181 lines
		
	
	
		
			5.9 KiB
		
	
	
	
		
			Go
		
	
	
	
			
		
		
	
	
			181 lines
		
	
	
		
			5.9 KiB
		
	
	
	
		
			Go
		
	
	
	
| /*
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|  * Copyright 2025 coze-dev Authors
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|  *
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|  * Licensed under the Apache License, Version 2.0 (the "License");
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|  * you may not use this file except in compliance with the License.
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|  * You may obtain a copy of the License at
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|  *
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|  *     http://www.apache.org/licenses/LICENSE-2.0
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|  *
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|  * Unless required by applicable law or agreed to in writing, software
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|  * distributed under the License is distributed on an "AS IS" BASIS,
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|  * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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|  * See the License for the specific language governing permissions and
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|  * limitations under the License.
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|  */
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| 
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| package agentflow
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| 
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| import (
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| 	"context"
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| 	"fmt"
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| 
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| 	"github.com/cloudwego/eino-ext/components/model/deepseek"
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| 	"github.com/cloudwego/eino-ext/libs/acl/openai"
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| 
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| 	"github.com/coze-dev/coze-studio/backend/api/model/ocean/cloud/bot_common"
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| 	"github.com/coze-dev/coze-studio/backend/infra/contract/chatmodel"
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| 	"github.com/coze-dev/coze-studio/backend/infra/contract/modelmgr"
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| 	"github.com/coze-dev/coze-studio/backend/pkg/errorx"
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| 	"github.com/coze-dev/coze-studio/backend/pkg/lang/conv"
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| 	"github.com/coze-dev/coze-studio/backend/pkg/lang/ptr"
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| 	"github.com/coze-dev/coze-studio/backend/pkg/logs"
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| 	"github.com/coze-dev/coze-studio/backend/types/errno"
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| )
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| 
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| type config struct {
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| 	modelFactory      chatmodel.Factory
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| 	modelInfo         *modelmgr.Model
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| 	agentModelSetting *bot_common.ModelInfo
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| }
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| 
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| func newChatModel(ctx context.Context, conf *config) (chatmodel.ToolCallingChatModel, error) {
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| 
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| 	if conf.modelInfo == nil {
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| 		return nil, fmt.Errorf("model is nil")
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| 	}
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| 	modelDetail := conf.modelInfo
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| 	modelMeta := modelDetail.Meta
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| 
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| 	if !conf.modelFactory.SupportProtocol(modelMeta.Protocol) {
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| 		return nil, errorx.New(errno.ErrAgentSupportedChatModelProtocol,
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| 			errorx.KV("protocol", string(modelMeta.Protocol)))
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| 	}
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| 	logs.CtxInfof(ctx, "chatModel-before: %v", conv.DebugJsonToStr(modelDetail.Meta.ConnConfig))
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| 	if conf.agentModelSetting != nil {
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| 		if conf.agentModelSetting.TopP != nil {
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| 			modelDetail.Meta.ConnConfig.TopP = ptr.Of(float32(*conf.agentModelSetting.TopP))
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| 		}
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| 		if conf.agentModelSetting.Temperature != nil {
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| 			modelDetail.Meta.ConnConfig.Temperature = ptr.Of(float32(*conf.agentModelSetting.Temperature))
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| 		}
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| 		if conf.agentModelSetting.MaxTokens != nil {
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| 			modelDetail.Meta.ConnConfig.MaxTokens = ptr.Of(int(*conf.agentModelSetting.MaxTokens))
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| 		}
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| 		if conf.agentModelSetting.ResponseFormat != nil {
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| 			modelDetail.Meta = parseResponseFormat(conf.agentModelSetting.ResponseFormat, modelMeta)
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| 		}
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| 
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| 	}
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| 	logs.CtxInfof(ctx, "chatModel-after: %v", conv.DebugJsonToStr(modelDetail.Meta.ConnConfig))
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| 
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| 	cm, err := conf.modelFactory.CreateChatModel(ctx, modelDetail.Meta.Protocol, conf.modelInfo.Meta.ConnConfig)
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| 	if err != nil {
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| 		return nil, err
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| 	}
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| 
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| 	return cm, nil
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| }
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| 
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| func parseResponseFormat(responseFormat *bot_common.ModelResponseFormat, modelMeta modelmgr.ModelMeta) modelmgr.ModelMeta {
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| 	if responseFormat == nil {
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| 		return modelMeta
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| 	}
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| 
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| 	switch modelMeta.Protocol {
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| 	case chatmodel.ProtocolOpenAI:
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| 		if modelMeta.ConnConfig.OpenAI == nil {
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| 			modelMeta.ConnConfig.Qwen = &chatmodel.QwenConfig{
