mirror of
https://github.com/infiniflow/ragflow.git
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Feat: OpenAI-API-Compatible (#17276)
This commit is contained in:
13
conf/models/openai-api-compatible.json
Normal file
13
conf/models/openai-api-compatible.json
Normal file
@@ -0,0 +1,13 @@
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{
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"name": "OpenAI-API-Compatible",
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"rank": 985,
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"url_suffix": {
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"chat": "chat/completions",
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"models": "models",
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"embedding": "embeddings",
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"asr": "audio/transcriptions",
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"tts": "audio/speech"
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},
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"class": "local",
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"models": []
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}
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@@ -55,6 +55,8 @@ func (f *ModelFactory) CreateModelDriver(providerName string, baseURL map[string
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return NewVolcEngine(baseURL, urlSuffix), nil
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case "vllm":
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return NewVllmModel(baseURL, urlSuffix), nil
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case "openai-api-compatible":
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return NewOpenAIAPICompatibleModel(baseURL, urlSuffix), nil
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case "xai":
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return NewXAIModel(baseURL, urlSuffix), nil
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case "lm-studio":
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341
internal/entity/models/openai_api_compatible.go
Normal file
341
internal/entity/models/openai_api_compatible.go
Normal file
@@ -0,0 +1,341 @@
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//
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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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"mime/multipart"
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"net/http"
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"os"
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"path/filepath"
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"strings"
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"ragflow/internal/common"
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)
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// OpenAIAPICompatibleModel implements ModelDriver for any OpenAI-API-compatible
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// provider. It reuses VllmModel's implementation via struct embedding, matching
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// the Python backend where OpenAI-API-Compatible and VLLM share the same
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// OpenAIAPIChat class.
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type OpenAIAPICompatibleModel struct {
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*VllmModel
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}
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// NewOpenAIAPICompatibleModel creates a new OpenAI-API-Compatible model instance
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func NewOpenAIAPICompatibleModel(baseURL map[string]string, urlSuffix URLSuffix) *OpenAIAPICompatibleModel {
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return &OpenAIAPICompatibleModel{
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VllmModel: NewVllmModel(baseURL, urlSuffix),
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}
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}
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// Name returns the provider identifier
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func (m *OpenAIAPICompatibleModel) Name() string {
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return "OpenAI-API-Compatible"
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}
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// NewInstance creates a new instance with the given baseURL, returning the
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// same OpenAIAPICompatibleModel type.
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func (m *OpenAIAPICompatibleModel) NewInstance(baseURL map[string]string) ModelDriver {
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return NewOpenAIAPICompatibleModel(baseURL, m.baseModel.URLSuffix)
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}
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// ListModels overrides VllmModel.ListModels to apply hint-based model type
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// inference and filter out models whose types cannot be mapped to any known
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// RAGFlow LLM type (e.g. image-generation-only models).
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func (m *OpenAIAPICompatibleModel) ListModels(ctx context.Context, apiConfig *APIConfig) ([]ListModelResponse, error) {
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models, err := m.VllmModel.ListModels(ctx, apiConfig)
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if err != nil {
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return nil, err
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}
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filtered := make([]ListModelResponse, 0, len(models))
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for _, model := range models {
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inferred := InferModelTypes(model.Name)
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if len(inferred) == 0 {
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continue
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}
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model.ModelTypes = inferred
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filtered = append(filtered, model)
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}
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return filtered, nil
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}
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// Hint keywords for model type inference, matching Python's
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// OpenAIAPICompatible class-level hint constants.
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var (
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embeddingHints = []string{"embed", "embedding", "bge"}
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rerankHints = []string{"rerank", "reranker"}
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asrHints = []string{"asr", "stt", "transcribe", "transcriber", "whisper"}
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ttsHints = []string{"tts", "text-to-speech"}
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visionHints = []string{
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"vl", "vision", "llava", "internvl", "minicpm-v",
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"gpt-4o", "glm-4v", "qvq", "qwen-vl", "pixtral",
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}
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ocrHints = []string{"ocr"}
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)
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// containsHint checks whether modelName (lowercased) contains any of the
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// given hint substrings.
