短语音识别接口，遇到长音频怎么处理？

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短语音识别接口，遇到长音频怎么处理？

如此温柔i 发布于2021-12 浏览:2374 回复:2

快速回复

一、背景

现在的生活中，相信有越来越多的人离不开语音技术了。比如我们日常交流中使用的微信，如果对方给你发了一段语音，而你恰巧又没有时间去听，这时候是不是会想到转文本的功能呢？其实这里就使用到了一个很重要的科技技术——语音识别。
语音识别广泛应用于生活的各种领域内，比如手机中的语音助手，siri、小爱、Bixby等等，还有一些智能音箱，像天猫精灵，小米盒子……此外还有很多语音识别的AI机器人，他们都必须要搭载语音识别技术才可以实现一系列的交互活动。语音识别是一项十分重要且必要的技术，作为人与机器交流的入口，或者是是纽带，语音识别技术维系着人与电子产品的之间的互联互通。有了语音识别技术，才使得机器人可以听懂人的话，有了语音识别技术，才可以使生活变得更为便利。

二、技术方案简介

百度语音识别接口，支持60s之内的音频识别，一般情况下使用我们使用语音的也不会过长；可总会有使用到长音频的情况，会议记录，讲座，听课等..

这种情况可以将长音频根据需求进行裁剪，然后再依次遍历识别并转写到文件里面；

三、实现的步骤，图文说明

1) ：调用语音接口需要有access_token鉴权，需要在官网创建应用获取AK SK 然后调用接口获取token

语音识别控制台：https://console.bce.baidu.com/ai/?_=1639126347279&fromai=1#/ai/speech/overview/index

2）：先将准备好的音频裁剪成多段音频

from pydub import AudioSegment
from pydub.utils import make_chunks

audio = AudioSegment.from_file("/Source file path/test.wav", "wav")

size = 10000 # 切割的毫秒数

chunks = make_chunks(audio, size) # 将文件切割为10s一块

for i, chunk in enumerate(chunks):
# 枚举，i是索引，chunk是切割好的文件
chunk_name = "/Processed file path/bulues{0}.wav".format(i)
print(chunk_name)
# 保存文件
chunk.export(chunk_name, format="wav")

3）：获取token 用于鉴权语音接口；然后遍历文件，循环调用识别并追加到文本里面；

# coding=utf-8

import base64
import json
import sys
import time

IS_PY3 = sys.version_info.major == 3

if IS_PY3:
from urllib.request import urlopen
from urllib.request import Request
from urllib.error import URLError
from urllib.parse import urlencode

timer = time.perf_counter
else:
from urllib import urlopen
from urllib import Request
from urllib import URLError
from urllib import urlencode

if sys.platform == "win32":
timer = time.clock
else:
# On most other platforms the best timer is time.time()
timer = time.time

API_KEY = '******************' # 官网获取的AK
SECRET_KEY = '************************' # 官网获取的SK

# 需要识别的文件
AUDIO_FILE = '/*******/bulues{0}.wav' # 只支持 pcm/wav/amr 格式，极速版额外支持m4a 格式

# 文件格式
FORMAT = AUDIO_FILE[-3:] # 文件后缀只支持 pcm/wav/amr 格式，极速版额外支持m4a 格式

CUID = '123456PYTHON'
# 采样率
RATE = 16000 # 固定值

# 普通版

DEV_PID = 1537 # 1537 表示识别普通话，使用输入法模型。根据文档填写PID，选择语言及识别模型
ASR_URL = 'http://vop.baidu.com/server_api'
SCOPE = 'audio_voice_assistant_get' # 有此scope表示有asr能力

class DemoError(Exception):
pass

""" TOKEN start """

TOKEN_URL = 'http://aip.baidubce.com/oauth/2.0/token'

def fetch_token():
params = {'grant_type': 'client_credentials',
'client_id': API_KEY,
'client_secret': SECRET_KEY}
post_data = urlencode(params)
if (IS_PY3):
post_data = post_data.encode('utf-8')
req = Request(TOKEN_URL, post_data)
try:
f = urlopen(req)
result_str = f.read()
except URLError as err:
print('token http response http code : ' + str(err.code))
result_str = err.read()
if (IS_PY3):
result_str = result_str.decode()

print(result_str)
result = json.loads(result_str)
print(result)
if 'access_token' in result.keys() and 'scope' in result.keys():
print(SCOPE)
if SCOPE and (not SCOPE in result['scope'].split(' ')): # SCOPE = False 忽略检查
raise DemoError('scope is not correct')
print('SUCCESS WITH TOKEN: %s EXPIRES IN SECONDS: %s' % (result['access_token'], result['expires_in']))
return result['access_token']
else:
raise DemoError('MAYBE API_KEY or SECRET_KEY not correct: access_token or scope not found in token response')

""" TOKEN end """

if __name__ == '__main__':
token = fetch_token()

speech_data = []
try:

for i, chunk in enumerate(AUDIO_FILE):

with open(AUDIO_FILE.format(i), 'rb') as speech_file:

speech_data = speech_file.read()

length = len(speech_data)
if length == 0:
raise DemoError('file %s length read 0 bytes' % AUDIO_FILE)
speech = base64.b64encode(speech_data)
if IS_PY3:
speech = str(speech, 'utf-8')
params = {'dev_pid': DEV_PID,
# "lm_id" : LM_ID, # 测试自训练平台需开启此项
'format': FORMAT,
'rate': RATE,
'token': token,
'cuid': CUID,
'channel': 1,
'speech': speech,
'len': length
}
post_data = json.dumps(params, sort_keys=False)
# print post_data
req = Request(ASR_URL, post_data.encode('utf-8'))
req.add_header('Content-Type', 'application/json')
try:
begin = timer()
f = urlopen(req)
result_str = f.read()
print("Request time cost %f" % (timer() - begin))
except URLError as err:
print('asr http response http code : ' + str(err.code))
result_str = err.read()

if IS_PY3:
result_str = str(result_str, 'utf-8')
print(result_str)
with open("result.txt", "a") as of: # 将文字追加到txt
of.write(result_str)
except:
pass

四、实现的效果：识别效果的截图

五、总结：使用了哪些工具，调用哪些接口

鉴权接口：http://aip.baidubce.com/oauth/2.0/token

语音识别接口：http://vop.baidu.com/server_api

环境：Python

工具：Pycharm CE

依赖：pydub

语音识别

个赞

共2条回复最后由hgsjxn回复于2022-10

#19hgsjxn回复于2022-10

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