audio(koala): add new audio filter KoalaFilter
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75
src/pipecat/audio/filters/koala_filter.py
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75
src/pipecat/audio/filters/koala_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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from typing import Sequence
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import numpy as np
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from loguru import logger
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from pipecat.audio.filters.base_audio_filter import BaseAudioFilter
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from pipecat.frames.frames import FilterControlFrame, FilterEnableFrame
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try:
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import pvkoala
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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 Koala filter, you need to `pip install pipecat-ai[koala]`.")
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raise Exception(f"Missing module: {e}")
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class KoalaFilter(BaseAudioFilter):
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"""This is an audio filter that uses Koala Noise Suppression (from
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PicoVoice).
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"""
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def __init__(self, *, access_key: str) -> None:
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self._access_key = access_key
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self._filtering = True
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self._sample_rate = 0
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self._koala = pvkoala.create(access_key=f"{self._access_key}")
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self._koala_ready = True
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self._audio_buffer = bytearray()
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async def start(self, sample_rate: int):
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self._sample_rate = sample_rate
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if self._sample_rate != self._koala.sample_rate:
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logger.warning(
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f"Koala filter needs sample rate {self._koala.sample_rate} (got {self._sample_rate})"
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)
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self._koala_ready = False
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async def stop(self):
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self._koala.reset()
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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._koala_ready or not self._filtering:
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return audio
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self._audio_buffer.extend(audio)
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filtered_data: Sequence[int] = []
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num_frames = len(self._audio_buffer) // 2
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while num_frames >= self._koala.frame_length:
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# Grab the number of frames required by Koala.
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num_bytes = self._koala.frame_length * 2
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audio = bytes(self._audio_buffer[:num_bytes])
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# Process audio
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data = np.frombuffer(audio, dtype=np.int16).tolist()
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filtered_data += self._koala.process(data)
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# Adjust audio buffer and check again
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self._audio_buffer = self._audio_buffer[num_bytes:]
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num_frames = len(self._audio_buffer) // 2
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filtered = np.array(filtered_data, dtype=np.int16).tobytes()
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return filtered
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