOOGLE_API_KEY=
+DAILY_SAMPLE_ROOM_URL=https://yourdomain.daily.co/yourroom # (for joining the bot to the same room repeatedly for local dev)

examples/instant-voice/server/pyproject.toml

@@ -0,0 +1,11 @@
+[tool.ruff]
+exclude = [".git", "*_pb2.py"]
+line-length = 100
+
+[tool.ruff.lint]
+select = [
+    "I", # Import rules
+]
+
+[tool.ruff.lint.pydocstyle]
+convention = "google"

examples/instant-voice/server/requirements.txt

@@ -0,0 +1,4 @@
+python-dotenv
+fastapi[all]
+uvicorn
+pipecat-ai[openai,silero,websocket,google,daily]

examples/instant-voice/server/src/server.py

@@ -0,0 +1,200 @@
+#
+# Copyright (c) 2025, Daily
+#
+# SPDX-License-Identifier: BSD 2-Clause License
+#
+import asyncio
+import os
+from contextlib import asynccontextmanager
+from typing import Any, Dict, List
+
+import aiohttp
+import uvicorn
+from dotenv import load_dotenv
+from fastapi import FastAPI, HTTPException, Request
+from fastapi.middleware.cors import CORSMiddleware
+from pipecat.transports.services.helpers.daily_rest import DailyRESTHelper, DailyRoomParams
+
+# Load environment variables
+load_dotenv(override=True)
+
+NUMBER_OF_ROOMS = 1
+
+
+class RoomPool:
+    """Manages a pool of pre-created rooms for quick allocation."""
+
+    def __init__(self, daily_rest_helper: DailyRESTHelper):
+        self.daily_rest_helper = daily_rest_helper
+        self.pool: List[Dict[str, str]] = []
+        self.lock = asyncio.Lock()
+
+    async def fill_pool(self, count: int):
+        """Fills the pool with `count` new rooms."""
+        for _ in range(count):
+            await self.add_room()
+
+    async def add_room(self):
+        """Creates a new room and adds it to the pool."""
+        try:
+            room = await self.daily_rest_helper.create_room(DailyRoomParams())
+            if not room.url:
+                raise HTTPException(status_code=500, detail="Failed to create room")
+
+            user_token = await self.daily_rest_helper.get_token(room.url)
+            if not user_token:
+                raise HTTPException(status_code=500, detail="Failed to get user token")
+
+            bot_token = await self.daily_rest_helper.get_token(room.url)
+            if not bot_token:
+                raise HTTPException(status_code=500, detail="Failed to get bot token")
+
+            async with self.lock:
+                self.pool.append(
+                    {"room_url": room.url, "user_token": user_token, "bot_token": bot_token}
+                )
+
+        except Exception as e:
+            print(f"Error adding room to pool: {e}")
+
+    async def get_room(self) -> Dict[str, str]:
+        """Retrieves a room from the pool and requests a new one to maintain the size."""
+        async with self.lock:
+            if not self.pool:
+                raise HTTPException(status_code=503, detail="No available rooms")
+
+            room = self.pool.pop(0)  # Get first available room
+
+        # Start a background task to replenish the pool
+        asyncio.create_task(self.add_room())
+
+        return room
+
+    async def delete_room(self, room_url: str):
+        """Deletes a room when it is not needed anymore"""
+        await self.daily_rest_helper.delete_room_by_url(room_url)
+
+    async def cleanup(self):
+        for rooms in self.pool:
+            room_url = rooms["room_url"]
+            await self.delete_room(room_url)
+
+
+class BotManager:
+    """Manages bot subprocesses asynchronously."""
+
+    def __init__(self):
+        self.bot_procs: Dict[int, asyncio.subprocess.Process] = {}
+        self.room_mappings: Dict[int, str] = {}  # Maps process ID to room URL
+
+    async def start_bot(self, room_url: str, token: str) -> int:
+        bot_file = "single_bot"
+        command = f"python3 -m {bot_file} -u {room_url} -t {token}"
+
+        try:
+            proc = await asyncio.create_subprocess_shell(
+                command,
+                cwd=os.path.dirname(os.path.abspath(__file__)),
+            )
+            if proc.pid is None:
+                raise HTTPException(status_code=500, detail="Failed to get subprocess PID")
+
+            self.bot_procs[proc.pid] = proc
+            self.room_mappings[proc.pid] = room_url
+            # Monitor the process and delete the room when it exits
+            asyncio.create_task(self._monitor_process(proc.pid))
+
+            return proc.pid
+        except Exception as e:
+            raise HTTPException(status_code=500, detail=f"Failed to start subprocess: {e}")
+
+    async def _monitor_process(self, pid: int):
+        """Monitors a bot process and deletes the associated room when it exits."""
+        proc = self.bot_procs.get(pid)
+        if proc:
+            await proc.wait()  # Wait for the process to exit
+            room_url = self.room_mappings.pop(pid, None)
+
+            if room_url:
+                await room_pool.delete_room(room_url)
+                print(f"Deleted room: {room_url}")
+
+            del self.bot_procs[pid]
+
+    async def cleanup(self):
+        """Terminates all running bot processes and deletes associated rooms."""
+        for pid, proc in list(self.bot_procs.items()):
+            try:
+                proc.terminate()
+                await asyncio.wait_for(proc.wait(), timeout=5)
+
+                room_url = self.room_mappings.pop(pid, None)
+                if room_url:
+                    await room_pool.delete_room(room_url)  # Delete room when process terminates
+                    print(f"Deleted room: {room_url}")
+
+            except asyncio.TimeoutError:
+                print(f"Process {pid} did not terminate in time.")
+            except Exception as e:
+                print(f"Error terminating process {pid}: {e}")
+
+        # Clear remaining mappings
+        self.bot_procs.clear()
+        self.room_mappings.clear()
+
+
+# Global instances
+bot_manager = BotManager()
+room_pool: RoomPool  # Will be initialized in lifespan
+
+
+@asynccontextmanager
+async def lifespan(app: FastAPI):
+    """Handles FastAPI startup and shutdown."""
+    global room_pool
+    aiohttp_session = aiohttp.ClientSession()
+    daily_rest_helper = DailyRESTHelper(
+        daily_api_key=os.getenv("DAILY_API_KEY", ""),
+        daily_api_url=os.getenv("DAILY_API_URL", "https://api.daily.co/v1"),
+        aiohttp_session=aiohttp_session,
+    )
+
+    room_pool = RoomPool(daily_rest_helper)
+    await room_pool.fill_pool(NUMBER_OF_ROOMS)  # Fill pool on startup
+
+    yield  # Run app
+
+    await bot_manager.cleanup()
+    await room_pool.cleanup()
+    await aiohttp_session.close()
+
+
+# Initialize FastAPI app with lifespan manager
+app = FastAPI(lifespan=lifespan)
+
+# Configure CORS to allow requests from any origin
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+
+@app.post("/connect")
+async def bot_connect(request: Request) -> Dict[Any, Any]:
+    try:
+        room = await room_pool.get_room()
+        await bot_manager.start_bot(room["room_url"], room["bot_token"])
+    except HTTPException as e:
+        return {"error": str(e)}
+
+    return {
+        "room_url": room["room_url"],
+        "token": room["user_token"],
+    }
+
+
+if __name__ == "__main__":
+    uvicorn.run(app, host="0.0.0.0", port=7860)