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func containsHint(modelName string, hints []string) bool {
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for _, hint := range hints {
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if strings.Contains(modelName, hint) {
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return true
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}
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}
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return false
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}
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// InferModelTypes derives RAGFlow LLM model types from the model name using
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// keyword heuristics, covering all seven supported types: chat, embedding,
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// rerank, asr, tts, ocr, and vision (always combined with chat).
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func InferModelTypes(modelName string) []string {
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lower := strings.ToLower(modelName)
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if containsHint(lower, rerankHints) {
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return []string{"rerank"}
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}
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if containsHint(lower, embeddingHints) {
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return []string{"embedding"}
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}
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if containsHint(lower, asrHints) {
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return []string{"asr"}
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}
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if containsHint(lower, ttsHints) {
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return []string{"tts"}
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}
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if containsHint(lower, ocrHints) {
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return []string{"ocr"}
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}
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types := []string{"chat"}
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if containsHint(lower, visionHints) {
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types = append(types, "vision")
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}
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return types
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}
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// ttsVoiceForModel maps model names to appropriate TTS voices for
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// OpenAI-compatible providers (e.g. SiliconFlow). Returns "alloy" as
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// the generic fallback.
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func ttsVoiceForModel(modelName string) string {
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lower := strings.ToLower(modelName)
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switch {
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case strings.Contains(lower, "cosyvoice"):
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return modelName + ":anna"
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case strings.Contains(lower, "fishaudio") || strings.Contains(lower, "fish-speech"):
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return "alex"
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case strings.Contains(lower, "chattts"):
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return "alex"
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case strings.Contains(lower, "gpt-sovits"):
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return "alex"
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case strings.Contains(lower, "bert-vits2"):
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return "alex"
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default:
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return "alloy"
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}
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}
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// AudioSpeech converts text to speech via the OpenAI-compatible
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// POST /v1/audio/speech endpoint. It does not require a voice parameter,
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// matching the behaviour of many OpenAI-compatible gateway providers (e.g.
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// SiliconFlow) where voice is optional or provider-specific.
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func (m *OpenAIAPICompatibleModel) AudioSpeech(ctx context.Context, modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, modelUsage *common.ModelUsage) (*TTSResponse, error) {
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if err := m.baseModel.APIConfigCheck(apiConfig); err != nil {
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return nil, err
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}
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if modelName == nil || *modelName == "" {
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return nil, fmt.Errorf("model name is required")
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}
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if audioContent == nil || *audioContent == "" {
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return nil, fmt.Errorf("audio content is empty")
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}
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if strings.TrimSpace(m.baseModel.URLSuffix.TTS) == "" {
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return nil, fmt.Errorf("%s TTS URL suffix is not configured", m.Name())
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}
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reqCtx, cancel := context.WithTimeout(ctx, nonStreamCallTimeout)
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defer cancel()
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resolvedBaseURL, err := m.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", strings.TrimSuffix(resolvedBaseURL, "/"), strings.TrimPrefix(m.baseModel.URLSuffix.TTS, "/"))
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reqBody := map[string]interface{}{
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"model": *modelName,
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"input": *audioContent,
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"voice": ttsVoiceForModel(*modelName),
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}
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if ttsConfig != nil {
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if ttsConfig.Format != "" {
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reqBody["response_format"] = ttsConfig.Format
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}
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if ttsConfig.Params != nil {
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for key, value := range ttsConfig.Params {
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reqBody[key] = value
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}
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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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req, err := http.NewRequestWithContext(reqCtx, "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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if auth := BearerAuth(apiConfig); auth != "" {
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req.Header.Set("Authorization", auth)
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}
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resp, err := m.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 body: %w", err)
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}
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if resp.StatusCode != http.StatusOK {
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return nil, fmt.Errorf("%s TTS API error: %s, body: %s", m.Name(), resp.Status, string(body))
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}
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return &TTSResponse{Audio: body}, nil
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}
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// AudioSpeechWithSender streams text-to-speech audio chunks. This stub is
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// intentionally not implemented; the non-streaming AudioSpeech suffices for
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// connection verification and the streaming path is not currently required
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// for OpenAI-API-Compatible providers.
