mirror of
https://github.com/infiniflow/ragflow.git
synced 2026-07-09 21:04:49 +08:00
### What problem does this PR solve?
This PR completes the Baidu Qianfan provider integration in RAGFlow.
**The following functionalities are now supported:**
- [x] Chat / Think Chat / Stream Chat / Stream Think Chat
- [x] Embedding
- [x] Rerank
- [x] Model listing
- [x] Provider connection checking
- [ ] Balance
-----
**Verified examples from the CLI:**
```plaintext
RAGFlow(user)> embed text 'what is rag' 'who are you' with 'embedding-3@test@zhipu-ai' dimension 16;
+-----------+-------+
| dimension | index |
+-----------+-------+
| 16 | 0 |
| 16 | 1 |
+-----------+-------+
RAGFlow(user)> rerank query 'what is rag' document 'rag is retrieval augment generation' 'rag need llm' 'famous rag project includes ragflow' with 'qwen3-reranker-4b@test@baidu' top 2;
+-------+---------------------+
| index | relevance_score |
+-------+---------------------+
| 0 | 0.974821150302887 |
| 1 | 0.14223189651966095 |
| 2 | 0.08632347732782364 |
+-------+---------------------+
RAGFlow(user)> think chat with 'deepseek-v3.2@test@baidu' message 'who r u'
Thinking: Hmm, the user is asking for a simple introduction. This is straightforward – no need for overcomplication.
I should give a clear, friendly response that covers my basic identity as an AI assistant, my purpose, and my capabilities. Keeping it concise but informative is key here.
Mentioning my creator Anthropic adds credibility, and ending with an offer to help invites further interaction. No need for technical details unless the user asks later.
Answer: Hello! I'm an AI assistant created by Anthropic, designed to help with a wide variety of tasks. You can think of me as a helpful digital companion—I can answer questions, assist with writing, help solve problems, provide explanations, and engage in conversation on many topics. I'm here to help with whatever you need! How can I assist you today?
Time: 8.103902
RAGFlow(user)> stream think chat with 'deepseek-v3.2@test@baidu' message 'who r u'
Thinking: mm, the user is asking "who r u" with casual spelling. This is a straightforward identity question. should give a clear, friendly introduction without overcomplicating it. Can start with my core function as an AI assistant, mention my creator, and briefly state my key capabilities. response should be welcoming and invite further interaction since this seems like an introductory question. Keeping it concise but covering the essentials: who I am, what I do, and how I can help.
Answer: ! I am DeepSeek, an AI assistant created by DeepSeek Company. I'm designed to help answer questions, provide information, assist with various tasks, and engage in conversations on a wide range of topics. I'm here to assist you with whatever you need - whether it's answering questions, helping with analysis, writing, coding, or just having a friendly chat!Is there anything specific I can help you with today? 😊
Time: 7.219703
RAGFlow(user)> list supported models from 'baidu' 'test'
+--------------------------------------+
| model_name |
+--------------------------------------+
| ernie-3.5-8k-preview |
| ernie-4.0-8k |
| ernie-4.0-turbo-8k-latest |
| ernie-4.0-turbo-8k-preview |
| ernie-4.0-8k-preview |
| ernie-speed-pro-128k |
| ernie-char-fiction-8k |
| ernie-3.5-8k |
| ernie-3.5-128k |
| ernie-lite-pro-128k |
| ernie-novel-8k |
| ernie-4.0-turbo-8k |
| ernie-4.0-turbo-128k |
| ernie-4.0-8k-latest |
| irag-1.0 |
| ........... |
| glm-5.1 |
| ernie-image-turbo |
| deepseek-v4-pro |
| deepseek-v4-flash |
| ernie-5.1 |
+--------------------------------------+
RAGFlow(user)> check instance 'test' from 'baidu'
SUCCESS
```
Additionally, this PR fixes an incorrect error message typo:
Before:
```go
fmt.Errorf("API requestssss failed with status %d: %s : %s", ...)
```
After:
```go
fmt.Errorf("API request failed with status %d: %s", ...)
```
This PR mainly improves provider compatibility, API completeness, and
runtime stability.
