// // 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" "ragflow/internal/common" "strings" ) // PPIOModel implements ModelDriver for PPIO. // // PPIO exposes OpenAI-compatible chat completions and model listing endpoints. type PPIOModel struct { baseModel BaseModel } func NewPPIOModel(baseURL map[string]string, urlSuffix URLSuffix) *PPIOModel { return &PPIOModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, httpClient: NewDriverHTTPClient(), }, } } func (p *PPIOModel) NewInstance(baseURL map[string]string) ModelDriver { return NewPPIOModel(baseURL, p.baseModel.URLSuffix) } func (p *PPIOModel) Name() string { return "ppio" } type PPIOChatResponse struct { ID string `json:"id"` Choices []struct { FinishReason string `json:"finish_reason"` Index int `json:"index"` Message struct { Content string `json:"content"` ReasoningContent string `json:"reasoning_content"` Role string `json:"role"` } `json:"message"` } `json:"choices"` Created int `json:"created"` Model string `json:"model"` Object string `json:"object"` Usage TokenUsage `json:"usage"` } func (p *PPIOModel) endpoint(apiConfig *APIConfig, suffix string) (string, error) { baseURL, err := p.baseModel.GetBaseURL(apiConfig) if err != nil { return "", err } baseURL = strings.TrimSuffix(baseURL, "/") return fmt.Sprintf("%s/%s", baseURL, strings.TrimPrefix(suffix, "/")), nil } type ppioChatMessage struct { Content string `json:"content"` ReasoningContent string `json:"reasoning_content"` } type ppioChatChoice struct { Message ppioChatMessage `json:"message"` Delta ppioChatMessage `json:"delta"` FinishReason string `json:"finish_reason"` } type ppioChatResponse struct { ID string `json:"id"` Choices []ppioChatChoice `json:"choices"` Error interface{} `json:"error"` Usage struct { CompletionTokens int `json:"completion_tokens"` PromptTokens int `json:"prompt_tokens"` TotalTokens int `json:"total_tokens"` } `json:"usage"` FinishReason string `json:"finish_reason"` } func (p *PPIOModel) ChatWithMessages(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, modelUsage *common.ModelUsage) (*ChatResponse, error) { if err := p.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 := p.endpoint(apiConfig, p.baseModel.URLSuffix.Chat) if err != nil { return nil, err } jsonData, err := json.Marshal(buildRequestBody(chatModelConfig, modelName, messages, false)) if err != nil { return nil, fmt.Errorf("failed to marshal request: %w", err) } ctx, cancel := context.WithTimeout(ctx, 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 := p.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)) } return parseChatCompletionResponse(body, chatModelConfig, modelUsage, func(body []byte, chatConfig *ChatConfig) (chatResponseParts, error) { var result PPIOChatResponse if err := json.Unmarshal(body, &result); err != nil { return chatResponseParts{}, fmt.Errorf("failed to parse response: %w", err) } if len(result.Choices) == 0 { var errResp struct { Error interface{} `json:"error"` } if err := json.Unmarshal(body, &errResp); err == nil && errResp.Error != nil { return chatResponseParts{}, fmt.Errorf("ppio: upstream error: %v", errResp.Error) } return chatResponseParts{}, fmt.Errorf("no choices in response") } choice := &result.Choices[0] content := choice.Message.Content reasonContent := choice.Message.ReasoningContent return chatResponseParts{ RequestID: result.ID, Content: &content, ReasonContent: &reasonContent, Usage: &result.Usage, }, nil }) } func (p *PPIOModel) ChatStreamlyWithSender(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { if err := p.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 := p.endpoint(apiConfig, p.baseModel.URLSuffix.Chat) if err != nil { return err } reqBody := buildRequestBody(chatModelConfig, modelName, messages, true) reqBody["stream_options"] = map[string]interface{}{"include_usage": true} jsonData, err := json.Marshal(reqBody) if err != nil { return fmt.Errorf("failed to marshal request: %w", err) } ctx, cancel := context.WithTimeout(ctx, 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 := p.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[ppioChatResponse](resp.Body, func(event ppioChatResponse) error { if event.Error != nil { return fmt.Errorf("ppio: upstream stream error: %v", event.Error) } if event.Usage.TotalTokens > 0 || event.Usage.PromptTokens > 0 || event.Usage.CompletionTokens > 0 { applyStreamUsage(chatModelConfig, modelUsage, &TokenUsage{ PromptTokens: event.Usage.PromptTokens, CompletionTokens: event.Usage.CompletionTokens, TotalTokens: event.Usage.TotalTokens, }) } if len(event.Choices) == 0 { return nil } choice := event.Choices[0] reasoning := choice.Delta.ReasoningContent if reasoning != "" { if err := sender(nil, &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("ppio: stream ended before [DONE] or finish_reason") } endOfStream := "[DONE]" return sender(&endOfStream, nil) } type ppioModelInfo struct { ID string `json:"id"` } type ppioListModelsResponse struct { Data []ModelListItem `json:"data"` Error interface{} `json:"error"` } func (p *PPIOModel) ListModels(ctx context.Context, apiConfig *APIConfig) ([]ListModelResponse, error) { if err := p.