examples/instant-voice/server/src/single_bot.py

@@ -0,0 +1,120 @@
+#
+# Copyright (c) 2025, Daily
+#
+# SPDX-License-Identifier: BSD 2-Clause License
+#
+import argparse
+import asyncio
+import os
+import sys
+
+from dotenv import load_dotenv
+from loguru import logger
+from pipecat.audio.vad.silero import SileroVADAnalyzer
+from pipecat.pipeline.pipeline import Pipeline
+from pipecat.pipeline.runner import PipelineRunner
+from pipecat.pipeline.task import PipelineParams, PipelineTask
+from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
+from pipecat.processors.frameworks.rtvi import RTVIConfig, RTVIProcessor
+from pipecat.services.gemini_multimodal_live import GeminiMultimodalLiveLLMService
+from pipecat.transports.services.daily import DailyParams, DailyTransport
+
+load_dotenv(override=True)
+
+logger.remove(0)
+logger.add(sys.stderr, level="DEBUG")
+
+SYSTEM_INSTRUCTION = f"""
+"You are Gemini Chatbot, a friendly, helpful robot.
+
+Your goal is to demonstrate your capabilities in a succinct way.
+
+Your output will be converted to audio so don't include special characters in your answers.
+
+Respond to what the user said in a creative and helpful way. Keep your responses brief. One or two sentences at most.
+"""
+
+
+def extract_arguments():
+    parser = argparse.ArgumentParser(description="Instant Voice Example")
+    parser.add_argument(
+        "-u", "--url", type=str, required=True, help="URL of the Daily room to join"
+    )
+    parser.add_argument(
+        "-t", "--token", type=str, required=False, help="Token of the Daily room to join"
+    )
+    args, unknown = parser.parse_known_args()
+    url = args.url or os.getenv("DAILY_SAMPLE_ROOM_URL")
+    token = args.token
+    return url, token
+
+
+async def main():
+    room_url, token = extract_arguments()
+    print(f"room_url: {room_url}")
+
+    daily_transport = DailyTransport(
+        room_url,
+        token,
+        "Instant voice Chatbot",
+        DailyParams(
+            audio_out_enabled=True,
+            vad_enabled=True,
+            vad_analyzer=SileroVADAnalyzer(),
+            vad_audio_passthrough=True,
+        ),
+    )
+
+    llm = GeminiMultimodalLiveLLMService(
+        api_key=os.getenv("GOOGLE_API_KEY"),
+        voice_id="Puck",  # Aoede, Charon, Fenrir, Kore, Puck
+        transcribe_user_audio=True,
+        transcribe_model_audio=True,
+        system_instruction=SYSTEM_INSTRUCTION,
+    )
+
+    context = OpenAILLMContext()
+    context_aggregator = llm.create_context_aggregator(context)
+
+    # RTVI events for Pipecat client UI
+    rtvi = RTVIProcessor(config=RTVIConfig(config=[]), transport=daily_transport)
+
+    pipeline = Pipeline(
+        [
+            daily_transport.input(),
+            context_aggregator.user(),
+            rtvi,
+            llm,  # LLM
+            daily_transport.output(),
+            context_aggregator.assistant(),
+        ]
+    )
+
+    task = PipelineTask(
+        pipeline,
+        params=PipelineParams(
+            allow_interruptions=True,
+            observers=[rtvi.observer()],
+        ),
+    )
+
+    @rtvi.event_handler("on_client_ready")
+    async def on_client_ready(rtvi):
+        await rtvi.set_bot_ready()
+
+    @daily_transport.event_handler("on_first_participant_joined")
+    async def on_first_participant_joined(transport, participant):
+        await task.queue_frames([context_aggregator.user().get_context_frame()])
+
+    @daily_transport.event_handler("on_participant_left")
+    async def on_participant_left(transport, participant, reason):
+        print(f"Participant left: {participant}")
+        await task.cancel()
+
+    runner = PipelineRunner(handle_sigint=False)
+
+    await runner.run(task)
+
+
+if __name__ == "__main__":
+    asyncio.run(main())

examples/local-input-select-stt/README.md

@@ -0,0 +1,88 @@
+
+# Pipecat Audio Transcription Example 🚀🎙️
+
+Welcome to the **Pipecat Audio Transcription Example**! 
+
+This project showcases how to integrate the awesome [pipecat](https://github.com/pipecat-ai/pipecat) library with a neat textual interface (powered by [Textual](https://github.com/Textualize/textual)) to select audio devices, perform real-time speech-to-text (STT) transcription using [Whisper](https://github.com/openai/whisper).
+
+> **Note:** Although the script allows you to select both input and output audio devices, this example only utilizes the audio **input** for transcription.
+
+---
+
+## 🎉 Features
+
+- **Interactive Audio Device Selection:**  
+  Choose your preferred audio input device using a cool, textual UI.
+  
+- **State-of-the-Art Transcription:**  
+  Leverage Whisper's large model (running on CUDA) for high-quality, real-time STT.
+  
+- **Live Transcription Logging:**  
+  Watch your spoken words transform into text on your console instantly.
+  
+- **Easy Setup:**  
+  Everything you need is in the [`requirements.txt`](./requirements.txt).
+
+---
+
+## 🎥 Demo
+
+Get a quick glimpse of the app in action!  
+*(Don't worry – I'll be adding a GIF demo here soon!)*
+
+![Demo GIF](demo.gif)
+
+---
+
+## 🔧 Installation
+
+
+Install Dependencies:
+
+```bash
+pip install -r requirements.txt
+```
+
+
+---
+
+## 🚀 Usage
+
+Run the main script:
+
+```bash
+python bot.py
+```
+
+When the app launches, you'll see a textual interface that lets you select your audio input device. Once selected, the app will begin capturing audio, transcribing it using Whisper.
+
+---
+
+## ⚙️ How It Works
+
+
+1. **LocalAudioTransport:**  
+   Captures audio from your chosen input device.
+   
+2. **WhisperSTTService:**  
+   Processes the audio stream using Whisper's large model for speech-to-text conversion.
+   
+3. **TranscriptionLogger:**  
+   Logs the transcribed text to the console as soon as it's processed.
+
+
+---
+
+## 📦 Dependencies
+
+The project relies on:
+
+- [pipecat](https://github.com/yourusername/pipecat) – For building the audio processing pipeline.
+- [Textual](https://github.com/Textualize/textual) – For the interactive terminal UI.
+- [Whisper](https://github.com/openai/whisper) – For state-of-the-art STT transcription.
+
+---
+
+## Example improvements:
+
+I plan to improve this example with local LLM calls and audio output.

examples/local-input-select-stt/bot.py

@@ -0,0 +1,65 @@
+#
+# Copyright (c) 2024–2025, Daily
+#
+# SPDX-License-Identifier: BSD 2-Clause License
+#
+
+import asyncio
+import sys
+from typing import Tuple
+
+from dotenv import load_dotenv
+from loguru import logger
+from select_audio_device import AudioDevice, run_device_selector
+
+from pipecat.frames.frames import Frame, TranscriptionFrame
+from pipecat.pipeline.pipeline import Pipeline
+from pipecat.pipeline.runner import PipelineRunner
+from pipecat.pipeline.task import PipelineTask
+from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
+from pipecat.services.whisper import Model, WhisperSTTService
+from pipecat.transports.local.audio import LocalAudioTransport, LocalAudioTransportParams
+
+load_dotenv(override=True)
+
+logger.remove(0)
+logger.add(sys.stderr, level="DEBUG")
+
+
+class TranscriptionLogger(FrameProcessor):
+    async def process_frame(self, frame: Frame, direction: FrameDirection):
+        await super().process_frame(frame, direction)
+
+        if isinstance(frame, TranscriptionFrame):
+            print(f"Transcription: {frame.text}")
+
+
+async def main(input_device: int, output_device: int):
+    transport = LocalAudioTransport(
+        LocalAudioTransportParams(
+            audio_in_enabled=True,
+            audio_out_enabled=False,
+            input_device_index=input_device,
+            output_device_index=output_device,
+        )
+    )
+
+    stt = WhisperSTTService(device="cuda", model=Model.LARGE, no_speech_prob=0.3)
+
+    tl = TranscriptionLogger()
+
+    pipeline = Pipeline([transport.input(), stt, tl])
+
+    task = PipelineTask(pipeline)
+
+    runner = PipelineRunner(handle_sigint=False if sys.platform == "win32" else True)
+
+    await asyncio.gather(runner.run(task))
+
+
+if __name__ == "__main__":
+    res: Tuple[AudioDevice, AudioDevice, int] = asyncio.run(
+        run_device_selector()  # runs the textual app that allows to select input device
+    )
+
+    asyncio.run(main(res[0].index, res[1].index))

examples/local-input-select-stt/requirements.txt

@@ -0,0 +1,8 @@
+--extra-index-url https://download.pytorch.org/whl/cu124
+torch==2.5.0+cu124
+torchvision 
+torchaudio
+pipecat[whisper, openai]
+textual==1.0.0
+pydantic-settings==2.7.1
+pyaudio==0.2.14