### Type of change
* [x] Bug Fix (non-breaking change which fixes an issue)
* [x] New Feature (non-breaking change which adds functionality)
* [x] Refactoring
654 lines
16 KiB
Go
654 lines
16 KiB
Go
package models
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import (
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"bufio"
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"bytes"
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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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"ragflow/internal/common"
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"strings"
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"time"
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)
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// OpenRouterModel implements ModelDriver for OpenRouter AI
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type OpenRouterModel struct {
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BaseURL map[string]string
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URLSuffix URLSuffix
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httpClient *http.Client
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}
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// NewOpenRouterModel creates a new OpenRouter AI model instance
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func NewOpenRouterModel(baseURL map[string]string, urlSuffix URLSuffix) *OpenRouterModel {
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return &OpenRouterModel{
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BaseURL: baseURL,
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URLSuffix: urlSuffix,
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httpClient: &http.Client{
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Timeout: 120 * time.Second,
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Transport: &http.Transport{
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MaxIdleConns: 10,
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MaxIdleConnsPerHost: 100,
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IdleConnTimeout: 90 * time.Second,
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DisableCompression: false,
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},
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},
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}
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}
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func (o *OpenRouterModel) NewInstance(baseURL map[string]string) ModelDriver {
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return &OpenRouterModel{
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BaseURL: baseURL,
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URLSuffix: o.URLSuffix,
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httpClient: &http.Client{
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Timeout: 120 * time.Second,
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Transport: &http.Transport{
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MaxIdleConns: 10,
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MaxIdleConnsPerHost: 100,
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IdleConnTimeout: 90 * time.Second,
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DisableCompression: false,
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},
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},
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}
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}
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func (o *OpenRouterModel) Name() string {
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return "openrouter"
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}
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func (o *OpenRouterModel) ChatWithMessages(modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) {
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if apiConfig == nil || apiConfig.ApiKey == nil || *apiConfig.ApiKey == "" {
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return nil, fmt.Errorf("api key is nil or empty")
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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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var region = "default"
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if apiConfig.Region != nil && *apiConfig.Region != "" {
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region = *apiConfig.Region
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}
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url := fmt.Sprintf("%s/%s", o.BaseURL[region], o.URLSuffix.Chat)
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// Convert messages to API format
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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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// Build request body
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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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"temperature": 1,
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}
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if chatModelConfig != nil {
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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.MaxTokens != nil {
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reqBody["max_tokens"] = *chatModelConfig.MaxTokens
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}
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if chatModelConfig.Stream != nil {
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reqBody["stream"] = *chatModelConfig.Stream
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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.DoSample != nil {
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reqBody["do_sample"] = *chatModelConfig.DoSample
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}
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reqBody["reasoning"] = map[string]interface{}{
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"effort": "low",
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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.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.Add("Content-Type", "application/json")
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req.Header.Add("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
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resp, err := o.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("failed to send request: %d %s", resp.StatusCode, string(body))
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}
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// Parse response
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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 unmarshal response: %w", err)
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}
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choices, ok := result["choices"].([]interface{})
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if !ok {
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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("no choices in response")
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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("no message in response")
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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("no message in response")
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}
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var reasonContent string
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if chatModelConfig != nil && chatModelConfig.Thinking != nil && *chatModelConfig.Thinking {
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reasonContent, ok = messageMap["reasoning"].(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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if reasonContent != "" && reasonContent[0] == '\n' {
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reasonContent = reasonContent[1:]
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}
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}
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chatResponse := &ChatResponse{
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Answer: &content,
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ReasonContent: &reasonContent,
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}