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func (m *OpenAIAPICompatibleModel) AudioSpeechWithSender(ctx context.Context, modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error {
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return fmt.Errorf("%s audio speech streaming not implemented", m.Name())
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}
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// TranscribeAudio sends an audio file for speech-to-text transcription via
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// the OpenAI-compatible POST /v1/audio/transcriptions endpoint (multipart).
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func (m *OpenAIAPICompatibleModel) TranscribeAudio(ctx context.Context, modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, modelUsage *common.ModelUsage) (*ASRResponse, error) {
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if err := m.baseModel.APIConfigCheck(apiConfig); err != nil {
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return nil, err
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}
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if modelName == nil || *modelName == "" {
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return nil, fmt.Errorf("model name is required")
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}
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if file == nil || *file == "" {
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return nil, fmt.Errorf("file is missing")
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}
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if strings.TrimSpace(m.baseModel.URLSuffix.ASR) == "" {
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return nil, fmt.Errorf("%s ASR URL suffix is not configured", m.Name())
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}
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reqCtx, cancel := context.WithTimeout(ctx, nonStreamCallTimeout)
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defer cancel()
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resolvedBaseURL, err := m.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", strings.TrimSuffix(resolvedBaseURL, "/"), strings.TrimPrefix(m.baseModel.URLSuffix.ASR, "/"))
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var body bytes.Buffer
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writer := multipart.NewWriter(&body)
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audioFile, err := os.Open(*file)
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if err != nil {
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return nil, fmt.Errorf("failed to open audio file: %w", err)
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}
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defer audioFile.Close()
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part, err := writer.CreateFormFile("file", filepath.Base(*file))
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if err != nil {
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return nil, fmt.Errorf("failed to create multipart file: %w", err)
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}
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if _, err = io.Copy(part, audioFile); err != nil {
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return nil, fmt.Errorf("failed to copy audio data: %w", err)
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}
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if err = writer.WriteField("model", *modelName); err != nil {
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return nil, fmt.Errorf("failed to write model field: %w", err)
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}
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if asrConfig != nil && asrConfig.Params != nil {
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for key, value := range asrConfig.Params {
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strVal := fmt.Sprintf("%v", value)
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if err = writer.WriteField(key, strVal); err != nil {
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return nil, fmt.Errorf("failed to write field %s: %w", key, err)
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}
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}
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}
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if err = writer.Close(); err != nil {
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return nil, fmt.Errorf("failed to close multipart writer: %w", err)
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}
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req, err := http.NewRequestWithContext(reqCtx, "POST", url, &body)
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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", writer.FormDataContentType())
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if auth := BearerAuth(apiConfig); auth != "" {
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req.Header.Set("Authorization", auth)
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}
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resp, err := m.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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respBody, err := io.ReadAll(resp.Body)
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if err != nil {
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return nil, fmt.Errorf("failed to read response body: %w", err)
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}
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if resp.StatusCode != http.StatusOK {
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return nil, fmt.Errorf("%s ASR API error: %s, body: %s", m.Name(), resp.Status, string(respBody))
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}
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var result struct {
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Text string `json:"text"`
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}
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if err := json.Unmarshal(respBody, &result); err != nil {
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return nil, fmt.Errorf("failed to unmarshal response: %w, body=%s", err, string(respBody))
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}
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return &ASRResponse{Text: result.Text}, nil
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}
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// TranscribeAudioWithSender streams ASR transcription. This stub is
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// intentionally not implemented; the non-streaming TranscribeAudio suffices
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// for connection verification.