examples/local-input-select-stt/select_audio_device.py

@@ -0,0 +1,247 @@
+from typing import List, Optional, Tuple
+
+import pyaudio
+from pydantic import BaseModel, ConfigDict, Field
+from pydantic_settings import BaseSettings
+from textual.app import App, ComposeResult
+from textual.containers import Container
+from textual.widgets import Footer, Header, Label, ListItem, ListView, Select
+from textual.widgets.option_list import Option
+
+# ─── DATA MODELS ───────────────────────────────────────────────────────────────
+
+
+class HostApi(BaseModel):
+    index: int
+    struct_version: int = Field(..., alias="structVersion")
+    type: int
+    name: str
+    device_count: int = Field(..., alias="deviceCount")
+    default_input_device: int = Field(..., alias="defaultInputDevice")
+    default_output_device: int = Field(..., alias="defaultOutputDevice")
+
+
+class AudioDevice(BaseModel):
+    model_config = ConfigDict(populate_by_name=True)
+    index: int
+    struct_version: int = Field(..., alias="structVersion")
+    name: str
+    host_api: int = Field(..., alias="hostApi")
+    max_input_channels: int = Field(..., alias="maxInputChannels")
+    max_output_channels: int = Field(..., alias="maxOutputChannels")
+    default_low_input_latency: float = Field(..., alias="defaultLowInputLatency")
+    default_low_output_latency: float = Field(..., alias="defaultLowOutputLatency")
+    default_high_input_latency: float = Field(..., alias="defaultHighInputLatency")
+    default_high_output_latency: float = Field(..., alias="defaultHighOutputLatency")
+    default_sample_rate: float = Field(..., alias="defaultSampleRate")
+
+
+# ─── SETTINGS MODEL ───────────────────────────────────────────────────────────
+
+
+class AudioSettings(BaseSettings):  # to save settings to a file
+    host_api: Optional[int] = None
+    input_device: Optional[AudioDevice] = None
+    output_device: Optional[AudioDevice] = None
+
+    class Config:
+        env_file = "settings.env"  # or adjust as needed
+
+    def save_to_json(self, filepath: str) -> None:
+        with open(filepath, "w") as f:
+            f.write(self.model_dump_json(indent=2))
+
+
+# ─── TEXTUAL APP ──────────────────────────────────────────────────────────────
+
+
+class AudioDeviceSelectorApp(App):
+    CSS = """
+    Screen {
+        align: center middle;
+    }
+    #container {
+        width: 80%;
+        border: round green;
+        padding: 1 2;
+    }
+    """
+
+    def __init__(
+        self,
+        default_host_api: Optional[int] = None,
+        default_input_device: Optional[AudioDevice] = None,
+        default_output_device: Optional[AudioDevice] = None,
+        **kwargs,
+    ) -> None:
+        super().__init__(**kwargs)
+        # Save defaults passed from settings.
+        self.default_host_api: Optional[int] = default_host_api
+        self.default_input_device: Optional[AudioDevice] = default_input_device
+        self.default_output_device: Optional[AudioDevice] = default_output_device
+
+        self.pyaudio_instance = pyaudio.PyAudio()
+
+        # Static datastructures: host APIs and devices as well‐typed models.
+        self.host_apis: List[HostApi] = []
+        self.current_host_api: Optional[int] = None
+
+        self.all_input_devices: List[AudioDevice] = []
+        self.all_output_devices: List[AudioDevice] = []
+        self.input_devices: List[AudioDevice] = []
+        self.output_devices: List[AudioDevice] = []
+
+        # Stage management: first select input, then output.
+        self.stage: str = "input"
+        self.selected_input_device: Optional[AudioDevice] = None
+        self.selected_output_device: Optional[AudioDevice] = None
+        host_api_count: int = self.pyaudio_instance.get_host_api_count()
+        for i in range(host_api_count):
+            raw_api = self.pyaudio_instance.get_host_api_info_by_index(i)
+            # Inject the index (if not already present)
+            raw_api["index"] = i
+            try:
+                api = HostApi.parse_obj(raw_api)
+                self.host_apis.append(api)
+            except Exception as e:
+                # Skip APIs that don't conform.
+                continue
+
+    def compose(self) -> ComposeResult:
+        options: List[Tuple[str, Option]] = [
+            (
+                api.name,
+                Option(
+                    prompt=str(api.name) if api.name else f"Host API {api.index}",
+                    id=str(api.index),
+                ),
+            )
+            for api in self.host_apis
+        ]
+
+        yield Header()
+
+        yield Footer()
+        with Container(id="container"):
+            yield Label("Select Host API:", id="host-api-label")
+            # Create the Select widget with no options initially.
+            self.host_api_select: Select[HostApi] = Select(options=options, id="host-api-select")
+            yield self.host_api_select
+            self.prompt = Label("Select Input Audio Device:", id="prompt")
+            yield self.prompt
+            self.list_view = ListView(id="device-list")
+            yield self.list_view
+
+    def on_mount(self) -> None:
+        # Populate host APIs from PyAudio.
+
+        # Build the dropdown options.
+
+        self.host_api_select.refresh()  # Force a redraw
+
+        # Determine the default host API.
+        if self.default_host_api is not None:
+            self.current_host_api = self.default_host_api
+        else:
+            default_api_info = self.pyaudio_instance.get_default_host_api_info()
+            self.current_host_api = default_api_info["index"]
+
+        # Delay setting the dropdown's value until the widget is fully initialized.
+        self.set_timer(
+            0,
+            lambda: setattr(self.host_api_select, "value", str(self.current_host_api)),
+        )
+
+        # Load all devices and parse them into AudioDevice objects.
+        device_count: int = self.pyaudio_instance.get_device_count()
+        for i in range(device_count):
+            raw_device = self.pyaudio_instance.get_device_info_by_index(i)
+            raw_device["index"] = i
+            try:
+                device = AudioDevice.parse_obj(raw_device)
+            except Exception as e:
+                # Skip devices missing required fields.
+                continue
+            if device.max_input_channels > 0:
+                self.all_input_devices.append(device)
+            if device.max_output_channels > 0:
+                self.all_output_devices.append(device)
+
+        self.filter_devices()
+        self.populate_list(self.input_devices)
+        if self.default_input_device:
+            self._select_default_in_list(self.default_input_device)
+
+    def filter_devices(self) -> None:
+        """Filter devices based on the selected host API."""
+        self.input_devices = [
+            d for d in self.all_input_devices if d.host_api == self.current_host_api
+        ]
+        self.output_devices = [
+            d for d in self.all_output_devices if d.host_api == self.current_host_api
+        ]
+
+    def populate_list(self, devices: List[AudioDevice]) -> None:
+        """Populate the ListView with a list of AudioDevice objects."""
+        self.list_view.clear()
+        for dev in devices:
+            item_text: str = f"{dev.name} (Index: {dev.index})"
+            item = ListItem(Label(item_text))
+            # Attach the AudioDevice instance to the widget.
+            item.device_info = dev  # type: ignore
+            self.list_view.append(item)
+
+    def _select_default_in_list(self, default_device: AudioDevice) -> None:
+        """Pre-select the default device if present in the current list."""
+        for idx, item in enumerate(self.list_view.children):
+            if hasattr(item, "device_info") and item.device_info.index == default_device.index:
+                self.list_view.index = idx
+                break
+
+    async def on_select_changed(self, event: Select.Changed) -> None:
+        """Handle changes in the host API dropdown."""
+        if event.select.id == "host-api-select":
+            self.current_host_api = int(event.value.id)
+            self.filter_devices()
+            if self.stage == "input":
+                self.populate_list(self.input_devices)
+                if self.default_input_device:
+                    self._select_default_in_list(self.default_input_device)
+            elif self.stage == "output":
+                self.populate_list(self.output_devices)
+                if self.default_output_device:
+                    self._select_default_in_list(self.default_output_device)
+
+    async def on_list_view_selected(self, message: ListView.Selected) -> None:
+        """Record device selection and switch stages."""
+        selected_item = message.item
+        device_info: AudioDevice = selected_item.device_info  # type: ignore
+        if self.stage == "input":
+            self.selected_input_device = device_info
+            self.stage = "output"
+            self.prompt.update("Select Output Audio Device:")
+            self.populate_list(self.output_devices)
+            if self.default_output_device:
+                self._select_default_in_list(self.default_output_device)
+        elif self.stage == "output":
+            self.selected_output_device = device_info
+            await self.action_quit()
+
+
+# ─── HELPER FUNCTIONS ─────────────────────────────────────────────────────────
+
+
+async def run_device_selector(
+    default_host_api: Optional[int] = None,
+    default_input_device: Optional[AudioDevice] = None,
+    default_output_device: Optional[AudioDevice] = None,
+) -> Tuple[AudioDevice, AudioDevice, int]:
+    app = AudioDeviceSelectorApp(
+        default_host_api=default_host_api,
+        default_input_device=default_input_device,
+        default_output_device=default_output_device,
+    )
+    await app.run_async()
+
+    # The current_host_api is guaranteed to be set.
+    return app.selected_input_device, app.selected_output_device, app.current_host_api  # type: ignore

examples/moondream-chatbot/bot.py

@@ -106,8 +106,8 @@ class UserImageRequester(FrameProcessor):
                     UserImageRequestFrame(self.participant_id), FrameDirection.UPSTREAM
                 )
                 await self.push_frame(TextFrame("Describe the image in a short sentence."))
-        elif isinstance(frame, UserImageRawFrame):
-            await self.push_frame(frame)
+        else:
+            await self.push_frame(frame, direction)
 
 
 class TextFilterProcessor(FrameProcessor):

