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https://github.com/1Panel-dev/MaxKB.git
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feat: Gemini Image understand model
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parent
89d17adc05
commit
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@ -0,0 +1,64 @@
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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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class GeminiImageModelParams(BaseForm):
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temperature = forms.SliderField(TooltipLabel('温度', '较高的数值会使输出更加随机,而较低的数值会使其更加集中和确定'),
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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('输出最大Tokens', '指定模型可生成的最大token个数'),
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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 GeminiImageModelCredential(BaseForm, BaseModelCredential):
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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], 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, f'{model_type} 模型类型不支持')
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for key in ['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, f'{key} 字段为必填字段')
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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)
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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, f'校验失败,请检查参数是否正确: {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 GeminiImageModelParams()
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@ -11,24 +11,47 @@ import os
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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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ModelInfoManage
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from setting.models_provider.impl.gemini_model_provider.credential.image import GeminiImageModelCredential
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from setting.models_provider.impl.gemini_model_provider.credential.llm import GeminiLLMModelCredential
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from setting.models_provider.impl.gemini_model_provider.model.image import GeminiImage
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from setting.models_provider.impl.gemini_model_provider.model.llm import GeminiChatModel
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from smartdoc.conf import PROJECT_DIR
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gemini_llm_model_credential = GeminiLLMModelCredential()
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gemini_image_model_credential = GeminiImageModelCredential()
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gemini_1_pro = ModelInfo('gemini-1.0-pro', '最新的Gemini 1.0 Pro模型,随Google更新而更新',
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ModelTypeConst.LLM,
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gemini_llm_model_credential,
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GeminiChatModel)
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model_info_list = [
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ModelInfo('gemini-1.0-pro', '最新的Gemini 1.0 Pro模型,随Google更新而更新',
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ModelTypeConst.LLM,
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gemini_llm_model_credential,
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GeminiChatModel),
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ModelInfo('gemini-1.0-pro-vision', '最新的Gemini 1.0 Pro Vision模型,随Google更新而更新',
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ModelTypeConst.LLM,
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gemini_llm_model_credential,
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GeminiChatModel),
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]
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gemini_1_pro_vision = ModelInfo('gemini-1.0-pro-vision', '最新的Gemini 1.0 Pro Vision模型,随Google更新而更新',
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ModelTypeConst.LLM,
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gemini_llm_model_credential,
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GeminiChatModel)
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model_image_info_list = [
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ModelInfo('gemini-1.5-flash', '最新的Gemini 1.5 Flash模型,随Google更新而更新',
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ModelTypeConst.IMAGE,
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gemini_image_model_credential,
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GeminiImage),
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ModelInfo('gemini-1.5-pro', '最新的Gemini 1.5 Flash模型,随Google更新而更新',
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ModelTypeConst.IMAGE,
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gemini_image_model_credential,
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GeminiImage),
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]
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model_info_manage = ModelInfoManage.builder().append_model_info(gemini_1_pro).append_model_info(
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gemini_1_pro_vision).append_default_model_info(gemini_1_pro).build()
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model_info_manage = (
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ModelInfoManage.builder()
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.append_model_info_list(model_info_list)
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.append_model_info_list(model_image_info_list)
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.append_default_model_info(model_info_list[0])
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.append_default_model_info(model_image_info_list[0])
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.build()
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)
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class GeminiModelProvider(IModelProvider):
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@ -0,0 +1,24 @@
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from typing import Dict
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from langchain_google_genai import ChatGoogleGenerativeAI
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from common.config.tokenizer_manage_config import TokenizerManage
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from setting.models_provider.base_model_provider import MaxKBBaseModel
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def custom_get_token_ids(text: str):
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tokenizer = TokenizerManage.get_tokenizer()
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return tokenizer.encode(text)
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class GeminiImage(MaxKBBaseModel, ChatGoogleGenerativeAI):
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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 GeminiImage(
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model=model_name,
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google_api_key=model_credential.get('api_key'),
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streaming=True,
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**optional_params,
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)
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