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func (m *OpenAIAPICompatibleModel) TranscribeAudioWithSender(ctx context.Context, modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error {
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return fmt.Errorf("%s ASR streaming not implemented", m.Name())
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}
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@@ -24,6 +24,7 @@ import (
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"ragflow/internal/dao"
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"ragflow/internal/entity/models"
|
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"ragflow/internal/service"
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"sort"
|
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"strings"
|
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"time"
|
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@@ -147,12 +148,73 @@ func (h *ProviderHandler) ListModels(c *gin.Context) {
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common.ResponseWithHttpCodeData(c, http.StatusBadRequest, 400, nil, "Provider name is required")
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return
|
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}
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providerModels, err := dao.GetModelProviderManager().ListModels(providerName)
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if err != nil {
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common.ErrorWithCode(c, common.CodeNotFound, err.Error())
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// 1. Get static models from config (may be nil when models list is empty)
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staticModels, _ := dao.GetModelProviderManager().ListModels(providerName)
|
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if staticModels == nil {
|
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staticModels = []map[string]interface{}{}
|
||||
}
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||||
|
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// 2. Attempt live API fetch when api_key and base_url are provided
|
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apiKey := c.Query("api_key")
|
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baseURL := c.Query("base_url")
|
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var remoteModels []map[string]interface{}
|
||||
|
||||
if apiKey != "" && baseURL != "" {
|
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providerInfo := dao.GetModelProviderManager().FindProvider(providerName)
|
||||
if providerInfo != nil && providerInfo.ModelDriver != nil {
|
||||
region := "default"
|
||||
baseURLByRegion := map[string]string{region: baseURL}
|
||||
driver := providerInfo.ModelDriver.NewInstance(baseURLByRegion)
|
||||
if driver != nil {
|
||||
apiConfig := &models.APIConfig{
|
||||
ApiKey: &apiKey,
|
||||
Region: ®ion,
|
||||
}
|
||||
if liveModels, err := driver.ListModels(c.Request.Context(), apiConfig); err == nil {
|
||||
for _, m := range liveModels {
|
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remoteModels = append(remoteModels, map[string]interface{}{
|
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"name": m.Name,
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"model_types": m.ModelTypes,
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||||
"max_tokens": m.MaxTokens,
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||||
})
|
||||
}
|
||||
}
|
||||
}
|
||||
}
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||||
}
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||||
|
||||
// 3. Both empty — return empty success
|
||||
if len(staticModels) == 0 && len(remoteModels) == 0 {
|
||||
common.SuccessWithData(c, []map[string]interface{}{}, "success")
|
||||
return
|
||||
}
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||||
common.SuccessWithData(c, providerModels, "success")
|
||||
|
||||
// 4. Merge: static as base, remote overrides on name conflicts
|
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merged := make(map[string]map[string]interface{})
|
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for _, m := range staticModels {
|
||||
if name, ok := m["name"].(string); ok {
|
||||
merged[name] = m
|
||||
}
|
||||
}
|
||||
for _, m := range remoteModels {
|
||||
if name, ok := m["name"].(string); ok {
|
||||
merged[name] = m
|
||||
}
|
||||
}
|
||||
|
||||
// 5. Sort by name
|
||||
result := make([]map[string]interface{}, 0, len(merged))
|
||||
for _, m := range merged {
|
||||
result = append(result, m)
|
||||
}
|
||||
sort.Slice(result, func(i, j int) bool {
|
||||
ni, _ := result[i]["name"].(string)
|
||||
nj, _ := result[j]["name"].(string)
|
||||
return ni < nj
|
||||
})
|
||||
|
||||
common.SuccessWithData(c, result, "success")