examples/news-chatbot/client/javascript/package-lock.json

@@ -13,7 +13,7 @@
         "@pipecat-ai/daily-transport": "^0.3.4"
       },
       "devDependencies": {
-        "vite": "^6.0.2"
+        "vite": "^6.0.9"
       }
     },
     "node_modules/@babel/runtime": {
@@ -45,14 +45,13 @@
       }
     },
     "node_modules/@esbuild/aix-ppc64": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.24.0.tgz",
-      "integrity": "sha512-WtKdFM7ls47zkKHFVzMz8opM7LkcsIp9amDUBIAWirg70RM71WRSjdILPsY5Uv1D42ZpUfaPILDlfactHgsRkw==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.24.2.tgz",
+      "integrity": "sha512-thpVCb/rhxE/BnMLQ7GReQLLN8q9qbHmI55F4489/ByVg2aQaQ6kbcLb6FHkocZzQhxc4gx0sCk0tJkKBFzDhA==",
       "cpu": [
         "ppc64"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "aix"
@@ -62,14 +61,13 @@
       }
     },
     "node_modules/@esbuild/android-arm": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.24.0.tgz",
-      "integrity": "sha512-arAtTPo76fJ/ICkXWetLCc9EwEHKaeya4vMrReVlEIUCAUncH7M4bhMQ+M9Vf+FFOZJdTNMXNBrWwW+OXWpSew==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.24.2.tgz",
+      "integrity": "sha512-tmwl4hJkCfNHwFB3nBa8z1Uy3ypZpxqxfTQOcHX+xRByyYgunVbZ9MzUUfb0RxaHIMnbHagwAxuTL+tnNM+1/Q==",
       "cpu": [
         "arm"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "android"
@@ -79,14 +77,13 @@
       }
     },
     "node_modules/@esbuild/android-arm64": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.24.0.tgz",
-      "integrity": "sha512-Vsm497xFM7tTIPYK9bNTYJyF/lsP590Qc1WxJdlB6ljCbdZKU9SY8i7+Iin4kyhV/KV5J2rOKsBQbB77Ab7L/w==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.24.2.tgz",
+      "integrity": "sha512-cNLgeqCqV8WxfcTIOeL4OAtSmL8JjcN6m09XIgro1Wi7cF4t/THaWEa7eL5CMoMBdjoHOTh/vwTO/o2TRXIyzg==",
       "cpu": [
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@@ -333,15 +316,30 @@
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+        "@esbuild/linux-x64": "0.24.2",
+        "@esbuild/netbsd-arm64": "0.24.2",
+        "@esbuild/netbsd-x64": "0.24.2",
+        "@esbuild/openbsd-arm64": "0.24.2",
+        "@esbuild/openbsd-x64": "0.24.2",
+        "@esbuild/sunos-x64": "0.24.2",
+        "@esbuild/win32-arm64": "0.24.2",
+        "@esbuild/win32-ia32": "0.24.2",
+        "@esbuild/win32-x64": "0.24.2"
       }
     },
     "node_modules/events": {
@@ -901,7 +887,6 @@
       "integrity": "sha512-5xoDfX+fL7faATnagmWPpbFtwh/R77WmMMqqHGS65C3vvB0YHrgF+B1YmZ3441tMj5n63k0212XNoJwzlhffQw==",
       "dev": true,
       "hasInstallScript": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "darwin"
@@ -951,7 +936,6 @@
           "url": "https://github.com/sponsors/ai"
         }
       ],
-      "license": "MIT",
       "bin": {
         "nanoid": "bin/nanoid.cjs"
       },
@@ -963,13 +947,12 @@
       "version": "1.1.1",
       "resolved": "https://registry.npmjs.org/picocolors/-/picocolors-1.1.1.tgz",
       "integrity": "sha512-xceH2snhtb5M9liqDsmEw56le376mTZkEX/jEb/RxNFyegNul7eNslCXP9FDj/Lcu0X8KEyMceP2ntpaHrDEVA==",
-      "dev": true,
-      "license": "ISC"
+      "dev": true
     },
     "node_modules/postcss": {
-      "version": "8.4.49",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.4.49.tgz",
-      "integrity": "sha512-OCVPnIObs4N29kxTjzLfUryOkvZEq+pf8jTF0lg8E7uETuWHA+v7j3c/xJmiqpX450191LlmZfUKkXxkTry7nA==",
+      "version": "8.5.2",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.2.tgz",
+      "integrity": "sha512-MjOadfU3Ys9KYoX0AdkBlFEF1Vx37uCCeN4ZHnmwm9FfpbsGWMZeBLMmmpY+6Ocqod7mkdZ0DT31OlbsFrLlkA==",
       "dev": true,
       "funding": [
         {
@@ -985,9 +968,8 @@
           "url": "https://github.com/sponsors/ai"
         }
       ],
-      "license": "MIT",
       "dependencies": {
-        "nanoid": "^3.3.7",
+        "nanoid": "^3.3.8",
         "picocolors": "^1.1.1",
         "source-map-js": "^1.2.1"
       },
@@ -1002,11 +984,10 @@
       "license": "MIT"
     },
     "node_modules/rollup": {
-      "version": "4.28.0",
-      "resolved": "https://registry.npmjs.org/rollup/-/rollup-4.28.0.tgz",
-      "integrity": "sha512-G9GOrmgWHBma4YfCcX8PjH0qhXSdH8B4HDE2o4/jaxj93S4DPCIDoLcXz99eWMji4hB29UFCEd7B2gwGJDR9cQ==",
+      "version": "4.34.6",
+      "resolved": "https://registry.npmjs.org/rollup/-/rollup-4.34.6.tgz",
+      "integrity": "sha512-wc2cBWqJgkU3Iz5oztRkQbfVkbxoz5EhnCGOrnJvnLnQ7O0WhQUYyv18qQI79O8L7DdHrrlJNeCHd4VGpnaXKQ==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
         "@types/estree": "1.0.6"
       },
@@ -1018,24 +999,25 @@
         "npm": ">=8.0.0"
       },
       "optionalDependencies": {
-        "@rollup/rollup-android-arm-eabi": "4.28.0",
-        "@rollup/rollup-android-arm64": "4.28.0",
-        "@rollup/rollup-darwin-arm64": "4.28.0",
-        "@rollup/rollup-darwin-x64": "4.28.0",
-        "@rollup/rollup-freebsd-arm64": "4.28.0",
-        "@rollup/rollup-freebsd-x64": "4.28.0",
-        "@rollup/rollup-linux-arm-gnueabihf": "4.28.0",
-        "@rollup/rollup-linux-arm-musleabihf": "4.28.0",
-        "@rollup/rollup-linux-arm64-gnu": "4.28.0",
-        "@rollup/rollup-linux-arm64-musl": "4.28.0",
-        "@rollup/rollup-linux-powerpc64le-gnu": "4.28.0",
-        "@rollup/rollup-linux-riscv64-gnu": "4.28.0",
-        "@rollup/rollup-linux-s390x-gnu": "4.28.0",
-        "@rollup/rollup-linux-x64-gnu": "4.28.0",
-        "@rollup/rollup-linux-x64-musl": "4.28.0",
-        "@rollup/rollup-win32-arm64-msvc": "4.28.0",
-        "@rollup/rollup-win32-ia32-msvc": "4.28.0",
-        "@rollup/rollup-win32-x64-msvc": "4.28.0",
+        "@rollup/rollup-android-arm-eabi": "4.34.6",
+        "@rollup/rollup-android-arm64": "4.34.6",
+        "@rollup/rollup-darwin-arm64": "4.34.6",
+        "@rollup/rollup-darwin-x64": "4.34.6",
+        "@rollup/rollup-freebsd-arm64": "4.34.6",
+        "@rollup/rollup-freebsd-x64": "4.34.6",
+        "@rollup/rollup-linux-arm-gnueabihf": "4.34.6",
+        "@rollup/rollup-linux-arm-musleabihf": "4.34.6",
+        "@rollup/rollup-linux-arm64-gnu": "4.34.6",
+        "@rollup/rollup-linux-arm64-musl": "4.34.6",
+        "@rollup/rollup-linux-loongarch64-gnu": "4.34.6",
+        "@rollup/rollup-linux-powerpc64le-gnu": "4.34.6",
+        "@rollup/rollup-linux-riscv64-gnu": "4.34.6",
+        "@rollup/rollup-linux-s390x-gnu": "4.34.6",
+        "@rollup/rollup-linux-x64-gnu": "4.34.6",
+        "@rollup/rollup-linux-x64-musl": "4.34.6",
+        "@rollup/rollup-win32-arm64-msvc": "4.34.6",
+        "@rollup/rollup-win32-ia32-msvc": "4.34.6",
+        "@rollup/rollup-win32-x64-msvc": "4.34.6",
         "fsevents": "~2.3.2"
       }
     },
@@ -1066,7 +1048,6 @@
       "resolved": "https://registry.npmjs.org/source-map-js/-/source-map-js-1.2.1.tgz",
       "integrity": "sha512-UXWMKhLOwVKb728IUtQPXxfYU+usdybtUrK/8uGE8CQMvrhOpwvzDBwj0QhSL7MQc7vIsISBG8VQ8+IDQxpfQA==",
       "dev": true,
-      "license": "BSD-3-Clause",
       "engines": {
         "node": ">=0.10.0"
       }
@@ -1101,15 +1082,14 @@
       }
     },
     "node_modules/vite": {
-      "version": "6.0.2",
-      "resolved": "https://registry.npmjs.org/vite/-/vite-6.0.2.tgz",
-      "integrity": "sha512-XdQ+VsY2tJpBsKGs0wf3U/+azx8BBpYRHFAyKm5VeEZNOJZRB63q7Sc8Iup3k0TrN3KO6QgyzFf+opSbfY1y0g==",
+      "version": "6.1.0",
+      "resolved": "https://registry.npmjs.org/vite/-/vite-6.1.0.tgz",
+      "integrity": "sha512-RjjMipCKVoR4hVfPY6GQTgveinjNuyLw+qruksLDvA5ktI1150VmcMBKmQaEWJhg/j6Uaf6dNCNA0AfdzUb/hQ==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
-        "esbuild": "^0.24.0",
-        "postcss": "^8.4.49",
-        "rollup": "^4.23.0"
+        "esbuild": "^0.24.2",
+        "postcss": "^8.5.1",
+        "rollup": "^4.30.1"
       },
       "bin": {
         "vite": "bin/vite.js"

examples/news-chatbot/client/javascript/package.json

@@ -12,7 +12,7 @@
   "license": "ISC",
   "description": "",
   "devDependencies": {
-    "vite": "^6.0.2"
+    "vite": "^6.0.9"
   },
   "dependencies": {
     "@pipecat-ai/client-js": "^0.3.2",

examples/news-chatbot/server/news_bot.py

@@ -23,7 +23,7 @@ from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
 from pipecat.processors.frameworks.rtvi import RTVIConfig, RTVIProcessor
 from pipecat.services.cartesia import CartesiaTTSService
 from pipecat.services.deepgram import DeepgramSTTService
-from pipecat.services.google import GoogleLLMService, LLMSearchResponseFrame
+from pipecat.services.google import GoogleLLMService, GoogleRTVIObserver, LLMSearchResponseFrame
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 from pipecat.utils.text.markdown_text_filter import MarkdownTextFilter
 
