diff --git a/common/model-ratio.go b/common/model-ratio.go
index 54afbec..c037b8b 100644
--- a/common/model-ratio.go
+++ b/common/model-ratio.go
@@ -421,6 +421,20 @@ func GetCompletionRatio(name string) float64 {
 	return 1
 }
 
+func GetAudioRatio(name string) float64 {
+	if strings.HasPrefix(name, "gpt-4o-realtime") {
+		return 20
+	}
+	return 20
+}
+
+func GetAudioCompletionRatio(name string) float64 {
+	if strings.HasPrefix(name, "gpt-4o-realtime") {
+		return 10
+	}
+	return 10
+}
+
 func GetCompletionRatioMap() map[string]float64 {
 	if CompletionRatio == nil {
 		CompletionRatio = defaultCompletionRatio
diff --git a/controller/channel-test.go b/controller/channel-test.go
index ff66386..38e5dc7 100644
--- a/controller/channel-test.go
+++ b/controller/channel-test.go
@@ -102,17 +102,22 @@ func testChannel(channel *model.Channel, testModel string) (err error, openAIErr
 	if err != nil {
 		return err, nil
 	}
-	if resp != nil && resp.StatusCode != http.StatusOK {
-		err := service.RelayErrorHandler(resp)
-		return fmt.Errorf("status code %d: %s", resp.StatusCode, err.Error.Message), err
+	var httpResp *http.Response
+	if resp != nil {
+		httpResp = resp.(*http.Response)
+		if httpResp.StatusCode != http.StatusOK {
+			err := service.RelayErrorHandler(httpResp)
+			return fmt.Errorf("status code %d: %s", httpResp.StatusCode, err.Error.Message), err
+		}
 	}
-	usage, respErr := adaptor.DoResponse(c, resp, meta)
+	usageA, respErr := adaptor.DoResponse(c, httpResp, meta)
 	if respErr != nil {
 		return fmt.Errorf("%s", respErr.Error.Message), respErr
 	}
-	if usage == nil {
+	if usageA == nil {
 		return errors.New("usage is nil"), nil
 	}
+	usage := usageA.(dto.Usage)
 	result := w.Result()
 	respBody, err := io.ReadAll(result.Body)
 	if err != nil {
diff --git a/controller/relay.go b/controller/relay.go
index f891000..fe65d96 100644
--- a/controller/relay.go
+++ b/controller/relay.go
@@ -39,6 +39,15 @@ func relayHandler(c *gin.Context, relayMode int) *dto.OpenAIErrorWithStatusCode
 	return err
 }
 
+func wsHandler(c *gin.Context, ws *websocket.Conn, relayMode int) *dto.OpenAIErrorWithStatusCode {
+	var err *dto.OpenAIErrorWithStatusCode
+	switch relayMode {
+	default:
+		err = relay.TextHelper(c)
+	}
+	return err
+}
+
 func Playground(c *gin.Context) {
 	var openaiErr *dto.OpenAIErrorWithStatusCode
 
@@ -143,12 +152,16 @@ var upgrader = websocket.Upgrader{
 
 func WssRelay(c *gin.Context) {
 	// 将 HTTP 连接升级为 WebSocket 连接
+
 	ws, err := upgrader.Upgrade(c.Writer, c.Request, nil)
+	defer ws.Close()
+
 	if err != nil {
 		openaiErr := service.OpenAIErrorWrapper(err, "get_channel_failed", http.StatusInternalServerError)
 		service.WssError(c, ws, openaiErr.Error)
 		return
 	}
+
 	relayMode := constant.Path2RelayMode(c.Request.URL.Path)
 	requestId := c.GetString(common.RequestIdKey)
 	group := c.GetString("group")
@@ -164,7 +177,7 @@ func WssRelay(c *gin.Context) {
 			break
 		}
 
-		openaiErr = relayRequest(c, relayMode, channel)
+		openaiErr = wssRequest(c, ws, relayMode, channel)
 
 		if openaiErr == nil {
 			return // 成功处理请求，直接返回
@@ -198,6 +211,13 @@ func relayRequest(c *gin.Context, relayMode int, channel *model.Channel) *dto.Op
 	return relayHandler(c, relayMode)
 }
 
+func wssRequest(c *gin.Context, ws *websocket.Conn, relayMode int, channel *model.Channel) *dto.OpenAIErrorWithStatusCode {
+	addUsedChannel(c, channel.Id)
+	requestBody, _ := common.GetRequestBody(c)
+	c.Request.Body = io.NopCloser(bytes.NewBuffer(requestBody))
+	return relay.WssHelper(c, ws)
+}
+
 func addUsedChannel(c *gin.Context, channelId int) {
 	useChannel := c.GetStringSlice("use_channel")
 	useChannel = append(useChannel, fmt.Sprintf("%d", channelId))
diff --git a/dto/realtime.go b/dto/realtime.go
index dbc3f40..c470730 100644
--- a/dto/realtime.go
+++ b/dto/realtime.go
@@ -7,13 +7,41 @@ const (
 	RealtimeEventTypeResponseCreate     = "response.create"
 )
 
+const (
+	RealtimeEventTypeResponseDone = "response.done"
+)
+
 type RealtimeEvent struct {
 	EventId string `json:"event_id"`
 	Type    string `json:"type"`
 	//PreviousItemId string `json:"previous_item_id"`
-	Session *RealtimeSession `json:"session,omitempty"`
-	Item    *RealtimeItem    `json:"item,omitempty"`
-	Error   *OpenAIError     `json:"error,omitempty"`
+	Session  *RealtimeSession  `json:"session,omitempty"`
+	Item     *RealtimeItem     `json:"item,omitempty"`
+	Error    *OpenAIError      `json:"error,omitempty"`
+	Response *RealtimeResponse `json:"response,omitempty"`
+}
+
+type RealtimeResponse struct {
+	Usage *RealtimeUsage `json:"usage"`
+}
+
+type RealtimeUsage struct {
+	TotalTokens        int                `json:"total_tokens"`
+	InputTokens        int                `json:"input_tokens"`
+	OutputTokens       int                `json:"output_tokens"`
+	InputTokenDetails  InputTokenDetails  `json:"input_token_details"`
+	OutputTokenDetails OutputTokenDetails `json:"output_token_details"`
+}
+
+type InputTokenDetails struct {
+	CachedTokens int `json:"cached_tokens"`
+	TextTokens   int `json:"text_tokens"`
+	AudioTokens  int `json:"audio_tokens"`
+}
+
+type OutputTokenDetails struct {
+	TextTokens  int `json:"text_tokens"`
+	AudioTokens int `json:"audio_tokens"`
 }
 
 type RealtimeSession struct {
@@ -27,7 +55,7 @@ type RealtimeSession struct {
 	Tools                   []RealTimeTool          `json:"tools"`
 	ToolChoice              string                  `json:"tool_choice"`
 	Temperature             float64                 `json:"temperature"`
-	MaxResponseOutputTokens int                     `json:"max_response_output_tokens"`
+	//MaxResponseOutputTokens int                     `json:"max_response_output_tokens"`
 }
 
 type InputAudioTranscription struct {
@@ -42,14 +70,14 @@ type RealTimeTool struct {
 }
 
 type RealtimeItem struct {
-	Id        string          `json:"id"`
-	Type      string          `json:"type"`
-	Status    string          `json:"status"`
-	Role      string          `json:"role"`
-	Content   RealtimeContent `json:"content"`
-	Name      *string         `json:"name,omitempty"`
-	ToolCalls any             `json:"tool_calls,omitempty"`
-	CallId    string          `json:"call_id,omitempty"`
+	Id        string            `json:"id"`
+	Type      string            `json:"type"`
+	Status    string            `json:"status"`
+	Role      string            `json:"role"`
+	Content   []RealtimeContent `json:"content"`
+	Name      *string           `json:"name,omitempty"`
+	ToolCalls any               `json:"tool_calls,omitempty"`
+	CallId    string            `json:"call_id,omitempty"`
 }
 type RealtimeContent struct {
 	Type       string `json:"type"`
diff --git a/middleware/auth.go b/middleware/auth.go
index 76f2b6b..53c7079 100644
--- a/middleware/auth.go
+++ b/middleware/auth.go
@@ -155,8 +155,27 @@ func RootAuth() func(c *gin.Context) {
 	}
 }
 
