// // Copyright 2026 The InfiniFlow Authors. All Rights Reserved. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. // package models import ( "context" "encoding/json" "fmt" "io" "net/http" "ragflow/internal/common" "strings" ) // ModelScopeModel implements ModelDriver for ModelScope chat models. type ModelScopeModel struct { baseModel BaseModel } type modelscopeModelListResponse struct { Data []ModelListItem `json:"data"` } // NewModelScopeModel creates a new ModelScope model instance. func NewModelScopeModel(baseURL map[string]string, urlSuffix URLSuffix) *ModelScopeModel { return &ModelScopeModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, AllowEmptyAPIKey: true, httpClient: NewDriverHTTPClient(true), }, } } func (m *ModelScopeModel) NewInstance(baseURL map[string]string) ModelDriver { return NewModelScopeModel(baseURL, m.baseModel.URLSuffix) } func (m *ModelScopeModel) Name() string { return "ModelScope" } func normalizeModelScopeBaseURL(base string) string { trimmed := strings.TrimRight(strings.TrimSpace(base), "/") if trimmed == "" { return trimmed } if strings.HasSuffix(trimmed, "/v1") { return strings.TrimSuffix(trimmed, "/v1") } return trimmed } // ChatWithMessages sends multiple messages with roles and returns the response. func (m *ModelScopeModel) ChatWithMessages(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, modelUsage *common.ModelUsage) (*ChatResponse, error) { if err := m.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(messages) == 0 { return nil, fmt.Errorf("messages is empty") } baseURL, err := m.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = normalizeModelScopeBaseURL(baseURL) url := fmt.Sprintf("%s/%s", baseURL, m.baseModel.URLSuffix.Chat) reqBody := buildRequestBody(chatModelConfig, modelName, messages, false) body, err := m.baseModel.doRequest(ctx, url, apiConfig, reqBody, nonStreamCallTimeout) if err != nil { return nil, err } return HandleNonStreamingResponse(body, modelUsage, chatModelConfig, OpenAIParserConfig) } // ChatStreamlyWithSender sends messages and streams response via sender. func (m *ModelScopeModel) ChatStreamlyWithSender(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { if err := m.baseModel.APIConfigCheck(apiConfig); err != nil { return err } if sender == nil { return fmt.Errorf("sender is required") } if len(messages) == 0 { return fmt.Errorf("messages is empty") } if err := validateStreamConfig(chatModelConfig); err != nil { return err } baseURL, err := m.baseModel.GetBaseURL(apiConfig) if err != nil { return err } baseURL = normalizeModelScopeBaseURL(baseURL) url := fmt.Sprintf("%s/%s", baseURL, m.baseModel.URLSuffix.Chat) reqBody := buildRequestBody(chatModelConfig, modelName, messages, true) reqBody["stream_options"] = map[string]interface{}{"include_usage": true} return m.baseModel.doStreamRequest(ctx, url, apiConfig, reqBody, streamCallTimeout, func(body io.ReadCloser) error { return HandleStreamingResponse(body, modelUsage, chatModelConfig, OpenAIParserConfig, sender) }) } func (m *ModelScopeModel) Embed(ctx context.Context, modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig, modelUsage *common.ModelUsage) ([]EmbeddingData, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) Rerank(ctx context.Context, modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig, modelUsage *common.ModelUsage) (*RerankResponse, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) TranscribeAudio(ctx context.Context, modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, modelUsage *common.ModelUsage) (*ASRResponse, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) TranscribeAudioWithSender(ctx context.Context, modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) AudioSpeech(ctx context.Context, modelName *string, audioContent *string, apiConfig *APIConfig, asrConfig *TTSConfig, modelUsage *common.ModelUsage) (*TTSResponse, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) AudioSpeechWithSender(ctx context.Context, modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) OCRFile(ctx context.Context, modelName *string, content []byte, url *string, apiConfig *APIConfig, ocrConfig *OCRConfig, modelUsage *common.ModelUsage) (*OCRFileResponse, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) ParseFile(ctx context.Context, modelName *string, content []byte, url *string, apiConfig *APIConfig, parseFileConfig *ParseFileConfig, modelUsage *common.ModelUsage) (*ParseFileResponse, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) } // ListModels returns the model IDs exposed by ModelScope's OpenAI-compatible // /v1/models endpoint. func (m *ModelScopeModel) ListModels(ctx context.Context, apiConfig *APIConfig) ([]ListModelResponse, error) { if err := m.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } baseURL, err := m.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = normalizeModelScopeBaseURL(baseURL) url := fmt.Sprintf("%s/%s", baseURL, m.baseModel.URLSuffix.Models) ctx, cancel := context.WithTimeout(ctx, nonStreamCallTimeout) defer cancel() req, err := http.NewRequestWithContext(ctx, "GET", url, nil) if err != nil { return nil, fmt.Errorf("failed to create request: %w", err) } req.Header.Set("Content-Type", "application/json") if auth := BearerAuth(apiConfig); auth != "" { req.Header.Set("Authorization", auth) } resp, err := m.baseModel.httpClient.Do(req) if err != nil { return nil, fmt.Errorf("failed to send request: %w", err) } defer resp.Body.Close() body, err := io.ReadAll(resp.Body) if err != nil { return nil, fmt.Errorf("failed to read response: %w", err) } if resp.StatusCode != http.StatusOK { return nil, fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body)) } var result modelscopeModelListResponse if err = json.Unmarshal(body, &result); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } return ParseListModel(ModelList{Models: result.Data}), nil } func (m *ModelScopeModel) Balance(ctx context.Context, apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) CheckConnection(ctx context.Context, apiConfig *APIConfig) error { _, err := m.ListModels(ctx, apiConfig) return err } func (m *ModelScopeModel) ListTasks(ctx context.Context, apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) ShowTask(ctx context.Context, taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) }