@@ -102,6 +102,7 @@ async def main():
 
         llm = GoogleLLMService(
             api_key=os.getenv("GOOGLE_API_KEY"),
+            model="gemini-1.5-flash-002",
             system_instruction=system_instruction,
             tools=tools,
         )
@@ -141,7 +142,7 @@ async def main():
             pipeline,
             PipelineParams(
                 allow_interruptions=True,
-                observers=[rtvi.observer()],
+                observers=[GoogleRTVIObserver(rtvi)],
             ),
         )
 

examples/news-chatbot/server/runner.py

@@ -6,6 +6,7 @@
 
 import argparse
 import os
+from typing import Optional
 
 import aiohttp
 
@@ -18,7 +19,7 @@ async def configure(aiohttp_session: aiohttp.ClientSession):
 
 
 async def configure_with_args(
-    aiohttp_session: aiohttp.ClientSession, parser: argparse.ArgumentParser | None = None
+    aiohttp_session: aiohttp.ClientSession, parser: Optional[argparse.ArgumentParser] = None
 ):
     if not parser:
         parser = argparse.ArgumentParser(description="Daily AI SDK Bot Sample")

examples/phone-chatbot/bot_daily.py

@@ -2,13 +2,14 @@ import argparse
 import asyncio
 import os
 import sys
+from typing import Optional
 
 from dotenv import load_dotenv
 from loguru import logger
 from openai.types.chat import ChatCompletionToolParam
 
 from pipecat.audio.vad.silero import SileroVADAnalyzer
-from pipecat.frames.frames import EndFrame, EndTaskFrame
+from pipecat.frames.frames import EndTaskFrame
 from pipecat.pipeline.pipeline import Pipeline
 from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
@@ -42,7 +43,7 @@ async def main(
     callId: str,
     callDomain: str,
     detect_voicemail: bool,
-    dialout_number: str | None,
+    dialout_number: Optional[str],
 ):
     # dialin_settings are only needed if Daily's SIP URI is used
     # If you are handling this via Twilio, Telnyx, set this to None
@@ -99,14 +100,14 @@ async def main(
             - **ASSUME IT IS A VOICEMAIL. DO NOT WAIT FOR MORE CONFIRMATION.**
 
             #### **Step 2: Leave a Voicemail Message**
-            - Immediately say:  
+            - Immediately say:
             *"Hello, this is a message for Pipecat example user. This is Chatbot. Please call back on 123-456-7891. Thank you."*
             - **IMMEDIATELY AFTER LEAVING THE MESSAGE, CALL `terminate_call`.**
             - **DO NOT SPEAK AFTER CALLING `terminate_call`.**
             - **FAILURE TO CALL `terminate_call` IMMEDIATELY IS A MISTAKE.**
 
             #### **Step 3: If Speaking to a Human**
-            - If the call is answered by a human, say:  
+            - If the call is answered by a human, say:
             *"Oh, hello! I'm a friendly chatbot. Is there anything I can help you with?"*
             - Keep responses **brief and helpful**.
             - If the user no longer needs assistance, **call `terminate_call` immediately.**

examples/sentry-metrics/.gitignore

@@ -0,0 +1,161 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+runpod.toml

examples/sentry-metrics/Dockerfile

@@ -0,0 +1,15 @@
+FROM python:3.10-bullseye
+
+RUN mkdir /app
+RUN mkdir /app/assets
+RUN mkdir /app/utils
+COPY *.py /app/
+COPY requirements.txt /app/
+
+
+WORKDIR /app
+RUN pip3 install -r requirements.txt
+
+EXPOSE 7860
+
+CMD ["python3", "server.py"]

examples/sentry-metrics/README.md

@@ -0,0 +1,29 @@
+# Sentry Metrics
+
+This app connects you to a chatbot powered by GPT-4. It provides TTFB (Time-To-First-Byte) and processing metrics to Sentry.
+
+## Get started
+
+```python
+python3 -m venv venv
+source venv/bin/activate
+pip install -r requirements.txt
+
+cp env.example .env # and add your credentials
+
+```
+
+## Run the server
+
+```bash
+python server.py
+```
+
+Then, visit `http://localhost:7860/` in your browser to start a chatbot session.
+
+## Build and test the Docker image
+
+```
+docker build -t chatbot .
+docker run --env-file .env -p 7860:7860 chatbot
+```

examples/sentry-metrics/bot.py

@@ -0,0 +1,112 @@
+#
+# Copyright (c) 2024–2025, Daily
+#
+# SPDX-License-Identifier: BSD 2-Clause License
+#
+
+import asyncio
+import os
+import sys
+
+import aiohttp
+import sentry_sdk
+from dotenv import load_dotenv
+from loguru import logger
+from runner import configure
+
+from pipecat.audio.vad.silero import SileroVADAnalyzer
+from pipecat.pipeline.pipeline import Pipeline
+from pipecat.pipeline.runner import PipelineRunner
+from pipecat.pipeline.task import PipelineParams, PipelineTask
+from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
+from pipecat.processors.metrics.sentry import SentryMetrics
+from pipecat.services.elevenlabs import ElevenLabsTTSService
+from pipecat.services.openai import OpenAILLMService
+from pipecat.transports.services.daily import DailyParams, DailyTransport
+
+load_dotenv(override=True)
+
+logger.remove(0)
+logger.add(sys.stderr, level="DEBUG")
+
+
+async def main():
+    async with aiohttp.ClientSession() as session:
+        (room_url, token) = await configure(session)
+
+        transport = DailyTransport(
+            room_url,
+            token,
+            "Chatbot",
+            DailyParams(
+                audio_out_enabled=True,
+                audio_in_enabled=True,
+                camera_out_enabled=False,
+                vad_enabled=True,
+                vad_audio_passthrough=True,
+                vad_analyzer=SileroVADAnalyzer(),
+                transcription_enabled=True,
+            ),
+        )
+
+        # Initialize Sentry
+        sentry_sdk.init(
+            dsn="your-project-dsn",
+            traces_sample_rate=1.0,
+        )
+
+        tts = ElevenLabsTTSService(
+            api_key=os.getenv("ELEVENLABS_API_KEY"),
+            voice_id="cgSgspJ2msm6clMCkdW9",
+            metrics=SentryMetrics(),
+        )
+
+        llm = OpenAILLMService(
+            api_key=os.getenv("OPENAI_API_KEY"),
+            model="gpt-4o",
+            metrics=SentryMetrics(),
+        )
+
+        messages = [
+            {
+                "role": "system",
+                "content": "You are Chatbot, a friendly, helpful robot. Your goal is to demonstrate your capabilities in a succinct way. Your output will be converted to audio so don't include special characters in your answers. Respond to what the user said in a creative and helpful way, but keep your responses brief. Start by introducing yourself.",
+            },
+        ]
+
+        context = OpenAILLMContext(messages)
+        context_aggregator = llm.create_context_aggregator(context)
+
+        pipeline = Pipeline(
+            [
+                transport.input(),  # microphone
+                context_aggregator.user(),
+                llm,
+                tts,
+                transport.output(),
+                context_aggregator.assistant(),
+            ]
+        )
+
+        task = PipelineTask(
+            pipeline,
+            PipelineParams(allow_interruptions=True, enable_metrics=True),
+        )
+
+        @transport.event_handler("on_first_participant_joined")
+        async def on_first_participant_joined(transport, participant):
+            await transport.capture_participant_transcription(participant["id"])
+            await task.queue_frames([context_aggregator.user().get_context_frame()])
+
+        @transport.event_handler("on_participant_left")
+        async def on_participant_left(transport, participant, reason):
+            print(f"Participant left: {participant}")
+            await task.cancel()
+
+        runner = PipelineRunner()
+
+        await runner.run(task)
+
+
+if __name__ == "__main__":
+    asyncio.run(main())

examples/sentry-metrics/env.example

@@ -0,0 +1,4 @@
+DAILY_SAMPLE_ROOM_URL=https://yourdomain.daily.co/yourroom # (for joining the bot to the same room repeatedly for local dev)
+DAILY_API_KEY=7df...
+OPENAI_API_KEY=sk-PL...
+ELEVENLABS_API_KEY=aeb...