+func WssAuth(c *gin.Context) {
+
+}
+
 func TokenAuth() func(c *gin.Context) {
 	return func(c *gin.Context) {
+		// 先检测是否为ws
+		if c.Request.Header.Get("Sec-WebSocket-Protocol") != "" {
+			// Sec-WebSocket-Protocol: realtime, openai-insecure-api-key.sk-xxx, openai-beta.realtime-v1
+			// read sk from Sec-WebSocket-Protocol
+			key := c.Request.Header.Get("Sec-WebSocket-Protocol")
+			parts := strings.Split(key, ",")
+			for _, part := range parts {
+				part = strings.TrimSpace(part)
+				if strings.HasPrefix(part, "openai-insecure-api-key") {
+					key = strings.TrimPrefix(part, "openai-insecure-api-key.")
+					break
+				}
+			}
+			c.Request.Header.Set("Authorization", "Bearer "+key)
+		}
 		key := c.Request.Header.Get("Authorization")
 		parts := make([]string, 0)
 		key = strings.TrimPrefix(key, "Bearer ")
diff --git a/relay/channel/adapter.go b/relay/channel/adapter.go
index 870b2b0..d72db6e 100644
--- a/relay/channel/adapter.go
+++ b/relay/channel/adapter.go
@@ -12,13 +12,13 @@ type Adaptor interface {
 	// Init IsStream bool
 	Init(info *relaycommon.RelayInfo)
 	GetRequestURL(info *relaycommon.RelayInfo) (string, error)
-	SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error
+	SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error
 	ConvertRequest(c *gin.Context, info *relaycommon.RelayInfo, request *dto.GeneralOpenAIRequest) (any, error)
 	ConvertRerankRequest(c *gin.Context, relayMode int, request dto.RerankRequest) (any, error)
 	ConvertAudioRequest(c *gin.Context, info *relaycommon.RelayInfo, request dto.AudioRequest) (io.Reader, error)
 	ConvertImageRequest(c *gin.Context, info *relaycommon.RelayInfo, request dto.ImageRequest) (any, error)
-	DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error)
-	DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode)
+	DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error)
+	DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode)
 	GetModelList() []string
 	GetChannelName() string
 }
diff --git a/relay/channel/ali/adaptor.go b/relay/channel/ali/adaptor.go
index ff9d533..aa01ca6 100644
--- a/relay/channel/ali/adaptor.go
+++ b/relay/channel/ali/adaptor.go
@@ -32,14 +32,14 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	return fullRequestURL, nil
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
-	req.Header.Set("Authorization", "Bearer "+info.ApiKey)
+	req.Set("Authorization", "Bearer "+info.ApiKey)
 	if info.IsStream {
-		req.Header.Set("X-DashScope-SSE", "enable")
+		req.Set("X-DashScope-SSE", "enable")
 	}
 	if c.GetString("plugin") != "" {
-		req.Header.Set("X-DashScope-Plugin", c.GetString("plugin"))
+		req.Set("X-DashScope-Plugin", c.GetString("plugin"))
 	}
 	return nil
 }
@@ -72,11 +72,11 @@ func (a *Adaptor) ConvertAudioRequest(c *gin.Context, info *relaycommon.RelayInf
 	return nil, errors.New("not implemented")
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return channel.DoApiRequest(a, c, info, requestBody)
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	switch info.RelayMode {
 	case constant.RelayModeImagesGenerations:
 		err, usage = aliImageHandler(c, resp, info)
diff --git a/relay/channel/api_request.go b/relay/channel/api_request.go
index 423a91d..8b51c53 100644
--- a/relay/channel/api_request.go
+++ b/relay/channel/api_request.go
@@ -4,6 +4,7 @@ import (
 	"errors"
 	"fmt"
 	"github.com/gin-gonic/gin"
+	"github.com/gorilla/websocket"
 	"io"
 	"net/http"
 	"one-api/relay/common"
@@ -11,14 +12,16 @@ import (
 	"one-api/service"
 )
 
-func SetupApiRequestHeader(info *common.RelayInfo, c *gin.Context, req *http.Request) {
+func SetupApiRequestHeader(info *common.RelayInfo, c *gin.Context, req *http.Header) {
 	if info.RelayMode == constant.RelayModeAudioTranscription || info.RelayMode == constant.RelayModeAudioTranslation {
 		// multipart/form-data
+	} else if info.RelayMode == constant.RelayModeRealtime {
+		// websocket
 	} else {
-		req.Header.Set("Content-Type", c.Request.Header.Get("Content-Type"))
-		req.Header.Set("Accept", c.Request.Header.Get("Accept"))
+		req.Set("Content-Type", c.Request.Header.Get("Content-Type"))
+		req.Set("Accept", c.Request.Header.Get("Accept"))
 		if info.IsStream && c.Request.Header.Get("Accept") == "" {
-			req.Header.Set("Accept", "text/event-stream")
+			req.Set("Accept", "text/event-stream")
 		}
 	}
 }
@@ -32,7 +35,7 @@ func DoApiRequest(a Adaptor, c *gin.Context, info *common.RelayInfo, requestBody
 	if err != nil {
 		return nil, fmt.Errorf("new request failed: %w", err)
 	}
-	err = a.SetupRequestHeader(c, req, info)
+	err = a.SetupRequestHeader(c, &req.Header, info)
 	if err != nil {
 		return nil, fmt.Errorf("setup request header failed: %w", err)
 	}
@@ -55,7 +58,7 @@ func DoFormRequest(a Adaptor, c *gin.Context, info *common.RelayInfo, requestBod
 	// set form data
 	req.Header.Set("Content-Type", c.Request.Header.Get("Content-Type"))
 
-	err = a.SetupRequestHeader(c, req, info)
+	err = a.SetupRequestHeader(c, &req.Header, info)
 	if err != nil {
 		return nil, fmt.Errorf("setup request header failed: %w", err)
 	}
@@ -66,6 +69,27 @@ func DoFormRequest(a Adaptor, c *gin.Context, info *common.RelayInfo, requestBod
 	return resp, nil
 }
 
+func DoWssRequest(a Adaptor, c *gin.Context, info *common.RelayInfo, requestBody io.Reader) (*websocket.Conn, error) {
+	fullRequestURL, err := a.GetRequestURL(info)
+	if err != nil {
+		return nil, fmt.Errorf("get request url failed: %w", err)
+	}
+	targetHeader := http.Header{}
+	err = a.SetupRequestHeader(c, &targetHeader, info)
+	if err != nil {
+		return nil, fmt.Errorf("setup request header failed: %w", err)
+	}
+	targetHeader.Set("Content-Type", c.Request.Header.Get("Content-Type"))
+	targetConn, _, err := websocket.DefaultDialer.Dial(fullRequestURL, targetHeader)
+	if err != nil {
+		return nil, fmt.Errorf("dial failed to %s: %w", fullRequestURL, err)
+	}
+	// send request body
+	//all, err := io.ReadAll(requestBody)
+	//err = service.WssString(c, targetConn, string(all))
+	return targetConn, nil
+}
+
 func doRequest(c *gin.Context, req *http.Request) (*http.Response, error) {
 	resp, err := service.GetHttpClient().Do(req)
 	if err != nil {
diff --git a/relay/channel/aws/adaptor.go b/relay/channel/aws/adaptor.go
index 875d3dd..be72c04 100644
--- a/relay/channel/aws/adaptor.go
+++ b/relay/channel/aws/adaptor.go
@@ -37,7 +37,7 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	return "", nil
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	return nil
 }
 
@@ -59,11 +59,11 @@ func (a *Adaptor) ConvertRerankRequest(c *gin.Context, relayMode int, request dt
 	return nil, nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return nil, nil
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	if info.IsStream {
 		err, usage = awsStreamHandler(c, resp, info, a.RequestMode)
 	} else {
diff --git a/relay/channel/baidu/adaptor.go b/relay/channel/baidu/adaptor.go
index cc0be56..3991a5e 100644
--- a/relay/channel/baidu/adaptor.go
+++ b/relay/channel/baidu/adaptor.go
@@ -98,9 +98,9 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	return fullRequestURL, nil
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
-	req.Header.Set("Authorization", "Bearer "+info.ApiKey)
+	req.Set("Authorization", "Bearer "+info.ApiKey)
 	return nil
 }
 
@@ -122,11 +122,11 @@ func (a *Adaptor) ConvertRerankRequest(c *gin.Context, relayMode int, request dt
 	return nil, nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return channel.DoApiRequest(a, c, info, requestBody)
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	if info.IsStream {
 		err, usage = baiduStreamHandler(c, resp)
 	} else {
diff --git a/relay/channel/claude/adaptor.go b/relay/channel/claude/adaptor.go
index b9173af..488d87d 100644
--- a/relay/channel/claude/adaptor.go
+++ b/relay/channel/claude/adaptor.go
@@ -47,14 +47,14 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	}
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
-	req.Header.Set("x-api-key", info.ApiKey)
+	req.Set("x-api-key", info.ApiKey)
 	anthropicVersion := c.Request.Header.Get("anthropic-version")
 	if anthropicVersion == "" {
 		anthropicVersion = "2023-06-01"
 	}
-	req.Header.Set("anthropic-version", anthropicVersion)
+	req.Set("anthropic-version", anthropicVersion)
 	return nil
 }
 
