diff --git a/dimos/stream/audio/stt/node_whisper.py b/dimos/stream/audio/stt/node_whisper.py index e162d150a1..2c6cc1b29a 100644 --- a/dimos/stream/audio/stt/node_whisper.py +++ b/dimos/stream/audio/stt/node_whisper.py @@ -16,7 +16,6 @@ from typing import Any from reactivex import Observable, create, disposable -import whisper # type: ignore[import-untyped] from dimos.stream.audio.base import ( AbstractAudioConsumer, @@ -27,10 +26,31 @@ logger = setup_logger() +try: + import whisper # type: ignore[import-untyped] + + _USE_FASTER_WHISPER = False +except ImportError: + try: + from faster_whisper import WhisperModel # type: ignore[import-untyped] + + logger.warn( + "openai-whisper not installed, falling back to faster-whisper. " + "Install openai-whisper for the full backend: pip install openai-whisper", + ) + _USE_FASTER_WHISPER = True + except ImportError: + raise ImportError( + "No whisper backend found. " + "Install faster-whisper (pip install faster-whisper) " + "or openai-whisper (pip install dimos[whisper])." + ) + class WhisperNode(AbstractAudioConsumer, AbstractTextEmitter): """ - A node that transcribes audio using OpenAI's Whisper model and emits the transcribed text. + A node that transcribes audio using OpenAI Whisper or faster-whisper and emits + the transcribed text. Prefers openai-whisper if installed, falls back to faster-whisper. """ def __init__( @@ -41,8 +61,15 @@ def __init__( if modelopts is None: modelopts = {"language": "en", "fp16": False} self.audio_observable = None - self.modelopts = modelopts - self.model = whisper.load_model(model) + + if _USE_FASTER_WHISPER: + compute_type = "float16" if modelopts.get("fp16", False) else "int8" + modelopts = {k: v for k, v in modelopts.items() if k != "fp16"} + self.modelopts = modelopts + self.model = WhisperModel(model, device="auto", compute_type=compute_type) + else: + self.modelopts = modelopts + self.model = whisper.load_model(model) def consume_audio(self, audio_observable: Observable) -> "WhisperNode": # type: ignore[type-arg] """ @@ -73,8 +100,15 @@ def on_subscribe(observer, scheduler): # Subscribe to the audio source def on_audio_event(event: AudioEvent) -> None: try: - result = self.model.transcribe(event.data.flatten(), **self.modelopts) - observer.on_next(result["text"].strip()) + if _USE_FASTER_WHISPER: + segments, _info = self.model.transcribe( + event.data.flatten(), **self.modelopts + ) + text = " ".join(seg.text.strip() for seg in segments) + else: + result = self.model.transcribe(event.data.flatten(), **self.modelopts) + text = result["text"].strip() + observer.on_next(text) except Exception as e: logger.error(f"Error processing audio event: {e}") observer.on_error(e) diff --git a/pyproject.toml b/pyproject.toml index fa35dd79de..950494b177 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -170,8 +170,8 @@ agents = [ # Audio "openai", - "openai-whisper", "sounddevice", + "faster-whisper>=1.0.0", ] web = [ @@ -246,6 +246,7 @@ dev = [ "requests-mock==1.12.1", "terminaltexteffects==0.12.2", "watchdog>=3.0.0", + "openai-whisper", # docs "md-babel-py==1.1.1", @@ -391,6 +392,7 @@ module = [ "cyclonedds.*", "dimos_lcm.*", "etils", + "faster_whisper", "geometry_msgs.*", "lazy_loader", "mujoco", diff --git a/uv.lock b/uv.lock index aebf6f9055..84119dd4f7 100644 --- a/uv.lock +++ b/uv.lock @@ -1525,6 +1525,49 @@ cuda = [ { name = 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