Update ai security guard (#1261)

2026-02-28 14:40:50 +08:00 · 2024-09-24 19:42:34 +08:00
parent b82853c653
commit e004321cb0
5 changed files with 350 additions and 88 deletions
--- a/plugins/wasm-go/extensions/ai-security-guard/README.md
+++ b/plugins/wasm-go/extensions/ai-security-guard/README.md
@@ -1,22 +1,143 @@
+---
+title: AI内容安全
+keywords: [higress, AI, security]
+description: 阿里云内容安全检测
+---
+
 ## 功能说明
+通过对接阿里云内容安全检测大模型的输入输出，保障AI应用内容合法合规。
+
+## 运行属性
+
+插件执行阶段：`默认阶段`
+插件执行优先级：`300`

 ## 配置说明
 | Name | Type | Requirement | Default | Description |
-| :-: | :-:  | :-:  | :-: | :-: |
-| serviceSource | string | requried | - | 服务来源，填dns |
-| serviceName | string | requried | - | 服务名 |
-| servicePort | string | requried | - | 服务端口 |
-| domain | string | requried | - | 阿里云内容安全endpoint |
-| ak | string | requried | - | 阿里云AK |
-| sk | string | requried | - | 阿里云SK |
+| ------------ | ------------ | ------------ | ------------ | ------------ |
+| `serviceName` | string | requried | - | 服务名 |
+| `servicePort` | string | requried | - | 服务端口 |
+| `serviceHost` | string | requried | - | 阿里云内容安全endpoint的域名 |
+| `accessKey` | string | requried | - | 阿里云AK |
+| `secretKey` | string | requried | - | 阿里云SK |
+| `checkRequest` | bool | optional | false | 检查提问内容是否合规 |
+| `checkResponse` | bool | optional | false | 检查大模型的回答内容是否合规，生效时会使流式响应变为非流式 |
+| `requestCheckService` | string | optional | llm_query_moderation | 指定阿里云内容安全用于检测输入内容的服务 |
+| `responseCheckService` | string | optional | llm_response_moderation | 指定阿里云内容安全用于检测输出内容的服务 |
+| `requestContentJsonPath` | string | optional | `messages.@reverse.0.content` | 指定要检测内容在请求body中的jsonpath |
+| `responseContentJsonPath` | string | optional | `choices.0.message.content` | 指定要检测内容在响应body中的jsonpath |
+| `responseStreamContentJsonPath` | string | optional | `choices.0.delta.content` | 指定要检测内容在流式响应body中的jsonpath |
+| `denyCode` | int | optional | 200 | 指定内容非法时的响应状态码 |
+| `denyMessage` | string | optional | openai格式的流失/非流式响应，回答内容为阿里云内容安全的建议回答 | 指定内容非法时的响应内容 |


