mirror of
https://github.com/infiniflow/ragflow.git
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daa3811165
### What problem does this PR solve? The Go model-driver layer () has ~38,700 lines across 109 files. Roughly 74% of that is boilerplate duplicated into every driver: identical HTTP client setup, the same 65-line SSE scanner loop, and 10-11 one-line "not supported" stub methods per driver. Any fix must be manually propagated to every file. Closes #15820. This PR establishes the three shared utility files that form the foundation for incremental driver migration: --- ### Type of change - [x] New Feature (non-breaking change which adds functionality) - [x] Refactoring --------- Co-authored-by: Haruko386 <tryeverypossible@163.com>
601 lines
17 KiB
Go
601 lines
17 KiB
Go
//
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// Copyright 2026 The InfiniFlow Authors. All Rights Reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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//
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package models
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import (
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"bytes"
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"context"
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"encoding/json"
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"fmt"
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"io"
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"net/http"
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"strings"
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)
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// AstraflowModel implements ModelDriver for Astraflow (UCloud
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// ModelVerse). Astraflow is a SaaS, OpenAI-compatible inference
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// gateway hosting Anthropic, OpenAI, Qwen, DeepSeek, Kimi, GLM,
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// MiniMax, and Gemini families behind a single Bearer-token API at
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// https://api-us-ca.umodelverse.ai/v1. Reference docs:
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// https://astraflow.ucloud.cn/reference/modelverse.
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//
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// Wire shape matches the OpenAI convention exactly:
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// - POST /v1/chat/completions with {model, messages, stream, ...}
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// - GET /v1/models for the catalog
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// - Authorization: Bearer <api-key> on every call
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// - SSE response with `data:` lines and a [DONE] terminator
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//
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// Reasoning models surface chain-of-thought in `reasoning_content`
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// (OpenAI o-series shape), so the same handling as LongCat /
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// DeepSeek-R1 applies and there's no need for an inline <think>...
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// extractor like Novita's.
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type AstraflowModel struct {
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baseModel BaseModel
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}
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// NewAstraflowModel creates a new Astraflow model instance.
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func NewAstraflowModel(baseURL map[string]string, urlSuffix URLSuffix) *AstraflowModel {
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return &AstraflowModel{
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baseModel: BaseModel{
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BaseURL: baseURL,
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URLSuffix: urlSuffix,
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httpClient: NewDriverHTTPClient(),
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},
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}
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}
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func (a *AstraflowModel) NewInstance(baseURL map[string]string) ModelDriver {
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return NewAstraflowModel(baseURL, a.baseModel.URLSuffix)
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}
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func (a *AstraflowModel) Name() string {
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return "astraflow"
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}
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// ChatWithMessages sends a non-streaming chat request
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func (a *AstraflowModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) {
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if err := a.baseModel.APIConfigCheck(apiConfig); err != nil {
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return nil, err
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}
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if len(messages) == 0 {
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return nil, fmt.Errorf("messages is empty")
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}
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baseURL, err := a.baseModel.GetBaseURL(apiConfig)
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if err != nil {
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return nil, err
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}
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baseURL = strings.TrimSuffix(baseURL, "/")
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url := fmt.Sprintf("%s/%s", baseURL, a.baseModel.URLSuffix.Chat)
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apiMessages := make([]map[string]interface{}, len(messages))
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for i, msg := range messages {
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apiMessages[i] = map[string]interface{}{
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"role": msg.Role,
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"content": msg.Content,
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}
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}
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reqBody := map[string]interface{}{
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"model": modelName,
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"messages": apiMessages,
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"stream": false,
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}
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if chatModelConfig != nil {
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if chatModelConfig.MaxTokens != nil {
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reqBody["max_tokens"] = *chatModelConfig.MaxTokens
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}
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if chatModelConfig.Temperature != nil {
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reqBody["temperature"] = *chatModelConfig.Temperature
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}
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if chatModelConfig.TopP != nil {
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reqBody["top_p"] = *chatModelConfig.TopP
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}
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if chatModelConfig.Stop != nil {
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reqBody["stop"] = *chatModelConfig.Stop
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}
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}
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jsonData, err := json.Marshal(reqBody)
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if err != nil {
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return nil, fmt.Errorf("failed to marshal request: %w", err)
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}
