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
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