 ## 配置示例
+### 前提条件
+由于插件中需要调用阿里云内容安全服务，所以需要先创建一个DNS类型的服务，例如：
+
+![](https://img.alicdn.com/imgextra/i4/O1CN013AbDcn1slCY19inU2_!!6000000005806-0-tps-1754-1320.jpg)
+
+### 检测输入内容是否合规
+
 ```yaml
-serviceSource: "dns"
-serviceName: "safecheck"
+serviceName: safecheck.dns
 servicePort: 443
-domain: "green-cip.cn-shanghai.aliyuncs.com"
-ak: "XXXXXXXXX"
-sk: "XXXXXXXXXXXXXXX"
+serviceHost: "green-cip.cn-shanghai.aliyuncs.com"
+accessKey: "XXXXXXXXX"
+secretKey: "XXXXXXXXXXXXXXX"
+checkRequest: true
+```
+
+### 检测输入与输出是否合规
+
+```yaml
+serviceName: safecheck.dns
+servicePort: 443
+serviceHost: green-cip.cn-shanghai.aliyuncs.com
+accessKey: "XXXXXXXXX"
+secretKey: "XXXXXXXXXXXXXXX"
+checkRequest: true
+checkResponse: true
+```
+
+### 指定自定义内容安全检测服务
+用户可能需要根据不同的场景配置不同的检测规则，该问题可通过为不同域名/路由/服务配置不同的内容安全检测服务实现。如下图所示，我们创建了一个名为 llm_query_moderation_01 的检测服务，其中的检测规则在 llm_query_moderation 之上做了一些改动：
+
+![](https://img.alicdn.com/imgextra/i4/O1CN01bAtcvn1N9sB16iiZR_!!6000000001528-0-tps-2728-822.jpg)
+
+接下来在目标域名/路由/服务级别进行以下配置，指定使用我们自定义的 llm_query_moderation_01 中的规则进行检测：
+
+```yaml
+serviceName: safecheck.dns
+servicePort: 443
+serviceHost: "green-cip.cn-shanghai.aliyuncs.com"
+accessKey: "XXXXXXXXX"
+secretKey: "XXXXXXXXXXXXXXX"
+checkRequest: true
+requestCheckService: llm_query_moderation_01
+```
+
+### 配置非openai协议（例如百炼App）
+
+```yaml
+serviceName: safecheck.dns
+servicePort: 443
+serviceHost: "green-cip.cn-shanghai.aliyuncs.com"
+accessKey: "XXXXXXXXX"
+secretKey: "XXXXXXXXXXXXXXX"
+checkRequest: true
+checkResponse: true
+requestContentJsonPath: "input.prompt"
+responseContentJsonPath: "output.text"
+denyCode: 200
+denyMessage: "很抱歉，我无法回答您的问题"
+```
+
+## 可观测
+### Metric
+ai-security-guard 插件提供了以下监控指标：
+- `ai_sec_request_deny`: 请求内容安全检测失败请求数
+- `ai_sec_response_deny`: 模型回答安全检测失败请求数
+
+### Trace
+如果开启了链路追踪，ai-security-guard 插件会在请求 span 中添加以下 attributes:
+- `ai_sec_risklabel`: 表示请求命中的风险类型
+- `ai_sec_deny_phase`: 表示请求被检测到风险的阶段（取值为request或者response）
+
+## 请求示例
+```bash
+curl http://localhost/v1/chat/completions \
+-H "Content-Type: application/json" \
+-d '{
+  "model": "gpt-4o-mini",
+  "messages": [
+    {
+      "role": "user",
+      "content": "这是一段非法内容"
+    }
+  ]
+}'
+```
+
+请求内容会被发送到阿里云内容安全服务进行检测，如果请求内容检测结果为非法，网关将返回形如以下的回答：
+
+```json
+{
+    "id": "chatcmpl-123",
+    "object": "chat.completion",
+    "created": 1677652288,
+    "model": "gpt-4o-mini",
+    "system_fingerprint": "fp_44709d6fcb",
+    "choices": [
+        {
+            "index": 0,
+            "message": {
+                "role": "assistant",
+                "content": "作为一名人工智能助手，我不能提供涉及色情、暴力、政治等敏感话题的内容。如果您有其他相关问题，欢迎您提问。",
+            },
+            "logprobs": null,
+            "finish_reason": "stop"
+        }
+    ]
+}
 ```
--- a/plugins/wasm-go/extensions/ai-security-guard/README_EN.md
+++ b/plugins/wasm-go/extensions/ai-security-guard/README_EN.md
@@ -0,0 +1,69 @@
+---
+title: AI Content Security
+keywords: [higress, AI, security]
+description: Alibaba Cloud content security
+---
+
+
+## Introduction
+Integrate with Aliyun content security service for detections of input and output of LLMs, ensuring that application content is legal and compliant.
+
+## Runtime Properties
+
+Plugin Phase: `CUSTOM`
+Plugin Priority: `300`
+
+## Configuration
+| Name | Type | Requirement | Default | Description |
+| ------------ | ------------ | ------------ | ------------ | ------------ |
+| `serviceName` | string | requried | - | service name |
+| `servicePort` | string | requried | - | service port |
+| `serviceHost` | string | requried | - | Host of Aliyun content security service endpoint |
+| `accessKey` | string | requried | - | Aliyun accesskey |
+| `secretKey` | string | requried | - | Aliyun secretkey |
+| `checkRequest` | bool | optional | false | check if the input is legal |
+| `checkResponse` | bool | optional | false | check if the output is legal |
+| `requestCheckService` | string | optional | llm_query_moderation | Aliyun yundun service name for input check |
+| `responseCheckService` | string | optional | llm_response_moderation | Aliyun yundun service name for output check |
+| `requestContentJsonPath` | string | optional | `messages.@reverse.0.content` | Specify the jsonpath of the content to be detected in the request body |
+| `responseContentJsonPath` | string | optional | `choices.0.message.content` | Specify the jsonpath of the content to be detected in the response body |
+| `responseStreamContentJsonPath` | string | optional | `choices.0.delta.content` | Specify the jsonpath of the content to be detected in the streaming response body |
+| `denyCode` | int | optional | 200 | Response status code when the specified content is illegal |
+| `denyMessage` | string | optional | Drainage/non-streaming response in openai format, the answer content is the suggested answer from Alibaba Cloud content security
+ | Response content when the specified content is illegal |
+
+
+## Examples of configuration
+### Check if the input is legal
+
+```yaml
+serviceName: safecheck.dns
+servicePort: 443
+serviceHost: "green-cip.cn-shanghai.aliyuncs.com"
+accessKey: "XXXXXXXXX"
+secretKey: "XXXXXXXXXXXXXXX"
+checkRequest: true
+```
+
+### Check if both the input and output are legal
+
+```yaml
+serviceName: safecheck.dns
+servicePort: 443
+serviceHost: green-cip.cn-shanghai.aliyuncs.com
+accessKey: "XXXXXXXXX"
+secretKey: "XXXXXXXXXXXXXXX"
+checkRequest: true
+checkResponse: true
+```
+
+## Observability
+### Metric
+ai-security-guard plugin provides following metrics:
+- `ai_sec_request_deny`: count of requests denied at request phase
+- `ai_sec_response_deny`: count of requests denied at response phase
+
+### Trace
+ai-security-guard plugin provides following span attributes:
+- `ai_sec_risklabel`: risk type of this request
+- `ai_sec_deny_phase`: denied phase of this request, value can be request/response
--- a/plugins/wasm-go/extensions/ai-security-guard/go.mod
+++ b/plugins/wasm-go/extensions/ai-security-guard/go.mod
@@ -1,4 +1,4 @@
-module myplugin
+module github.com/alibaba/higress/plugins/wasm-go/extensions/ai-security-guard