@@ -73,11 +73,11 @@ func (a *Adaptor) ConvertRerankRequest(c *gin.Context, relayMode int, request dt
 	return nil, nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return channel.DoApiRequest(a, c, info, requestBody)
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	if info.IsStream {
 		err, usage = ClaudeStreamHandler(c, resp, info, a.RequestMode)
 	} else {
diff --git a/relay/channel/cloudflare/adaptor.go b/relay/channel/cloudflare/adaptor.go
index a518da8..fc0ec27 100644
--- a/relay/channel/cloudflare/adaptor.go
+++ b/relay/channel/cloudflare/adaptor.go
@@ -30,9 +30,9 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	}
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
-	req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", info.ApiKey))
+	req.Set("Authorization", fmt.Sprintf("Bearer %s", info.ApiKey))
 	return nil
 }
 
@@ -48,7 +48,7 @@ func (a *Adaptor) ConvertRequest(c *gin.Context, info *relaycommon.RelayInfo, re
 	}
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return channel.DoApiRequest(a, c, info, requestBody)
 }
 
@@ -78,7 +78,7 @@ func (a *Adaptor) ConvertImageRequest(c *gin.Context, info *relaycommon.RelayInf
 	return nil, errors.New("not implemented")
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	switch info.RelayMode {
 	case constant.RelayModeEmbeddings:
 		fallthrough
diff --git a/relay/channel/cohere/adaptor.go b/relay/channel/cohere/adaptor.go
index 3945774..f8b190e 100644
--- a/relay/channel/cohere/adaptor.go
+++ b/relay/channel/cohere/adaptor.go
@@ -36,9 +36,9 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	}
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
-	req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", info.ApiKey))
+	req.Set("Authorization", fmt.Sprintf("Bearer %s", info.ApiKey))
 	return nil
 }
 
@@ -46,7 +46,7 @@ func (a *Adaptor) ConvertRequest(c *gin.Context, info *relaycommon.RelayInfo, re
 	return requestOpenAI2Cohere(*request), nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return channel.DoApiRequest(a, c, info, requestBody)
 }
 
@@ -54,7 +54,7 @@ func (a *Adaptor) ConvertRerankRequest(c *gin.Context, relayMode int, request dt
 	return requestConvertRerank2Cohere(request), nil
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	if info.RelayMode == constant.RelayModeRerank {
 		err, usage = cohereRerankHandler(c, resp, info)
 	} else {
diff --git a/relay/channel/dify/adaptor.go b/relay/channel/dify/adaptor.go
index b582da2..53ba26e 100644
--- a/relay/channel/dify/adaptor.go
+++ b/relay/channel/dify/adaptor.go
@@ -31,9 +31,9 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	return fmt.Sprintf("%s/v1/chat-messages", info.BaseUrl), nil
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
-	req.Header.Set("Authorization", "Bearer "+info.ApiKey)
+	req.Set("Authorization", "Bearer "+info.ApiKey)
 	return nil
 }
 
@@ -48,11 +48,11 @@ func (a *Adaptor) ConvertRerankRequest(c *gin.Context, relayMode int, request dt
 	return nil, nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return channel.DoApiRequest(a, c, info, requestBody)
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	if info.IsStream {
 		err, usage = difyStreamHandler(c, resp, info)
 	} else {
diff --git a/relay/channel/gemini/adaptor.go b/relay/channel/gemini/adaptor.go
index 07cdcfa..437efcc 100644
--- a/relay/channel/gemini/adaptor.go
+++ b/relay/channel/gemini/adaptor.go
@@ -47,9 +47,9 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	return fmt.Sprintf("%s/%s/models/%s:%s", info.BaseUrl, version, info.UpstreamModelName, action), nil
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
-	req.Header.Set("x-goog-api-key", info.ApiKey)
+	req.Set("x-goog-api-key", info.ApiKey)
 	return nil
 }
 
@@ -64,11 +64,11 @@ func (a *Adaptor) ConvertRerankRequest(c *gin.Context, relayMode int, request dt
 	return nil, nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return channel.DoApiRequest(a, c, info, requestBody)
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	if info.IsStream {
 		err, usage = GeminiChatStreamHandler(c, resp, info)
 	} else {
diff --git a/relay/channel/jina/adaptor.go b/relay/channel/jina/adaptor.go
index f296ed0..ad488f2 100644
--- a/relay/channel/jina/adaptor.go
+++ b/relay/channel/jina/adaptor.go
@@ -37,9 +37,9 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	return "", errors.New("invalid relay mode")
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
-	req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", info.ApiKey))
+	req.Set("Authorization", fmt.Sprintf("Bearer %s", info.ApiKey))
 	return nil
 }
 
@@ -47,7 +47,7 @@ func (a *Adaptor) ConvertRequest(c *gin.Context, info *relaycommon.RelayInfo, re
 	return request, nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return channel.DoApiRequest(a, c, info, requestBody)
 }
 
@@ -55,7 +55,7 @@ func (a *Adaptor) ConvertRerankRequest(c *gin.Context, relayMode int, request dt
 	return request, nil
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	if info.RelayMode == constant.RelayModeRerank {
 		err, usage = jinaRerankHandler(c, resp)
 	} else if info.RelayMode == constant.RelayModeEmbeddings {
diff --git a/relay/channel/ollama/adaptor.go b/relay/channel/ollama/adaptor.go
index 1478415..3079840 100644
--- a/relay/channel/ollama/adaptor.go
+++ b/relay/channel/ollama/adaptor.go
@@ -37,7 +37,7 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	}
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
 	return nil
 }
@@ -58,11 +58,11 @@ func (a *Adaptor) ConvertRerankRequest(c *gin.Context, relayMode int, request dt
 	return nil, nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return channel.DoApiRequest(a, c, info, requestBody)
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	if info.IsStream {
 		err, usage = openai.OaiStreamHandler(c, resp, info)
 	} else {
diff --git a/relay/channel/openai/adaptor.go b/relay/channel/openai/adaptor.go
index 8e4cf78..5ac0306 100644
--- a/relay/channel/openai/adaptor.go
+++ b/relay/channel/openai/adaptor.go
@@ -31,6 +31,13 @@ func (a *Adaptor) Init(info *relaycommon.RelayInfo) {
 }
 
