183 lines
6.4 KiB
Python
183 lines
6.4 KiB
Python
# Copyright 2023 LiveKit, Inc.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from __future__ import annotations
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import asyncio
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import io
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import json
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import os
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import time
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import wave
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import aiohttp
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from livekit.agents import (
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APIConnectOptions,
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APIStatusError,
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APITimeoutError,
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LanguageCode,
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stt,
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utils,
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)
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from livekit.agents.stt import SpeechEventType, STTCapabilities
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from livekit.agents.types import (
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DEFAULT_API_CONNECT_OPTIONS,
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NOT_GIVEN,
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NotGivenOr,
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)
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from livekit.agents.utils import AudioBuffer, is_given, merge_frames
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from livekit.plugins.clova.constants import CLOVA_INPUT_SAMPLE_RATE
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from .common import resample_audio
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from .log import logger
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from .models import ClovaSpeechAPIType, ClovaSttLanguages, clova_languages_mapping
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class STT(stt.STT):
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def __init__(
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self,
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*,
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language: ClovaSttLanguages | str = "en-US",
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secret: NotGivenOr[str] = NOT_GIVEN,
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invoke_url: NotGivenOr[str] = NOT_GIVEN,
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http_session: aiohttp.ClientSession | None = None,
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threshold: float = 0.5,
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):
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"""
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Create a new instance of Clova STT.
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``secret`` and ``invoke_url`` must be set, either using arguments or by setting the
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``CLOVA_STT_SECRET_KEY`` and ``CLOVA_STT_INVOKE_URL`` environmental variables, respectively.
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"""
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super().__init__(
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capabilities=STTCapabilities(
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streaming=False, interim_results=True, aligned_transcript=False
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)
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)
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clova_secret = secret if is_given(secret) else os.environ.get("CLOVA_STT_SECRET_KEY")
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self._invoke_url = (
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invoke_url if is_given(invoke_url) else os.environ.get("CLOVA_STT_INVOKE_URL")
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)
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normalized_language = LanguageCode(language).iso
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self._language = clova_languages_mapping.get(normalized_language, normalized_language)
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self._session = http_session
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if clova_secret is None:
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raise ValueError(
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"Clova STT secret key is required. It should be set with env CLOVA_STT_SECRET_KEY"
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)
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self._secret = clova_secret
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self.threshold = threshold
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@property
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def model(self) -> str:
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return "unknown"
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@property
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def provider(self) -> str:
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return "Clova"
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def update_options(self, *, language: NotGivenOr[str] = NOT_GIVEN) -> None:
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if is_given(language):
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normalized = LanguageCode(language).iso
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self._language = clova_languages_mapping.get(normalized, normalized)
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def _ensure_session(self) -> aiohttp.ClientSession:
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if not self._session:
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self._session = utils.http_context.http_session()
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return self._session
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def url_builder(self, process_method: ClovaSpeechAPIType = "recognizer/upload") -> str:
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return f"{self._invoke_url}/{process_method}"
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async def _recognize_impl(
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self,
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buffer: AudioBuffer,
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*,
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language: NotGivenOr[ClovaSttLanguages | str] = NOT_GIVEN,
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conn_options: APIConnectOptions = DEFAULT_API_CONNECT_OPTIONS,
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) -> stt.SpeechEvent:
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try:
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url = self.url_builder()
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lang = self._language
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if is_given(language):
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normalized = LanguageCode(language).iso
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lang = clova_languages_mapping.get(normalized, normalized)
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payload = json.dumps({"language": lang, "completion": "sync"})
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buffer = merge_frames(buffer)
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buffer_bytes = resample_audio(
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buffer.data.tobytes(), buffer.sample_rate, CLOVA_INPUT_SAMPLE_RATE
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)
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io_buffer = io.BytesIO()
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with wave.open(io_buffer, "wb") as wav:
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wav.setnchannels(1)
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wav.setsampwidth(2) # 16-bit
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wav.setframerate(CLOVA_INPUT_SAMPLE_RATE)
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wav.writeframes(buffer_bytes)
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io_buffer.seek(0)
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headers = {"X-CLOVASPEECH-API-KEY": self._secret}
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form_data = aiohttp.FormData()
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form_data.add_field("params", payload)
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form_data.add_field("media", io_buffer, filename="audio.wav", content_type="audio/wav")
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start = time.time()
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async with self._ensure_session().post(
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url,
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data=form_data,
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headers=headers,
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timeout=aiohttp.ClientTimeout(
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total=30,
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sock_connect=conn_options.timeout,
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),
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) as response:
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response_data = await response.json()
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end = time.time()
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text = response_data.get("text")
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confidence = response_data.get("confidence")
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logger.info(f"{text} | {confidence} | total_seconds: {end - start}")
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if not text or "error" in response_data:
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raise ValueError(f"Unexpected response: {response_data}")
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if confidence < self.threshold:
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raise ValueError(
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f"Confidence: {confidence} is bellow threshold {self.threshold}. Skipping."
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)
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logger.info(f"final event: {response_data}")
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return self._transcription_to_speech_event(text=text, language=lang)
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except asyncio.TimeoutError as e:
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raise APITimeoutError() from e
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except aiohttp.ClientResponseError as e:
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raise APIStatusError(
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message=e.message,
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status_code=e.status,
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request_id=None,
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body=None,
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) from e
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def _transcription_to_speech_event(
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self,
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text: str,
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event_type: SpeechEventType = stt.SpeechEventType.INTERIM_TRANSCRIPT,
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language: str | None = None,
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) -> stt.SpeechEvent:
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return stt.SpeechEvent(
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type=event_type,
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alternatives=[
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stt.SpeechData(text=text, language=LanguageCode(language or self._language))
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],
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)
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