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| 				ResponseFormat: &openai.ChatCompletionResponseFormat{
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| 					Type: responseFormatToOpenai(responseFormat),
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| 				},
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| 			}
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| 		} else {
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| 			if modelMeta.ConnConfig.OpenAI.ResponseFormat == nil {
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| 				modelMeta.ConnConfig.OpenAI.ResponseFormat = &openai.ChatCompletionResponseFormat{
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| 					Type: responseFormatToOpenai(responseFormat),
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| 				}
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| 			} else {
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| 				modelMeta.ConnConfig.OpenAI.ResponseFormat.Type = responseFormatToOpenai(responseFormat)
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| 			}
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| 		}
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| 	case chatmodel.ProtocolDeepseek:
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| 		if modelMeta.ConnConfig.Deepseek == nil {
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| 			modelMeta.ConnConfig.Deepseek = &chatmodel.DeepseekConfig{
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| 				ResponseFormatType: responseFormatToDeepseek(responseFormat),
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| 			}
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| 		} else {
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| 			modelMeta.ConnConfig.Deepseek.ResponseFormatType = responseFormatToDeepseek(responseFormat)
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| 		}
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| 	case chatmodel.ProtocolQwen:
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| 		if modelMeta.ConnConfig.Qwen == nil {
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| 			modelMeta.ConnConfig.Qwen = &chatmodel.QwenConfig{
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| 				ResponseFormat: &openai.ChatCompletionResponseFormat{
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| 					Type: responseFormatToOpenai(responseFormat),
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| 				},
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| 			}
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| 		} else {
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| 			if modelMeta.ConnConfig.Qwen.ResponseFormat == nil {
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| 				modelMeta.ConnConfig.Qwen.ResponseFormat = &openai.ChatCompletionResponseFormat{
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| 					Type: responseFormatToOpenai(responseFormat),
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| 				}
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| 			} else {
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| 				modelMeta.ConnConfig.Qwen.ResponseFormat.Type = responseFormatToOpenai(responseFormat)
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| 			}
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| 		}
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| 
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| 	default:
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| 		return modelMeta
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| 	}
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| 	return modelMeta
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| }
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| 
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| func responseFormatToDeepseek(responseFormat *bot_common.ModelResponseFormat) deepseek.ResponseFormatType {
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| 	var deepseekResponseFormatType deepseek.ResponseFormatType = deepseek.ResponseFormatTypeText
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| 	if responseFormat == nil {
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| 		return deepseekResponseFormatType
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| 	}
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| 	switch *responseFormat {
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| 	case bot_common.ModelResponseFormat_Text:
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| 		deepseekResponseFormatType = deepseek.ResponseFormatTypeText
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| 	case bot_common.ModelResponseFormat_JSON:
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| 		deepseekResponseFormatType = deepseek.ResponseFormatTypeJSONObject
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| 	}
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| 	return deepseekResponseFormatType
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| }
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| 
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| func responseFormatToOpenai(responseFormat *bot_common.ModelResponseFormat) openai.ChatCompletionResponseFormatType {
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| 
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| 	openaiResponseFormatType := openai.ChatCompletionResponseFormatTypeText
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| 	if responseFormat == nil {
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| 		return openaiResponseFormatType
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| 	}
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| 	switch *responseFormat {
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| 	case bot_common.ModelResponseFormat_Text:
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| 		openaiResponseFormatType = openai.ChatCompletionResponseFormatTypeText
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| 	case bot_common.ModelResponseFormat_JSON:
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| 		openaiResponseFormatType = openai.ChatCompletionResponseFormatTypeJSONObject
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| 	}
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| 
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| 	return openaiResponseFormatType
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| }
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| 
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| func loadModelInfo(ctx context.Context, manager modelmgr.Manager, modelID int64) (*modelmgr.Model, error) {
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| 	if modelID == 0 {
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| 		return nil, fmt.Errorf("modelID is required")
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| 	}
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| 
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| 	models, err := manager.MGetModelByID(ctx, &modelmgr.MGetModelRequest{
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| 		IDs: []int64{modelID},
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| 	})
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| 
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| 	if err != nil {
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| 		return nil, fmt.Errorf("MGetModelByID failed, err=%w", err)
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| 	}
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| 	if len(models) == 0 {
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| 		return nil, fmt.Errorf("model not found, modelID=%v", modelID)
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| 	}
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| 
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| 	return models[0], nil
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| }
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