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ctx, cancel := context.WithTimeout(context.Background(), nonStreamCallTimeout)
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defer cancel()
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req, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewBuffer(jsonData))
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if err != nil {
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return nil, fmt.Errorf("failed to create request: %w", err)
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}
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req.Header.Set("Content-Type", "application/json")
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req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
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resp, err := a.baseModel.httpClient.Do(req)
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if err != nil {
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return nil, fmt.Errorf("failed to send request: %w", err)
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}
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defer resp.Body.Close()
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body, err := io.ReadAll(resp.Body)
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if err != nil {
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return nil, fmt.Errorf("failed to read response: %w", err)
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}
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if resp.StatusCode != http.StatusOK {
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return nil, fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body))
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}
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var result map[string]interface{}
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if err = json.Unmarshal(body, &result); err != nil {
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return nil, fmt.Errorf("failed to parse response: %w", err)
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}
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choices, ok := result["choices"].([]interface{})
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if !ok || len(choices) == 0 {
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return nil, fmt.Errorf("no choices in response")
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}
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firstChoice, ok := choices[0].(map[string]interface{})
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if !ok {
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return nil, fmt.Errorf("invalid choice format")
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}
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messageMap, ok := firstChoice["message"].(map[string]interface{})
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if !ok {
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return nil, fmt.Errorf("invalid message format")
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}
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content, ok := messageMap["content"].(string)
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if !ok {
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return nil, fmt.Errorf("invalid content format")
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}
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reasonContent := ""
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if r, ok := messageMap["reasoning_content"].(string); ok {
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reasonContent = r
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}
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return &ChatResponse{
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Answer: &content,
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ReasonContent: &reasonContent,
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}, nil
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}
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// ChatStreamlyWithSender opens the SSE chat-completions
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func (a *AstraflowModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, sender func(*string, *string) error) error {
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if err := a.baseModel.APIConfigCheck(apiConfig); err != nil {
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return err
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}
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if sender == nil {
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return fmt.Errorf("sender is required")
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}
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if len(messages) == 0 {
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return fmt.Errorf("messages is empty")
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}
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baseURL, err := a.baseModel.GetBaseURL(apiConfig)
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if err != nil {
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return err
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}
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baseURL = strings.TrimSuffix(baseURL, "/")
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url := fmt.Sprintf("%s/%s", baseURL, a.baseModel.URLSuffix.Chat)
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apiMessages := make([]map[string]interface{}, len(messages))
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for i, msg := range messages {
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apiMessages[i] = map[string]interface{}{
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"role": msg.Role,
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"content": msg.Content,
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}
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}
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reqBody := map[string]interface{}{
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"model": modelName,
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"messages": apiMessages,
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"stream": true,
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}
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if chatModelConfig != nil {
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if chatModelConfig.Stream != nil && !*chatModelConfig.Stream {
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return fmt.Errorf("stream must be true in ChatStreamlyWithSender")
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}
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if chatModelConfig.MaxTokens != nil {
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reqBody["max_tokens"] = *chatModelConfig.MaxTokens
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}
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if chatModelConfig.Temperature != nil {
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reqBody["temperature"] = *chatModelConfig.Temperature
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}
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if chatModelConfig.TopP != nil {
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reqBody["top_p"] = *chatModelConfig.TopP
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}
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if chatModelConfig.Stop != nil {
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reqBody["stop"] = *chatModelConfig.Stop
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}
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}
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jsonData, err := json.Marshal(reqBody)
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if err != nil {
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return fmt.Errorf("failed to marshal request: %w", err)
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}
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// SSE is long-lived; rely on the transport's ResponseHeaderTimeout
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// to cap connection-establishment instead of a hard deadline.
