feat: Support vllm image model
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# coding=utf-8
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import base64
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import os
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from typing import Dict
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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 setting.models_provider.base_model_provider import BaseModelCredential, ValidCode
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from django.utils.translation import gettext_lazy as _
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class VllmImageModelParams(BaseForm):
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temperature = forms.SliderField(TooltipLabel(_('Temperature'),
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_('Higher values make the output more random, while lower values make it more focused and deterministic')),
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required=True, default_value=0.7,
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_min=0.1,
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_max=1.0,
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_step=0.01,
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precision=2)
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max_tokens = forms.SliderField(
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TooltipLabel(_('Output the maximum Tokens'),
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_('Specify the maximum number of tokens that the model can generate')),
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required=True, default_value=800,
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_min=1,
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_max=100000,
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_step=1,
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precision=0)
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class VllmImageModelCredential(BaseForm, BaseModelCredential):
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api_base = 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, model_type: str, model_name, model_credential: Dict[str, object], model_params, 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, _('{model_type} Model type is not supported').format(model_type=model_type))
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for key in ['api_base', 'api_key']:
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if key not in model_credential:
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if raise_exception:
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raise AppApiException(ValidCode.valid_error.value, _('{key} is required').format(key=key))
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else:
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return False
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try:
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model = provider.get_model(model_type, model_name, model_credential, **model_params)
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res = model.stream([HumanMessage(content=[{"type": "text", "text": "你好"}])])
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for chunk in res:
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print(chunk)
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except Exception as e:
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if isinstance(e, AppApiException):
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raise e
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if raise_exception:
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raise AppApiException(ValidCode.valid_error.value, _('Verification failed, please check whether the parameters are correct: {error}').format(error=str(e)))
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else:
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return False
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return True
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def encryption_dict(self, model: Dict[str, object]):
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return {**model, 'api_key': super().encryption(model.get('api_key', ''))}
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def get_model_params_setting_form(self, model_name):
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return VllmImageModelParams()
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from typing import Dict
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from setting.models_provider.base_model_provider import MaxKBBaseModel
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from setting.models_provider.impl.base_chat_open_ai import BaseChatOpenAI
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class VllmImage(MaxKBBaseModel, BaseChatOpenAI):
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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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optional_params = MaxKBBaseModel.filter_optional_params(model_kwargs)
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return VllmImage(
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model_name=model_name,
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openai_api_base=model_credential.get('api_base'),
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openai_api_key=model_credential.get('api_key'),
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# stream_options={"include_usage": True},
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streaming=True,
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stream_usage=True,
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**optional_params,
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)
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@ -7,12 +7,16 @@ import requests
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from common.util.file_util import get_file_content
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from common.util.file_util import get_file_content
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from setting.models_provider.base_model_provider import IModelProvider, ModelProvideInfo, ModelInfo, ModelTypeConst, \
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from setting.models_provider.base_model_provider import IModelProvider, ModelProvideInfo, ModelInfo, ModelTypeConst, \
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ModelInfoManage
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ModelInfoManage
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from setting.models_provider.impl.vllm_model_provider.credential.image import VllmImageModelCredential
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from setting.models_provider.impl.vllm_model_provider.credential.llm import VLLMModelCredential
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from setting.models_provider.impl.vllm_model_provider.credential.llm import VLLMModelCredential
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from setting.models_provider.impl.vllm_model_provider.model.image import VllmImage
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from setting.models_provider.impl.vllm_model_provider.model.llm import VllmChatModel
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from setting.models_provider.impl.vllm_model_provider.model.llm import VllmChatModel
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from smartdoc.conf import PROJECT_DIR
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from smartdoc.conf import PROJECT_DIR
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from django.utils.translation import gettext_lazy as _
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from django.utils.translation import gettext_lazy as _
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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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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, VllmChatModel),
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ModelInfo('BAAI/Aquila-7B', _('BAAI’s 7B parameter model'), 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, VllmChatModel),
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@ -20,12 +24,20 @@ model_info_list = [
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]
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]
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model_info_manage = (ModelInfoManage.builder().append_model_info_list(model_info_list).append_default_model_info(
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image_model_info_list = [
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ModelInfo(
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ModelInfo('Qwen/Qwen2-VL-2B-Instruct', '', ModelTypeConst.IMAGE, image_model_credential, VllmImage),
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'facebook/opt-125m',
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]
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_('Facebook’s 125M parameter model'),
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ModelTypeConst.LLM, v_llm_model_credential, VllmChatModel))
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model_info_manage = (
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.build())
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ModelInfoManage.builder()
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.append_model_info_list(model_info_list)
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.append_default_model_info(ModelInfo('facebook/opt-125m',
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_('Facebook’s 125M parameter model'),
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ModelTypeConst.LLM, v_llm_model_credential, VllmChatModel))
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.append_model_info_list(image_model_info_list)
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.append_default_model_info(image_model_info_list[0])
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.build()
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)
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def get_base_url(url: str):
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def get_base_url(url: str):
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