|
||||
}
|
||||
|
||||
func (h *ProviderHandler) ShowModel(c *gin.Context) {
|
||||
@@ -304,7 +366,7 @@ func (h *ProviderHandler) CheckConnection(c *gin.Context) {
|
||||
}
|
||||
|
||||
userID := c.GetString("user_id")
|
||||
errCode, err := h.modelProviderService.CheckConnection(ctx, providerName, req.APIKey, req.Region, req.BaseURL, req.InstanceID, userID, service.ListModelNames(req.ModelInfo))
|
||||
errCode, err := h.modelProviderService.CheckConnection(ctx, providerName, req.APIKey, req.Region, req.BaseURL, req.InstanceID, userID, req.ModelInfo)
|
||||
if err != nil {
|
||||
common.ErrorWithCode(c, errCode, err.Error())
|
||||
return
|
||||
|
||||
@@ -158,16 +158,6 @@ type CheckConnectionModelInfo struct {
|
||||
Extra map[string]interface{} `json:"extra"`
|
||||
}
|
||||
|
||||
func ListModelNames(modelInfo []CheckConnectionModelInfo) []string {
|
||||
names := make([]string, 0, len(modelInfo))
|
||||
for _, mi := range modelInfo {
|
||||
if mi.ModelName != "" {
|
||||
names = append(names, mi.ModelName)
|
||||
}
|
||||
}
|
||||
return names
|
||||
}
|
||||
|
||||
type CheckConnectionRequest struct {
|
||||
APIKey string `json:"api_key"`
|
||||
Region string `json:"region"`
|
||||
@@ -871,7 +861,7 @@ func (m *ModelProviderService) ShowInstanceBalance(ctx context.Context, provider
|
||||
return result, common.CodeSuccess, nil
|
||||
}
|
||||
|
||||
func (m *ModelProviderService) CheckConnection(ctx context.Context, providerName, apiKey, region, baseURL, instanceID, userID string, modelInfo []string) (common.ErrorCode, error) {
|
||||
func (m *ModelProviderService) CheckConnection(ctx context.Context, providerName, apiKey, region, baseURL, instanceID, userID string, modelInfo []CheckConnectionModelInfo) (common.ErrorCode, error) {
|
||||
providerInfo := dao.GetModelProviderManager().FindProvider(providerName)
|
||||
if providerInfo == nil {
|
||||
return common.CodeServerError, fmt.Errorf("provider %s not found", providerName)
|
||||
@@ -976,26 +966,38 @@ func (m *ModelProviderService) updateModelVerifyResults(userID, providerName, in
|
||||
}
|
||||
|
||||
// verifyProviderModel mirrors Python verify_api_key's model-level verification.
|
||||
// It tries each model registered for the provider in the factory JSON config
|
||||
// and returns a map of modelName → verify status ("success"/"fail") so the
|
||||
// caller can persist the results to the database. A nil error means at least
|
||||
// one model passed verification.
|
||||
func verifyProviderModel(ctx context.Context, driver modelModule.ModelDriver, providerModels []*modelModule.Model, apiConfig *modelModule.APIConfig, modelInfo []string) (map[string]string, error) {
|
||||
// It tries each model and returns a map of modelName → verify status
|
||||
// ("success"/"fail") so the caller can persist the results to the database.
|
||||
// A nil error means at least one model passed verification.
|
||||
//
|
||||
// When modelInfo is provided (non-empty), it is used directly as the source of
|
||||
// models to verify — each entry carries model_name and model_type ([]string).
|
||||
// When modelInfo is empty, the function falls back to the provider's static
|
||||
// model catalog (providerModels).
|
||||
func verifyProviderModel(ctx context.Context, driver modelModule.ModelDriver, providerModels []*modelModule.Model, apiConfig *modelModule.APIConfig, modelInfo []CheckConnectionModelInfo) (map[string]string, error) {
|
||||
modelVerifyResult := make(map[string]string)
|
||||
|
||||
// Determine which models to verify: prefer the caller-supplied modelInfo
|
||||
// list; fall back to the full provider model catalog.
|
||||
// list; fall back to the full provider model catalog. Mirrors Python’s
|
||||
// verify_api_key ll. 656–671.
|
||||
var modelsToVerify []*modelModule.Model
|
||||
if len(modelInfo) > 0 {
|
||||
providerModelMap := make(map[string]*modelModule.Model, len(providerModels))
|
||||
for _, m := range providerModels {
|
||||
providerModelMap[m.Name] = m
|
||||
}
|
||||
for _, name := range modelInfo {
|
||||
name = strings.TrimSpace(name)
|
||||
if m, ok := providerModelMap[name]; ok {
|
||||
modelsToVerify = append(modelsToVerify, m)
|
||||
for _, mi := range modelInfo {
|
||||
modelName := strings.TrimSpace(mi.ModelName)
|
||||
if modelName == "" {
|
||||
continue
|
||||
}
|
||||
modelTypes := mi.ModelTypes
|
||||
if len(modelTypes) == 0 {
|
||||
// When the caller didn't supply model types, infer them from the
|
||||
// model name using the same hint heuristics as Python's
|
||||
// OpenAIAPICompatible._infer_model_types.
|
||||
modelTypes = modelModule.InferModelTypes(modelName)
|
||||
}
|
||||
modelsToVerify = append(modelsToVerify, &modelModule.Model{
|
||||
Name: modelName,
|
||||
ModelTypes: modelTypes,
|
||||
})
|
||||
}
|
||||
} else {
|
||||
modelsToVerify = providerModels
|
||||
|
||||
Reference in New Issue
Block a user