feat: Vllm whisper model
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@ -8663,4 +8663,7 @@ msgid "resource authorization"
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msgstr ""
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msgstr ""
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msgid "The Qwen Audio based end-to-end speech recognition model supports audio recognition within 3 minutes. At present, it mainly supports Chinese and English recognition."
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msgid "The Qwen Audio based end-to-end speech recognition model supports audio recognition within 3 minutes. At present, it mainly supports Chinese and English recognition."
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msgstr ""
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msgid "If not passed, the default value is 'zh'"
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msgstr ""
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msgstr ""
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@ -8789,4 +8789,7 @@ msgid "resource authorization"
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msgstr "资源授权"
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msgstr "资源授权"
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msgid "The Qwen Audio based end-to-end speech recognition model supports audio recognition within 3 minutes. At present, it mainly supports Chinese and English recognition."
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msgid "The Qwen Audio based end-to-end speech recognition model supports audio recognition within 3 minutes. At present, it mainly supports Chinese and English recognition."
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msgstr "基于Qwen-Audio的端到端语音识别大模型,支持3分钟以内的音频识别,目前主要支持中英文识别。"
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msgstr "基于Qwen-Audio的端到端语音识别大模型,支持3分钟以内的音频识别,目前主要支持中英文识别。"
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msgid "If not passed, the default value is 'zh'"
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msgstr "如果未传递,则默认值为'zh'"
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@ -8789,4 +8789,7 @@ msgid "resource authorization"
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msgstr "資源授權"
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msgstr "資源授權"
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msgid "The Qwen Audio based end-to-end speech recognition model supports audio recognition within 3 minutes. At present, it mainly supports Chinese and English recognition."
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msgid "The Qwen Audio based end-to-end speech recognition model supports audio recognition within 3 minutes. At present, it mainly supports Chinese and English recognition."
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msgstr "基於Qwen-Audio的端到端語音辨識大模型,支持3分鐘以內的音訊識別,現時主要支持中英文識別。"
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msgstr "基於Qwen-Audio的端到端語音辨識大模型,支持3分鐘以內的音訊識別,現時主要支持中英文識別。"
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msgid "If not passed, the default value is 'zh'"
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msgstr "如果未傳遞,則預設值為'zh'"
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@ -0,0 +1,62 @@
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# coding=utf-8
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import traceback
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from typing import Dict
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from django.utils.translation import gettext_lazy as _, gettext
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from langchain_core.messages import HumanMessage
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from common import forms
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from common.exception.app_exception import AppApiException
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from common.forms import BaseForm, TooltipLabel
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from models_provider.base_model_provider import BaseModelCredential, ValidCode
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class VLLMWhisperModelParams(BaseForm):
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Language = forms.TextInputField(
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TooltipLabel(_('Language'),
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_("If not passed, the default value is 'zh'")),
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required=True,
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default_value='zh',
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)
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class VLLMWhisperModelCredential(BaseForm, BaseModelCredential):
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api_url = forms.TextInputField('API URL', required=True)
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api_key = forms.PasswordInputField('API Key', required=True)
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def is_valid(self,
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model_type: str,
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model_name,
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model_credential: Dict[str, object],
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model_params,
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provider,
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raise_exception=False):
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model_type_list = provider.get_model_type_list()
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if not any(list(filter(lambda mt: mt.get('value') == model_type, model_type_list))):
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raise AppApiException(ValidCode.valid_error.value,
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gettext('{model_type} Model type is not supported').format(model_type=model_type))
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try:
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model_list = provider.get_base_model_list(model_credential.get('api_url'), model_credential.get('api_key'))
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except Exception as e:
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raise AppApiException(ValidCode.valid_error.value, gettext('API domain name is invalid'))
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exist = provider.get_model_info_by_name(model_list, model_name)
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if len(exist) == 0:
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raise AppApiException(ValidCode.valid_error.value,
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gettext('The model does not exist, please download the model first'))
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model = provider.get_model(model_type, model_name, model_credential, **model_params)
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return True
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def encryption_dict(self, model_info: Dict[str, object]):
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return {**model_info, 'api_key': super().encryption(model_info.get('api_key', ''))}
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def build_model(self, model_info: Dict[str, object]):
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for key in ['api_key', 'model']:
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if key not in model_info:
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raise AppApiException(500, gettext('{key} is required').format(key=key))
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self.api_key = model_info.get('api_key')
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return self
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def get_model_params_setting_form(self, model_name):
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return VLLMWhisperModelParams()
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@ -0,0 +1,64 @@
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import base64
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import os
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import traceback
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from typing import Dict
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from openai import OpenAI
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from common.utils.logger import maxkb_logger
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from models_provider.base_model_provider import MaxKBBaseModel
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from models_provider.impl.base_stt import BaseSpeechToText
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class VllmWhisperSpeechToText(MaxKBBaseModel, BaseSpeechToText):
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api_key: str
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api_url: str
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model: str
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params: dict
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def __init__(self, **kwargs):
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super().__init__(**kwargs)
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self.api_key = kwargs.get('api_key')
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self.model = kwargs.get('model')
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self.params = kwargs.get('params')
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self.api_url = kwargs.get('api_url')
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@staticmethod
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def is_cache_model():
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return False
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@staticmethod