 go 1.18

--- a/plugins/wasm-go/extensions/ai-security-guard/go.sum
+++ b/plugins/wasm-go/extensions/ai-security-guard/go.sum
@@ -1,14 +1,9 @@
-github.com/alibaba/higress/plugins/wasm-go v1.3.5 h1:VOLL3m442IHCSu8mR5AZ4sc6LVT9X0w1hdqDI7oB9jY=
-github.com/alibaba/higress/plugins/wasm-go v1.3.5/go.mod h1:kr3V9Ntbspj1eSrX8rgjBsdMXkGupYEf+LM72caGPQc=
-github.com/alibaba/higress/plugins/wasm-go v1.3.6-0.20240522012622-fc6a6aad8906 h1:RhEmB+ApLKsClZD7joTC4ifmsVgOVz4pFLdPR3xhNaE=
-github.com/alibaba/higress/plugins/wasm-go v1.3.6-0.20240522012622-fc6a6aad8906/go.mod h1:10jQXKsYFUF7djs+Oy7t82f4dbie9pISfP9FJwpPLuk=
 github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
 github.com/google/uuid v1.3.0 h1:t6JiXgmwXMjEs8VusXIJk2BXHsn+wx8BZdTaoZ5fu7I=
 github.com/google/uuid v1.3.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
 github.com/higress-group/nottinygc v0.0.0-20231101025119-e93c4c2f8520 h1:IHDghbGQ2DTIXHBHxWfqCYQW1fKjyJ/I7W1pMyUDeEA=
 github.com/higress-group/nottinygc v0.0.0-20231101025119-e93c4c2f8520/go.mod h1:Nz8ORLaFiLWotg6GeKlJMhv8cci8mM43uEnLA5t8iew=
-github.com/higress-group/proxy-wasm-go-sdk v0.0.0-20240327114451-d6b7174a84fc h1:t2AT8zb6N/59Y78lyRWedVoVWHNRSCBh0oWCC+bluTQ=
-github.com/higress-group/proxy-wasm-go-sdk v0.0.0-20240327114451-d6b7174a84fc/go.mod h1:hNFjhrLUIq+kJ9bOcs8QtiplSQ61GZXtd2xHKx4BYRo=
+github.com/higress-group/proxy-wasm-go-sdk v0.0.0-20240711023527-ba358c48772f h1:ZIiIBRvIw62gA5MJhuwp1+2wWbqL9IGElQ499rUsYYg=
 github.com/higress-group/proxy-wasm-go-sdk v0.0.0-20240711023527-ba358c48772f/go.mod h1:hNFjhrLUIq+kJ9bOcs8QtiplSQ61GZXtd2xHKx4BYRo=
 github.com/magefile/mage v1.14.0 h1:6QDX3g6z1YvJ4olPhT1wksUcSa/V0a1B+pJb73fBjyo=
 github.com/magefile/mage v1.14.0/go.mod h1:z5UZb/iS3GoOSn0JgWuiw7dxlurVYTu+/jHXqQg881A=
--- a/plugins/wasm-go/extensions/ai-security-guard/main.go
+++ b/plugins/wasm-go/extensions/ai-security-guard/main.go
@@ -1,12 +1,12 @@
 package main