 func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
+	if info.RelayMode == constant.RelayModeRealtime {
+		// trim https
+		baseUrl := strings.TrimPrefix(info.BaseUrl, "https://")
+		baseUrl = strings.TrimPrefix(baseUrl, "http://")
+		baseUrl = "wss://" + baseUrl
+		info.BaseUrl = baseUrl
+	}
 	switch info.ChannelType {
 	case common.ChannelTypeAzure:
 		// https://learn.microsoft.com/en-us/azure/cognitive-services/openai/chatgpt-quickstart?pivots=rest-api&tabs=command-line#rest-api
@@ -54,16 +61,19 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	}
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
 	if info.ChannelType == common.ChannelTypeAzure {
-		req.Header.Set("api-key", info.ApiKey)
+		req.Set("api-key", info.ApiKey)
 		return nil
 	}
 	if info.ChannelType == common.ChannelTypeOpenAI && "" != info.Organization {
-		req.Header.Set("OpenAI-Organization", info.Organization)
+		req.Set("OpenAI-Organization", info.Organization)
+	}
+	req.Set("Authorization", "Bearer "+info.ApiKey)
+	if info.RelayMode == constant.RelayModeRealtime {
+		req.Set("openai-beta", "realtime=v1")
 	}
-	req.Header.Set("Authorization", "Bearer "+info.ApiKey)
 	//if info.ChannelType == common.ChannelTypeOpenRouter {
 	//	req.Header.Set("HTTP-Referer", "https://github.com/songquanpeng/one-api")
 	//	req.Header.Set("X-Title", "One API")
@@ -131,16 +141,20 @@ func (a *Adaptor) ConvertImageRequest(c *gin.Context, info *relaycommon.RelayInf
 	return request, nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	if info.RelayMode == constant.RelayModeAudioTranscription || info.RelayMode == constant.RelayModeAudioTranslation {
 		return channel.DoFormRequest(a, c, info, requestBody)
+	} else if info.RelayMode == constant.RelayModeRealtime {
+		return channel.DoWssRequest(a, c, info, requestBody)
 	} else {
 		return channel.DoApiRequest(a, c, info, requestBody)
 	}
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	switch info.RelayMode {
+	case constant.RelayModeRealtime:
+		err, usage = OpenaiRealtimeHandler(c, info)
 	case constant.RelayModeAudioSpeech:
 		err, usage = OpenaiTTSHandler(c, resp, info)
 	case constant.RelayModeAudioTranslation:
diff --git a/relay/channel/openai/relay-openai.go b/relay/channel/openai/relay-openai.go
index 87ad7d3..d2eccb3 100644
--- a/relay/channel/openai/relay-openai.go
+++ b/relay/channel/openai/relay-openai.go
@@ -7,6 +7,7 @@ import (
 	"fmt"
 	"github.com/bytedance/gopkg/util/gopool"
 	"github.com/gin-gonic/gin"
+	"github.com/gorilla/websocket"
 	"io"
 	"net/http"
 	"one-api/common"
@@ -373,3 +374,106 @@ func getTextFromJSON(body []byte) (string, error) {
 	}
 	return whisperResponse.Text, nil
 }
+
+func OpenaiRealtimeHandler(c *gin.Context, info *relaycommon.RelayInfo) (*dto.OpenAIErrorWithStatusCode, *dto.RealtimeUsage) {
+	info.IsStream = true
+	clientConn := info.ClientWs
+	targetConn := info.TargetWs
+
+	clientClosed := make(chan struct{})
+	targetClosed := make(chan struct{})
+	sendChan := make(chan []byte, 100)
+	receiveChan := make(chan []byte, 100)
+	errChan := make(chan error, 2)
+
+	usage := &dto.RealtimeUsage{}
+
+	go func() {
+		for {
+			select {
+			case <-c.Done():
+				return
+			default:
+				_, message, err := clientConn.ReadMessage()
+				if err != nil {
+					if !websocket.IsCloseError(err, websocket.CloseNormalClosure, websocket.CloseGoingAway) {
+						errChan <- fmt.Errorf("error reading from client: %v", err)
+					}
+					close(clientClosed)
+					return
+				}
+
+				err = service.WssString(c, targetConn, string(message))
+				if err != nil {
+					errChan <- fmt.Errorf("error writing to target: %v", err)
+					return
+				}
+
+				select {
+				case sendChan <- message:
+				default:
+				}
+			}
+		}
+	}()
+
+	go func() {
+		for {
+			select {
+			case <-c.Done():
+				return
+			default:
+				_, message, err := targetConn.ReadMessage()
+				if err != nil {
+					if !websocket.IsCloseError(err, websocket.CloseNormalClosure, websocket.CloseGoingAway) {
+						errChan <- fmt.Errorf("error reading from target: %v", err)
+					}
+					close(targetClosed)
+					return
+				}
+				info.SetFirstResponseTime()
+				realtimeEvent := &dto.RealtimeEvent{}
+				err = json.Unmarshal(message, realtimeEvent)
+				if err != nil {
+					errChan <- fmt.Errorf("error unmarshalling message: %v", err)
+					return
+				}
+
+				if realtimeEvent.Type == dto.RealtimeEventTypeResponseDone {
+					realtimeUsage := realtimeEvent.Response.Usage
+					if realtimeUsage != nil {
+						usage.TotalTokens += realtimeUsage.TotalTokens
+						usage.InputTokens += realtimeUsage.InputTokens
+						usage.OutputTokens += realtimeUsage.OutputTokens
+						usage.InputTokenDetails.AudioTokens += realtimeUsage.InputTokenDetails.AudioTokens
+						usage.InputTokenDetails.CachedTokens += realtimeUsage.InputTokenDetails.CachedTokens
+						usage.InputTokenDetails.TextTokens += realtimeUsage.InputTokenDetails.TextTokens
+						usage.OutputTokenDetails.AudioTokens += realtimeUsage.OutputTokenDetails.AudioTokens
+						usage.OutputTokenDetails.TextTokens += realtimeUsage.OutputTokenDetails.TextTokens
+					}
+				}
+
+				err = service.WssString(c, clientConn, string(message))
+				if err != nil {
+					errChan <- fmt.Errorf("error writing to client: %v", err)
+					return
+				}
+
+				select {
+				case receiveChan <- message:
+				default:
+				}
+			}
+		}
+	}()
+
+	select {
+	case <-clientClosed:
+	case <-targetClosed:
+	case <-errChan:
+		//return service.OpenAIErrorWrapper(err, "realtime_error", http.StatusInternalServerError), nil
+	case <-c.Done():
+	}
+
+	return nil, usage
+}
diff --git a/relay/channel/palm/adaptor.go b/relay/channel/palm/adaptor.go
index d8c4ffb..9127233 100644
--- a/relay/channel/palm/adaptor.go
+++ b/relay/channel/palm/adaptor.go
@@ -32,9 +32,9 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	return fmt.Sprintf("%s/v1beta2/models/chat-bison-001:generateMessage", info.BaseUrl), nil
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
-	req.Header.Set("x-goog-api-key", info.ApiKey)
+	req.Set("x-goog-api-key", info.ApiKey)
 	return nil
 }
 
@@ -49,11 +49,11 @@ func (a *Adaptor) ConvertRerankRequest(c *gin.Context, relayMode int, request dt
 	return nil, nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return channel.DoApiRequest(a, c, info, requestBody)
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	if info.IsStream {
 		var responseText string
 		err, responseText = palmStreamHandler(c, resp)
diff --git a/relay/channel/perplexity/adaptor.go b/relay/channel/perplexity/adaptor.go
index e9d07fb..18b66a9 100644
--- a/relay/channel/perplexity/adaptor.go
+++ b/relay/channel/perplexity/adaptor.go
@@ -32,9 +32,9 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	return fmt.Sprintf("%s/chat/completions", info.BaseUrl), nil
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
-	req.Header.Set("Authorization", "Bearer "+info.ApiKey)
+	req.Set("Authorization", "Bearer "+info.ApiKey)
 	return nil
 }
 
@@ -52,11 +52,11 @@ func (a *Adaptor) ConvertRerankRequest(c *gin.Context, relayMode int, request dt
 	return nil, nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return channel.DoApiRequest(a, c, info, requestBody)
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	if info.IsStream {
 		err, usage = openai.OaiStreamHandler(c, resp, info)
 	} else {
diff --git a/relay/channel/siliconflow/adaptor.go b/relay/channel/siliconflow/adaptor.go
index 6906fca..ac722b2 100644
--- a/relay/channel/siliconflow/adaptor.go
+++ b/relay/channel/siliconflow/adaptor.go
@@ -40,9 +40,9 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	return "", errors.New("invalid relay mode")
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
-	req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", info.ApiKey))
+	req.Set("Authorization", fmt.Sprintf("Bearer %s", info.ApiKey))
 	return nil
 }
 
@@ -50,7 +50,7 @@ func (a *Adaptor) ConvertRequest(c *gin.Context, info *relaycommon.RelayInfo, re
 	return request, nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return channel.DoApiRequest(a, c, info, requestBody)
 }
 
@@ -58,7 +58,7 @@ func (a *Adaptor) ConvertRerankRequest(c *gin.Context, relayMode int, request dt
 	return request, nil
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	switch info.RelayMode {
 	case constant.RelayModeRerank:
 		err, usage = siliconflowRerankHandler(c, resp)
diff --git a/relay/channel/tencent/adaptor.go b/relay/channel/tencent/adaptor.go
index 5811c87..d831cc8 100644
--- a/relay/channel/tencent/adaptor.go
+++ b/relay/channel/tencent/adaptor.go
@@ -43,12 +43,12 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	return fmt.Sprintf("%s/", info.BaseUrl), nil
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
-	req.Header.Set("Authorization", a.Sign)
-	req.Header.Set("X-TC-Action", a.Action)
-	req.Header.Set("X-TC-Version", a.Version)
-	req.Header.Set("X-TC-Timestamp", strconv.FormatInt(a.Timestamp, 10))
+	req.Set("Authorization", a.Sign)
+	req.Set("X-TC-Action", a.Action)
+	req.Set("X-TC-Version", a.Version)
+	req.Set("X-TC-Timestamp", strconv.FormatInt(a.Timestamp, 10))
 	return nil
 }
 
