我正在尝试使用以下代码将语音转换为文本:
# importing libraries
import speech_recognition as sr
import os
from pydub import AudioSegment
from pydub.silence import split_on_silence
# create a speech recognition object
r = sr.Recognizer()
# a function that splits the audio file into chunks
# and applies speech recognition
def get_large_audio_transcription(path):
"""
Splitting the large audio file into chunks
and apply speech recognition on each of these chunks
"""
# open the audio file using pydub
sound = AudioSegment.from_wav(path)
# split audio sound where silence is 700 miliseconds or more and get chunks
chunks = split_on_silence(sound,
# experiment with this value for your target audio file
min_silence_len = 500,
# adjust this per requirement
silence_thresh = sound.dBFS-14,
# keep the silence for 1 second, adjustable as well
keep_silence=500,
)
folder_name = "audio-chunks"
# create a directory to store the audio chunks
if not os.path.isdir(folder_name):
os.mkdir(folder_name)
whole_text = ""
# process each chunk
for i, audio_chunk in enumerate(chunks, start=1):
# export audio chunk and save it in
# the `folder_name` directory.
chunk_filename = os.path.join(folder_name, f"chunk{i}.wav")
audio_chunk.export(chunk_filename, format="wav")
# recognize the chunk
with sr.AudioFile(chunk_filename) as source:
audio_listened = r.record(source)
# try converting it to text
try:
text = r.recognize_google(audio_listened)
except sr.UnknownValueError as e:
print("Error:", str(e))
else:
text = f"{text.capitalize()}. "
print(chunk_filename, ":", text)
whole_text += text
# return the text for all chunks detected
return whole_text
text = get_large_audio_transcription(DIRECTORY+'audiofile.wav')
一开始,这很顺利,系统打印了生成的文本。但是,过了一会儿,它会产生以下错误:
回溯(最近一次调用最后一次):
文件“C:\Users\20200016\Anaconda3\lib\urllib\request.py”,第 1350 行,在 do_open 中 h.request(req.get_method(), req.selector, req.data, headers,
文件“C:\Users\20200016\Anaconda3\lib\http\client.py”,第 1255 行,在请求中 self._send_request(method, url, body, headers, encode_chunked)
文件“C:\Users\20200016\Anaconda3\lib\http\client.py”,第 1301 行,在 _send_request 中 self.endheaders(body, encode_chunked=encode_chunked)
文件“C:\Users\20200016\Anaconda3\lib\http\client.py”,第 1250 行,在 endheaders 中 self._send_output(message_body, encode_chunked=encode_chunked)
文件“C:\Users\20200016\Anaconda3\lib\http\client.py”,第 1010 行,在 _send_output 中 self.send(msg)
文件“C:\Users\20200016\Anaconda3\lib\http\client.py”,第 950 行,发送 self.connect()
文件“C:\Users\20200016\Anaconda3\lib\http\client.py”,第 921 行,在连接中 self.sock = self._create_connection(
文件“C:\Users\20200016\Anaconda3\lib\socket.py”,第 787 行,在 create_connection 中 对于 getaddrinfo(host, port, 0, SOCK_STREAM) 中的 res:
文件“C:\Users\20200016\Anaconda3\lib\socket.py”,第 918 行,在 getaddrinfo 中 对于 _socket.getaddrinfo(host, port, family, type, proto, flags) 中的 res:
gaierror: [Errno 11001] getaddrinfo 失败
在处理上述异常的过程中,又发生了一个异常:
Traceback (most recent call last):
File "C:\Users\20200016\Anaconda3\lib\site-packages\speech_recognition\__init__.py", line 840, in recognize_google
response = urlopen(request, timeout=self.operation_timeout)
File "C:\Users\20200016\Anaconda3\lib\urllib\request.py", line 222, in urlopen
return opener.open(url, data, timeout)
File "C:\Users\20200016\Anaconda3\lib\urllib\request.py", line 525, in open
response = self._open(req, data)
File "C:\Users\20200016\Anaconda3\lib\urllib\request.py", line 542, in _open
result = self._call_chain(self.handle_open, protocol, protocol +
File "C:\Users\20200016\Anaconda3\lib\urllib\request.py", line 502, in _call_chain
result = func(*args)
File "C:\Users\20200016\Anaconda3\lib\urllib\request.py", line 1379, in http_open
return self.do_open(http.client.HTTPConnection, req)
File "C:\Users\20200016\Anaconda3\lib\urllib\request.py", line 1353, in do_open
raise URLError(err)
URLError: <urlopen error [Errno 11001] getaddrinfo failed>
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "<ipython-input-8-f3473d5cc92f>", line 1, in <module>
interview_text = get_large_audio_transcription('C:/Users/20200016/Documents/Prive/BNVKI/interviewpart2.wav')
File "<ipython-input-7-35a903d9c342>", line 43, in get_large_audio_transcription
text = r.recognize_google(audio_listened)
File "C:\Users\20200016\Anaconda3\lib\site-packages\speech_recognition\__init__.py", line 844, in recognize_google
raise RequestError("recognition connection failed: {}".format(e.reason))
RequestError: recognition connection failed: [Errno 11001] getaddrinfo failed
我能做些什么来克服这个问题?