diff --git a/.gitignore b/.gitignore
index 4c26c7d6..6aca3a2b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -15,4 +15,5 @@ tiktoken_cache
 .aider*
 .history/
 .kiro/
-.venv
\ No newline at end of file
+.venv
+main
\ No newline at end of file
diff --git a/controller/relay.go b/controller/relay.go
index d3290dcf..8373d974 100644
--- a/controller/relay.go
+++ b/controller/relay.go
@@ -128,7 +128,7 @@ func Relay(c *gin.Context) {
 		if openaiErr == nil {
 			// 检查是否实际写入了响应内容
 			responseWritten := c.GetBool("response_written")
-			if !responseWritten && model_setting.GetGlobalSettings().AutoRetryEnabled {
+			if !responseWritten && model_setting.ShouldTreatEmptyResponseAsError() {
 				// 创建一个表示空回复的错误，以便触发重试
 				openaiErr = service.OpenAIErrorWrapperLocal(
 					fmt.Errorf("empty response from upstream"),
@@ -392,8 +392,8 @@ func shouldRetryWithAutoConfig(c *gin.Context, openaiErr *dto.OpenAIErrorWithSta
 		return false
 	}
 
-	// 对于空回复的情况，也应该重试
-	if openaiErr.Error.Message == "" || strings.Contains(strings.ToLower(openaiErr.Error.Message), "empty") {
+	// 对于空回复的情况，根据配置决定是否重试
+	if model_setting.ShouldTreatEmptyResponseAsError() && (openaiErr.Error.Message == "" || strings.Contains(strings.ToLower(openaiErr.Error.Message), "empty")) {
 		return true
 	}
 
diff --git a/setting/model_setting/global.go b/setting/model_setting/global.go
index e31fa1e3..12ac56c3 100644
--- a/setting/model_setting/global.go
+++ b/setting/model_setting/global.go
@@ -34,6 +34,7 @@ type GlobalSettings struct {
 	AutoRetryCount               int    `json:"auto_retry_count"`
 	AutoRetryForceChannelSwitch  bool   `json:"auto_retry_force_channel_switch"`
 	AutoRetryStatusCodes         string `json:"auto_retry_status_codes"`
+	EmptyResponseRetryEnabled    bool   `json:"empty_response_retry_enabled"`
 }
 
 // 默认配置
@@ -49,6 +50,7 @@ var defaultOpenaiSettings = GlobalSettings{
 	AutoRetryCount:               3,
 	AutoRetryForceChannelSwitch:  false,
 	AutoRetryStatusCodes:         "5xx,4xx",
+	EmptyResponseRetryEnabled:    false,
 }
 
 // 全局实例
@@ -84,6 +86,11 @@ func ShouldForceChannelSwitch() bool {
 	return globalSettings.AutoRetryEnabled && globalSettings.AutoRetryForceChannelSwitch
 }
 
+// ShouldTreatEmptyResponseAsError 是否将空回复视为错误并触发重试
+func ShouldTreatEmptyResponseAsError() bool {
+	return globalSettings.AutoRetryEnabled && globalSettings.EmptyResponseRetryEnabled
+}
+
 // ShouldRetryForStatusCode 检查状态码是否应该重试
 func ShouldRetryForStatusCode(statusCode int) bool {
 	if !globalSettings.AutoRetryEnabled {
diff --git a/web/src/i18n/locales/en.json b/web/src/i18n/locales/en.json
index 07a7d1a1..fc04b4cd 100644
--- a/web/src/i18n/locales/en.json
+++ b/web/src/i18n/locales/en.json
@@ -1525,5 +1525,7 @@
   "请先选择要设置标签的渠道！": "Please select the channel to set the tag first!",
   "标签不能为空！": "Tag cannot be empty!",
   "已为 {{count}} 个渠道设置标签！": "{{count}} channels have been set with tags!",
-  "已选择 {{count}} 个渠道": "{{count}} channels selected"
+  "已选择 {{count}} 个渠道": "{{count}} channels selected",
+  "空回复视为错误": "Treat empty responses as errors",
+  "空回复将触发自动重试与渠道切换": "Empty responses trigger automatic retry and channel switching"
 }
\ No newline at end of file
diff --git a/web/src/i18n/locales/zh.json b/web/src/i18n/locales/zh.json
index 65df58c1..42f571fb 100644
--- a/web/src/i18n/locales/zh.json
+++ b/web/src/i18n/locales/zh.json
@@ -86,5 +86,7 @@
   "已完成": "已完成",
   "失败": "失败",
   "已取消": "已取消",
-  "刷新": "刷新"
+  "刷新": "刷新",
+  "空回复视为错误": "空回复视为错误",
+  "空回复将触发自动重试与渠道切换": "空回复将触发自动重试与渠道切换"
 }
\ No newline at end of file
diff --git a/web/src/pages/Setting/Model/SettingGlobalModel.js b/web/src/pages/Setting/Model/SettingGlobalModel.js
index a43f7b8a..b92ffe65 100644
--- a/web/src/pages/Setting/Model/SettingGlobalModel.js
+++ b/web/src/pages/Setting/Model/SettingGlobalModel.js
@@ -44,6 +44,7 @@ export default function SettingGlobalModel(props) {
     'global.auto_retry_count': 3,
     'global.auto_retry_force_channel_switch': false,
     'global.auto_retry_status_codes': '5xx,4xx',
+    'global.empty_response_retry_enabled': false,
     'general_setting.ping_interval_enabled': false,
     'general_setting.ping_interval_seconds': 60,
   });
@@ -279,6 +280,22 @@ export default function SettingGlobalModel(props) {
                   />
                 </Col>
               </Row>
+              <Row>
+                <Col xs={24} sm={12} md={8} lg={8} xl={8}>
+                  <Form.Switch
+                    label={t('空回复视为错误')}
+                    field={'global.empty_response_retry_enabled'}
+                    onChange={(value) =>
+                      setInputs({
+                        ...inputs,
+                        'global.empty_response_retry_enabled': value,
+                      })
+                    }
+                    extraText={t('空回复将触发自动重试与渠道切换')}
+                    disabled={!inputs['global.auto_retry_enabled']}
+                  />
+                </Col>
+              </Row>
             </Form.Section>
 
             <Form.Section text={t('连接保活设置')}>