// // 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" ) // GPUStackModel implements ModelDriver for GPUStack type GPUStackModel struct { baseModel BaseModel } func NewGPUStackModel(baseURL map[string]string, urlSuffix URLSuffix) *GPUStackModel { return &GPUStackModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, AllowEmptyAPIKey: true, httpClient: NewDriverHTTPClient(), }, } } func (g *GPUStackModel) NewInstance(baseURL map[string]string) ModelDriver { return NewGPUStackModel(baseURL, g.baseModel.URLSuffix) } func (g *GPUStackModel) Name() string { return "gpustack" } // ChatWithMessages sends multiple messages and returns the response. func (g *GPUStackModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) { if err := g.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") } baseURL, err := g.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, g.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, 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 := g.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 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 := "" if r, ok := messageMap["reasoning_content"].(string); ok { reasonContent = r } return &ChatResponse{ Answer: &content, ReasonContent: &reasonContent, }, nil } // ChatStreamlyWithSender streams the response via the sender. func (g *GPUStackModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, sender func(*string, *string) error) error { if err := g.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") } baseURL, err := g.baseModel.GetBaseURL(apiConfig) if err != nil { return err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, g.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": true, } if chatModelConfig != nil { if chatModelConfig.Stream != nil && !*chatModelConfig.Stream { return fmt.Errorf("stream must be true in ChatStreamlyWithSender") } 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 fmt.Errorf("failed to marshal request: %w", err) } req, err := http.NewRequestWithContext(context.Background(), 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") if auth := BearerAuth(apiConfig); auth != "" { req.Header.Set("Authorization", auth) } req.Header.Set("Accept", "text/event-stream") resp, err := g.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[map[string]interface{}](resp.Body, func(event map[string]interface{}) error { if apiErr, ok := event["error"]; ok { return fmt.Errorf("gpustack: upstream stream error: %v", apiErr) } choices, ok := event["choices"].([]interface{}) if !ok || len(choices) == 0 { return nil } firstChoice, ok := choices[0].(map[string]interface{}) if !ok { return nil } delta, ok := firstChoice["delta"].(map[string]interface{}) if !ok { return nil } if r, ok := delta["reasoning_content"].(string); ok && r != "" { if err := sender(nil, &r); err != nil { return err } } content, ok := delta["content"].(string) if ok && content != "" { if err := sender(&content, nil); err != nil { return err } } finishReason, ok := firstChoice["finish_reason"].(string) if ok && finishReason != "" { sawTerminal = true } return nil }) if err != nil { return fmt.Errorf("failed to scan response body: %w", err) } if !done && !sawTerminal { return fmt.Errorf("gpustack: stream ended before [DONE] or finish_reason") } endOfStream := "[DONE]" if err := sender(&endOfStream, nil); err != nil { return err } return nil } type gpustackModelInfo struct { ID string `json:"id"` } type gpustackModelsResponse struct { Data []DSModel `json:"data"` } func (g *GPUStackModel) ListModels(apiConfig *APIConfig) ([]ListModelResponse, error) { if err := g.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } baseURL, err := g.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, g.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") if auth := BearerAuth(apiConfig); auth != "" { req.Header.Set("Authorization", auth) } resp, err := g.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 parsed gpustackModelsResponse if err = json.Unmarshal(body, &parsed); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } return ParseListModel(ModelList{Models: parsed.Data}), nil } func (g *GPUStackModel) CheckConnection(apiConfig *APIConfig) error { _, err := g.ListModels(apiConfig) return err } // gpustackEmbeddingData is one element in a GPUStack embeddings response. type gpustackEmbeddingData struct { Embedding []float64 `json:"embedding"` Index *int `json:"index"` } // gpustackEmbeddingResponse is the JSON body returned by GPUStack embeddings API. type gpustackEmbeddingResponse struct { Data []gpustackEmbeddingData `json:"data"` } // Embed requests embedding vectors via GPUStack's v1-openai/embeddings endpoint. func (g *GPUStackModel) Embed( modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig, ) ([]EmbeddingData, error) { if err := g.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 := g.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = strings.TrimSuffix(baseURL, "/") if g.baseModel.URLSuffix.Embedding == "" { return nil, fmt.Errorf("gpustack: embedding URL suffix is not configured") } url := fmt.Sprintf("%s/%s", baseURL, strings.TrimPrefix(g.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, 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 := g.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("gpustack embeddings API error: %s, body: %s", resp.Status, string(body)) } var parsed gpustackEmbeddingResponse 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 == nil { return nil, fmt.Errorf("gpustack: missing embedding index in response item") } idx := *item.Index if idx < 0 || idx >= len(texts) { return nil, fmt.Errorf("gpustack: embedding response index %d out of range for %d inputs", idx, len(texts)) } if filled[idx] { return nil, fmt.Errorf("gpustack: duplicate embedding index %d in response", idx) } if len(item.Embedding) == 0 { return nil, fmt.Errorf("gpustack: empty embedding vector for input index %d", idx) } embeddings[idx] = EmbeddingData{ Embedding: item.Embedding, Index: idx, } filled[idx] = true } for i, ok := range filled { if !ok { return nil, fmt.Errorf("gpustack: missing embedding for input index %d", i) } } return embeddings, nil } func (g *GPUStackModel) Rerank(modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig) (*RerankResponse, error) { return nil, fmt.Errorf("%s, no such method", g.Name()) } func (g *GPUStackModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("%s, no such method", g.Name()) } func (g *GPUStackModel) TranscribeAudio(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig) (*ASRResponse, error) { return nil, fmt.Errorf("%s, no such method", g.Name()) } func (g *GPUStackModel) TranscribeAudioWithSender(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", g.Name()) } func (g *GPUStackModel) AudioSpeech(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig) (*TTSResponse, error) { return nil, fmt.Errorf("%s, no such method", g.Name()) } func (g *GPUStackModel) AudioSpeechWithSender(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", g.Name()) } func (g *GPUStackModel) OCRFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, ocrConfig *OCRConfig) (*OCRFileResponse, error) { return nil, fmt.Errorf("%s, no such method", g.Name()) } func (g *GPUStackModel) ParseFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, parseFileConfig *ParseFileConfig) (*ParseFileResponse, error) { return nil, fmt.Errorf("%s, no such method", g.Name()) } func (g *GPUStackModel) ListTasks(apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s, no such method", g.Name()) } func (g *GPUStackModel) ShowTask(taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s, no such method", g.Name()) }