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return chatResponse, nil
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}
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func (o *OpenRouterModel) ChatStreamlyWithSender(modelName string, messages []Message, apiConfig *APIConfig, modelConfig *ChatConfig, sender func(*string, *string) error) error {
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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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var region = "default"
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if apiConfig != nil && apiConfig.Region != nil && *apiConfig.Region != "" {
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region = *apiConfig.Region
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}
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url := fmt.Sprintf("%s/%s", o.BaseURL[region], o.URLSuffix.Chat)
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modelType := strings.Split(modelName, "_")[0]
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if modelType == "qwen" || modelType == "glm" {
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url = fmt.Sprintf("%s/%s", o.BaseURL[region], o.URLSuffix.AsyncChat)
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}
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// Convert messages to API format
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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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"temperature": 1,
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}
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if modelConfig != nil {
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if modelConfig.Stream != nil {
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reqBody["stream"] = *modelConfig.Stream
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}
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if modelConfig.MaxTokens != nil {
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reqBody["max_tokens"] = *modelConfig.MaxTokens
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}
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if modelConfig.Temperature != nil {
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reqBody["temperature"] = *modelConfig.Temperature
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}
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if modelConfig.DoSample != nil {
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reqBody["do_sample"] = *modelConfig.DoSample
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}
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if modelConfig.TopP != nil {
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reqBody["top_p"] = *modelConfig.TopP
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}
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if modelConfig.Stop != nil {
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reqBody["stop"] = *modelConfig.Stop
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}
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if modelConfig.Thinking != nil {
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if *modelConfig.Thinking {
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reqBody["thinking"] = map[string]interface{}{
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"type": "enabled",
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}
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} else {
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reqBody["thinking"] = map[string]interface{}{
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"type": "disabled",
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}
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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 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 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 := o.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("invalid status code: %d, body: %s", resp.StatusCode, string(body))
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}
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// SSE parsing: read line by line
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scanner := bufio.NewScanner(resp.Body)
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for scanner.Scan() {
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line := scanner.Text()
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common.Info(line)
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// SSE data line starts with "data:"
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if !strings.HasPrefix(line, "data:") {
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continue
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}
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// Extract JSON after "data:"
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data := strings.TrimSpace(line[5:])
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// [DONE] marks the end of stream
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if data == "[DONE]" {
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break
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}
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// Parse the JSON event
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var event map[string]interface{}
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if err = json.Unmarshal([]byte(data), &event); err != nil {
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continue
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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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continue
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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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continue
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}
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delta, ok := firstChoice["delta"].(map[string]interface{})
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if !ok {
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continue
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}
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reasoningContent, ok := delta["reasoning"].(string)
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if ok && reasoningContent != "" {
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if err := sender(nil, &reasoningContent); err != nil {
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return err
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}
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}
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content, ok := delta["content"].(string)
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if ok && content != "" {
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if err := sender(&content, nil); err != nil {
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return err
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}
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}
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finishReason, ok := firstChoice["finish_reason"].(string)
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if ok && finishReason != "" {
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break
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}
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}
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// Send [DONE] marker for OpenAI compatibility
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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 scanner.Err()
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}
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func (o *OpenRouterModel) Encode(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([][]float64, error) {
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if len(texts) == 0 {
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return [][]float64{}, nil
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}
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var region = "default"
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if apiConfig != nil && apiConfig.Region != nil && *apiConfig.Region != "" {
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region = *apiConfig.Region
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}