examples/sentry-metrics/requirements.txt

@@ -0,0 +1,4 @@
+python-dotenv
+fastapi[all]
+uvicorn
+pipecat-ai[daily,openai,sentry,silero,elevenlabs]

examples/sentry-metrics/runner.py

@@ -0,0 +1,56 @@
+#
+# Copyright (c) 2024–2025, Daily
+#
+# SPDX-License-Identifier: BSD 2-Clause License
+#
+
+import argparse
+import os
+
+import aiohttp
+
+from pipecat.transports.services.helpers.daily_rest import DailyRESTHelper
+
+
+async def configure(aiohttp_session: aiohttp.ClientSession):
+    parser = argparse.ArgumentParser(description="Daily AI SDK Bot Sample")
+    parser.add_argument(
+        "-u", "--url", type=str, required=False, help="URL of the Daily room to join"
+    )
+    parser.add_argument(
+        "-k",
+        "--apikey",
+        type=str,
+        required=False,
+        help="Daily API Key (needed to create an owner token for the room)",
+    )
+
+    args, unknown = parser.parse_known_args()
+
+    url = args.url or os.getenv("DAILY_SAMPLE_ROOM_URL")
+    key = args.apikey or os.getenv("DAILY_API_KEY")
+
+    if not url:
+        raise Exception(
+            "No Daily room specified. use the -u/--url option from the command line, or set DAILY_SAMPLE_ROOM_URL in your environment to specify a Daily room URL."
+        )
+
+    if not key:
+        raise Exception(
+            "No Daily API key specified. use the -k/--apikey option from the command line, or set DAILY_API_KEY in your environment to specify a Daily API key, available from https://dashboard.daily.co/developers."
+        )
+
+    daily_rest_helper = DailyRESTHelper(
+        daily_api_key=key,
+        daily_api_url=os.getenv("DAILY_API_URL", "https://api.daily.co/v1"),
+        aiohttp_session=aiohttp_session,
+    )
+
+    # Create a meeting token for the given room with an expiration 1 hour in
+    # the future.
+    expiry_time: float = 60 * 60
+
+    token = await daily_rest_helper.get_token(url, expiry_time)
+
+    return (url, token)
+    return (url, token)

examples/sentry-metrics/server.py

@@ -0,0 +1,139 @@
+#
+# Copyright (c) 2024–2025, Daily
+#
+# SPDX-License-Identifier: BSD 2-Clause License
+#
+
+import argparse
+import os
+import subprocess
+from contextlib import asynccontextmanager
+
+import aiohttp
+from dotenv import load_dotenv
+from fastapi import FastAPI, HTTPException, Request
+from fastapi.middleware.cors import CORSMiddleware
+from fastapi.responses import JSONResponse, RedirectResponse
+
+from pipecat.transports.services.helpers.daily_rest import DailyRESTHelper, DailyRoomParams
+
+MAX_BOTS_PER_ROOM = 1
+
+# Bot sub-process dict for status reporting and concurrency control
+bot_procs = {}
+
+daily_helpers = {}
+
+load_dotenv(override=True)
+
+
+def cleanup():
+    # Clean up function, just to be extra safe
+    for entry in bot_procs.values():
+        proc = entry[0]
+        proc.terminate()
+        proc.wait()
+
+
+@asynccontextmanager
+async def lifespan(app: FastAPI):
+    aiohttp_session = aiohttp.ClientSession()
+    daily_helpers["rest"] = DailyRESTHelper(
+        daily_api_key=os.getenv("DAILY_API_KEY", ""),
+        daily_api_url=os.getenv("DAILY_API_URL", "https://api.daily.co/v1"),
+        aiohttp_session=aiohttp_session,
+    )
+    yield
+    await aiohttp_session.close()
+    cleanup()
+
+
+app = FastAPI(lifespan=lifespan)
+
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+
+@app.get("/")
+async def start_agent(request: Request):
+    print(f"!!! Creating room")
+    room = await daily_helpers["rest"].create_room(DailyRoomParams())
+    print(f"!!! Room URL: {room.url}")
+    # Ensure the room property is present
+    if not room.url:
+        raise HTTPException(
+            status_code=500,
+            detail="Missing 'room' property in request data. Cannot start agent without a target room!",
+        )
+
+    # Check if there is already an existing process running in this room
+    num_bots_in_room = sum(
+        1 for proc in bot_procs.values() if proc[1] == room.url and proc[0].poll() is None
+    )
+    if num_bots_in_room >= MAX_BOTS_PER_ROOM:
+        raise HTTPException(status_code=500, detail=f"Max bot limited reach for room: {room.url}")
+
+    # Get the token for the room
+    token = await daily_helpers["rest"].get_token(room.url)
+
+    if not token:
+        raise HTTPException(status_code=500, detail=f"Failed to get token for room: {room.url}")
+
+    # Spawn a new agent, and join the user session
+    # Note: this is mostly for demonstration purposes (refer to 'deployment' in README)
+    try:
+        proc = subprocess.Popen(
+            [f"python3 -m bot -u {room.url} -t {token}"],
+            shell=True,
+            bufsize=1,
+            cwd=os.path.dirname(os.path.abspath(__file__)),
+        )
+        bot_procs[proc.pid] = (proc, room.url)
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=f"Failed to start subprocess: {e}")
+
+    return RedirectResponse(room.url)
+
+
+@app.get("/status/{pid}")
+def get_status(pid: int):
+    # Look up the subprocess
+    proc = bot_procs.get(pid)
+
+    # If the subprocess doesn't exist, return an error
+    if not proc:
+        raise HTTPException(status_code=404, detail=f"Bot with process id: {pid} not found")
+
+    # Check the status of the subprocess
+    if proc[0].poll() is None:
+        status = "running"
+    else:
+        status = "finished"
+
+    return JSONResponse({"bot_id": pid, "status": status})
+
+
+if __name__ == "__main__":
+    import uvicorn
+
+    default_host = os.getenv("HOST", "0.0.0.0")
+    default_port = int(os.getenv("FAST_API_PORT", "7860"))
+
+    parser = argparse.ArgumentParser(description="Daily Storyteller FastAPI server")
+    parser.add_argument("--host", type=str, default=default_host, help="Host address")
+    parser.add_argument("--port", type=int, default=default_port, help="Port number")
+    parser.add_argument("--reload", action="store_true", help="Reload code on change")
+
+    config = parser.parse_args()
+
+    uvicorn.run(
+        "server:app",
+        host=config.host,
+        port=config.port,
+        reload=config.reload,
+    )

