feat: add tencent asr (#6091)

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Lance Mao 2024-07-23 16:38:39 +08:00 committed by GitHub
parent f17d4fe412
commit 7c55c39085
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@ -23,6 +23,7 @@
- tongyi - tongyi
- wenxin - wenxin
- moonshot - moonshot
- tencent
- jina - jina
- chatglm - chatglm
- yi - yi

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import base64
import hashlib
import hmac
import time
import requests
class Credential:
def __init__(self, secret_id, secret_key):
self.secret_id = secret_id
self.secret_key = secret_key
class FlashRecognitionRequest:
def __init__(self, voice_format="mp3", engine_type="16k_zh"):
self.engine_type = engine_type
self.speaker_diarization = 0
self.hotword_id = ""
self.customization_id = ""
self.filter_dirty = 0
self.filter_modal = 0
self.filter_punc = 0
self.convert_num_mode = 1
self.word_info = 0
self.voice_format = voice_format
self.first_channel_only = 1
self.reinforce_hotword = 0
self.sentence_max_length = 0
def set_first_channel_only(self, first_channel_only):
self.first_channel_only = first_channel_only
def set_speaker_diarization(self, speaker_diarization):
self.speaker_diarization = speaker_diarization
def set_filter_dirty(self, filter_dirty):
self.filter_dirty = filter_dirty
def set_filter_modal(self, filter_modal):
self.filter_modal = filter_modal
def set_filter_punc(self, filter_punc):
self.filter_punc = filter_punc
def set_convert_num_mode(self, convert_num_mode):
self.convert_num_mode = convert_num_mode
def set_word_info(self, word_info):
self.word_info = word_info
def set_hotword_id(self, hotword_id):
self.hotword_id = hotword_id
def set_customization_id(self, customization_id):
self.customization_id = customization_id
def set_voice_format(self, voice_format):
self.voice_format = voice_format
def set_sentence_max_length(self, sentence_max_length):
self.sentence_max_length = sentence_max_length
def set_reinforce_hotword(self, reinforce_hotword):
self.reinforce_hotword = reinforce_hotword
class FlashRecognizer:
"""
reponse:
request_id string
status Integer
message String
audio_duration Integer
flash_result Result Array
Result:
text String
channel_id Integer
sentence_list Sentence Array
Sentence:
text String
start_time Integer
end_time Integer
speaker_id Integer
word_list Word Array
Word:
word String
start_time Integer
end_time Integer
stable_flag Integer
"""
def __init__(self, appid, credential):
self.credential = credential
self.appid = appid
def _format_sign_string(self, param):
signstr = "POSTasr.cloud.tencent.com/asr/flash/v1/"
for t in param:
if 'appid' in t:
signstr += str(t[1])
break
signstr += "?"
for x in param:
tmp = x
if 'appid' in x:
continue
for t in tmp:
signstr += str(t)
signstr += "="
signstr = signstr[:-1]
signstr += "&"
signstr = signstr[:-1]
return signstr
def _build_header(self):
header = {"Host": "asr.cloud.tencent.com"}
return header
def _sign(self, signstr, secret_key):
hmacstr = hmac.new(secret_key.encode('utf-8'),
signstr.encode('utf-8'), hashlib.sha1).digest()
s = base64.b64encode(hmacstr)
s = s.decode('utf-8')
return s
def _build_req_with_signature(self, secret_key, params, header):
query = sorted(params.items(), key=lambda d: d[0])
signstr = self._format_sign_string(query)
signature = self._sign(signstr, secret_key)
header["Authorization"] = signature
requrl = "https://"
requrl += signstr[4::]
return requrl
def _create_query_arr(self, req):
return {
'appid': self.appid, 'secretid': self.credential.secret_id, 'timestamp': str(int(time.time())),
'engine_type': req.engine_type, 'voice_format': req.voice_format,
'speaker_diarization': req.speaker_diarization, 'hotword_id': req.hotword_id,
'customization_id': req.customization_id, 'filter_dirty': req.filter_dirty,
'filter_modal': req.filter_modal, 'filter_punc': req.filter_punc,
'convert_num_mode': req.convert_num_mode, 'word_info': req.word_info,
'first_channel_only': req.first_channel_only, 'reinforce_hotword': req.reinforce_hotword,
'sentence_max_length': req.sentence_max_length
}
def recognize(self, req, data):
header = self._build_header()
query_arr = self._create_query_arr(req)
req_url = self._build_req_with_signature(self.credential.secret_key, query_arr, header)
r = requests.post(req_url, headers=header, data=data)
return r.text