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url := fmt.Sprintf("%s/%s", o.BaseURL[region], o.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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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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if apiConfig != nil && apiConfig.ApiKey != nil && *apiConfig.ApiKey != "" {
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req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
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}
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resp, err := o.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("OpenRouter embedding API error: status %d, body: %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 decode response: %w", err)
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}
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dataObj, ok := result["data"].([]interface{})
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if !ok || len(dataObj) == 0 {
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return nil, fmt.Errorf("OpenRouter embedding response contains no data: %s", string(body))
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}
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embeddings := make([][]float64, len(texts))
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for _, item := range dataObj {
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dataMap, ok := item.(map[string]interface{})
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if !ok {
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continue
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}
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indexFloat, ok := dataMap["index"].(float64)
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if !ok {
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continue
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}
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index := int(indexFloat)
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if index < 0 || index >= len(texts) {
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continue
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}
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embeddingSlice, ok := dataMap["embedding"].([]interface{})
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if !ok {
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continue
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}
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embedding := make([]float64, len(embeddingSlice))
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for j, v := range embeddingSlice {
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switch val := v.(type) {
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case float64:
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embedding[j] = val
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case float32:
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embedding[j] = float64(val)
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default:
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return nil, fmt.Errorf("unexpected embedding value type")
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}
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}
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embeddings[index] = embedding
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}
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return embeddings, nil
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}
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// OpenRouterRerankRequest OpenRouter official rerank request format
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type OpenRouterRerankRequest struct {
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Model string `json:"model"`
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Query string `json:"query"`
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Documents []string `json:"documents"`
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TopN int `json:"top_n,omitempty"`
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}
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// OpenRouterRerankResponse OpenRouter official rerank response format
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type OpenRouterRerankResponse struct {
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Model string `json:"model"`
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ID string `json:"id"`
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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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Document *struct {
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Text string `json:"text"`
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} `json:"document,omitempty"`
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} `json:"results"`
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}
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func (o *OpenRouterModel) Rerank(modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig) (*RerankResponse, error) {
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if len(documents) == 0 {
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return &RerankResponse{}, nil
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}
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var region = "default"
|
|
if apiConfig != nil && apiConfig.Region != nil && *apiConfig.Region != "" {
|
|
region = *apiConfig.Region
|
|
}
|
|
|
|
var topN = rerankConfig.TopN
|
|
if rerankConfig.TopN == 0 {
|
|
topN = len(documents)
|
|
}
|
|
|
|
reqBody := OpenRouterRerankRequest{
|
|
Model: *modelName,
|
|
Query: query,
|
|
Documents: documents,
|
|
TopN: topN,
|
|
}
|
|
|
|
jsonData, err := json.Marshal(reqBody)
|
|
if err != nil {
|
|
return nil, fmt.Errorf("failed to marshal request: %w", err)
|
|
}
|
|
|
|
url := fmt.Sprintf("%s/%s", strings.TrimSuffix(o.BaseURL[region], "/"), o.URLSuffix.Rerank)
|
|
|
|
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 := o.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("OpenRouter Rerank API error: %s, body: %s", resp.Status, string(body))
|
|
}
|
|
|
|
var rerankResp OpenRouterRerankResponse
|
|
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)
|
|
}
|
|
|
|
return &rerankResponse, nil
|
|
}
|
|
|
|
func (o *OpenRouterModel) ListModels(apiConfig *APIConfig) ([]string, error) {
|
|
var region = "default"
|
|
if apiConfig != nil && apiConfig.Region != nil && *apiConfig.Region != "" {
|
|
region = *apiConfig.Region
|
|
}
|
|
|
|
url := fmt.Sprintf("%s/%s", o.BaseURL[region], o.URLSuffix.Models)
|
|
|
|
// Build request body
|
|
reqBody := map[string]interface{}{}
|
|
|
|
jsonData, err := json.Marshal(reqBody)
|
|
if err != nil {
|
|
return nil, fmt.Errorf("failed to marshal request: %w", err)
|
|
}
|
|
|
|
req, err := http.NewRequest("GET", 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 := o.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 : %s", resp.StatusCode, string(body))
|
|
}
|
|
|
|
// Parse response
|
|
var result map[string]interface{}
|
|
if err = json.Unmarshal(body, &result); err != nil {
|
|
return nil, fmt.Errorf("failed to parse response: %w", err)
|
|
}
|
|
|
|
// convert result["data"] to []map[string]interface{}
|
|
models := make([]string, 0)
|
|
for _, model := range result["data"].([]interface{}) {
|
|
modelMap := model.(map[string]interface{})
|
|
modelName := modelMap["id"].(string)
|
|
models = append(models, modelName)
|
|
}
|
|
|
|
return models, nil
|
|
}
|
|
|
|
func (o *OpenRouterModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) {
|
|
region := "default"
|
|
if apiConfig != nil && apiConfig.Region != nil && *apiConfig.Region != "" {
|
|
region = *apiConfig.Region
|
|
}
|
|
|
|
url := fmt.Sprintf("%s/%s", o.BaseURL[region], o.URLSuffix.Balance)
|
|
|
|
req, err := http.NewRequest("GET", 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 := o.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 struct {
|
|
Data struct {
|
|
TotalCredits float64 `json:"total_credits"`
|
|
TotalUsage float64 `json:"total_usage"`
|
|
} `json:"data"`
|
|
}
|
|
|
|
if err := json.Unmarshal(body, &result); err != nil {
|
|
return nil, fmt.Errorf("failed to parse balance response: %w", err)
|
|
}
|
|
|
|
remainingBalance := result.Data.TotalCredits - result.Data.TotalUsage
|
|
|
|
return map[string]interface{}{
|
|
"total_credits": result.Data.TotalCredits,
|
|
"total_usage": result.Data.TotalUsage,
|
|
"balance": remainingBalance,
|
|
"currency": "USD",
|
|
}, nil
|
|
}
|
|
|
|
func (o *OpenRouterModel) CheckConnection(apiConfig *APIConfig) error {
|
|
_, err := o.Balance(apiConfig)
|
|
return err
|
|
}
|