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } url, err := p.endpoint(apiConfig, p.baseModel.URLSuffix.Models) if err != nil { return nil, err } ctx, cancel := context.WithTimeout(ctx, 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 := p.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 ppioListModelsResponse 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("ppio: upstream error: %v", result.Error) } return ParseListModel(ModelList{Models: result.Data}), nil } func (p *PPIOModel) CheckConnection(ctx context.Context, apiConfig *APIConfig) error { _, err := p.ListModels(ctx, apiConfig) return err } type PPIOEmbeddingData struct { EmbeddingData Object string `json:"object"` } type PPIOEmbeddingResponse struct { ID string `json:"id"` Object string `json:"object"` Data []PPIOEmbeddingData `json:"data"` Usage struct { PromptTokens int `json:"prompt_tokens"` TotalTokens int `json:"total_tokens"` } `json:"usage"` } func (p *PPIOModel) Embed(ctx context.Context, modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig, modelUsage *common.ModelUsage) ([]EmbeddingData, error) { if err := p.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 := p.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, p.baseModel.URLSuffix.Embedding) reqBody := map[string]interface{}{ "model": *modelName, "input": texts, "encoding_format": "float", } if embeddingConfig != nil && embeddingConfig.EncodingFormat != "" { reqBody["encoding_format"] = embeddingConfig.EncodingFormat } jsonData, err := json.Marshal(reqBody) if err != nil { return nil, fmt.Errorf("failed to marshal request: %w", err) } ctx, cancel := context.WithTimeout(ctx, 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 := p.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("PPIO embeddings API error: %s, body: %s", resp.Status, string(body)) } var parsed PPIOEmbeddingResponse 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("ppio: response index %d out of range for %d inputs", item.Index, len(texts)) } if filled[item.Index] { return nil, fmt.Errorf("ppio: 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("ppio: missing embedding for input index %d", i) } } recordResponseUsage(modelUsage, parsed.ID, &TokenUsage{ PromptTokens: parsed.Usage.PromptTokens, TotalTokens: parsed.Usage.TotalTokens, }, "embedding") return embeddings, nil } func (p *PPIOModel) Rerank(ctx context.Context, modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig, modelUsage *common.ModelUsage) (*RerankResponse, error) { if err := p.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") } resolvedBaseURL, err := p.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", strings.TrimSuffix(resolvedBaseURL, "/"), p.baseModel.URLSuffix.Rerank) topN := len(documents) if rerankConfig != nil && rerankConfig.TopN > 0 { topN = rerankConfig.TopN } reqBody := map[string]any{ "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(ctx, 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 := p.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("PPIO rerank API error: status %d, body: %s", resp.StatusCode, string(body)) } var rerankResp struct { ID string `json:"id"` Results []struct { Index int `json:"index"` RelevanceScore float64 `json:"relevance_score"` } `json:"results"` Usage struct { CompletionTokens int `json:"completion_tokens"` PromptTokens int `json:"prompt_tokens"` TotalTokens int `json:"total_tokens"` } `json:"usage"` } 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) } recordResponseUsage(modelUsage, rerankResp.ID, &TokenUsage{ PromptTokens: rerankResp.Usage.PromptTokens, CompletionTokens: rerankResp.Usage.CompletionTokens, TotalTokens: rerankResp.Usage.TotalTokens, }, "rerank") return &rerankResponse, nil } func (p *PPIOModel) Balance(ctx context.Context, apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("%s, no such method", p.Name()) } func (p *PPIOModel) TranscribeAudio(ctx context.Context, modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, modelUsage *common.ModelUsage) (*ASRResponse, error) { return nil, fmt.Errorf("%s, no such method", p.Name()) } func (p *PPIOModel) TranscribeAudioWithSender(ctx context.Context, modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", p.Name()) } func (p *PPIOModel) AudioSpeech(ctx context.Context, modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, modelUsage *common.ModelUsage) (*TTSResponse, error) { return nil, fmt.Errorf("%s, no such method", p.Name()) } func (p *PPIOModel) AudioSpeechWithSender(ctx context.Context, modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", p.Name()) } func (p *PPIOModel) OCRFile(ctx context.Context, modelName *string, content []byte, url *string, apiConfig *APIConfig, ocrConfig *OCRConfig, modelUsage *common.ModelUsage) (*OCRFileResponse, error) { return nil, fmt.Errorf("%s, no such method", p.Name()) } func (p *PPIOModel) ParseFile(ctx context.Context, modelName *string, content []byte, url *string, apiConfig *APIConfig, parseFileConfig *ParseFileConfig, modelUsage *common.ModelUsage) (*ParseFileResponse, error) { return nil, fmt.Errorf("%s, no such method", p.Name()) } func (p *PPIOModel) ListTasks(ctx context.Context, apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s, no such method", p.Name()) } func (p *PPIOModel) ShowTask(ctx context.Context, taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s, no such method", p.Name()) }