 import (
+	"bytes"
 	"crypto/hmac"
 	"crypto/rand"
 	"crypto/sha1"
 	"encoding/base64"
 	"encoding/hex"
-	"encoding/json"
 	"errors"
 	"fmt"
 	"net/http"
@@ -32,16 +32,47 @@ func main() {
 	)
 }

+const (
+	OpenAIResponseFormat       = `{"id": "chatcmpl-123","object": "chat.completion","model": "gpt-4o-mini","choices": [{"index": 0,"message": {"role": "assistant","content": "%s"},"logprobs": null,"finish_reason": "stop"}]}`
+	OpenAIStreamResponseChunk  = `data:{"id":"chatcmpl-123","object":"chat.completion.chunk","model":"gpt-4o-mini", "choices":[{"index":0,"delta":{"role":"assistant","content":"%s"},"logprobs":null,"finish_reason":null}]}`
+	OpenAIStreamResponseEnd    = `data:{"id":"chatcmpl-123","object":"chat.completion.chunk","model":"gpt-4o-mini", "choices":[{"index":0,"delta":{},"logprobs":null,"finish_reason":"stop"}]}`
+	OpenAIStreamResponseFormat = OpenAIStreamResponseChunk + "\n\n" + OpenAIStreamResponseEnd
+
+	TracingPrefix = "trace_span_tag."
+
+	DefaultRequestCheckService       = "llm_query_moderation"
+	DefaultResponseCheckService      = "llm_response_moderation"
+	DefaultRequestJsonPath           = "messages.@reverse.0.content"
+	DefaultResponseJsonPath          = "choices.0.message.content"
+	DefaultStreamingResponseJsonPath = "choices.0.delta.content"
+	DefaultDenyCode                  = 200
+
+	AliyunUserAgent = "CIPFrom/AIGateway"
+)
+
 type AISecurityConfig struct {
-	client wrapper.HttpClient
-	ak     string
-	sk     string
+	client                        wrapper.HttpClient
+	ak                            string
+	sk                            string
+	checkRequest                  bool
+	requestCheckService           string
+	requestContentJsonPath        string
+	checkResponse                 bool
+	responseCheckService          string
+	responseContentJsonPath       string
+	responseStreamContentJsonPath string
+	denyCode                      int64
+	denyMessage                   string
+	metrics                       map[string]proxywasm.MetricCounter
 }

-type StandardResponse struct {
-	Code    int    `json:"Code"`
-	Phase   string `json:"BlockPhase"`
-	Message string `json:"Message"`
+func (config *AISecurityConfig) incrementCounter(metricName string, inc uint64) {
+	counter, ok := config.metrics[metricName]
+	if !ok {
+		counter = proxywasm.DefineCounterMetric(metricName)
+		config.metrics[metricName] = counter
+	}
+	counter.Increment(inc)
 }

 func urlEncoding(rawStr string) string {
@@ -71,7 +102,7 @@ func getSign(params map[string]string, secret string) string {
 	})
 	canonicalStr := strings.Join(paramArray, "&")
 	signStr := "POST&%2F&" + urlEncoding(canonicalStr)
-	fmt.Println(signStr)
+	// proxywasm.LogInfo(signStr)
 	return hmacSha1(signStr, secret)
 }