@@ -73,11 +73,11 @@ func (a *Adaptor) ConvertRerankRequest(c *gin.Context, relayMode int, request dt
 	return nil, nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return channel.DoApiRequest(a, c, info, requestBody)
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	if info.IsStream {
 		var responseText string
 		err, responseText = tencentStreamHandler(c, resp)
diff --git a/relay/channel/vertex/adaptor.go b/relay/channel/vertex/adaptor.go
index 4174d78..c9c9a30 100644
--- a/relay/channel/vertex/adaptor.go
+++ b/relay/channel/vertex/adaptor.go
@@ -107,13 +107,13 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	return "", errors.New("unsupported request mode")
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
 	accessToken, err := getAccessToken(a, info)
 	if err != nil {
 		return err
 	}
-	req.Header.Set("Authorization", "Bearer "+accessToken)
+	req.Set("Authorization", "Bearer "+accessToken)
 	return nil
 }
 
@@ -148,11 +148,11 @@ func (a *Adaptor) ConvertRerankRequest(c *gin.Context, relayMode int, request dt
 	return nil, nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return channel.DoApiRequest(a, c, info, requestBody)
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	if info.IsStream {
 		switch a.RequestMode {
 		case RequestModeClaude:
diff --git a/relay/channel/xunfei/adaptor.go b/relay/channel/xunfei/adaptor.go
index f499bec..31d426a 100644
--- a/relay/channel/xunfei/adaptor.go
+++ b/relay/channel/xunfei/adaptor.go
@@ -33,7 +33,7 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	return "", nil
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
 	return nil
 }
@@ -50,14 +50,14 @@ func (a *Adaptor) ConvertRerankRequest(c *gin.Context, relayMode int, request dt
 	return nil, nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	// xunfei's request is not http request, so we don't need to do anything here
 	dummyResp := &http.Response{}
 	dummyResp.StatusCode = http.StatusOK
 	return dummyResp, nil
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	splits := strings.Split(info.ApiKey, "|")
 	if len(splits) != 3 {
 		return nil, service.OpenAIErrorWrapper(errors.New("invalid auth"), "invalid_auth", http.StatusBadRequest)
diff --git a/relay/channel/zhipu/adaptor.go b/relay/channel/zhipu/adaptor.go
index f98581f..f0538ed 100644
--- a/relay/channel/zhipu/adaptor.go
+++ b/relay/channel/zhipu/adaptor.go
@@ -35,10 +35,10 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	return fmt.Sprintf("%s/api/paas/v3/model-api/%s/%s", info.BaseUrl, info.UpstreamModelName, method), nil
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
 	token := getZhipuToken(info.ApiKey)
-	req.Header.Set("Authorization", token)
+	req.Set("Authorization", token)
 	return nil
 }
 
@@ -56,11 +56,11 @@ func (a *Adaptor) ConvertRerankRequest(c *gin.Context, relayMode int, request dt
 	return nil, nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return channel.DoApiRequest(a, c, info, requestBody)
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	if info.IsStream {
 		err, usage = zhipuStreamHandler(c, resp)
 	} else {
diff --git a/relay/channel/zhipu_4v/adaptor.go b/relay/channel/zhipu_4v/adaptor.go
index 5e0906e..3d46b79 100644
--- a/relay/channel/zhipu_4v/adaptor.go
+++ b/relay/channel/zhipu_4v/adaptor.go
@@ -32,10 +32,10 @@ func (a *Adaptor) GetRequestURL(info *relaycommon.RelayInfo) (string, error) {
 	return fmt.Sprintf("%s/api/paas/v4/chat/completions", info.BaseUrl), nil
 }
 
-func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Request, info *relaycommon.RelayInfo) error {
+func (a *Adaptor) SetupRequestHeader(c *gin.Context, req *http.Header, info *relaycommon.RelayInfo) error {
 	channel.SetupApiRequestHeader(info, c, req)
 	token := getZhipuToken(info.ApiKey)
-	req.Header.Set("Authorization", token)
+	req.Set("Authorization", token)
 	return nil
 }
 
@@ -53,11 +53,11 @@ func (a *Adaptor) ConvertRerankRequest(c *gin.Context, relayMode int, request dt
 	return nil, nil
 }
 
-func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (*http.Response, error) {
+func (a *Adaptor) DoRequest(c *gin.Context, info *relaycommon.RelayInfo, requestBody io.Reader) (any, error) {
 	return channel.DoApiRequest(a, c, info, requestBody)
 }
 
-func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage *dto.Usage, err *dto.OpenAIErrorWithStatusCode) {
+func (a *Adaptor) DoResponse(c *gin.Context, resp *http.Response, info *relaycommon.RelayInfo) (usage any, err *dto.OpenAIErrorWithStatusCode) {
 	if info.IsStream {
 		err, usage = openai.OaiStreamHandler(c, resp, info)
 	} else {
diff --git a/relay/common/relay_info.go b/relay/common/relay_info.go
index 82b5373..bd29b9c 100644
--- a/relay/common/relay_info.go
+++ b/relay/common/relay_info.go
@@ -2,6 +2,7 @@ package common
 
 import (
 	"github.com/gin-gonic/gin"
+	"github.com/gorilla/websocket"
 	"one-api/common"
 	"one-api/relay/constant"
 	"strings"
@@ -32,6 +33,14 @@ type RelayInfo struct {
 	BaseUrl              string
 	SupportStreamOptions bool
 	ShouldIncludeUsage   bool
+	ClientWs             *websocket.Conn
+	TargetWs             *websocket.Conn
+}
+
+func GenRelayInfoWs(c *gin.Context, ws *websocket.Conn) *RelayInfo {
+	info := GenRelayInfo(c)
+	info.ClientWs = ws
+	return info
 }
 
 func GenRelayInfo(c *gin.Context) *RelayInfo {
diff --git a/relay/relay-audio.go b/relay/relay-audio.go
index 88455c6..e1d0a70 100644
--- a/relay/relay-audio.go
+++ b/relay/relay-audio.go
@@ -122,19 +122,21 @@ func AudioHelper(c *gin.Context) *dto.OpenAIErrorWithStatusCode {
 	if err != nil {
 		return service.OpenAIErrorWrapper(err, "do_request_failed", http.StatusInternalServerError)
 	}
-
 	statusCodeMappingStr := c.GetString("status_code_mapping")
+
+	var httpResp *http.Response
 	if resp != nil {
-		if resp.StatusCode != http.StatusOK {
+		httpResp = resp.(*http.Response)
+		if httpResp.StatusCode != http.StatusOK {
 			returnPreConsumedQuota(c, relayInfo, userQuota, preConsumedQuota)
-			openaiErr := service.RelayErrorHandler(resp)
+			openaiErr := service.RelayErrorHandler(httpResp)
 			// reset status code 重置状态码
 			service.ResetStatusCode(openaiErr, statusCodeMappingStr)
 			return openaiErr
 		}
 	}
 
-	usage, openaiErr := adaptor.DoResponse(c, resp, relayInfo)
+	usage, openaiErr := adaptor.DoResponse(c, httpResp, relayInfo)
 	if openaiErr != nil {
 		returnPreConsumedQuota(c, relayInfo, userQuota, preConsumedQuota)
 		// reset status code 重置状态码
@@ -142,7 +144,7 @@ func AudioHelper(c *gin.Context) *dto.OpenAIErrorWithStatusCode {
 		return openaiErr
 	}
 
-	postConsumeQuota(c, relayInfo, audioRequest.Model, usage, ratio, preConsumedQuota, userQuota, modelRatio, groupRatio, 0, false, "")
+	postConsumeQuota(c, relayInfo, audioRequest.Model, usage.(*dto.Usage), ratio, preConsumedQuota, userQuota, modelRatio, groupRatio, 0, false, "")
 
 	return nil
 }
diff --git a/relay/relay-image.go b/relay/relay-image.go
index 411a2c3..c114de9 100644
--- a/relay/relay-image.go
+++ b/relay/relay-image.go
@@ -149,22 +149,24 @@ func ImageHelper(c *gin.Context, relayMode int) *dto.OpenAIErrorWithStatusCode {
 	requestBody = bytes.NewBuffer(jsonData)
 
 	statusCodeMappingStr := c.GetString("status_code_mapping")
+
 	resp, err := adaptor.DoRequest(c, relayInfo, requestBody)
 	if err != nil {
 		return service.OpenAIErrorWrapper(err, "do_request_failed", http.StatusInternalServerError)
 	}
-
+	var httpResp *http.Response
 	if resp != nil {
-		relayInfo.IsStream = relayInfo.IsStream || strings.HasPrefix(resp.Header.Get("Content-Type"), "text/event-stream")
-		if resp.StatusCode != http.StatusOK {
-			openaiErr := service.RelayErrorHandler(resp)
+		httpResp = resp.(*http.Response)
+		relayInfo.IsStream = relayInfo.IsStream || strings.HasPrefix(httpResp.Header.Get("Content-Type"), "text/event-stream")
+		if httpResp.StatusCode != http.StatusOK {
+			openaiErr := service.RelayErrorHandler(httpResp)
 			// reset status code 重置状态码
 			service.ResetStatusCode(openaiErr, statusCodeMappingStr)
 			return openaiErr
 		}
 	}
 
