// // 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/base64" "encoding/json" "fmt" "io" "mime/multipart" "net/http" "os" "path/filepath" "strconv" "strings" ) type TogetherAIModel struct { baseModel BaseModel } func NewTogetherAIModel(baseURL map[string]string, urlSuffix URLSuffix) *TogetherAIModel { return &TogetherAIModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, httpClient: NewDriverHTTPClient(), }, } } func (t *TogetherAIModel) NewInstance(baseURL map[string]string) ModelDriver { return NewTogetherAIModel(baseURL, t.baseModel.URLSuffix) } func (t *TogetherAIModel) Name() string { return "togetherai" } type togetherAIReasoningOptions struct { Enabled bool `json:"enabled"` } func (t *TogetherAIModel) chatPayload(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 } if chatModelConfig.Thinking != nil { reqBody["reasoning"] = togetherAIReasoningOptions{ Enabled: *chatModelConfig.Thinking, } } if chatModelConfig.Effort != nil && strings.Contains(strings.ToLower(modelName), "gpt-oss") { reqBody["reasoning_effort"] = *chatModelConfig.Effort } } return reqBody } func (t *TogetherAIModel) chatURL(apiConfig *APIConfig) (string, error) { baseURL, err := t.baseModel.GetBaseURL(apiConfig) if err != nil { return "", err } baseURL = strings.TrimSuffix(baseURL, "/") return fmt.Sprintf("%s/%s", baseURL, t.baseModel.URLSuffix.Chat), nil } type togetherAIChatMessage struct { Content string `json:"content"` ReasoningContent string `json:"reasoning_content"` Reasoning string `json:"reasoning"` } type togetherAIChatChoice struct { Message togetherAIChatMessage `json:"message"` Delta togetherAIChatMessage `json:"delta"` FinishReason string `json:"finish_reason"` } type togetherAIChatResponse struct { Choices []togetherAIChatChoice `json:"choices"` Error interface{} `json:"error"` FinishReason string `json:"finish_reason"` } func (t *TogetherAIModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) { if err := t.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if strings.TrimSpace(modelName) == "" { return nil, fmt.Errorf("model name is required") } if len(messages) == 0 { return nil, fmt.Errorf("messages is empty") } url, err := t.chatURL(apiConfig) if err != nil { return nil, err } jsonData, err := json.Marshal(t.chatPayload(modelName, messages, false, chatModelConfig)) 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, http.MethodPost, 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 := t.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 togetherAIChatResponse if err = json.Unmarshal(body, &result); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } if result.Error != nil { return nil, fmt.Errorf("togetherai: upstream error: %v", result.Error) } if len(result.Choices) == 0 { return nil, fmt.Errorf("no choices in response") } content := result.Choices[0].Message.Content reasonContent := result.Choices[0].Message.ReasoningContent if reasonContent == "" { reasonContent = result.Choices[0].Message.Reasoning } return &ChatResponse{ Answer: &content, ReasonContent: &reasonContent, }, nil } func (t *TogetherAIModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, sender func(*string, *string) error) error { if err := t.baseModel.APIConfigCheck(apiConfig); err != nil { return err } if sender == nil { return fmt.Errorf("sender is required") } if strings.TrimSpace(modelName) == "" { return fmt.Errorf("model name 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") } url, err := t.chatURL(apiConfig) if err != nil { return err } jsonData, err := json.Marshal(t.chatPayload(modelName, messages, true, chatModelConfig)) if err != nil { return fmt.Errorf("failed to marshal request: %w", err) } ctx, cancel := context.WithTimeout(context.Background(), streamCallTimeout) defer cancel() req, err := http.NewRequestWithContext(ctx, http.MethodPost, url, bytes.NewBuffer(jsonData)) if err != nil { return 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)) req.Header.Set("Accept", "text/event-stream") resp, err := t.