This commit is contained in:
Silas Kieser
2025-03-13 15:03:16 +01:00
parent 3024a9bdb2
commit cb5cf39336
2 changed files with 30 additions and 6 deletions

View File

@@ -10,7 +10,7 @@ from fastapi import FastAPI, WebSocket, WebSocketDisconnect
from fastapi.responses import HTMLResponse
from fastapi.middleware.cors import CORSMiddleware
from whisper_streaming_custom.whisper_online import backend_factory, online_factory, add_shared_args
from whisper_streaming_custom.whisper_online import backend_factory, online_factory, add_shared_args,warmup_asr
from timed_objects import ASRToken
import math
@@ -160,6 +160,7 @@ async def lifespan(app: FastAPI):
global asr, tokenizer, diarization
if args.transcription:
asr, tokenizer = backend_factory(args)
warmup_asr(asr, args.warmup_file)
else:
asr, tokenizer = None, None

View File

@@ -227,11 +227,34 @@ def asr_factory(args, logfile=sys.stderr):
online = online_factory(args, asr, tokenizer, logfile=logfile)
return asr, online
def set_logging(args, logger, others=[]):
logging.basicConfig(format="%(levelname)s\t%(message)s") # format='%(name)s
logger.setLevel(args.log_level)
def warmup_asr(asr, warmup_file=None):
"""
Warmup the ASR model by transcribing a short audio file.
"""
if warmup_file:
warmup_file = warmup_file
else:
# Download JFK sample if not already present
import tempfile
import os
for other in others:
logging.getLogger(other).setLevel(args.log_level)
jfk_url = "https://github.com/ggerganov/whisper.cpp/raw/master/samples/jfk.wav"
temp_dir = tempfile.gettempdir()
warmup_file = os.path.join(temp_dir, "whisper_warmup_jfk.wav")
if not os.path.exists(warmup_file):
logger.debug(f"Downloading warmup file from {jfk_url}")
import urllib.request
urllib.request.urlretrieve(jfk_url, warmup_file)
# Load the warmup file
audio, sr = librosa.load(warmup_file, sr=16000)
# Process the audio
asr.transcribe(audio)
logger.info("Whisper is warmed up")