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@ -0,0 +1,92 @@
import json
from typing import IO, Optional
import requests
from core.model_runtime.errors.invoke import (
InvokeAuthorizationError,
InvokeConnectionError,
InvokeError,
)
from core.model_runtime.errors.validate import CredentialsValidateFailedError
from core.model_runtime.model_providers.__base.speech2text_model import Speech2TextModel
from core.model_runtime.model_providers.tencent.speech2text.flash_recognizer import (
Credential,
FlashRecognitionRequest,
FlashRecognizer,
)
class TencentSpeech2TextModel(Speech2TextModel):
def _invoke(self, model: str, credentials: dict,
file: IO[bytes], user: Optional[str] = None) \
-> str:
"""
Invoke speech2text model
:param model: model name
:param credentials: model credentials
:param file: audio file
:param user: unique user id
:return: text for given audio file
"""
return self._speech2text_invoke(model, credentials, file)
def validate_credentials(self, model: str, credentials: dict) -> None:
"""
Validate model credentials
:param model: model name
:param credentials: model credentials
:return:
"""
try:
audio_file_path = self._get_demo_file_path()
with open(audio_file_path, 'rb') as audio_file:
self._speech2text_invoke(model, credentials, audio_file)
except Exception as ex:
raise CredentialsValidateFailedError(str(ex))
def _speech2text_invoke(self, model: str, credentials: dict, file: IO[bytes]) -> str:
"""
Invoke speech2text model
:param model: model name
:param credentials: model credentials
:param file: audio file
:return: text for given audio file
"""
app_id = credentials["app_id"]
secret_id = credentials["secret_id"]
secret_key = credentials["secret_key"]
voice_format = file.voice_format if hasattr(file, "voice_format") else "mp3"
tencent_voice_recognizer = FlashRecognizer(app_id, Credential(secret_id, secret_key))
resp = tencent_voice_recognizer.recognize(FlashRecognitionRequest(voice_format), file)
resp = json.loads(resp)
code = resp["code"]
message = resp["message"]
if code == 4002:
raise CredentialsValidateFailedError(str(message))
elif code != 0:
return f"Tencent ASR Recognition failed with code {code} and message {message}"
return "\n".join(item["text"] for item in resp["flash_result"])
@property
def _invoke_error_mapping(self) -> dict[type[InvokeError], list[type[Exception]]]:
"""
Map model invoke error to unified error
The key is the error type thrown to the caller
The value is the error type thrown by the model,
which needs to be converted into a unified error type for the caller.
:return: Invoke error mapping
"""
return {
InvokeConnectionError: [
requests.exceptions.ConnectionError
],
InvokeAuthorizationError: [
CredentialsValidateFailedError
]
}

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model: tencent
model_type: speech2text
model_properties:
file_upload_limit: 25
supported_file_extensions: flac,mp3,mp4,mpeg,mpga,m4a,ogg,wav,webm

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import logging
from core.model_runtime.entities.model_entities import ModelType
from core.model_runtime.errors.validate import CredentialsValidateFailedError
from core.model_runtime.model_providers.__base.model_provider import ModelProvider
logger = logging.getLogger(__name__)
class TencentProvider(ModelProvider):
def validate_provider_credentials(self, credentials: dict) -> None:
"""
Validate provider credentials
if validate failed, raise exception
:param credentials: provider credentials, credentials form defined in `provider_credential_schema`.
"""
try:
model_instance = self.get_model_instance(ModelType.SPEECH2TEXT)
model_instance.validate_credentials(
model='tencent',
credentials=credentials
)
except CredentialsValidateFailedError as ex:
raise ex
except Exception as ex:
logger.exception(f'{self.get_provider_schema().provider} credentials validate failed')
raise ex

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provider: tencent
label:
zh_Hans: 腾讯云
en_US: Tencent
icon_small:
en_US: icon_s_en.svg
icon_large:
zh_Hans: icon_l_zh.svg
en_US: icon_l_en.svg
background: "#E5E7EB"
help:
title:
en_US: Get your API key from Tencent AI
zh_Hans: 从腾讯云获取 API Key
url:
en_US: https://cloud.tencent.com/product/asr
supported_model_types:
- speech2text
configurate_methods:
- predefined-model
provider_credential_schema:
credential_form_schemas:
- variable: app_id
label:
zh_Hans: APPID
en_US: APPID
type: text-input
required: true
placeholder:
zh_Hans: 在此输入您的腾讯语音识别服务的 APPID
en_US: Enter the APPID of your Tencent Cloud ASR service
- variable: secret_id
label:
zh_Hans: SecretId
en_US: SecretId
type: secret-input
required: true
placeholder:
zh_Hans: 在此输入您的腾讯语音识别服务的 SecretId
en_US: Enter the SecretId of your Tencent Cloud ASR service
- variable: secret_key
label:
zh_Hans: SecretKey
en_US: SecretKey
type: secret-input
required: true
placeholder:
zh_Hans: 在此输入您的腾讯语音识别服务的 SecretKey
en_US: Enter the SecretKey of your Tencent Cloud ASR service