@@ -86,32 +117,70 @@ func generateHexID(length int) (string, error) {
 func parseConfig(json gjson.Result, config *AISecurityConfig, log wrapper.Log) error {
 	serviceName := json.Get("serviceName").String()
 	servicePort := json.Get("servicePort").Int()
-	domain := json.Get("domain").String()
-	config.ak = json.Get("ak").String()
-	config.sk = json.Get("sk").String()
-	if serviceName == "" || servicePort == 0 || domain == "" {
+	serviceHost := json.Get("serviceHost").String()
+	if serviceName == "" || servicePort == 0 || serviceHost == "" {
 		return errors.New("invalid service config")
 	}
-	config.client = wrapper.NewClusterClient(wrapper.DnsCluster{
-		ServiceName: serviceName,
-		Port:        servicePort,
-		Domain:      domain,
+	config.ak = json.Get("accessKey").String()
+	config.sk = json.Get("secretKey").String()
+	if config.ak == "" || config.sk == "" {
+		return errors.New("invalid AK/SK config")
+	}
+	config.checkRequest = json.Get("checkRequest").Bool()
+	config.checkResponse = json.Get("checkResponse").Bool()
+	config.denyMessage = json.Get("denyMessage").String()
+	if obj := json.Get("denyCode"); obj.Exists() {
+		config.denyCode = obj.Int()
+	} else {
+		config.denyCode = DefaultDenyCode
+	}
+	if obj := json.Get("requestCheckService"); obj.Exists() {
+		config.requestCheckService = obj.String()
+	} else {
+		config.requestCheckService = DefaultRequestCheckService
+	}
+	if obj := json.Get("responseCheckService"); obj.Exists() {
+		config.responseCheckService = obj.String()
+	} else {
+		config.responseCheckService = DefaultResponseCheckService
+	}
+	if obj := json.Get("requestContentJsonPath"); obj.Exists() {
+		config.requestContentJsonPath = obj.String()
+	} else {
+		config.requestContentJsonPath = DefaultRequestJsonPath
+	}
+	if obj := json.Get("responseContentJsonPath"); obj.Exists() {
+		config.responseContentJsonPath = obj.String()
+	} else {
+		config.responseContentJsonPath = DefaultResponseJsonPath
+	}
+	if obj := json.Get("responseStreamContentJsonPath"); obj.Exists() {
+		config.responseStreamContentJsonPath = obj.String()
+	} else {
+		config.responseStreamContentJsonPath = DefaultStreamingResponseJsonPath
+	}
+	config.client = wrapper.NewClusterClient(wrapper.FQDNCluster{
+		FQDN: serviceName,
+		Port: servicePort,
+		Host: serviceHost,
 	})
+	config.metrics = make(map[string]proxywasm.MetricCounter)
 	return nil
 }

 func onHttpRequestHeaders(ctx wrapper.HttpContext, config AISecurityConfig, log wrapper.Log) types.Action {
+	if !config.checkRequest {
+		ctx.DontReadRequestBody()
+	}
+	if !config.checkResponse {
+		ctx.DontReadResponseBody()
+	}
 	return types.ActionContinue
 }

