// // 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 ( "bytes" "context" "encoding/json" "fmt" "io" "net/http" "strings" "time" ) type JinaModel struct { baseModel BaseModel } func NewJinaModel(baseURL map[string]string, urlSuffix URLSuffix) *JinaModel { // Embed/Rerank/ListModels issue requests without a per-call context // deadline, so keep an explicit 90s client-level timeout to bound them. // Built on the shared transport via NewDriverHTTPClient. client := NewDriverHTTPClient() client.Timeout = 90 * time.Second return &JinaModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, httpClient: client, }, } } func (j *JinaModel) NewInstance(baseURL map[string]string) ModelDriver { return NewJinaModel(baseURL, j.baseModel.URLSuffix) } func (j *JinaModel) Name() string { return "jina" } func (j *JinaModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) { if err := j.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if modelName == "" { return nil, fmt.Errorf("model name is required") } if len(messages) == 0 { return nil, fmt.Errorf("messages is empty") } baseURL, err := j.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, j.baseModel.URLSuffix.Chat) 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": false, } 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 } } 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") req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) resp, err := j.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("Jina chat API error: status %d, body: %s", resp.StatusCode, string(body)) } var result map[string]interface{} if err = json.Unmarshal(body, &result); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } choices, ok := result["choices"].([]interface{}) if !ok || len(choices) == 0 { return nil, fmt.Errorf("no choices in response") } firstChoice, ok := choices[0].(map[string]interface{}) if !ok { return nil, fmt.Errorf("invalid choice format") } messageMap, ok := firstChoice["message"].(map[string]interface{}) if !ok { return nil, fmt.Errorf("invalid message format") } content, ok := messageMap["content"].(string) if !ok { return nil, fmt.Errorf("invalid content format") } reasonContent := "" return &ChatResponse{ Answer: &content, ReasonContent: &reasonContent, }, nil } func (j *JinaModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, modelConfig *ChatConfig, sender func(*string, *string) error) error { //TODO implement me: https://api.jina.ai/docs#/Search%20Foundation%20Models/chat_completions_v1_chat_completions_post return fmt.Errorf("jina does not implement ChatStreamlyWithSender(not available for now)") } func (j *JinaModel) Embed(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([]EmbeddingData, error) { if err := j.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(texts) == 0 { return []EmbeddingData{}, nil } resolvedBaseURL, err := j.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, j.baseModel.URLSuffix.Embedding) reqBody := map[string]interface{}{ "model": *modelName, "input": texts, } jsonData, err := json.Marshal(reqBody) if err != nil { return nil, fmt.Errorf("failed to marshal request: %w", err) } req, err := http.NewRequest("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") req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) resp, err := j.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("Jina embedding API error: status %d, body: %s", resp.StatusCode, string(body)) } var parsedResponse struct { Data []struct { Embedding []float64 `json:"embedding"` Index int `json:"index"` } `json:"data"` } if err = json.Unmarshal(body, &parsedResponse); err != nil { return nil, fmt.Errorf("failed to decode response: %w", err) } if len(parsedResponse.Data) == 0 { return nil, fmt.Errorf("Jina embedding response contains no data: %s", string(body)) } var embeddings []EmbeddingData for _, dataElem := range parsedResponse.Data { embeddings = append(embeddings, EmbeddingData{ Embedding: dataElem.Embedding, Index: dataElem.Index, }) } return embeddings, nil } func (j *JinaModel) Rerank(modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig) (*RerankResponse, error) { if err := j.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(documents) == 0 { return &RerankResponse{}, nil } resolvedBaseURL, err := j.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, j.baseModel.URLSuffix.Rerank) var topN = rerankConfig.TopN if rerankConfig.TopN != 0 { topN = rerankConfig.TopN } reqBody := map[string]interface{}{ "model": *modelName, "query": query, "documents": documents, "top_n": topN, } jsonData, err := json.Marshal(reqBody) if err != nil { return nil, fmt.Errorf("failed to marshal request: %w", err) } req, err := http.NewRequest("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") req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) resp, err := j.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("Jina Rerank API error: status %d, body: %s", resp.StatusCode, string(body)) } var rerankResp struct { Results []struct { Index int `json:"index"` RelevanceScore float64 `json:"relevance_score"` } `json:"results"` } if err = json.Unmarshal(body, &rerankResp); err != nil { return nil, fmt.Errorf("failed to decode response: %w", err) } var rerankResponse RerankResponse for _, result := range rerankResp.Results { rerankResult := RerankResult{ Index: result.Index, RelevanceScore: result.RelevanceScore, } rerankResponse.Data = append(rerankResponse.Data, rerankResult) } return &rerankResponse, nil } func (j *JinaModel) ListModels(apiConfig *APIConfig) ([]ListModelResponse, error) { resolvedBaseURL, err := j.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, j.baseModel.URLSuffix.Models) req, err := http.NewRequest("GET", url, nil) if err != nil { return nil, fmt.Errorf("failed to create request: %w", err) } req.Header.Set("Content-Type", "application/json") resp, err := j.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 body: %w", err) } if resp.StatusCode != http.StatusOK { return nil, fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body)) } // Parse response var result map[string]interface{} if err = json.Unmarshal(body, &result); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } // convert result["data"] to []map[string]interface{} models := make([]DSModel, 0, len(result["data"].([]interface{}))) for _, model := range result["data"].([]interface{}) { modelName := model.(map[string]interface{})["name"].(string) models = append(models, DSModel{ ID: modelName, OwnedBy: "", }) } // Jina list models: `Jina AI: Jina Embeddings v5 Text Nano` return ParseListModel(ModelList{Models: models}), nil } func (j *JinaModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("no such method") } func (j *JinaModel) CheckConnection(apiConfig *APIConfig) error { _, err := j.ListModels(apiConfig) return err } // TranscribeAudio transcribe audio func (j *JinaModel) TranscribeAudio(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig) (*ASRResponse, error) { return nil, fmt.Errorf("%s, no such method", j.Name()) } func (j *JinaModel) TranscribeAudioWithSender(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", j.Name()) } // AudioSpeech convert text to audio func (j *JinaModel) AudioSpeech(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig) (*TTSResponse, error) { return nil, fmt.Errorf("%s, no such method", j.Name()) } func (j *JinaModel) AudioSpeechWithSender(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", j.Name()) } // OCRFile OCR file func (j *JinaModel) OCRFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, ocrConfig *OCRConfig) (*OCRFileResponse, error) { return nil, fmt.Errorf("%s, no such method", j.Name()) } // ParseFile parse file func (j *JinaModel) ParseFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, parseFileConfig *ParseFileConfig) (*ParseFileResponse, error) { return nil, fmt.Errorf("%s, no such method", j.Name()) } func (j *JinaModel) ListTasks(apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s, no such method", j.Name()) } func (j *JinaModel) ShowTask(taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s, no such method", j.Name()) }