mirror of
https://github.com/infiniflow/ragflow.git
synced 2026-07-08 04:22:20 +08:00
### What problem does this PR solve?
1. support command:
```
RAGFlow(user)> create provider 'vllm' instance 'test' key 'test-key' url 'base-url' region 'abc';
SUCCESS
RAGFlow(user)> list instances from 'vllm';
+----------+----------------------------------------+----------------------------------+--------------+----------------------------------+--------+
| apiKey | extra | id | instanceName | providerID | status |
+----------+----------------------------------------+----------------------------------+--------------+----------------------------------+--------+
| test-key | {"base_url":"base-url","region":"abc"} | 40213c89430311f1a7cf38a74640adcc | test | b4d40e6142d311f1a4f938a74640adcc | enable |
+----------+----------------------------------------+----------------------------------+--------------+----------------------------------+--------+
```
2. support add vllm model
```
RAGFlow(user)> add model 'Qwen/Qwen2-0.5B' to provider 'vllm' instance 'test' with tokens 131072 chat;
SUCCESS
```
3. add vllm chat
### Type of change
- [x] New Feature (non-breaking change which adds functionality)
- [x] Refactoring
---------
Signed-off-by: Jin Hai <haijin.chn@gmail.com>
532 lines
14 KiB
Go
532 lines
14 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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"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/logger"
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"strings"
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"time"
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)
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// GiteeModel implements ModelDriver for Gitee
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type GiteeModel struct {
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BaseURL map[string]string
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URLSuffix URLSuffix
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httpClient *http.Client // Reusable HTTP client with connection pool
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}
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// NewGiteeModel creates a new Gitee model instance
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func NewGiteeModel(baseURL map[string]string, urlSuffix URLSuffix) *GiteeModel {
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return &GiteeModel{
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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: 100,
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MaxIdleConnsPerHost: 10,
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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 (z *GiteeModel) NewInstance(baseURL map[string]string) ModelDriver {
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return nil
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}
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func (z *GiteeModel) Name() string {
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return "gitee"
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}
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// Chat sends a message and returns response
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func (z *GiteeModel) Chat(modelName, message *string, apiConfig *APIConfig, chatModelConfig *ChatConfig) (*ChatResponse, error) {
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if message == nil {
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return nil, fmt.Errorf("message is nil")
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}
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var region = "default"
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if apiConfig.Region != nil {
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region = *apiConfig.Region
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}
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url := fmt.Sprintf("%s/%s", z.BaseURL[region], z.URLSuffix.Chat)
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// I need to get the model type, such as qwen3 is the prefix, the model type will be qwen. glm is the prefix, the model type will be glm. such as the model name: qwen3-0.6b, the model type will be qwen3
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// the model name is glm-4.7, the model type will be glm
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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", z.BaseURL[region], z.URLSuffix.AsyncChat)
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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": []map[string]string{
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{"role": "user", "content": *message},
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},
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"stream": false,
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"temperature": 1,
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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.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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if chatModelConfig.Thinking != nil {
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if *chatModelConfig.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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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 := z.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 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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thinking, answer := GetThinkingAndAnswer(chatModelConfig.ModelClass, &content)
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chatResponse := &ChatResponse{
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Answer: answer,
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ReasonContent: thinking,
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}
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return chatResponse, nil
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}
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// ChatWithMessages sends multiple messages with roles and returns response
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func (z *GiteeModel) ChatWithMessages(modelName string, apiKey *string, messages []Message, chatModelConfig *ChatConfig) (string, error) {
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return "", fmt.Errorf("%s, ChatWithMessages not implemented", z.Name())
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}
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// ChatStreamlyWithSender sends a message and streams response via sender function (best performance, no channel)
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func (z *GiteeModel) ChatStreamlyWithSender(modelName, message *string, apiConfig *APIConfig, chatModelConfig *ChatConfig, sender func(*string, *string) error) error {
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var region = "default"
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if apiConfig.Region != nil {
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region = *apiConfig.Region
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}
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url := fmt.Sprintf("%s/chat/completions", z.BaseURL[region])
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// Build request body with streaming enabled
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reqBody := map[string]interface{}{
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"model": modelName,
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"messages": []map[string]string{
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{"role": "user", "content": *message},
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},
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"stream": false,
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"temperature": 1,
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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.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.DoSample != nil {
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reqBody["do_sample"] = *chatModelConfig.DoSample
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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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if chatModelConfig.Thinking != nil {
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if *chatModelConfig.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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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 := z.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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reserveText := ""
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thinkingPhase := false
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answerPhase := false
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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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logger.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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content, ok := delta["content"].(string)
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if ok && content != "" {
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if content == "<think>" {
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thinkingPhase = true
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continue
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} else if content == "</think>" {
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thinkingPhase = false
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answerPhase = true
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continue
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}
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if thinkingPhase {
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if err = sender(nil, &content); err != nil {
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return err
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}
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reserveText = ""
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} else if answerPhase {
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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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reserveText = ""
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} else {
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content = strings.Trim(content, "\n")
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content = strings.Trim(content, " ")
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if content != "" {
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reserveText += content
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}
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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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if reserveText != "" {
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if err = sender(&reserveText, nil); err != nil {
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return err
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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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// Encode encodes a list of texts into embeddings
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func (z *GiteeModel) Encode(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([][]float64, error) {
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return nil, fmt.Errorf("%s, no such method", z.Name())
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}
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// Rerank calculates similarity scores between query and texts
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func (z *GiteeModel) Rerank(modelName *string, query string, texts []string, apiConfig *APIConfig) ([]float64, error) {
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return nil, fmt.Errorf("%s, Rerank not implemented", z.Name())
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}
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func (z *GiteeModel) ListModels(apiConfig *APIConfig) ([]string, error) {
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var region = "default"
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if apiConfig.Region != nil {
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region = *apiConfig.Region
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}
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url := fmt.Sprintf("%s/%s", z.BaseURL[region], z.URLSuffix.Models)
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// Build request body
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reqBody := map[string]interface{}{}
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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("GET", 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 := z.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 DSModelList
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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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var models []string
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for _, model := range modelList.Models {
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modelName := model.ID
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if model.OwnedBy != "" {
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modelName = model.ID + "@" + model.OwnedBy
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}
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models = append(models, modelName)
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}
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return models, nil
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}
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func (z *GiteeModel) Balance(apiConfig *APIConfig) (map[string]interface{}, error) {
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var region = "default"
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if apiConfig.Region != nil {
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region = *apiConfig.Region
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}
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url := fmt.Sprintf("%s/%s", z.BaseURL[region], z.URLSuffix.Balance)
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// Build request body
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reqBody := map[string]interface{}{}
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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("GET", 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 := z.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 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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balance := result["balance"].(float64)
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var response = map[string]interface{}{
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"balance": balance,
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"currency": "CNY",
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}
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return response, nil
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}
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func (z *GiteeModel) CheckConnection(apiConfig *APIConfig) error {
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var region = "default"
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if apiConfig.Region != nil {
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region = *apiConfig.Region
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}
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url := fmt.Sprintf("%s/%s", z.BaseURL[region], z.URLSuffix.Status)
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|
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// Build request body
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reqBody := map[string]interface{}{}
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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("GET", 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 := z.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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body, err := io.ReadAll(resp.Body)
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if err != nil {
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return 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 fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body))
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}
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return nil
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}
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