 func onHttpRequestBody(ctx wrapper.HttpContext, config AISecurityConfig, body []byte, log wrapper.Log) types.Action {
-	messages := gjson.GetBytes(body, "messages").Array()
-	if len(messages) > 0 {
-		role := messages[len(messages)-1].Get("role").String()
-		content := messages[len(messages)-1].Get("content").String()
-		if role != "user" {
-			return types.ActionContinue
-		}
+	content := gjson.GetBytes(body, config.requestContentJsonPath).String()
+	if content != "" {
 		timestamp := time.Now().UTC().Format("2006-01-02T15:04:05Z")
 		randomID, _ := generateHexID(16)
 		params := map[string]string{
@@ -123,7 +192,7 @@ func onHttpRequestBody(ctx wrapper.HttpContext, config AISecurityConfig, body []
 			"Action":            "TextModerationPlus",
 			"AccessKeyId":       config.ak,
 			"Timestamp":         timestamp,
-			"Service":           "llm_query_moderation",
+			"Service":           config.requestCheckService,
 			"ServiceParameters": `{"content": "` + content + `"}`,
 		}
 		signature := getSign(params, config.sk+"&")
@@ -132,31 +201,27 @@ func onHttpRequestBody(ctx wrapper.HttpContext, config AISecurityConfig, body []
 			reqParams.Add(k, v)
 		}
 		reqParams.Add("Signature", signature)
-		config.client.Post(fmt.Sprintf("/?%s", reqParams.Encode()), nil, nil,
+		config.client.Post(fmt.Sprintf("/?%s", reqParams.Encode()), [][2]string{{"User-Agent", AliyunUserAgent}}, nil,
 			func(statusCode int, responseHeaders http.Header, responseBody []byte) {
 				respData := gjson.GetBytes(responseBody, "Data")
 				if respData.Exists() {
 					respAdvice := respData.Get("Advice")
 					respResult := respData.Get("Result")
 					if respAdvice.Exists() {
-						sr := StandardResponse{
-							Code:    403,
-							Phase:   "Request",
-							Message: respAdvice.Array()[0].Get("Answer").String(),
+						proxywasm.SetProperty([]string{TracingPrefix, "ai_sec_risklabel"}, []byte(respResult.Array()[0].Get("Label").String()))
+						proxywasm.SetProperty([]string{TracingPrefix, "ai_sec_deny_phase"}, []byte("request"))
+						config.incrementCounter("ai_sec_request_deny", 1)
+						if config.denyMessage != "" {
+							proxywasm.SendHttpResponse(uint32(config.denyCode), [][2]string{{"content-type", "application/json"}}, []byte(config.denyMessage), -1)
+						} else {
+							if gjson.GetBytes(body, "stream").Bool() {
+								jsonData := []byte(fmt.Sprintf(OpenAIStreamResponseFormat, respAdvice.Array()[0].Get("Answer").String()))
+								proxywasm.SendHttpResponse(uint32(config.denyCode), [][2]string{{"content-type", "text/event-stream;charset=UTF-8"}}, jsonData, -1)
+							} else {
+								jsonData := []byte(fmt.Sprintf(OpenAIResponseFormat, respAdvice.Array()[0].Get("Answer").String()))
+								proxywasm.SendHttpResponse(uint32(config.denyCode), [][2]string{{"content-type", "application/json"}}, jsonData, -1)
+							}
 						}
-						jsonData, _ := json.MarshalIndent(sr, "", "    ")
-						label := respResult.Array()[0].Get("Label").String()
-						proxywasm.SetProperty([]string{"risklabel"}, []byte(label))
-						proxywasm.SendHttpResponseWithDetail(403, "ai-security-guard.label."+label, [][2]string{{"content-type", "application/json"}}, jsonData, -1)
-					} else if respResult.Array()[0].Get("Label").String() != "nonLabel" {
-						sr := StandardResponse{
-							Code:    403,
-							Phase:   "Request",
-							Message: "risk detected",
-						}
-						jsonData, _ := json.MarshalIndent(sr, "", "    ")
-						proxywasm.SetProperty([]string{"risklabel"}, []byte(respResult.Array()[0].Get("Label").String()))
-						proxywasm.SendHttpResponseWithDetail(403, "ai-security-guard.risk_detected", [][2]string{{"content-type", "application/json"}}, jsonData, -1)
 					} else {
 						proxywasm.ResumeHttpRequest()
 					}
@@ -206,9 +271,16 @@ func onHttpResponseHeaders(ctx wrapper.HttpContext, config AISecurityConfig, log
 }