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def new_instance(model_type, model_name, model_credential: Dict[str, object], **model_kwargs):
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return VllmWhisperSpeechToText(
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model=model_name,
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api_key=model_credential.get('api_key'),
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api_url=model_credential.get('api_url'),
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params=model_kwargs,
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**model_kwargs
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)
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def check_auth(self):
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cwd = os.path.dirname(os.path.abspath(__file__))
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with open(f'{cwd}/iat_mp3_16k.mp3', 'rb') as audio_file:
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self.speech_to_text(audio_file)
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def speech_to_text(self, audio_file):
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base_url = f"{self.api_url}/v1"
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try:
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client = OpenAI(
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api_key=self.api_key,
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base_url=base_url
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)
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result = client.audio.transcriptions.create(
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file=audio_file,
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model=self.model,
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language=self.params.get('Language'),
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response_format="json"
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)
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return result.text
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except Exception as err:
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maxkb_logger.error(f":Error: {str(err)}: {traceback.format_exc()}")
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@ -10,20 +10,27 @@ from models_provider.base_model_provider import IModelProvider, ModelProvideInfo
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from models_provider.impl.vllm_model_provider.credential.embedding import VllmEmbeddingCredential
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from models_provider.impl.vllm_model_provider.credential.embedding import VllmEmbeddingCredential
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from models_provider.impl.vllm_model_provider.credential.image import VllmImageModelCredential
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from models_provider.impl.vllm_model_provider.credential.image import VllmImageModelCredential
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from models_provider.impl.vllm_model_provider.credential.llm import VLLMModelCredential
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from models_provider.impl.vllm_model_provider.credential.llm import VLLMModelCredential
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from models_provider.impl.vllm_model_provider.credential.whisper_stt import VLLMWhisperModelCredential
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from models_provider.impl.vllm_model_provider.model.embedding import VllmEmbeddingModel
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from models_provider.impl.vllm_model_provider.model.embedding import VllmEmbeddingModel
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from models_provider.impl.vllm_model_provider.model.image import VllmImage
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from models_provider.impl.vllm_model_provider.model.image import VllmImage
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from models_provider.impl.vllm_model_provider.model.llm import VllmChatModel
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from models_provider.impl.vllm_model_provider.model.llm import VllmChatModel
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from maxkb.conf import PROJECT_DIR
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from maxkb.conf import PROJECT_DIR
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from django.utils.translation import gettext as _
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from django.utils.translation import gettext as _
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from models_provider.impl.vllm_model_provider.model.whisper_sst import VllmWhisperSpeechToText
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v_llm_model_credential = VLLMModelCredential()
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v_llm_model_credential = VLLMModelCredential()
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image_model_credential = VllmImageModelCredential()
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image_model_credential = VllmImageModelCredential()
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embedding_model_credential = VllmEmbeddingCredential()
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embedding_model_credential = VllmEmbeddingCredential()
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whisper_model_credential = VLLMWhisperModelCredential()
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model_info_list = [
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model_info_list = [
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ModelInfo('facebook/opt-125m', _('Facebook’s 125M parameter model'), ModelTypeConst.LLM, v_llm_model_credential, VllmChatModel),
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ModelInfo('facebook/opt-125m', _('Facebook’s 125M parameter model'), ModelTypeConst.LLM, v_llm_model_credential,
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ModelInfo('BAAI/Aquila-7B', _('BAAI’s 7B parameter model'), ModelTypeConst.LLM, v_llm_model_credential, VllmChatModel),
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VllmChatModel),
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ModelInfo('BAAI/AquilaChat-7B', _('BAAI’s 13B parameter mode'), ModelTypeConst.LLM, v_llm_model_credential, VllmChatModel),
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ModelInfo('BAAI/Aquila-7B', _('BAAI’s 7B parameter model'), ModelTypeConst.LLM, v_llm_model_credential,
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VllmChatModel),
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ModelInfo('BAAI/AquilaChat-7B', _('BAAI’s 13B parameter mode'), ModelTypeConst.LLM, v_llm_model_credential,
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VllmChatModel),
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]
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]
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]
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]
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embedding_model_info_list = [
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embedding_model_info_list = [
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ModelInfo('HIT-TMG/KaLM-embedding-multilingual-mini-instruct-v1.5', '', ModelTypeConst.EMBEDDING, embedding_model_credential, VllmEmbeddingModel),
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ModelInfo('HIT-TMG/KaLM-embedding-multilingual-mini-instruct-v1.5', '', ModelTypeConst.EMBEDDING,
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embedding_model_credential, VllmEmbeddingModel),
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]
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whisper_model_info_list = [
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ModelInfo('whisper-tiny', '', ModelTypeConst.STT, whisper_model_credential, VllmWhisperSpeechToText),
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ModelInfo('whisper-large-v3-turbo', '', ModelTypeConst.STT, whisper_model_credential, VllmWhisperSpeechToText),
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ModelInfo('whisper-small', '', ModelTypeConst.STT, whisper_model_credential, VllmWhisperSpeechToText),
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ModelInfo('whisper-large-v3', '', ModelTypeConst.STT, whisper_model_credential, VllmWhisperSpeechToText),
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]
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]
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model_info_manage = (
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model_info_manage = (
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.append_default_model_info(image_model_info_list[0])
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.append_default_model_info(image_model_info_list[0])
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.append_model_info_list(embedding_model_info_list)
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.append_model_info_list(embedding_model_info_list)
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.append_default_model_info(embedding_model_info_list[0])
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.append_default_model_info(embedding_model_info_list[0])
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.append_model_info_list(whisper_model_info_list)
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.append_default_model_info(whisper_model_info_list[0])
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.build()
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.build()
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)
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)
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