-	_, openaiErr := adaptor.DoResponse(c, resp, relayInfo)
+	_, openaiErr := adaptor.DoResponse(c, httpResp, relayInfo)
 	if openaiErr != nil {
 		// reset status code 重置状态码
 		service.ResetStatusCode(openaiErr, statusCodeMappingStr)
diff --git a/relay/relay-text.go b/relay/relay-text.go
index d9db1ef..7bb7d99 100644
--- a/relay/relay-text.go
+++ b/relay/relay-text.go
@@ -180,30 +180,32 @@ func TextHelper(c *gin.Context) *dto.OpenAIErrorWithStatusCode {
 	}
 
 	statusCodeMappingStr := c.GetString("status_code_mapping")
+	var httpResp *http.Response
 	resp, err := adaptor.DoRequest(c, relayInfo, requestBody)
 	if err != nil {
 		return service.OpenAIErrorWrapper(err, "do_request_failed", http.StatusInternalServerError)
 	}
 
 	if resp != nil {
-		relayInfo.IsStream = relayInfo.IsStream || strings.HasPrefix(resp.Header.Get("Content-Type"), "text/event-stream")
-		if resp.StatusCode != http.StatusOK {
+		httpResp = resp.(*http.Response)
+		relayInfo.IsStream = relayInfo.IsStream || strings.HasPrefix(httpResp.Header.Get("Content-Type"), "text/event-stream")
+		if httpResp.StatusCode != http.StatusOK {
 			returnPreConsumedQuota(c, relayInfo, userQuota, preConsumedQuota)
-			openaiErr := service.RelayErrorHandler(resp)
+			openaiErr := service.RelayErrorHandler(httpResp)
 			// reset status code 重置状态码
 			service.ResetStatusCode(openaiErr, statusCodeMappingStr)
 			return openaiErr
 		}
 	}
 
-	usage, openaiErr := adaptor.DoResponse(c, resp, relayInfo)
+	usage, openaiErr := adaptor.DoResponse(c, httpResp, relayInfo)
 	if openaiErr != nil {
 		returnPreConsumedQuota(c, relayInfo, userQuota, preConsumedQuota)
 		// reset status code 重置状态码
 		service.ResetStatusCode(openaiErr, statusCodeMappingStr)
 		return openaiErr
 	}
-	postConsumeQuota(c, relayInfo, textRequest.Model, usage, ratio, preConsumedQuota, userQuota, modelRatio, groupRatio, modelPrice, getModelPriceSuccess, "")
+	postConsumeQuota(c, relayInfo, textRequest.Model, usage.(*dto.Usage), ratio, preConsumedQuota, userQuota, modelRatio, groupRatio, modelPrice, getModelPriceSuccess, "")
 	return nil
 }
 
diff --git a/relay/relay_rerank.go b/relay/relay_rerank.go
index e8bf9d6..4cb1c98 100644
--- a/relay/relay_rerank.go
+++ b/relay/relay_rerank.go
@@ -99,23 +99,26 @@ func RerankHelper(c *gin.Context, relayMode int) *dto.OpenAIErrorWithStatusCode
 	if err != nil {
 		return service.OpenAIErrorWrapper(err, "do_request_failed", http.StatusInternalServerError)
 	}
+
+	var httpResp *http.Response
 	if resp != nil {
-		if resp.StatusCode != http.StatusOK {
+		httpResp = resp.(*http.Response)
+		if httpResp.StatusCode != http.StatusOK {
 			returnPreConsumedQuota(c, relayInfo, userQuota, preConsumedQuota)
-			openaiErr := service.RelayErrorHandler(resp)
+			openaiErr := service.RelayErrorHandler(httpResp)
 			// reset status code 重置状态码
 			service.ResetStatusCode(openaiErr, statusCodeMappingStr)
 			return openaiErr
 		}
 	}
 