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req, err := http.NewRequestWithContext(context.Background(), "POST", url, bytes.NewBuffer(jsonData))
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if err != nil {
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return fmt.Errorf("failed to create request: %w", err)
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}
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req.Header.Set("Content-Type", "application/json")
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req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
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resp, err := a.baseModel.httpClient.Do(req)
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if err != nil {
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return fmt.Errorf("failed to send request: %w", err)
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}
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defer resp.Body.Close()
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if resp.StatusCode != http.StatusOK {
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body, _ := io.ReadAll(resp.Body)
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return fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body))
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}
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sawTerminal := false
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done, err := ParseSSEStream[map[string]interface{}](resp.Body, func(event map[string]interface{}) error {
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if apiErr, ok := event["error"]; ok {
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return fmt.Errorf("astraflow: upstream stream error: %v", apiErr)
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}
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choices, ok := event["choices"].([]interface{})
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if !ok || len(choices) == 0 {
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return nil
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}
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firstChoice, ok := choices[0].(map[string]interface{})
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if !ok {
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return nil
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}
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if delta, ok := firstChoice["delta"].(map[string]interface{}); ok {
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if r, ok := delta["reasoning_content"].(string); ok && r != "" {
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rr := r
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if err := sender(nil, &rr); err != nil {
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return err
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}
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}
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if c, ok := delta["content"].(string); ok && c != "" {
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cc := c
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if err := sender(&cc, nil); err != nil {
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return err
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}
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}
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}
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if finish, ok := firstChoice["finish_reason"].(string); ok && finish != "" {
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sawTerminal = true
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}
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return nil
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})
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if err != nil {
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return fmt.Errorf("failed to scan response body: %w", err)
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}
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if !done && !sawTerminal {
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return fmt.Errorf("astraflow: stream ended before [DONE] or finish_reason")
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}
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endOfStream := "[DONE]"
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if err := sender(&endOfStream, nil); err != nil {
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return err
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}
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return nil
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}
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func (a *AstraflowModel) ListModels(apiConfig *APIConfig) ([]ListModelResponse, error) {
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if err := a.baseModel.APIConfigCheck(apiConfig); err != nil {
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return nil, err
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}
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baseURL, err := a.baseModel.GetBaseURL(apiConfig)
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if err != nil {
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return nil, err
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}
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baseURL = strings.TrimSuffix(baseURL, "/")
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url := fmt.Sprintf("%s/%s", baseURL, a.baseModel.URLSuffix.Models)
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ctx, cancel := context.WithTimeout(context.Background(), nonStreamCallTimeout)
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defer cancel()
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req, err := http.NewRequestWithContext(ctx, "GET", url, nil)
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if err != nil {
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return nil, fmt.Errorf("failed to create request: %w", err)
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}
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req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
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resp, err := a.baseModel.httpClient.Do(req)
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if err != nil {
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return nil, fmt.Errorf("failed to send request: %w", err)
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}
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defer resp.Body.Close()
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body, err := io.ReadAll(resp.Body)
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if err != nil {
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return nil, fmt.Errorf("failed to read response: %w", err)
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}
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if resp.StatusCode != http.StatusOK {
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return nil, fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body))
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}
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// Parse response
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var modelList ModelList
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if err = json.Unmarshal(body, &modelList); err != nil {
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return nil, fmt.Errorf("failed to parse response: %w", err)
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}
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if modelList.Models == nil {
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return nil, fmt.Errorf("invalid models list format")
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}
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return ParseListModel(modelList), nil
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}
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func (a *AstraflowModel) CheckConnection(apiConfig *APIConfig) error {
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_, err := a.ListModels(apiConfig)
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return err
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}
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func (a *AstraflowModel) Embed(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([]EmbeddingData, error) {
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if err := a.baseModel.APIConfigCheck(apiConfig); err != nil {
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return nil, err
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}
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if len(texts) == 0 {
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return []EmbeddingData{}, nil
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}
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resolvedBaseURL, err := a.baseModel.GetBaseURL(apiConfig)
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if err != nil {
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return nil, err
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}
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url := fmt.Sprintf("%s/%s", resolvedBaseURL, a.baseModel.URLSuffix.Embedding)
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reqBody := map[string]interface{}{
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"model": *modelName,
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"input": texts,
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}
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if embeddingConfig != nil && embeddingConfig.Dimension > 0 {
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reqBody["dimensions"] = embeddingConfig.Dimension
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}
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jsonData, err := json.Marshal(reqBody)
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if err != nil {
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return nil, fmt.Errorf("failed to marshal request: %w", err)
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}
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req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
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if err != nil {
