// // 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" "mime/multipart" "net/http" "os" "path/filepath" "strconv" "strings" "sync" "time" ) var xinferenceStreamIdleTimeout = 60 * time.Second // XinferenceModel implements ModelDriver for Xinference chat models. type XinferenceModel struct { baseModel BaseModel } type xinferenceChatChoice struct { Message struct { Content string `json:"content"` ReasoningContent string `json:"reasoning_content"` Reasoning string `json:"reasoning"` Thinking string `json:"thinking"` } `json:"message"` } type xinferenceChatResponse struct { Choices []xinferenceChatChoice `json:"choices"` } type xinferenceModelListResponse struct { Data []DSModel `json:"data"` } // NewXinferenceModel creates a new Xinference model instance. func NewXinferenceModel(baseURL map[string]string, urlSuffix URLSuffix) *XinferenceModel { return &XinferenceModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, AllowEmptyAPIKey: true, httpClient: NewDriverHTTPClient(), }, } } func (x *XinferenceModel) NewInstance(baseURL map[string]string) ModelDriver { return NewXinferenceModel(baseURL, x.baseModel.URLSuffix) } func (x *XinferenceModel) Name() string { return "xinference" } func normalizeXinferenceBaseURL(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 xinferenceReasoningFromStrings(reasoningContent string, reasoning string, thinking string) string { switch { case reasoningContent != "": return reasoningContent case reasoning != "": return reasoning case thinking != "": return thinking default: return "" } } func xinferenceReasoningFromMap(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 buildXinferenceChatBody(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 (x *XinferenceModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) { if err := x.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(messages) == 0 { return nil, fmt.Errorf("messages is empty") } baseURL, err := x.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = normalizeXinferenceBaseURL(baseURL) url := fmt.Sprintf("%s/%s", baseURL, x.baseModel.URLSuffix.Chat) reqBody := buildXinferenceChatBody(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 := x.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 xinferenceChatResponse 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 := xinferenceReasoningFromStrings( 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 (x *XinferenceModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, sender func(*string, *string) error) error { if err := x.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 := x.baseModel.GetBaseURL(apiConfig) if err != nil { return err } baseURL = normalizeXinferenceBaseURL(baseURL) url := fmt.Sprintf("%s/%s", baseURL, x.baseModel.URLSuffix.Chat) reqBody := buildXinferenceChatBody(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 := x.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(xinferenceStreamIdleTimeout / 4) defer ticker.Stop() for { select { case <-done: return case now := <-ticker.C: lastActiveMu.Lock() idle := now.Sub(lastActive) lastActiveMu.Unlock() if idle >= xinferenceStreamIdleTimeout { cancel() return } } } }() sawTerminal := false sseDone, parseErr := ParseSSEStream[map[string]interface{}](resp.Body, func(event map[string]interface{}) error { lastActiveMu.Lock() lastActive = time.Now() lastActiveMu.Unlock() choices, ok := event["choices"].([]interface{}) if !ok || len(choices) == 0 { return nil } firstChoice, ok := choices[0].(map[string]interface{}) if !ok { return nil } if delta, ok := firstChoice["delta"].(map[string]interface{}); ok { if reasoning := xinferenceReasoningFromMap(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 } return nil }) if parseErr != nil { if ctx.Err() != nil { return fmt.Errorf("xinference: stream idle for more than %s, aborted", xinferenceStreamIdleTimeout) } return fmt.Errorf("failed to scan response body: %w", parseErr) } if !sseDone && !sawTerminal { return fmt.Errorf("xinference: stream ended before [DONE] or finish_reason") } endOfStream := "[DONE]" return sender(&endOfStream, nil) } // Index is *int so a missing JSON field is distinguishable from index 0. type xinferenceEmbeddingResponse struct { Data []struct { Index *int `json:"index"` Embedding []float64 `json:"embedding"` } `json:"data"` } // Embed POSTs the input texts to the tenant's Xinference func (x *XinferenceModel) Embed(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([]EmbeddingData, error) { if err := x.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 := x.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = normalizeXinferenceBaseURL(baseURL) if x.baseModel.URLSuffix.Embedding == "" { return nil, fmt.Errorf("xinference: no embedding URL suffix configured") } url := fmt.Sprintf("%s/%s", baseURL, x.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") if auth := BearerAuth(apiConfig); auth != "" { req.Header.Set("Authorization", auth) } resp, err := x.