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)) } sawTerminal := false done, err := ParseSSEStream[togetherAIChatResponse](resp.Body, func(event togetherAIChatResponse) error { if event.Error != nil { return fmt.Errorf("togetherai: upstream stream error: %v", event.Error) } if len(event.Choices) == 0 { return nil } choice := event.Choices[0] if choice.Delta.ReasoningContent != "" { if err := sender(nil, &choice.Delta.ReasoningContent); err != nil { return err } } if choice.Delta.Reasoning != "" { if err := sender(nil, &choice.Delta.Reasoning); err != nil { return err } } if choice.Delta.Content != "" { if err := sender(&choice.Delta.Content, nil); err != nil { return err } } if choice.FinishReason != "" || event.FinishReason != "" { sawTerminal = true } return nil }) if err != nil { return fmt.Errorf("failed to scan response body: %w", err) } if !done && !sawTerminal { return fmt.Errorf("togetherai: stream ended before [DONE] or finish_reason") } endOfStream := "[DONE]" return sender(&endOfStream, nil) } type togetherAIModelInfo struct { ID string `json:"id"` } func (t *TogetherAIModel) ListModels(apiConfig *APIConfig) ([]ListModelResponse, error) { if err := t.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } baseURL, err := t.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, t.baseModel.URLSuffix.Models) ctx, cancel := context.WithTimeout(context.Background(), nonStreamCallTimeout) defer cancel() req, err := http.NewRequestWithContext(ctx, http.MethodGet, url, nil) 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 := t.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 []DSModel if err = json.Unmarshal(body, &result); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } return ParseListModel(ModelList{Models: result}), nil } func (t *TogetherAIModel) CheckConnection(apiConfig *APIConfig) error { _, err := t.ListModels(apiConfig) return err } type togetherAIEmbeddingData struct { Embedding []float64 `json:"embedding"` Object string `json:"object"` Index int `json:"index"` } type togetherAIEmbeddingResponse struct { Data []togetherAIEmbeddingData `json:"data"` Model string `json:"model"` Object string `json:"object"` } func (t *TogetherAIModel) Embed(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([]EmbeddingData, error) { if err := t.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(texts) == 0 { return []EmbeddingData{}, nil } if modelName == nil || strings.TrimSpace(*modelName) == "" { return nil, fmt.Errorf("model name is required") } baseURL, err := t.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, t.baseModel.URLSuffix.Embedding) reqBody := map[string]interface{}{ "model": *modelName, "input": texts, } if embeddingConfig != nil && embeddingConfig.Dimension > 0 { reqBody["dimensions"] = 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 := t.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("TogetherAI embeddings API error: %s, body: %s", resp.Status, string(body)) } var parsed togetherAIEmbeddingResponse 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("togetherai: response index %d out of range for %d inputs", item.Index, len(texts)) } if filled[item.Index] { return nil, fmt.Errorf("togetherai: 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("togetherai: missing embedding for input index %d", i) } } return embeddings, nil } func (t *TogetherAIModel) Rerank(modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig) (*RerankResponse, error) { if err := t.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(documents) == 0 { return &RerankResponse{}, nil } resolvedBaseURL, err := t.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, t.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 := t.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("TogetherAI 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 (t *TogetherAIModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("%s, no such method", t.Name()) } func (t *TogetherAIModel) TranscribeAudio(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig) (*ASRResponse, error) { if err := t.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if file == nil || *file == "" { return nil, fmt.Errorf("file is missing") } resolvedBaseURL, err := t.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, t.baseModel.URLSuffix.ASR) var body bytes.Buffer writer := multipart.NewWriter(&body) // audio file audioFile, err := os.Open(*file) if err != nil { return nil, fmt.Errorf("failed to open audio file: %w", err) } defer audioFile.Close() part, err := writer.CreateFormFile("file", filepath.Base(*file)) if err != nil { return nil, fmt.Errorf("failed to create multipart file: %w", err) } if _, err = io.Copy(part, audioFile); err != nil { return nil, fmt.Errorf("failed to copy audio data: %w", err) } // extra params if asrConfig != nil && asrConfig.Params != nil { for key, value := range asrConfig.Params { var val string switch v := value.