examples/simple-chatbot/client/javascript/package-lock.json

@@ -13,7 +13,7 @@
         "@pipecat-ai/daily-transport": "^0.3.4"
       },
       "devDependencies": {
-        "vite": "^6.0.2"
+        "vite": "^6.0.9"
       }
     },
     "node_modules/@babel/runtime": {
@@ -45,14 +45,13 @@
       }
     },
     "node_modules/@esbuild/aix-ppc64": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.24.0.tgz",
-      "integrity": "sha512-WtKdFM7ls47zkKHFVzMz8opM7LkcsIp9amDUBIAWirg70RM71WRSjdILPsY5Uv1D42ZpUfaPILDlfactHgsRkw==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.24.2.tgz",
+      "integrity": "sha512-thpVCb/rhxE/BnMLQ7GReQLLN8q9qbHmI55F4489/ByVg2aQaQ6kbcLb6FHkocZzQhxc4gx0sCk0tJkKBFzDhA==",
       "cpu": [
         "ppc64"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "aix"
@@ -62,14 +61,13 @@
       }
     },
     "node_modules/@esbuild/android-arm": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.24.0.tgz",
-      "integrity": "sha512-arAtTPo76fJ/ICkXWetLCc9EwEHKaeya4vMrReVlEIUCAUncH7M4bhMQ+M9Vf+FFOZJdTNMXNBrWwW+OXWpSew==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.24.2.tgz",
+      "integrity": "sha512-tmwl4hJkCfNHwFB3nBa8z1Uy3ypZpxqxfTQOcHX+xRByyYgunVbZ9MzUUfb0RxaHIMnbHagwAxuTL+tnNM+1/Q==",
       "cpu": [
         "arm"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "android"
@@ -79,14 +77,13 @@
       }
     },
     "node_modules/@esbuild/android-arm64": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.24.0.tgz",
-      "integrity": "sha512-Vsm497xFM7tTIPYK9bNTYJyF/lsP590Qc1WxJdlB6ljCbdZKU9SY8i7+Iin4kyhV/KV5J2rOKsBQbB77Ab7L/w==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.24.2.tgz",
+      "integrity": "sha512-cNLgeqCqV8WxfcTIOeL4OAtSmL8JjcN6m09XIgro1Wi7cF4t/THaWEa7eL5CMoMBdjoHOTh/vwTO/o2TRXIyzg==",
       "cpu": [
         "arm64"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "android"
@@ -96,14 +93,13 @@
       }
     },
     "node_modules/@esbuild/android-x64": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.24.0.tgz",
-      "integrity": "sha512-t8GrvnFkiIY7pa7mMgJd7p8p8qqYIz1NYiAoKc75Zyv73L3DZW++oYMSHPRarcotTKuSs6m3hTOa5CKHaS02TQ==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.24.2.tgz",
+      "integrity": "sha512-B6Q0YQDqMx9D7rvIcsXfmJfvUYLoP722bgfBlO5cGvNVb5V/+Y7nhBE3mHV9OpxBf4eAS2S68KZztiPaWq4XYw==",
       "cpu": [
         "x64"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "android"
@@ -113,14 +109,13 @@
       }
     },
     "node_modules/@esbuild/darwin-arm64": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.24.0.tgz",
-      "integrity": "sha512-CKyDpRbK1hXwv79soeTJNHb5EiG6ct3efd/FTPdzOWdbZZfGhpbcqIpiD0+vwmpu0wTIL97ZRPZu8vUt46nBSw==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.24.2.tgz",
+      "integrity": "sha512-kj3AnYWc+CekmZnS5IPu9D+HWtUI49hbnyqk0FLEJDbzCIQt7hg7ucF1SQAilhtYpIujfaHr6O0UHlzzSPdOeA==",
       "cpu": [
         "arm64"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "darwin"
@@ -130,14 +125,13 @@
       }
     },
     "node_modules/@esbuild/darwin-x64": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.24.0.tgz",
-      "integrity": "sha512-rgtz6flkVkh58od4PwTRqxbKH9cOjaXCMZgWD905JOzjFKW+7EiUObfd/Kav+A6Gyud6WZk9w+xu6QLytdi2OA==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.24.2.tgz",
+      "integrity": "sha512-WeSrmwwHaPkNR5H3yYfowhZcbriGqooyu3zI/3GGpF8AyUdsrrP0X6KumITGA9WOyiJavnGZUwPGvxvwfWPHIA==",
       "cpu": [
         "x64"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "darwin"
@@ -147,14 +141,13 @@
       }
     },
     "node_modules/@esbuild/freebsd-arm64": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.24.0.tgz",
-      "integrity": "sha512-6Mtdq5nHggwfDNLAHkPlyLBpE5L6hwsuXZX8XNmHno9JuL2+bg2BX5tRkwjyfn6sKbxZTq68suOjgWqCicvPXA==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.24.2.tgz",
+      "integrity": "sha512-UN8HXjtJ0k/Mj6a9+5u6+2eZ2ERD7Edt1Q9IZiB5UZAIdPnVKDoG7mdTVGhHJIeEml60JteamR3qhsr1r8gXvg==",
       "cpu": [
         "arm64"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "freebsd"
@@ -164,14 +157,13 @@
       }
     },
     "node_modules/@esbuild/freebsd-x64": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-x64/-/freebsd-x64-0.24.0.tgz",
-      "integrity": "sha512-D3H+xh3/zphoX8ck4S2RxKR6gHlHDXXzOf6f/9dbFt/NRBDIE33+cVa49Kil4WUjxMGW0ZIYBYtaGCa2+OsQwQ==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-x64/-/freebsd-x64-0.24.2.tgz",
+      "integrity": "sha512-TvW7wE/89PYW+IevEJXZ5sF6gJRDY/14hyIGFXdIucxCsbRmLUcjseQu1SyTko+2idmCw94TgyaEZi9HUSOe3Q==",
       "cpu": [
         "x64"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "freebsd"
@@ -181,14 +173,13 @@
       }
     },
     "node_modules/@esbuild/linux-arm": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-arm/-/linux-arm-0.24.0.tgz",
-      "integrity": "sha512-gJKIi2IjRo5G6Glxb8d3DzYXlxdEj2NlkixPsqePSZMhLudqPhtZ4BUrpIuTjJYXxvF9njql+vRjB2oaC9XpBw==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-arm/-/linux-arm-0.24.2.tgz",
+      "integrity": "sha512-n0WRM/gWIdU29J57hJyUdIsk0WarGd6To0s+Y+LwvlC55wt+GT/OgkwoXCXvIue1i1sSNWblHEig00GBWiJgfA==",
       "cpu": [
         "arm"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -198,14 +189,13 @@
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     },
     "node_modules/@esbuild/linux-arm64": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-arm64/-/linux-arm64-0.24.0.tgz",
-      "integrity": "sha512-TDijPXTOeE3eaMkRYpcy3LarIg13dS9wWHRdwYRnzlwlA370rNdZqbcp0WTyyV/k2zSxfko52+C7jU5F9Tfj1g==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-arm64/-/linux-arm64-0.24.2.tgz",
+      "integrity": "sha512-7HnAD6074BW43YvvUmE/35Id9/NB7BeX5EoNkK9obndmZBUk8xmJJeU7DwmUeN7tkysslb2eSl6CTrYz6oEMQg==",
       "cpu": [
         "arm64"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -215,14 +205,13 @@
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     },
     "node_modules/@esbuild/linux-ia32": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-ia32/-/linux-ia32-0.24.0.tgz",
-      "integrity": "sha512-K40ip1LAcA0byL05TbCQ4yJ4swvnbzHscRmUilrmP9Am7//0UjPreh4lpYzvThT2Quw66MhjG//20mrufm40mA==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-ia32/-/linux-ia32-0.24.2.tgz",
+      "integrity": "sha512-sfv0tGPQhcZOgTKO3oBE9xpHuUqguHvSo4jl+wjnKwFpapx+vUDcawbwPNuBIAYdRAvIDBfZVvXprIj3HA+Ugw==",
       "cpu": [
         "ia32"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -232,14 +221,13 @@
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     },
     "node_modules/@esbuild/linux-loong64": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-loong64/-/linux-loong64-0.24.0.tgz",
-      "integrity": "sha512-0mswrYP/9ai+CU0BzBfPMZ8RVm3RGAN/lmOMgW4aFUSOQBjA31UP8Mr6DDhWSuMwj7jaWOT0p0WoZ6jeHhrD7g==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-loong64/-/linux-loong64-0.24.2.tgz",
+      "integrity": "sha512-CN9AZr8kEndGooS35ntToZLTQLHEjtVB5n7dl8ZcTZMonJ7CCfStrYhrzF97eAecqVbVJ7APOEe18RPI4KLhwQ==",
       "cpu": [
         "loong64"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -249,14 +237,13 @@
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     },
     "node_modules/@esbuild/linux-mips64el": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-mips64el/-/linux-mips64el-0.24.0.tgz",
-      "integrity": "sha512-hIKvXm0/3w/5+RDtCJeXqMZGkI2s4oMUGj3/jM0QzhgIASWrGO5/RlzAzm5nNh/awHE0A19h/CvHQe6FaBNrRA==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-mips64el/-/linux-mips64el-0.24.2.tgz",
+      "integrity": "sha512-iMkk7qr/wl3exJATwkISxI7kTcmHKE+BlymIAbHO8xanq/TjHaaVThFF6ipWzPHryoFsesNQJPE/3wFJw4+huw==",
       "cpu": [
         "mips64el"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -266,14 +253,13 @@
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     },
     "node_modules/@esbuild/linux-ppc64": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-ppc64/-/linux-ppc64-0.24.0.tgz",
-      "integrity": "sha512-HcZh5BNq0aC52UoocJxaKORfFODWXZxtBaaZNuN3PUX3MoDsChsZqopzi5UupRhPHSEHotoiptqikjN/B77mYQ==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-ppc64/-/linux-ppc64-0.24.2.tgz",
+      "integrity": "sha512-shsVrgCZ57Vr2L8mm39kO5PPIb+843FStGt7sGGoqiiWYconSxwTiuswC1VJZLCjNiMLAMh34jg4VSEQb+iEbw==",
       "cpu": [
         "ppc64"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -283,14 +269,13 @@
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     },
     "node_modules/@esbuild/linux-riscv64": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-riscv64/-/linux-riscv64-0.24.0.tgz",
-      "integrity": "sha512-bEh7dMn/h3QxeR2KTy1DUszQjUrIHPZKyO6aN1X4BCnhfYhuQqedHaa5MxSQA/06j3GpiIlFGSsy1c7Gf9padw==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-riscv64/-/linux-riscv64-0.24.2.tgz",
+      "integrity": "sha512-4eSFWnU9Hhd68fW16GD0TINewo1L6dRrB+oLNNbYyMUAeOD2yCK5KXGK1GH4qD/kT+bTEXjsyTCiJGHPZ3eM9Q==",
       "cpu": [
         "riscv64"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -300,14 +285,13 @@
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     "node_modules/@esbuild/linux-s390x": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-s390x/-/linux-s390x-0.24.0.tgz",
-      "integrity": "sha512-ZcQ6+qRkw1UcZGPyrCiHHkmBaj9SiCD8Oqd556HldP+QlpUIe2Wgn3ehQGVoPOvZvtHm8HPx+bH20c9pvbkX3g==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-s390x/-/linux-s390x-0.24.2.tgz",
+      "integrity": "sha512-S0Bh0A53b0YHL2XEXC20bHLuGMOhFDO6GN4b3YjRLK//Ep3ql3erpNcPlEFed93hsQAjAQDNsvcK+hV90FubSw==",
       "cpu": [
         "s390x"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
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         "linux"
@@ -317,14 +301,13 @@
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     "node_modules/@esbuild/linux-x64": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-x64/-/linux-x64-0.24.0.tgz",
-      "integrity": "sha512-vbutsFqQ+foy3wSSbmjBXXIJ6PL3scghJoM8zCL142cGaZKAdCZHyf+Bpu/MmX9zT9Q0zFBVKb36Ma5Fzfa8xA==",
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-x64/-/linux-x64-0.24.2.tgz",
+      "integrity": "sha512-8Qi4nQcCTbLnK9WoMjdC9NiTG6/E38RNICU6sUNqK0QFxCYgoARqVqxdFmWkdonVsvGqWhmm7MO0jyTqLqwj0Q==",
       "cpu": [
         "x64"
       ],
       "dev": true,
-      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -333,15 +316,30 @@
         "node": ">=18"
       }
     },
+    "node_modules/@esbuild/netbsd-arm64": {
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/netbsd-arm64/-/netbsd-arm64-0.24.2.tgz",
+      "integrity": "sha512-wuLK/VztRRpMt9zyHSazyCVdCXlpHkKm34WUyinD2lzK07FAHTq0KQvZZlXikNWkDGoT6x3TD51jKQ7gMVpopw==",
+      "cpu": [
+        "arm64"
+      ],
+      "dev": true,
+      "optional": true,
+      "os": [
+        "netbsd"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
     "node_modules/@esbuild/netbsd-x64": {
-      "version": "0.24.0",
-      "resolved": "https://registry.npmjs.org/@esbuild/netbsd-x64/-/netbsd-x64-0.24.0.tgz",
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@@ -951,7 +936,6 @@
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@@ -985,9 +968,8 @@
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-      "license": "MIT",
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@@ -1002,11 +984,10 @@
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-        "postcss": "^8.4.49",
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examples/simple-chatbot/client/javascript/package.json

