Added support for Krisp audio filter
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src/pipecat/audio/filters/krisp_filter.py
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78
src/pipecat/audio/filters/krisp_filter.py
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#
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# Copyright (c) 2024, Daily
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#
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# SPDX-License-Identifier: BSD 2-Clause License
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#
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import numpy as np
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import os
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from pipecat.audio.filters.base_audio_filter import BaseAudioFilter
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from loguru import logger
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from pipecat.frames.frames import FilterControlFrame, FilterEnableFrame
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try:
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from pipecat_ai_krisp.audio.krisp_processor import KrispAudioProcessor
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except ModuleNotFoundError as e:
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logger.error(f"Exception: {e}")
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logger.error("In order to use the Krisp filter, you need to `pip install pipecat-ai[krisp]`.")
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raise Exception(f"Missing module: {e}")
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class KrispFilter(BaseAudioFilter):
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def __init__(
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self, sample_type: str = "PCM_16", channels: int = 1, model_path: str = None
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) -> None:
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"""
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Initializes the KrispAudioProcessor with customizable audio processing settings.
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:param sample_type: The type of audio sample, default is 'PCM_16'.
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:param channels: Number of audio channels, default is 1.
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:param model_path: Path to the Krisp model; defaults to environment variable KRISP_MODEL_PATH if not provided.
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"""
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super().__init__()
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# Set model path, checking environment if not specified
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self._model_path = model_path or os.getenv("KRISP_MODEL_PATH")
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if not self._model_path:
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logger.error(
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"Model path for KrispAudioProcessor is not provided and KRISP_MODEL_PATH is not set."
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)
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raise ValueError("Model path for KrispAudioProcessor must be provided.")
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self._sample_type = sample_type
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self._channels = channels
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self._sample_rate = 0
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self._filtering = True
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self._krisp_processor = None
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async def start(self, sample_rate: int):
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self._sample_rate = sample_rate
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self._krisp_processor = KrispAudioProcessor(
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self._sample_rate, self._sample_type, self._channels, self._model_path
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)
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async def stop(self):
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self._krisp_processor = None
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async def process_frame(self, frame: FilterControlFrame):
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if isinstance(frame, FilterEnableFrame):
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self._filtering = frame.enable
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async def filter(self, audio: bytes) -> bytes:
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if not self._filtering:
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return audio
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data = np.frombuffer(audio, dtype=np.int16)
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# Add a small epsilon to avoid division by zero.
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epsilon = 1e-10
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data = data.astype(np.float32) + epsilon
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# Process the audio chunk to reduce noise
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reduced_noise = self._krisp_processor.process(data)
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# Clip and set processed audio back to frame
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audio = np.clip(reduced_noise, -32768, 32767).astype(np.int16).tobytes()
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return audio
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