voice2text/iat.py
2024-11-20 11:17:00 +08:00

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# -*- coding:utf-8 -*-
# 使用讯飞 语音听写(流式版) 将文件夹内音频文件转换为文本存入json中
#
# author: Randall
#
# cffi==1.12.3
# gevent==1.4.0
# greenlet==0.4.15
# pycparser==2.19
# six==1.12.0
# websocket==0.2.1
# websocket-client==0.56.0
# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #
import websocket
import datetime
import hashlib
import base64
import hmac
import json
from urllib.parse import urlencode
import ssl
from wsgiref.handlers import format_date_time
from datetime import datetime
from time import mktime
import _thread as thread
import os
import time
STATUS_FIRST_FRAME = 0 # 第一帧的标识
STATUS_CONTINUE_FRAME = 1 # 中间帧标识
STATUS_LAST_FRAME = 2 # 最后一帧的标识
wsParam = None
results = ''
running = False
class Ws_Param(object):
# 初始化
def __init__(self, APPID, APIKey, APISecret, AudioFile):
self.APPID = APPID
self.APIKey = APIKey
self.APISecret = APISecret
self.AudioFile = AudioFile
# 公共参数(common)
self.CommonArgs = {"app_id": self.APPID}
# 业务参数(business),更多个性化参数可在官网查看
self.BusinessArgs = {"domain": "iat", "language": "zh_cn", "accent": "mandarin", "vinfo":1,"vad_eos":10000}
# 生成url
def create_url(self):
url = 'wss://ws-api.xfyun.cn/v2/iat'
# 生成RFC1123格式的时间戳
now = datetime.now()
date = format_date_time(mktime(now.timetuple()))
# 拼接字符串
signature_origin = "host: " + "ws-api.xfyun.cn" + "\n"
signature_origin += "date: " + date + "\n"
signature_origin += "GET " + "/v2/iat " + "HTTP/1.1"
# 进行hmac-sha256进行加密
signature_sha = hmac.new(self.APISecret.encode('utf-8'), signature_origin.encode('utf-8'),
digestmod=hashlib.sha256).digest()
signature_sha = base64.b64encode(signature_sha).decode(encoding='utf-8')
authorization_origin = "api_key=\"%s\", algorithm=\"%s\", headers=\"%s\", signature=\"%s\"" % (
self.APIKey, "hmac-sha256", "host date request-line", signature_sha)
authorization = base64.b64encode(authorization_origin.encode('utf-8')).decode(encoding='utf-8')
# 将请求的鉴权参数组合为字典
v = {
"authorization": authorization,
"date": date,
"host": "ws-api.xfyun.cn"
}
# 拼接鉴权参数生成url
url = url + '?' + urlencode(v)
# print("date: ",date)
# print("v: ",v)
# 此处打印出建立连接时候的url,参考本demo的时候可取消上方打印的注释比对相同参数时生成的url与自己代码生成的url是否一致
# print('websocket url :', url)
return url
def is_audio_file(file_path):
audio_extensions = ['.wav', '.mp3', '.m4a', '.flac', '.pcm', '.aac', '.opus', '.ogg', '.amr', '.speex', '.lyb', '.ac3', '.ape', '.m4r', '.mp4', '.acc', '.wma']
return any(file_path.lower().endswith(ext) for ext in audio_extensions)
# 收到websocket消息的处理
def on_message(ws, message):
try:
code = json.loads(message)["code"]
sid = json.loads(message)["sid"]
if code != 0:
errMsg = json.loads(message)["message"]
print("sid:%s call error:%s code is:%s" % (sid, errMsg, code))
else:
data = json.loads(message)["data"]["result"]["ws"]
# print(json.loads(message))
result = ""
for i in data:
for w in i["cw"]:
result += w["w"]
print("sid:%s call success!,data is:%s" % (sid, json.dumps(data, ensure_ascii=False)))
global results
results += result
except Exception as e:
print("receive msg,but parse exception:", e)
# 收到websocket错误的处理
def on_error(ws, error):
print("### websocket error:", error)
global running
global results
running = False
results += '*#本次转写失败#* error: ' + str(error)
# 收到websocket关闭的处理
def on_close(ws,a,b):