@@ -12,7 +12,7 @@
   "license": "ISC",
   "description": "",
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-    "vite": "^6.0.2"
+    "vite": "^6.0.9"
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   "dependencies": {
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examples/simple-chatbot/client/react/package-lock.json

@@ -25,7 +25,7 @@
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@@ -370,14 +369,13 @@
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@@ -387,14 +385,13 @@
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@@ -404,14 +401,13 @@
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+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.24.2.tgz",
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@@ -421,14 +417,13 @@
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+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.24.2.tgz",
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@@ -438,14 +433,13 @@
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@@ -455,14 +449,13 @@
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-        "@rollup/rollup-linux-s390x-gnu": "4.28.0",
-        "@rollup/rollup-linux-x64-gnu": "4.28.0",
-        "@rollup/rollup-linux-x64-musl": "4.28.0",
-        "@rollup/rollup-win32-arm64-msvc": "4.28.0",
-        "@rollup/rollup-win32-ia32-msvc": "4.28.0",
-        "@rollup/rollup-win32-x64-msvc": "4.28.0",
+        "@rollup/rollup-android-arm-eabi": "4.34.6",
+        "@rollup/rollup-android-arm64": "4.34.6",
+        "@rollup/rollup-darwin-arm64": "4.34.6",
+        "@rollup/rollup-darwin-x64": "4.34.6",
+        "@rollup/rollup-freebsd-arm64": "4.34.6",
+        "@rollup/rollup-freebsd-x64": "4.34.6",
+        "@rollup/rollup-linux-arm-gnueabihf": "4.34.6",
+        "@rollup/rollup-linux-arm-musleabihf": "4.34.6",
+        "@rollup/rollup-linux-arm64-gnu": "4.34.6",
+        "@rollup/rollup-linux-arm64-musl": "4.34.6",
+        "@rollup/rollup-linux-loongarch64-gnu": "4.34.6",
+        "@rollup/rollup-linux-powerpc64le-gnu": "4.34.6",
+        "@rollup/rollup-linux-riscv64-gnu": "4.34.6",
+        "@rollup/rollup-linux-s390x-gnu": "4.34.6",
+        "@rollup/rollup-linux-x64-gnu": "4.34.6",
+        "@rollup/rollup-linux-x64-musl": "4.34.6",
+        "@rollup/rollup-win32-arm64-msvc": "4.34.6",
+        "@rollup/rollup-win32-ia32-msvc": "4.34.6",
+        "@rollup/rollup-win32-x64-msvc": "4.34.6",
         "fsevents": "~2.3.2"
       }
     },
@@ -3213,7 +3197,6 @@
       "resolved": "https://registry.npmjs.org/source-map-js/-/source-map-js-1.2.1.tgz",
       "integrity": "sha512-UXWMKhLOwVKb728IUtQPXxfYU+usdybtUrK/8uGE8CQMvrhOpwvzDBwj0QhSL7MQc7vIsISBG8VQ8+IDQxpfQA==",
       "dev": true,
-      "license": "BSD-3-Clause",
       "engines": {
         "node": ">=0.10.0"
       }
@@ -3395,15 +3378,14 @@
       }
     },
     "node_modules/vite": {
-      "version": "6.0.2",
-      "resolved": "https://registry.npmjs.org/vite/-/vite-6.0.2.tgz",
-      "integrity": "sha512-XdQ+VsY2tJpBsKGs0wf3U/+azx8BBpYRHFAyKm5VeEZNOJZRB63q7Sc8Iup3k0TrN3KO6QgyzFf+opSbfY1y0g==",
+      "version": "6.1.0",
+      "resolved": "https://registry.npmjs.org/vite/-/vite-6.1.0.tgz",
+      "integrity": "sha512-RjjMipCKVoR4hVfPY6GQTgveinjNuyLw+qruksLDvA5ktI1150VmcMBKmQaEWJhg/j6Uaf6dNCNA0AfdzUb/hQ==",
       "dev": true,
-      "license": "MIT",
       "dependencies": {
-        "esbuild": "^0.24.0",
-        "postcss": "^8.4.49",
-        "rollup": "^4.23.0"
+        "esbuild": "^0.24.2",
+        "postcss": "^8.5.1",
+        "rollup": "^4.30.1"
       },
       "bin": {
         "vite": "bin/vite.js"

examples/simple-chatbot/client/react/package.json

@@ -27,6 +27,6 @@
     "globals": "^15.12.0",
     "typescript": "~5.6.2",
     "typescript-eslint": "^8.15.0",
-    "vite": "^6.0.1"
+    "vite": "^6.0.9"
   }
 }

examples/simple-chatbot/server/bot-gemini.py

@@ -40,7 +40,7 @@ from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
-from pipecat.processors.frameworks.rtvi import RTVIConfig, RTVIProcessor
+from pipecat.processors.frameworks.rtvi import RTVIConfig, RTVIObserver, RTVIProcessor
 from pipecat.services.gemini_multimodal_live.gemini import GeminiMultimodalLiveLLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
 
@@ -121,8 +121,6 @@ async def main():
             token,
             "Chatbot",
             DailyParams(
-                audio_in_sample_rate=16000,
-                audio_out_sample_rate=24000,
                 audio_out_enabled=True,
                 camera_out_enabled=True,
                 camera_out_width=1024,
@@ -178,7 +176,7 @@ async def main():
                 allow_interruptions=True,
                 enable_metrics=True,
                 enable_usage_metrics=True,
-                observers=[rtvi.observer()],
+                observers=[RTVIObserver(rtvi)],
             ),
         )
         await task.queue_frame(quiet_frame)

examples/simple-chatbot/server/bot-openai.py

@@ -40,7 +40,7 @@ from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
 from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
-from pipecat.processors.frameworks.rtvi import RTVIConfig, RTVIProcessor
+from pipecat.processors.frameworks.rtvi import RTVIConfig, RTVIObserver, RTVIProcessor
 from pipecat.services.elevenlabs import ElevenLabsTTSService
 from pipecat.services.openai import OpenAILLMService
 from pipecat.transports.services.daily import DailyParams, DailyTransport
@@ -202,7 +202,7 @@ async def main():
                 allow_interruptions=True,
                 enable_metrics=True,
                 enable_usage_metrics=True,
-                observers=[rtvi.observer()],
+                observers=[RTVIObserver(rtvi)],
             ),
         )
         await task.queue_frame(quiet_frame)

examples/storytelling-chatbot/README.md

@@ -74,6 +74,8 @@ If you'd like to run a custom domain or port:
 
 ➡️ Open the host URL in your browser `http://localhost:7860`
 
+If you've run previous versions of the demo, make sure to set `ENV=dev`, and remove the `RUN_AS_VM` line from the .env file.
+
 ---
 
 ## Improvements to make

examples/storytelling-chatbot/env.example

@@ -3,6 +3,4 @@ DAILY_SAMPLE_ROOM_URL=
 ELEVENLABS_API_KEY=
 ELEVENLABS_VOICE_ID=
 GOOGLE_API_KEY=
-
-ENV= # dev | production
-RUN_AS_VM= # Set this if you want to run bots on process (not launch a new VM)
+ENV=dev

examples/storytelling-chatbot/requirements.txt

@@ -2,5 +2,4 @@ async_timeout
 fastapi
 uvicorn
 python-dotenv
--e "../..[daily,silero,openai,fal,cartesia,google]"
--e "../../../python-genai"
+pipecat-ai[daily,silero,openai,cartesia,google]

examples/storytelling-chatbot/src/bot.py

@@ -23,8 +23,7 @@ from pipecat.pipeline.runner import PipelineRunner
 from pipecat.pipeline.task import PipelineParams, PipelineTask
 from pipecat.processors.aggregators.openai_llm_context import OpenAILLMContext
 from pipecat.services.elevenlabs import ElevenLabsTTSService
-from pipecat.services.fal import FalImageGenService
-from pipecat.services.google import GoogleLLMService
+from pipecat.services.google import GoogleImageGenService, GoogleLLMService
 from pipecat.transports.services.daily import (
     DailyParams,
     DailyTransport,

examples/studypal/requirements.txt

@@ -1,5 +1,5 @@
 beautifulsoup4==4.12.3
 pypdf==4.3.1
 tiktoken==0.7.0
-pipecat-ai[daily,cartesia,openai,silero]==0.0.40
+pipecat-ai[daily,cartesia,openai,silero]
 python-dotenv==1.0.1