-	usage, openaiErr := adaptor.DoResponse(c, resp, relayInfo)
+	usage, openaiErr := adaptor.DoResponse(c, httpResp, relayInfo)
 	if openaiErr != nil {
 		returnPreConsumedQuota(c, relayInfo, userQuota, preConsumedQuota)
 		// reset status code 重置状态码
 		service.ResetStatusCode(openaiErr, statusCodeMappingStr)
 		return openaiErr
 	}
-	postConsumeQuota(c, relayInfo, rerankRequest.Model, usage, ratio, preConsumedQuota, userQuota, modelRatio, groupRatio, modelPrice, success, "")
+	postConsumeQuota(c, relayInfo, rerankRequest.Model, usage.(*dto.Usage), ratio, preConsumedQuota, userQuota, modelRatio, groupRatio, modelPrice, success, "")
 	return nil
 }
diff --git a/relay/websocket.go b/relay/websocket.go
new file mode 100644
index 0000000..5bd1e81
--- /dev/null
+++ b/relay/websocket.go
@@ -0,0 +1,242 @@
+package relay
+
+import (
+	"encoding/json"
+	"fmt"
+	"github.com/gin-gonic/gin"
+	"github.com/gorilla/websocket"
+	"math"
+	"net/http"
+	"one-api/common"
+	"one-api/dto"
+	"one-api/model"
+	relaycommon "one-api/relay/common"
+	"one-api/service"
+	"strings"
+	"time"
+)
+
+//func getAndValidateWssRequest(c *gin.Context, ws *websocket.Conn) (*dto.RealtimeEvent, error) {
+//	_, p, err := ws.ReadMessage()
+//	if err != nil {
+//		return nil, err
+//	}
+//	realtimeEvent := &dto.RealtimeEvent{}
+//	err = json.Unmarshal(p, realtimeEvent)
+//	if err != nil {
+//		return nil, err
+//	}
+//	// save the original request
+//	if realtimeEvent.Session == nil {
+//		return nil, errors.New("session object is nil")
+//	}
+//	c.Set("first_wss_request", p)
+//	return realtimeEvent, nil
+//}
+
+func WssHelper(c *gin.Context, ws *websocket.Conn) *dto.OpenAIErrorWithStatusCode {
+	relayInfo := relaycommon.GenRelayInfoWs(c, ws)
+
+	// get & validate textRequest 获取并验证文本请求
+	//realtimeEvent, err := getAndValidateWssRequest(c, ws)
+	//if err != nil {
+	//	common.LogError(c, fmt.Sprintf("getAndValidateWssRequest failed: %s", err.Error()))
+	//	return service.OpenAIErrorWrapperLocal(err, "invalid_text_request", http.StatusBadRequest)
+	//}
+
+	// map model name
+	modelMapping := c.GetString("model_mapping")
+	//isModelMapped := false
+	if modelMapping != "" && modelMapping != "{}" {
+		modelMap := make(map[string]string)
+		err := json.Unmarshal([]byte(modelMapping), &modelMap)
+		if err != nil {
+			return service.OpenAIErrorWrapperLocal(err, "unmarshal_model_mapping_failed", http.StatusInternalServerError)
+		}
+		if modelMap[relayInfo.OriginModelName] != "" {
+			relayInfo.UpstreamModelName = modelMap[relayInfo.OriginModelName]
+			// set upstream model name
+			//isModelMapped = true
+		}
+	}
+	//relayInfo.UpstreamModelName = textRequest.Model
+	modelPrice, getModelPriceSuccess := common.GetModelPrice(relayInfo.UpstreamModelName, false)
+	groupRatio := common.GetGroupRatio(relayInfo.Group)
+
+	var preConsumedQuota int
+	var ratio float64
+	var modelRatio float64
+	//err := service.SensitiveWordsCheck(textRequest)
+
+	//if constant.ShouldCheckPromptSensitive() {
+	//	err = checkRequestSensitive(textRequest, relayInfo)
+	//	if err != nil {
+	//		return service.OpenAIErrorWrapperLocal(err, "sensitive_words_detected", http.StatusBadRequest)
+	//	}
+	//}
+
+	//promptTokens, err := getWssPromptTokens(realtimeEvent, relayInfo)
+	//// count messages token error 计算promptTokens错误
+	//if err != nil {
+	//	return service.OpenAIErrorWrapper(err, "count_token_messages_failed", http.StatusInternalServerError)
+	//}
+	//
+	if !getModelPriceSuccess {
+		preConsumedTokens := common.PreConsumedQuota
+		//if realtimeEvent.Session.MaxResponseOutputTokens != 0 {
+		//	preConsumedTokens = promptTokens + int(realtimeEvent.Session.MaxResponseOutputTokens)
+		//}
+		modelRatio = common.GetModelRatio(relayInfo.UpstreamModelName)
+		ratio = modelRatio * groupRatio
+		preConsumedQuota = int(float64(preConsumedTokens) * ratio)
+	} else {
+		preConsumedQuota = int(modelPrice * common.QuotaPerUnit * groupRatio)
+	}
+
+	// pre-consume quota 预消耗配额
+	preConsumedQuota, userQuota, openaiErr := preConsumeQuota(c, preConsumedQuota, relayInfo)
+	if openaiErr != nil {
+		return openaiErr
+	}
+
+	adaptor := GetAdaptor(relayInfo.ApiType)
+	if adaptor == nil {
+		return service.OpenAIErrorWrapperLocal(fmt.Errorf("invalid api type: %d", relayInfo.ApiType), "invalid_api_type", http.StatusBadRequest)
+	}
+	adaptor.Init(relayInfo)
+	//var requestBody io.Reader
+	//firstWssRequest, _ := c.Get("first_wss_request")
+	//requestBody = bytes.NewBuffer(firstWssRequest.([]byte))
+
+	statusCodeMappingStr := c.GetString("status_code_mapping")
+	resp, err := adaptor.DoRequest(c, relayInfo, nil)
+	if err != nil {
+		return service.OpenAIErrorWrapper(err, "do_request_failed", http.StatusInternalServerError)
+	}
+
+	if resp != nil {
+		relayInfo.TargetWs = resp.(*websocket.Conn)
+		defer relayInfo.TargetWs.Close()
+	}
+
+	usage, openaiErr := adaptor.DoResponse(c, nil, relayInfo)
+	if openaiErr != nil {
+		returnPreConsumedQuota(c, relayInfo, userQuota, preConsumedQuota)
+		// reset status code 重置状态码
+		service.ResetStatusCode(openaiErr, statusCodeMappingStr)
+		return openaiErr
+	}
+	postWssConsumeQuota(c, relayInfo, relayInfo.UpstreamModelName, usage.(*dto.RealtimeUsage), ratio, preConsumedQuota, userQuota, modelRatio, groupRatio, modelPrice, getModelPriceSuccess, "")
+	return nil
+}
+
+func postWssConsumeQuota(ctx *gin.Context, relayInfo *relaycommon.RelayInfo, modelName string,
+	usage *dto.RealtimeUsage, ratio float64, preConsumedQuota int, userQuota int, modelRatio float64,
+	groupRatio float64,
+	modelPrice float64, usePrice bool, extraContent string) {
+
+	useTimeSeconds := time.Now().Unix() - relayInfo.StartTime.Unix()
+	textInputTokens := usage.InputTokenDetails.TextTokens
+	textOutTokens := usage.OutputTokenDetails.TextTokens
+
+	audioInputTokens := usage.InputTokenDetails.AudioTokens
+	audioOutTokens := usage.OutputTokenDetails.AudioTokens
+
+	tokenName := ctx.GetString("token_name")
+	completionRatio := common.GetCompletionRatio(modelName)
+	audioRatio := common.GetAudioRatio(relayInfo.UpstreamModelName)
+	audioCompletionRatio := common.GetAudioCompletionRatio(modelName)
+
+	quota := 0
+	if !usePrice {
+		quota = textInputTokens + int(math.Round(float64(textOutTokens)*completionRatio))
+		quota += int(math.Round(float64(audioInputTokens)*audioRatio)) + int(math.Round(float64(audioOutTokens)*completionRatio*audioCompletionRatio))
+
+		quota = int(math.Round(float64(quota) * ratio))
+		if ratio != 0 && quota <= 0 {
+			quota = 1
+		}
+	} else {
+		quota = int(modelPrice * common.QuotaPerUnit * groupRatio)
+	}
+	totalTokens := usage.TotalTokens
+	var logContent string
+	if !usePrice {
+		logContent = fmt.Sprintf("模型倍率 %.2f，补全倍率 %.2f，音频倍率 %.2f，音频补全倍率 %.2f，分组倍率 %.2f", modelRatio, completionRatio, audioRatio, audioCompletionRatio, groupRatio)
+	} else {
+		logContent = fmt.Sprintf("模型价格 %.2f，分组倍率 %.2f", modelPrice, groupRatio)
+	}
+
+	// record all the consume log even if quota is 0
+	if totalTokens == 0 {
+		// in this case, must be some error happened
+		// we cannot just return, because we may have to return the pre-consumed quota
+		quota = 0
+		logContent += fmt.Sprintf("（可能是上游超时）")
+		common.LogError(ctx, fmt.Sprintf("total tokens is 0, cannot consume quota, userId %d, channelId %d, "+
+			"tokenId %d, model %s， pre-consumed quota %d", relayInfo.UserId, relayInfo.ChannelId, relayInfo.TokenId, modelName, preConsumedQuota))
+	} else {
+		//if sensitiveResp != nil {
+		//	logContent += fmt.Sprintf("，敏感词：%s", strings.Join(sensitiveResp.SensitiveWords, ", "))
+		//}
+		quotaDelta := quota - preConsumedQuota
+		if quotaDelta != 0 {
+			err := model.PostConsumeTokenQuota(relayInfo, userQuota, quotaDelta, preConsumedQuota, true)
+			if err != nil {
+				common.LogError(ctx, "error consuming token remain quota: "+err.Error())
+			}
+		}
+		err := model.CacheUpdateUserQuota(relayInfo.UserId)
+		if err != nil {
+			common.LogError(ctx, "error update user quota cache: "+err.Error())
+		}
+		model.UpdateUserUsedQuotaAndRequestCount(relayInfo.UserId, quota)
+		model.UpdateChannelUsedQuota(relayInfo.ChannelId, quota)
+	}
+
+	logModel := modelName
+	if strings.HasPrefix(logModel, "gpt-4-gizmo") {
+		logModel = "gpt-4-gizmo-*"
+		logContent += fmt.Sprintf("，模型 %s", modelName)
+	}
+	if strings.HasPrefix(logModel, "gpt-4o-gizmo") {
+		logModel = "gpt-4o-gizmo-*"
+		logContent += fmt.Sprintf("，模型 %s", modelName)
+	}
+	if extraContent != "" {
+		logContent += ", " + extraContent
+	}
+	other := service.GenerateWssOtherInfo(ctx, relayInfo, usage, modelRatio, groupRatio, completionRatio, modelPrice)
+	model.RecordConsumeLog(ctx, relayInfo.UserId, relayInfo.ChannelId, usage.InputTokens, usage.OutputTokens, logModel,
+		tokenName, quota, logContent, relayInfo.TokenId, userQuota, int(useTimeSeconds), relayInfo.IsStream, other)
+
+	//if quota != 0 {
+	//
+	//}
+}
+
+func getWssPromptTokens(textRequest *dto.RealtimeEvent, info *relaycommon.RelayInfo) (int, error) {
+	var promptTokens int
+	var err error
+	switch info.RelayMode {
+	default:
+		promptTokens, err = service.CountTokenRealtime(*textRequest, info.UpstreamModelName)
+	}
+	info.PromptTokens = promptTokens
+	return promptTokens, err
+}
+
+//func checkWssRequestSensitive(textRequest *dto.GeneralOpenAIRequest, info *relaycommon.RelayInfo) error {
+//	var err error
+//	switch info.RelayMode {
+//	case relayconstant.RelayModeChatCompletions:
+//		err = service.CheckSensitiveMessages(textRequest.Messages)
+//	case relayconstant.RelayModeCompletions:
+//		err = service.CheckSensitiveInput(textRequest.Prompt)
+//	case relayconstant.RelayModeModerations:
+//		err = service.CheckSensitiveInput(textRequest.Input)
+//	case relayconstant.RelayModeEmbeddings:
+//		err = service.CheckSensitiveInput(textRequest.Input)
+//	}
+//	return err
+//}
diff --git a/service/log.go b/service/log.go
index 506effb..e5354cd 100644
--- a/service/log.go
+++ b/service/log.go
@@ -2,6 +2,7 @@ package service
 
 import (
 	"github.com/gin-gonic/gin"
+	"one-api/dto"
 	relaycommon "one-api/relay/common"
 )
 