(type) { case string: val = v case bool: val = strconv.FormatBool(v) case int: val = strconv.Itoa(v) case float64: val = strconv.FormatFloat(v, 'f', -1, 64) default: val = fmt.Sprintf("%v", v) } if err := writer.WriteField(key, val); err != nil { return nil, fmt.Errorf("failed to write field %s: %w", key, err) } } } if err := writer.Close(); err != nil { return nil, fmt.Errorf("failed to close multipart writer: %w", err) } // request req, err := http.NewRequest("POST", url, &body) if err != nil { return nil, fmt.Errorf("failed to create request: %w", err) } req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) req.Header.Set("Content-Type", writer.FormDataContentType()) resp, err := t.baseModel.httpClient.Do(req) if err != nil { return nil, fmt.Errorf("failed to send request: %w", err) } defer resp.Body.Close() respBody, 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("TogetherAI ASR error: %s - %s", resp.Status, string(respBody)) } // result var result struct { Text string `json:"text"` } if err := json.Unmarshal(respBody, &result); err != nil { return nil, fmt.Errorf("failed to unmarshal response: %w", err) } return &ASRResponse{ Text: result.Text, }, nil } func (t *TogetherAIModel) TranscribeAudioWithSender(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", t.Name()) } func (t *TogetherAIModel) AudioSpeech(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig) (*TTSResponse, error) { if err := t.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if audioContent == nil || *audioContent == "" { return nil, fmt.Errorf("text content is missing") } resolvedBaseURL, err := t.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, t.baseModel.URLSuffix.TTS) reqBody := map[string]interface{}{ "model": *modelName, "input": *audioContent, } if ttsConfig != nil && ttsConfig.Params != nil { for key, value := range ttsConfig.Params { reqBody[key] = value } } if ttsConfig != nil && ttsConfig.Format != "" { reqBody["response_format"] = ttsConfig.Format } 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 := t.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("%s - %s", resp.Status, string(body)) } return &TTSResponse{Audio: body}, nil } func (t *TogetherAIModel) AudioSpeechWithSender(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, sender func(*string, *string) error) error { if err := t.baseModel.APIConfigCheck(apiConfig); err != nil { return err } if audioContent == nil || *audioContent == "" { return fmt.Errorf("text content is missing") } resolvedBaseURL, err := t.baseModel.GetBaseURL(apiConfig) if err != nil { return err } cleanBaseURL := strings.TrimRight(resolvedBaseURL, "/") cleanSuffix := strings.TrimLeft(t.baseModel.URLSuffix.TTS, "/") url := fmt.Sprintf("%s/%s", cleanBaseURL, cleanSuffix) // Build Request body reqBody := map[string]interface{}{ "model": *modelName, "input": *audioContent, "stream": true, } if ttsConfig != nil { if ttsConfig.Format != "" { reqBody["response_format"] = ttsConfig.Format } if ttsConfig.Params != nil { for key, value := range ttsConfig.Params { reqBody[key] = value } } } jsonData, err := json.Marshal(reqBody) if err != nil { return fmt.Errorf("failed to marshal request: %w", err) } // Build Request req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData)) if err != nil { return 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 := t.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 { buf := make([]byte, 1024) n, _ := resp.Body.Read(buf) return fmt.Errorf("TogetherAI stream API error: %d - %s", resp.StatusCode, string(buf[:n])) } if _, err := ParseSSEStream[struct { Type string `json:"type"` Delta string `json:"delta"` }](resp.Body, func(event struct { Type string `json:"type"` Delta string `json:"delta"` }) error { // Parse delta audio if event.Type == "conversation.item.audio_output.delta" && event.Delta != "" { audioBytes, err := base64.StdEncoding.DecodeString(event.Delta) if err == nil && len(audioBytes) > 0 { chunk := string(audioBytes) if errSend := sender(&chunk, nil); errSend != nil { return errSend } } } return nil }); err != nil { return fmt.Errorf("failed to scan response body: %w", err) } return nil } func (t *TogetherAIModel) OCRFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, ocrConfig *OCRConfig) (*OCRFileResponse, error) { return nil, fmt.Errorf("%s, no such method", t.Name()) } func (t *TogetherAIModel) ParseFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, parseFileConfig *ParseFileConfig) (*ParseFileResponse, error) { return nil, fmt.Errorf("%s, no such method", t.Name()) } func (t *TogetherAIModel) ListTasks(apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s, no such method", t.Name()) } func (t *TogetherAIModel) ShowTask(taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s, no such method", t.Name()) }