change transcribe to whisper-cpp

This commit is contained in:
YuanHui
2025-12-23 10:29:58 +08:00
parent af308e618f
commit 33dd6c6732
22 changed files with 7561 additions and 45 deletions

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}

View File

@@ -1,8 +1,8 @@
import os
import argparse
import uuid
import subprocess
from funasr import AutoModel
from funasr.utils.postprocess_utils import rich_transcription_postprocess
from moviepy.video.io.VideoFileClip import VideoFileClip
from pydub import AudioSegment
@@ -11,8 +11,11 @@ from logging_config import setup_logging
logger = setup_logging()
def extract_or_convert_audio(file_path, output_audio_path="processed_audio.wav"):
def extract_or_convert_audio(file_path, output_audio_path="processed_audio"):
ext = os.path.splitext(file_path)[1].lower()
filename = os.path.basename(file_path)
random_uuid = str(uuid.uuid4())
output_audio_path = output_audio_path + "_" + random_uuid + ".wav"
if ext in [".mp4", ".mov", ".avi", ".mkv"]:
logger.info("🎬 Extracting audio from video...")
@@ -27,51 +30,57 @@ def extract_or_convert_audio(file_path, output_audio_path="processed_audio.wav")
sound.export(output_audio_path, format="wav")
else:
raise ValueError(f"Unsupported file type: {ext}")
logger.info(f"Converted Audio saved to: {output_audio_path}")
return output_audio_path
def transcribe_audio_funasr(audio_path, device="cuda:0"):
logger.info("🧠 Loading FunASR model...")
model = AutoModel(
model="iic/SenseVoiceSmall",
trust_remote_code=True,
remote_code="./SenseVoice/model.py", # Make sure this file is accessible
vad_model="fsmn-vad",
vad_kwargs={"max_single_segment_time": 30000},
device=device,
disable_update=True
def transcribe_audio_whisper(audio_path, model_path="~/Documents/ggml-large-v3-turbo-q8_0.bin", language="zh"):
logger.info("🎙️ Transcribing with Whisper-cpp...")
# Expand the ~ in the model path
model_path = os.path.expanduser(model_path)
# Run whisper-cli command
cmd = [
"whisper-cli",
"-nt",
"--language", language,
"--model", model_path,
"--file", audio_path
]
try:
result = subprocess.run(
cmd,
capture_output=True,
text=True,
check=True
)
logger.info("📤 Transcribing with FunASR...")
res = model.generate(
input=audio_path,
cache={},
language="auto",
use_itn=True,
batch_size_s=60,
merge_vad=True,
merge_length_s=15,
)
# Get the transcription text from stdout
text = result.stdout.strip()
text = rich_transcription_postprocess(res[0]["text"])
# Remove any potential metadata or timing information if present
# Whisper output typically contains the actual transcription
if text:
return split_into_sentences(text)
else:
logger.warning("⚠️ No transcription output received")
return ""
except subprocess.CalledProcessError as e:
logger.error(f"❌ Whisper-cpp transcription failed: {e}")
logger.error(f"Error output: {e.stderr}")
raise
except FileNotFoundError:
logger.error("❌ whisper-cli not found. Make sure whisper-cpp is installed and in your PATH.")
raise
# 加载模型并作为全局变量
default_model = AutoModel(model="iic/SenseVoiceSmall", trust_remote_code=True, device="cuda:0", disable_update=True)
def transcribe_audio_funasr_batch(audio_path):
res = default_model.generate(
input=audio_path,
cache={},
language="auto",
use_itn=True,
batch_size=64,
)
text = rich_transcription_postprocess(res[0]["text"])
return split_into_sentences(text)
def transcribe_audio_whisper_batch(audio_path, model_path="~/Documents/ggml-small-q8_0.bin", language="zh"):
# Batch mode uses the same function as whisper-cpp doesn't have separate batch processing
return transcribe_audio_whisper(audio_path, model_path, language)
# 新增:用于句子分割的符号列表
@@ -137,9 +146,9 @@ def convert_media(file_path, is_batch=False, save_to_disk=True):
return None
if is_batch:
transcript = transcribe_audio_funasr_batch(audio_file)
transcript = transcribe_audio_whisper_batch(audio_file)
else:
transcript = transcribe_audio_funasr(audio_file)
transcript = transcribe_audio_whisper(audio_file)
logger.info("\n📜 Transcript:")
logger.info(transcript)
@@ -152,8 +161,8 @@ def convert_media(file_path, is_batch=False, save_to_disk=True):
logger.info(f"✅ Transcript saved to: {output_path}")
return transcript
finally:
if os.path.exists("processed_audio.wav"):
os.remove("processed_audio.wav")
if os.path.exists(audio_file):
os.remove(audio_file)
def process_input(path, recursive=False):
@@ -186,7 +195,7 @@ def process_input(path, recursive=False):
def main():
parser = argparse.ArgumentParser(description="Convert audio/video to text using FunASR.")
parser = argparse.ArgumentParser(description="Convert audio/video to text using Whisper-cpp.")
parser.add_argument("input_path", nargs='?', default="./media", help="Path to a file or folder containing media files. Defaults to './media'.")
parser.add_argument("--recursive", "-r", action="store_true", help="Process subdirectories recursively.")
args = parser.parse_args()