// // 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 ( "bufio" "bytes" "context" "encoding/json" "fmt" "io" "net/http" "strings" "sync" "time" ) // modelscopeStreamIdleTimeout bounds how long a stream can go without var modelscopeStreamIdleTimeout = 60 * time.Second // ModelScopeModel implements ModelDriver for ModelScope chat models. type ModelScopeModel struct { baseModel BaseModel } type modelscopeChatChoice struct { Message struct { Content string `json:"content"` ReasoningContent string `json:"reasoning_content"` Reasoning string `json:"reasoning"` Thinking string `json:"thinking"` } `json:"message"` } type modelscopeChatResponse struct { Choices []modelscopeChatChoice `json:"choices"` } type modelscopeModelListResponse struct { Data []struct { ID string `json:"id"` } `json:"data"` } // NewModelScopeModel creates a new ModelScope model instance. func NewModelScopeModel(baseURL map[string]string, urlSuffix URLSuffix) *ModelScopeModel { defaultTransport, ok := http.DefaultTransport.(*http.Transport) var transport *http.Transport if ok { transport = defaultTransport.Clone() } else { transport = &http.Transport{ Proxy: http.ProxyFromEnvironment, } } transport.MaxIdleConns = 100 transport.MaxIdleConnsPerHost = 10 transport.IdleConnTimeout = 90 * time.Second transport.DisableCompression = false transport.ResponseHeaderTimeout = 60 * time.Second return &ModelScopeModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, AllowEmptyAPIKey: true, httpClient: &http.Client{ Transport: transport, }, }, } } 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 } func modelscopeReasoningFromStrings(reasoningContent string, reasoning string, thinking string) string { switch { case reasoningContent != "": return reasoningContent case reasoning != "": return reasoning case thinking != "": return thinking default: return "" } } func modelscopeReasoningFromMap(value map[string]interface{}) string { for _, field := range []string{"reasoning_content", "reasoning", "thinking"} { if text, ok := value[field].(string); ok && text != "" { return text } } return "" } func buildModelScopeChatBody(modelName string, messages []Message, stream bool, chatModelConfig *ChatConfig) map[string]interface{} { apiMessages := make([]map[string]interface{}, len(messages)) for i, msg := range messages { apiMessages[i] = map[string]interface{}{ "role": msg.Role, "content": msg.Content, } } reqBody := map[string]interface{}{ "model": modelName, "messages": apiMessages, "stream": stream, } if chatModelConfig != nil { if chatModelConfig.MaxTokens != nil { reqBody["max_tokens"] = *chatModelConfig.MaxTokens } if chatModelConfig.Temperature != nil { reqBody["temperature"] = *chatModelConfig.Temperature } if chatModelConfig.TopP != nil { reqBody["top_p"] = *chatModelConfig.TopP } if chatModelConfig.Stop != nil { reqBody["stop"] = *chatModelConfig.Stop } } return reqBody } // ChatWithMessages sends multiple messages with roles and returns the response. func (m *ModelScopeModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*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 := buildModelScopeChatBody(modelName, messages, false, chatModelConfig) jsonData, err := json.Marshal(reqBody) if err != nil { return nil, fmt.Errorf("failed to marshal request: %w", err) } ctx, cancel := context.WithTimeout(context.Background(), nonStreamCallTimeout) defer cancel() req, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewBuffer(jsonData)) 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 modelscopeChatResponse if err = json.Unmarshal(body, &result); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } if len(result.Choices) == 0 { return nil, fmt.Errorf("no choices in response") } content := result.Choices[0].Message.Content reasonContent := modelscopeReasoningFromStrings( result.Choices[0].Message.ReasoningContent, result.Choices[0].Message.Reasoning, result.Choices[0].Message.Thinking, ) return &ChatResponse{ Answer: &content, ReasonContent: &reasonContent, }, nil } // ChatStreamlyWithSender sends messages and streams response via sender. func (m *ModelScopeModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, 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 chatModelConfig != nil && chatModelConfig.Stream != nil && !*chatModelConfig.Stream { return fmt.Errorf("stream must be true in ChatStreamlyWithSender") } 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 := buildModelScopeChatBody(modelName, messages, true, chatModelConfig) jsonData, err := json.Marshal(reqBody) if err != nil { return fmt.Errorf("failed to marshal request: %w", err) } ctx, cancel := context.WithCancel(context.Background()) defer cancel() req, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewBuffer(jsonData)) if err != nil { return 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 fmt.Errorf("failed to send request: %w", err) } defer resp.Body.Close() if resp.StatusCode != http.StatusOK { body, _ := io.ReadAll(resp.Body) return fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body)) } lastActive := time.Now() var lastActiveMu sync.Mutex done := make(chan struct{}) defer close(done) go func() { ticker := time.NewTicker(modelscopeStreamIdleTimeout / 4) defer ticker.Stop() for { select { case <-done: return case now := <-ticker.C: lastActiveMu.Lock() idle := now.Sub(lastActive) lastActiveMu.Unlock() if idle >= modelscopeStreamIdleTimeout { cancel() return } } } }() scanner := bufio.NewScanner(resp.Body) scanner.Buffer(make([]byte, 64*1024), 1024*1024) sawTerminal := false for scanner.Scan() { lastActiveMu.Lock() lastActive = time.Now() lastActiveMu.Unlock() line := scanner.Text() if !strings.HasPrefix(line, "data:") { continue } data := strings.TrimSpace(line[5:]) if data == "[DONE]" { sawTerminal = true break } var event map[string]interface{} if err = json.Unmarshal([]byte(data), &event); err != nil { continue } choices, ok := event["choices"].([]interface{}) if !ok || len(choices) == 0 { continue } firstChoice, ok := choices[0].(map[string]interface{}) if !ok { continue } if delta, ok := firstChoice["delta"].(map[string]interface{}); ok { if reasoning := modelscopeReasoningFromMap(delta); reasoning != "" { if err := sender(nil, &reasoning); err != nil { return err } } if content, ok := delta["content"].(string); ok && content != "" { if err := sender(&content, nil); err != nil { return err } } } if finishReason, ok := firstChoice["finish_reason"].(string); ok && finishReason != "" { sawTerminal = true break } } if err := scanner.Err(); err != nil { if ctx.Err() != nil { return fmt.Errorf("modelscope: stream idle for more than %s, aborted", modelscopeStreamIdleTimeout) } return fmt.Errorf("failed to scan response body: %w", err) } if !sawTerminal { return fmt.Errorf("modelscope: stream ended before [DONE] or finish_reason") } endOfStream := "[DONE]" return sender(&endOfStream, nil) } func (m *ModelScopeModel) Embed(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([]EmbeddingData, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) Rerank(modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig) (*RerankResponse, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) TranscribeAudio(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig) (*ASRResponse, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) TranscribeAudioWithSender(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) AudioSpeech(modelName *string, audioContent *string, apiConfig *APIConfig, asrConfig *TTSConfig) (*TTSResponse, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) AudioSpeechWithSender(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) OCRFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, ocrConfig *OCRConfig) (*OCRFileResponse, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) ParseFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, parseFileConfig *ParseFileConfig) (*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(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(context.Background(), 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) } models := make([]ListModelResponse, 0, len(result.Data)) for _, model := range result.Data { if model.ID != "" { models = append(models, ListModelResponse{Name: model.ID}) } } return models, nil } func (m *ModelScopeModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) CheckConnection(apiConfig *APIConfig) error { _, err := m.ListModels(apiConfig) return err } func (m *ModelScopeModel) ListTasks(apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) } func (m *ModelScopeModel) ShowTask(taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s, no such method", m.Name()) }