// // 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" ) // VoyageModel implements ModelDriver for Voyage AI. type VoyageModel struct { baseModel BaseModel } // NewVoyageModel creates a new Voyage AI model instance. func NewVoyageModel(baseURL map[string]string, urlSuffix URLSuffix) *VoyageModel { 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 &VoyageModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, httpClient: &http.Client{ Transport: transport, }, }, } } func (v *VoyageModel) NewInstance(baseURL map[string]string) ModelDriver { return NewVoyageModel(baseURL, v.baseModel.URLSuffix) } func (v *VoyageModel) Name() string { return "voyage" } type voyageEmbeddingData struct { Embedding []float64 `json:"embedding"` Object string `json:"object"` Index int `json:"index"` } type voyageEmbeddingResponse struct { Object string `json:"object"` Data []voyageEmbeddingData `json:"data"` Model string `json:"model"` } func (v *VoyageModel) Embed(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([]EmbeddingData, error) { if err := v.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(texts) == 0 { return []EmbeddingData{}, nil } if modelName == nil || *modelName == "" { return nil, fmt.Errorf("model name is required") } baseURL, err := v.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", strings.TrimSuffix(baseURL, "/"), v.baseModel.URLSuffix.Embedding) reqBody := map[string]interface{}{ "model": *modelName, "input": texts, } if embeddingConfig != nil && embeddingConfig.Dimension > 0 { reqBody["output_dimension"] = embeddingConfig.Dimension } 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 := v.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("Voyage embeddings API error: %s, body: %s", resp.Status, string(body)) } var parsed voyageEmbeddingResponse if err = json.Unmarshal(body, &parsed); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } embeddings := make([]EmbeddingData, len(texts)) filled := make([]bool, len(texts)) for _, item := range parsed.Data { if item.Index < 0 || item.Index >= len(texts) { return nil, fmt.Errorf("voyage: response index %d out of range for %d inputs", item.Index, len(texts)) } if filled[item.Index] { return nil, fmt.Errorf("voyage: duplicate embedding index %d in response", item.Index) } embeddings[item.Index] = EmbeddingData{ Embedding: item.Embedding, Index: item.Index, } filled[item.Index] = true } for i, ok := range filled { if !ok { return nil, fmt.Errorf("voyage: missing embedding for input index %d", i) } } return embeddings, nil } type voyageRerankRequest struct { Model string `json:"model"` Query string `json:"query"` Documents []string `json:"documents"` TopK int `json:"top_k"` } type voyageRerankResponse struct { Object string `json:"object"` Data []struct { RelevanceScore float64 `json:"relevance_score"` Index int `json:"index"` } `json:"data"` Model string `json:"model"` } func (v *VoyageModel) Rerank(modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig) (*RerankResponse, error) { if err := v.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(documents) == 0 { return &RerankResponse{}, nil } if modelName == nil || *modelName == "" { return nil, fmt.Errorf("model name is required") } baseURL, err := v.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", strings.TrimSuffix(baseURL, "/"), v.baseModel.URLSuffix.Rerank) topK := len(documents) if rerankConfig != nil && rerankConfig.TopN > 0 { topK = rerankConfig.TopN } reqBody := voyageRerankRequest{ Model: *modelName, Query: query, Documents: documents, TopK: topK, } 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 := v.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("Voyage rerank API error: %s, body: %s", resp.Status, string(body)) } var parsed voyageRerankResponse if err = json.Unmarshal(body, &parsed); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } rerankResponse := &RerankResponse{} seen := make(map[int]bool, len(parsed.Data)) for _, r := range parsed.Data { if r.Index < 0 || r.Index >= len(documents) { return nil, fmt.Errorf("voyage: rerank result index %d out of range for %d documents", r.Index, len(documents)) } if seen[r.Index] { return nil, fmt.Errorf("voyage: duplicate rerank index %d in response", r.Index) } seen[r.Index] = true rerankResponse.Data = append(rerankResponse.Data, RerankResult{ Index: r.Index, RelevanceScore: r.RelevanceScore, }) } return rerankResponse, nil } func (v *VoyageModel) ListModels(apiConfig *APIConfig) ([]ListModelResponse, error) { return nil, fmt.Errorf("%s, no such method", v.Name()) } func (v *VoyageModel) CheckConnection(apiConfig *APIConfig) error { return fmt.Errorf("%s, no such method", v.Name()) } // ChatWithMessages is not exposed by the Voyage AI API. func (v *VoyageModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) { return nil, fmt.Errorf("%s, no such method", v.Name()) } func (v *VoyageModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, modelConfig *ChatConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", v.Name()) } // Balance is not exposed by the Voyage AI API. func (v *VoyageModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("%s, no such method", v.Name()) } // TranscribeAudio / AudioSpeech / OCRFile: Voyage does not host any of // these surfaces. func (v *VoyageModel) TranscribeAudio(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig) (*ASRResponse, error) { return nil, fmt.Errorf("%s, no such method", v.Name()) } func (v *VoyageModel) TranscribeAudioWithSender(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", v.Name()) } func (v *VoyageModel) AudioSpeech(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig) (*TTSResponse, error) { return nil, fmt.Errorf("%s, no such method", v.Name()) } func (v *VoyageModel) AudioSpeechWithSender(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", v.Name()) } func (v *VoyageModel) OCRFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, ocrConfig *OCRConfig) (*OCRFileResponse, error) { return nil, fmt.Errorf("%s, no such method", v.Name()) } // ParseFile parse file func (v *VoyageModel) ParseFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, parseFileConfig *ParseFileConfig) (*ParseFileResponse, error) { return nil, fmt.Errorf("%s, no such method", v.Name()) } func (v *VoyageModel) ListTasks(apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s, no such method", v.Name()) } func (v *VoyageModel) ShowTask(taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s, no such method", v.Name()) }