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("Xinference embeddings API error: %s, body: %s", resp.Status, string(body)) } var parsed xinferenceEmbeddingResponse if err = json.Unmarshal(body, &parsed); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } embeddings := make([]EmbeddingData, len(texts)) seen := make([]bool, len(texts)) for _, d := range parsed.Data { if d.Index == nil { return nil, fmt.Errorf("xinference: missing embedding index in response item") } idx := *d.Index if idx < 0 || idx >= len(texts) { return nil, fmt.Errorf("xinference: embedding index %d out of range for %d inputs", idx, len(texts)) } if len(d.Embedding) == 0 { return nil, fmt.Errorf("xinference: missing embedding vector for response item at index %d", idx) } if seen[idx] { return nil, fmt.Errorf("xinference: duplicate embedding index %d", idx) } embeddings[idx] = EmbeddingData{Embedding: d.Embedding, Index: idx} seen[idx] = true } for i, ok := range seen { if !ok { return nil, fmt.Errorf("xinference: missing embedding for input at index %d", i) } } return embeddings, nil } type xinferenceRerankResult struct { Index int `json:"index"` RelevanceScore float64 `json:"relevance_score"` } type xinferenceRerankResponse struct { Results []xinferenceRerankResult `json:"results"` } // Rerank scores documents against the query using the Xinference // /v1/rerank endpoint and returns one RerankResult per scored document // in the API's ranking order. Caller may sort by Index to recover // original input order. Xinference rerank models are launched with // --model-type rerank and exposed under the OpenAI-compatible base URL. func (x *XinferenceModel) Rerank(modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig) (*RerankResponse, error) { if err := x.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 := x.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = normalizeXinferenceBaseURL(baseURL) if x.baseModel.URLSuffix.Rerank == "" { return nil, fmt.Errorf("xinference: no rerank URL suffix configured") } url := fmt.Sprintf("%s/%s", baseURL, x.baseModel.URLSuffix.Rerank) topN := len(documents) if rerankConfig != nil && rerankConfig.TopN > 0 && rerankConfig.TopN < topN { 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) } 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") if auth := BearerAuth(apiConfig); auth != "" { req.Header.Set("Authorization", auth) } resp, err := x.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("Xinference rerank API error: %s, body: %s", resp.Status, string(body)) } var parsed xinferenceRerankResponse if err = json.Unmarshal(body, &parsed); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } rerankResponse := RerankResponse{Data: make([]RerankResult, 0, len(parsed.Results))} seen := make([]bool, len(documents)) for _, item := range parsed.Results { if item.Index < 0 || item.Index >= len(documents) { return nil, fmt.Errorf("xinference: rerank index %d out of range for %d inputs", item.Index, len(documents)) } if seen[item.Index] { return nil, fmt.Errorf("xinference: duplicate rerank index %d in response", item.Index) } rerankResponse.Data = append(rerankResponse.Data, RerankResult{ Index: item.Index, RelevanceScore: item.RelevanceScore, }) seen[item.Index] = true } return &rerankResponse, nil } func (x *XinferenceModel) TranscribeAudio(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig) (*ASRResponse, error) { if err := x.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if file == nil || *file == "" { return nil, fmt.Errorf("file is missing") } resolvedBaseURL, err := x.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, x.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) } if err = writer.WriteField("model", *modelName); err != nil { return nil, fmt.Errorf("failed to write model name: %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) } if auth := BearerAuth(apiConfig); auth != "" { req.Header.Set("Authorization", auth) } req.Header.Set("Content-Type", writer.FormDataContentType()) resp, err := x.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("FishAudio 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 (x *XinferenceModel) TranscribeAudioWithSender(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", x.Name()) } func (x *XinferenceModel) AudioSpeech(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig) (*TTSResponse, error) { if err := x.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if audioContent == nil || *audioContent == "" { return nil, fmt.Errorf("text content is missing") } resolvedBaseURL, err := x.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, x.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["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") if auth := BearerAuth(apiConfig); auth != "" { req.Header.Set("Authorization", auth) } resp, err := x.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 (x *XinferenceModel) AudioSpeechWithSender(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", x.Name()) } func (x *XinferenceModel) OCRFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, ocrConfig *OCRConfig) (*OCRFileResponse, error) { return nil, fmt.Errorf("%s, no such method", x.Name()) } func (x *XinferenceModel) ParseFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, parseFileConfig *ParseFileConfig) (*ParseFileResponse, error) { return nil, fmt.Errorf("%s, no such method", x.Name()) } // ListModels returns the model IDs exposed by Xinference's OpenAI-compatible // /v1/models endpoint. func (x *XinferenceModel) ListModels(apiConfig *APIConfig) ([]ListModelResponse, error) { if err := x.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } baseURL, err := x.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = normalizeXinferenceBaseURL(baseURL) url := fmt.Sprintf("%s/%s", baseURL, x.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 := x.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 xinferenceModelListResponse 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 (x *XinferenceModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("%s, no such method", x.Name()) } func (x *XinferenceModel) CheckConnection(apiConfig *APIConfig) error { _, err := x.ListModels(apiConfig) return err } func (x *XinferenceModel) ListTasks(apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s, no such method", x.Name()) } func (x *XinferenceModel) ShowTask(taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s, no such method", x.Name()) }