print("### websocket closed ###")
global running
running = False
# 收到websocket连接建立的处理
def on_open(ws):
def run(*args):
frameSize = 8000 # 每一帧的音频大小
intervel = 0.04 # 发送音频间隔(单位:s)
status = STATUS_FIRST_FRAME # 音频的状态信息,标识音频是第一帧,还是中间帧、最后一帧
with open(wsParam.AudioFile, "rb") as fp:
while True:
buf = fp.read(frameSize)
# 文件结束
if not buf:
status = STATUS_LAST_FRAME
# 第一帧处理
# 发送第一帧音频带business 参数
# appid 必须带上,只需第一帧发送
if status == STATUS_FIRST_FRAME:
d = {"common": wsParam.CommonArgs,
"business": wsParam.BusinessArgs,
"data": {"status": 0, "format": "audio/L16;rate=16000",
"audio": str(base64.b64encode(buf), 'utf-8'),
"encoding": "raw"}}
d = json.dumps(d)
ws.send(d)
status = STATUS_CONTINUE_FRAME
# 中间帧处理
elif status == STATUS_CONTINUE_FRAME:
d = {"data": {"status": 1, "format": "audio/L16;rate=16000",
"audio": str(base64.b64encode(buf), 'utf-8'),
"encoding": "raw"}}
ws.send(json.dumps(d))
# 最后一帧处理
elif status == STATUS_LAST_FRAME:
d = {"data": {"status": 2, "format": "audio/L16;rate=16000",
"audio": str(base64.b64encode(buf), 'utf-8'),
"encoding": "raw"}}
ws.send(json.dumps(d))
time.sleep(1)
break
# 模拟音频采样间隔
time.sleep(intervel)
ws.close()
thread.start_new_thread(run, ())
def add_to_json_file(file_name, key, value):
if not os.path.exists(file_name):
with open(file_name, 'w') as f:
json.dump({}, f)
with open(file_name, 'r') as f:
data = json.load(f)
data[key] = value
with open(file_name, 'w') as f:
json.dump(data, f, indent=4)
def judge_weather_in_json(file_name, key):
if not os.path.exists(file_name):
return False
with open(file_name, 'r') as f:
data = json.load(f)
return key in data
def main():
folder_path = input("请输入文件夹路径: ")
keyList = [
{
'appid': 'xxxxxxxx',
'api_secret':'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx',
'api_key': 'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx'
},
{
'appid': 'xxxxxxxx',
'api_secret':'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx',
'api_key': 'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx'
},
]
if not os.path.isdir(folder_path):
print("无效的文件夹路径")
return
file_name_results = {}
full_path_results = {}
times = 0
for root, _, files in os.walk(folder_path):
for file in files:
file_path = os.path.join(root, file)
if is_audio_file(file_path):
if judge_weather_in_json('full_path_results.json', file_path):
continue
global wsParam
global running
running = True
print("### websocket started ###")
appid = keyList[times % len(keyList)]['appid']
api_secret = keyList[times % len(keyList)]['api_secret']
api_key = keyList[times % len(keyList)]['api_key']
times += 1
wsParam = Ws_Param(APPID=appid, APISecret=api_secret,
APIKey=api_key,
AudioFile=file_path)
websocket.enableTrace(False)
wsUrl = wsParam.create_url()
ws = websocket.WebSocketApp(wsUrl, on_message=on_message, on_error=on_error, on_close=on_close)
ws.on_open = on_open
ws.run_forever(sslopt={"cert_reqs": ssl.CERT_NONE})
while running:
time.sleep(1)
global results
file_name_results[file] = results
full_path_results[file_path] = results
add_to_json_file('file_name_results.json', file, results)
add_to_json_file('full_path_results.json', file_path, results)
results = ''
print("转写结果:")
for file, transcription in file_name_results.items():
print(f"{file}: {transcription}")
print("转写结果已保存到 file_name_results.json 和 full_path_results.json")
if __name__ == "__main__":
main()