Initial commit
This commit is contained in:
commit
cc818946b7
9 changed files with 185 additions and 0 deletions
0
transcriptapi/__init__.py
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transcriptapi/__init__.py
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transcriptapi/env.py
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transcriptapi/env.py
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# Copyright (c) 2024 Julian Müller (ChaoticByte)
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from os import environ as _environ
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from pathlib import Path as _Path
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from .msg import ComponentLogger as _ComponentLogger
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_logger = _ComponentLogger("Environment", print_timestamp=False)
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try:
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ACCESS_CONTROL_ALLOW_ORIGIN = str(_environ["ACCESS_CONTROL_ALLOW_ORIGIN"])
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API_STT_MODEL = _Path(_environ["API_STT_MODEL"])
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except KeyError as e:
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_logger.critical(f"Missing {e}")
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exit(1)
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except Exception as e:
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_logger.critical(f"An exception occured: {e}")
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exit(1)
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54
transcriptapi/msg.py
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transcriptapi/msg.py
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# Copyright (c) 2024 Julian Müller (ChaoticByte)
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from datetime import datetime as _datetime
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from os import environ as _environ
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from sys import stderr as _stderr
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from sys import stdout as _stdout
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from typing import Any as _Any
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class ComponentLogger:
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LEVELS = [
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"DEBUG",
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"INFO",
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"WARN",
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"ERROR",
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"CRITICAL"
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]
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def __init__(self, component: str, level: int = 1, print_timestamp: bool = True):
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'''level may be overwritten by environment variable LOGLEVEL'''
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assert type(component) == str
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assert type(level) == int
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assert type(print_timestamp) == bool
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self.component = component
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self.level = level
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if "LOGLEVEL" in _environ:
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loglevel_ = _environ["LOGLEVEL"]
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if loglevel_ in self.LEVELS:
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self.level = self.LEVELS.index(loglevel_)
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self.print_timestamp = print_timestamp
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def _log(self, msg: _Any, level: int, file = _stdout):
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assert type(level) == int
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if level >= self.level:
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if self.print_timestamp:
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t = _datetime.now().astimezone().strftime(r'%Y-%m-%d %H:%M:%S %z')
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print(f"[{t}] [{self.component}] [{self.LEVELS[level]}] {msg}", file=file)
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else:
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print(f"[{self.component}] [{self.LEVELS[level]}] {msg}", file=file)
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def debug(self, msg: _Any):
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self._log(msg, 0)
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def info(self, msg: _Any):
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self._log(msg, 1)
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def warning(self, msg: _Any):
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self._log(msg, 2, file=_stderr)
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def error(self, msg: _Any):
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self._log(msg, 3, file=_stderr)
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def critical(self, msg: _Any):
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self._log(msg, 4, file=_stderr)
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44
transcriptapi/server.py
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transcriptapi/server.py
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# Copyright (c) 2024 Julian Müller (ChaoticByte)
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from os import getpid as _getpid
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from sanic import Sanic as _Sanic
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from sanic import empty as _empty
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from sanic import Request as _Request
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from . import env as _env
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from .msg import ComponentLogger as _ComponentLogger
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from .stt import STT as _STT
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def get_app() -> _Sanic:
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app = _Sanic("TranscriptAPI")
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@app.get("/ping")
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async def ping(_):
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return _empty(status=200)
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@app.post('/')
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async def transcribe(request: _Request):
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audio = request.files.get("audio").body
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if len(audio) < 1:
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return _empty(400)
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resp = await request.respond(content_type="text/plain")
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for s in app.ctx.stt.transcribe(audio):
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await resp.send(s)
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await resp.eof()
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@app.before_server_start
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async def setup_stt(app):
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app.ctx.stt = _STT(_env.API_STT_MODEL, logger=_ComponentLogger(f"{_getpid()}/STT"))
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@app.after_server_start
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async def init_stt(app):
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app.ctx.stt.init()
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@app.on_response
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async def middleware(_, response):
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response.headers["Access-Control-Allow-Origin"] = _env.ACCESS_CONTROL_ALLOW_ORIGIN
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return app
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56
transcriptapi/stt.py
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transcriptapi/stt.py
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# Copyright (c) 2024 Julian Müller (ChaoticByte)
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from io import BytesIO as _BytesIO
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from pathlib import Path as _Path
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from faster_whisper import WhisperModel as _WhisperModel
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from .msg import ComponentLogger as _ComponentLogger
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class STT:
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def __init__(self, model_path: _Path, n_threads: int = 4, use_int8: bool = True, logger: _ComponentLogger = _ComponentLogger("STT")):
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assert isinstance(model_path, _Path)
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assert type(n_threads) == int and n_threads >= 0
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assert type(use_int8) == bool
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assert isinstance(logger, _ComponentLogger)
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self.logger = logger
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self.model_path = model_path.expanduser().resolve()
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assert self.model_path.exists()
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self.n_threads = n_threads
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if use_int8:
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self.compute_type = "int8"
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else:
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self.compute_type = "default"
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self._model = None
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def init(self):
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if self._model is None:
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self.logger.debug("Initializing ...")
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self._model = _WhisperModel(
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self.model_path.__str__(),
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device="cpu",
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cpu_threads=self.n_threads,
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compute_type=self.compute_type,
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local_files_only=True)
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self.logger.debug("Initialized.")
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def transcribe(self, audio: bytes) -> str:
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'''Transcibes audio and yields the segment strings'''
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assert type(audio) == bytes
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with _BytesIO(audio) as bio:
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bio.seek(0)
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self.init()
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self.logger.debug("Transcribing audio ...")
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segments, _ = self._model.transcribe(
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bio,
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beam_size=5, # beam size -> performance/quality
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vad_filter=True) # remove silence
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for s in segments:
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self.logger.debug(f"... segment #{s.id}")
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if s.id == 1:
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text = s.text.lstrip(" ")
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else:
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text = s.text
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yield text
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