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return nil, fmt.Errorf("failed to create request: %w", err)
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}
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req.Header.Set("Content-Type", "application/json")
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req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
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resp, err := a.baseModel.httpClient.Do(req)
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if err != nil {
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return nil, fmt.Errorf("failed to send request: %w", err)
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}
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defer resp.Body.Close()
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body, err := io.ReadAll(resp.Body)
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if err != nil {
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return nil, fmt.Errorf("failed to read response: %w", err)
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}
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if resp.StatusCode != http.StatusOK {
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return nil, fmt.Errorf("Astraflow embedding API error: status %d, body: %s", resp.StatusCode, string(body))
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}
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var parsedResponse struct {
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Data []struct {
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Embedding []float64 `json:"embedding"`
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Index int `json:"index"`
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} `json:"data"`
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}
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if err = json.Unmarshal(body, &parsedResponse); err != nil {
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return nil, fmt.Errorf("failed to decode response: %w", err)
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}
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if len(parsedResponse.Data) == 0 {
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return nil, fmt.Errorf("Astraflow embedding response contains no data: %s", string(body))
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}
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var embeddings []EmbeddingData
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for _, dataElem := range parsedResponse.Data {
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embeddings = append(embeddings, EmbeddingData{
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Embedding: dataElem.Embedding,
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Index: dataElem.Index,
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})
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}
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return embeddings, nil
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}
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func (a *AstraflowModel) Rerank(modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig) (*RerankResponse, error) {
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if err := a.baseModel.APIConfigCheck(apiConfig); err != nil {
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return nil, err
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}
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if len(documents) == 0 {
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return &RerankResponse{}, nil
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}
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resolvedBaseURL, err := a.baseModel.GetBaseURL(apiConfig)
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if err != nil {
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return nil, err
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}
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url := fmt.Sprintf("%s/%s", resolvedBaseURL, a.baseModel.URLSuffix.Rerank)
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var topN = rerankConfig.TopN
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if rerankConfig.TopN != 0 {
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topN = rerankConfig.TopN
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}
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reqBody := map[string]interface{}{
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"model": *modelName,
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"query": query,
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"documents": documents,
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"top_n": topN,
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}
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jsonData, err := json.Marshal(reqBody)
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if err != nil {
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return nil, fmt.Errorf("failed to marshal request: %w", err)
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}
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req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData))
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if err != nil {
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return nil, fmt.Errorf("failed to create request: %w", err)
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}
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req.Header.Set("Content-Type", "application/json")
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req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
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resp, err := a.baseModel.httpClient.Do(req)
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if err != nil {
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return nil, fmt.Errorf("failed to send request: %w", err)
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}
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defer resp.Body.Close()
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body, err := io.ReadAll(resp.Body)
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if err != nil {
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return nil, fmt.Errorf("failed to read response: %w", err)
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}
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if resp.StatusCode != http.StatusOK {
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return nil, fmt.Errorf("Astraflow Rerank API error: status %d, body: %s", resp.StatusCode, string(body))
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}
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var rerankResp struct {
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Results []struct {
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Index int `json:"index"`
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RelevanceScore float64 `json:"relevance_score"`
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} `json:"results"`
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}
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if err = json.Unmarshal(body, &rerankResp); err != nil {
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return nil, fmt.Errorf("failed to decode response: %w", err)
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}
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var rerankResponse RerankResponse
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for _, result := range rerankResp.Results {
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rerankResult := RerankResult{
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Index: result.Index,
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RelevanceScore: result.RelevanceScore,
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}
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rerankResponse.Data = append(rerankResponse.Data, rerankResult)
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}
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return &rerankResponse, nil
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}
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func (a *AstraflowModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) {
|
|
return nil, fmt.Errorf("%s, no such method", a.Name())
|
|
}
|
|
|
|
func (a *AstraflowModel) TranscribeAudio(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig) (*ASRResponse, error) {
|
|
return nil, fmt.Errorf("%s, no such method", a.Name())
|
|
}
|
|
|
|
func (a *AstraflowModel) TranscribeAudioWithSender(modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, sender func(*string, *string) error) error {
|
|
return fmt.Errorf("%s, no such method", a.Name())
|
|
}
|
|
|
|
func (a *AstraflowModel) AudioSpeech(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig) (*TTSResponse, error) {
|
|
if err := a.baseModel.APIConfigCheck(apiConfig); err != nil {
|
|
return nil, err
|
|
}
|
|
|
|
if audioContent == nil || *audioContent == "" {
|
|
return nil, fmt.Errorf("text content is missing")
|
|
}
|
|
|
|
resolvedBaseURL, err := a.baseModel.GetBaseURL(apiConfig)
|
|
if err != nil {
|
|
return nil, err
|
|
}
|
|
url := fmt.Sprintf("%s/%s", resolvedBaseURL, a.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")
|
|
req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
|
|
|
|
resp, err := a.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 (a *AstraflowModel) AudioSpeechWithSender(modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, sender func(*string, *string) error) error {
|
|
return fmt.Errorf("%s, no such method", a.Name())
|
|
}
|
|
|
|
func (a *AstraflowModel) OCRFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, ocrConfig *OCRConfig) (*OCRFileResponse, error) {
|
|
return nil, fmt.Errorf("%s, no such method", a.Name())
|
|
}
|
|
|
|
func (a *AstraflowModel) ParseFile(modelName *string, content []byte, url *string, apiConfig *APIConfig, parseFileConfig *ParseFileConfig) (*ParseFileResponse, error) {
|
|
return nil, fmt.Errorf("%s, no such method", a.Name())
|
|
}
|
|
|
|
func (a *AstraflowModel) ListTasks(apiConfig *APIConfig) ([]ListTaskStatus, error) {
|
|
return nil, fmt.Errorf("%s, no such method", a.Name())
|
|
}
|
|
|
|
func (a *AstraflowModel) ShowTask(taskID string, apiConfig *APIConfig) (*TaskResponse, error) {
|
|
return nil, fmt.Errorf("%s, no such method", a.Name())
|
|
}
|