@@ -17,3 +18,13 @@ func GenerateTextOtherInfo(ctx *gin.Context, relayInfo *relaycommon.RelayInfo, m
 	other["admin_info"] = adminInfo
 	return other
 }
+
+func GenerateWssOtherInfo(ctx *gin.Context, relayInfo *relaycommon.RelayInfo, usage *dto.RealtimeUsage, modelRatio, groupRatio, completionRatio, modelPrice float64) map[string]interface{} {
+	info := GenerateTextOtherInfo(ctx, relayInfo, modelRatio, groupRatio, completionRatio, modelPrice)
+	info["ws"] = true
+	info["audio_input"] = usage.InputTokenDetails.AudioTokens
+	info["audio_output"] = usage.OutputTokenDetails.AudioTokens
+	info["text_input"] = usage.InputTokenDetails.TextTokens
+	info["text_output"] = usage.OutputTokenDetails.TextTokens
+	return info
+}
diff --git a/service/relay.go b/service/relay.go
index 0aa2f13..4b5ed36 100644
--- a/service/relay.go
+++ b/service/relay.go
@@ -43,11 +43,25 @@ func Done(c *gin.Context) {
 	_ = StringData(c, "[DONE]")
 }
 
+func WssString(c *gin.Context, ws *websocket.Conn, str string) error {
+	if ws == nil {
+		common.LogError(c, "websocket connection is nil")
+		return errors.New("websocket connection is nil")
+	}
+	common.LogInfo(c, fmt.Sprintf("sending message: %s", str))
+	return ws.WriteMessage(1, []byte(str))
+}
+
 func WssObject(c *gin.Context, ws *websocket.Conn, object interface{}) error {
 	jsonData, err := json.Marshal(object)
 	if err != nil {
 		return fmt.Errorf("error marshalling object: %w", err)
 	}
+	if ws == nil {
+		common.LogError(c, "websocket connection is nil")
+		return errors.New("websocket connection is nil")
+	}
+	common.LogInfo(c, fmt.Sprintf("sending message: %s", jsonData))
 	return ws.WriteMessage(1, jsonData)
 }
 
diff --git a/service/token_counter.go b/service/token_counter.go
index 97ade1f..e169a25 100644
--- a/service/token_counter.go
+++ b/service/token_counter.go
@@ -191,6 +191,45 @@ func CountTokenChatRequest(request dto.GeneralOpenAIRequest, model string) (int,
 	return tkm, nil
 }
 
+func CountTokenRealtime(request dto.RealtimeEvent, model string) (int, error) {
+	tkm := 0
+	ratio := 1
+	if request.Session != nil {
+		msgTokens, err := CountTokenText(request.Session.Instructions, model)
+		if err != nil {
+			return 0, err
+		}
+		ratio = len(request.Session.Modalities)
+		tkm += msgTokens
+		if request.Session.Tools != nil {
+			toolsData, _ := json.Marshal(request.Session.Tools)
+			var openaiTools []dto.OpenAITools
+			err := json.Unmarshal(toolsData, &openaiTools)
+			if err != nil {
+				return 0, errors.New(fmt.Sprintf("count_tools_token_fail: %s", err.Error()))
+			}
+			countStr := ""
+			for _, tool := range openaiTools {
+				countStr = tool.Function.Name
+				if tool.Function.Description != "" {
+					countStr += tool.Function.Description
+				}
+				if tool.Function.Parameters != nil {
+					countStr += fmt.Sprintf("%v", tool.Function.Parameters)
+				}
+			}
+			toolTokens, err := CountTokenInput(countStr, model)
+			if err != nil {
+				return 0, err
+			}
+			tkm += 8
+			tkm += toolTokens
+		}
+	}
+	tkm *= ratio
+	return tkm, nil
+}
+
 func CountTokenMessages(messages []dto.Message, model string, stream bool) (int, error) {
 	//recover when panic
 	tokenEncoder := getTokenEncoder(model)
diff --git a/web/src/components/LogsTable.js b/web/src/components/LogsTable.js
index 77d18b9..80bb3fe 100644
--- a/web/src/components/LogsTable.js
+++ b/web/src/components/LogsTable.js
@@ -11,7 +11,7 @@ import {
 
 import {
   Avatar,
-  Button,
+  Button, Descriptions,
   Form,
   Layout,
   Modal,
@@ -20,7 +20,7 @@ import {
   Spin,
   Table,
   Tag,
-  Tooltip,
+  Tooltip
 } from '@douyinfe/semi-ui';
 import { ITEMS_PER_PAGE } from '../constants';
 import {
@@ -336,33 +336,33 @@ const LogsTable = () => {
         );
       },
     },
-    {
-      title: '重试',
-      dataIndex: 'retry',
-      className: isAdmin() ? 'tableShow' : 'tableHiddle',
-      render: (text, record, index) => {
-        let content = '渠道：' + record.channel;
-        if (record.other !== '') {
-          let other = JSON.parse(record.other);
-          if (other === null) {
-            return <></>;
-          }
-          if (other.admin_info !== undefined) {
-            if (
-              other.admin_info.use_channel !== null &&
-              other.admin_info.use_channel !== undefined &&
-              other.admin_info.use_channel !== ''
-            ) {
-              // channel id array
-              let useChannel = other.admin_info.use_channel;
-              let useChannelStr = useChannel.join('->');
-              content = `渠道：${useChannelStr}`;
-            }
-          }
-        }
-        return isAdminUser ? <div>{content}</div> : <></>;
-      },
-    },
+    // {
+    //   title: '重试',
+    //   dataIndex: 'retry',
+    //   className: isAdmin() ? 'tableShow' : 'tableHiddle',
+    //   render: (text, record, index) => {
+    //     let content = '渠道：' + record.channel;
+    //     if (record.other !== '') {
+    //       let other = JSON.parse(record.other);
+    //       if (other === null) {
+    //         return <></>;
+    //       }
+    //       if (other.admin_info !== undefined) {
+    //         if (
+    //           other.admin_info.use_channel !== null &&
+    //           other.admin_info.use_channel !== undefined &&
+    //           other.admin_info.use_channel !== ''
+    //         ) {
+    //           // channel id array
+    //           let useChannel = other.admin_info.use_channel;
+    //           let useChannelStr = useChannel.join('->');
+    //           content = `渠道：${useChannelStr}`;
+    //         }
+    //       }
+    //     }
+    //     return isAdminUser ? <div>{content}</div> : <></>;
+    //   },
+    // },
     {
       title: '详情',
       dataIndex: 'content',
@@ -409,6 +409,7 @@ const LogsTable = () => {
   ];
 
   const [logs, setLogs] = useState([]);
+  const [expandData, setExpandData] = useState({});
   const [showStat, setShowStat] = useState(false);
   const [loading, setLoading] = useState(false);
   const [loadingStat, setLoadingStat] = useState(false);
@@ -512,10 +513,54 @@ const LogsTable = () => {
   };
 
   const setLogsFormat = (logs) => {
+    let expandDatesLocal = {};
     for (let i = 0; i < logs.length; i++) {
       logs[i].timestamp2string = timestamp2string(logs[i].created_at);
       logs[i].key = '' + logs[i].id;
+      let other = getLogOther(logs[i].other);
+      let expandDataLocal = [];
+      if (isAdmin()) {
+        let content = '渠道：' + logs[i].channel;
+        if (other.admin_info !== undefined) {
+          if (
+            other.admin_info.use_channel !== null &&
+            other.admin_info.use_channel !== undefined &&
+            other.admin_info.use_channel !== ''
+          ) {
+            // channel id array
+            let useChannel = other.admin_info.use_channel;
+            let useChannelStr = useChannel.join('->');
+            content = `渠道：${useChannelStr}`;
+          }
+        }
+        expandDataLocal.push({
+          key: '重试',
+          value: content,
+        })
+      }
+      if (other.ws) {
+        expandDataLocal.push({
+          key: '语音输入',
+          value: other.audio_input,
+        });
+        expandDataLocal.push({
+          key: '语音输出',
+          value: other.audio_output,
+        });
+        expandDataLocal.push({
+          key: '文字输入',
+          value: other.text_input,
+        });
+        expandDataLocal.push({
+          key: '文字输出',
+          value: other.text_output,
+        });
+      }
+      expandDatesLocal[logs[i].key] = expandDataLocal;
     }
+    console.log(expandDatesLocal);
+    setExpandData(expandDatesLocal);
+
     setLogs(logs);
   };
 
@@ -588,6 +633,10 @@ const LogsTable = () => {
     handleEyeClick();
   }, []);
 
+  const expandRowRender = (record, index) => {
+    return <Descriptions align="justify" data={expandData[record.key]} />;
+  };
+
   return (
     <>
       <Layout>
@@ -686,7 +735,9 @@ const LogsTable = () => {
         <Table
           style={{ marginTop: 5 }}
           columns={columns}
+          expandedRowRender={expandRowRender}
           dataSource={logs}
+          rowKey="key"
           pagination={{
             currentPage: activePage,
             pageSize: pageSize,