 func onHttpResponseBody(ctx wrapper.HttpContext, config AISecurityConfig, body []byte, log wrapper.Log) types.Action {
-	messages := gjson.GetBytes(body, "choices").Array()
-	if len(messages) > 0 {
-		content := messages[0].Get("message").Get("content").String()
+	hdsMap := ctx.GetContext("headers").(map[string][]string)
+	isStreamingResponse := strings.Contains(strings.Join(hdsMap["content-type"], ";"), "event-stream")
+	var content string
+	if isStreamingResponse {
+		content = extractMessageFromStreamingBody(body, config.responseStreamContentJsonPath)
+	} else {
+		content = gjson.GetBytes(body, config.responseContentJsonPath).String()
+	}
+	log.Debugf("Raw response content is: %s", content)
+	if len(content) > 0 {
 		timestamp := time.Now().UTC().Format("2006-01-02T15:04:05Z")
 		randomID, _ := generateHexID(16)
 		params := map[string]string{
@@ -220,7 +292,7 @@ func onHttpResponseBody(ctx wrapper.HttpContext, config AISecurityConfig, body [
 			"Action":            "TextModerationPlus",
 			"AccessKeyId":       config.ak,
 			"Timestamp":         timestamp,
-			"Service":           "llm_response_moderation",
+			"Service":           config.responseCheckService,
 			"ServiceParameters": `{"content": "` + content + `"}`,
 		}
 		signature := getSign(params, config.sk+"&")
@@ -229,7 +301,7 @@ func onHttpResponseBody(ctx wrapper.HttpContext, config AISecurityConfig, body [
 			reqParams.Add(k, v)
 		}
 		reqParams.Add("Signature", signature)
-		config.client.Post(fmt.Sprintf("/?%s", reqParams.Encode()), nil, nil,
+		config.client.Post(fmt.Sprintf("/?%s", reqParams.Encode()), [][2]string{{"User-Agent", AliyunUserAgent}}, nil,
 			func(statusCode int, responseHeaders http.Header, responseBody []byte) {
 				defer proxywasm.ResumeHttpResponse()
 				respData := gjson.GetBytes(responseBody, "Data")
@@ -237,31 +309,23 @@ func onHttpResponseBody(ctx wrapper.HttpContext, config AISecurityConfig, body [
 					respAdvice := respData.Get("Advice")
 					respResult := respData.Get("Result")
 					if respAdvice.Exists() {
-						sr := StandardResponse{
-							Code:    403,
-							Phase:   "Response",
-							Message: respAdvice.Array()[0].Get("Answer").String(),
+						var jsonData []byte
+						if config.denyMessage != "" {
+							jsonData = []byte(config.denyMessage)
+						} else {
+							if strings.Contains(strings.Join(hdsMap["content-type"], ";"), "event-stream") {
+								jsonData = []byte(fmt.Sprintf(OpenAIStreamResponseFormat, respAdvice.Array()[0].Get("Answer").String()))
+							} else {
+								jsonData = []byte(fmt.Sprintf(OpenAIResponseFormat, respAdvice.Array()[0].Get("Answer").String()))
+							}
 						}
-						jsonData, _ := json.MarshalIndent(sr, "", "    ")
-						hdsMap := ctx.GetContext("headers").(map[string][]string)
 						delete(hdsMap, "content-length")
-						hdsMap[":status"] = []string{"403"}
+						hdsMap[":status"] = []string{fmt.Sprint(config.denyCode)}
 						proxywasm.ReplaceHttpResponseHeaders(reconvertHeaders(hdsMap))
 						proxywasm.ReplaceHttpResponseBody(jsonData)
-						proxywasm.SetProperty([]string{"risklabel"}, []byte(respResult.Array()[0].Get("Label").String()))
-					} else if respResult.Array()[0].Get("Label").String() != "nonLabel" {
-						sr := StandardResponse{
-							Code:    403,
-							Phase:   "Response",
-							Message: "risk detected",
-						}
-						jsonData, _ := json.MarshalIndent(sr, "", "    ")
-						hdsMap := ctx.GetContext("headers").(map[string][]string)
-						delete(hdsMap, "content-length")
-						hdsMap[":status"] = []string{"403"}
-						proxywasm.ReplaceHttpResponseHeaders(reconvertHeaders(hdsMap))
-						proxywasm.ReplaceHttpResponseBody(jsonData)
-						proxywasm.SetProperty([]string{"risklabel"}, []byte(respResult.Array()[0].Get("Label").String()))
+						proxywasm.SetProperty([]string{TracingPrefix, "ai_sec_risklabel"}, []byte(respResult.Array()[0].Get("Label").String()))
+						proxywasm.SetProperty([]string{TracingPrefix, "ai_sec_deny_phase"}, []byte("response"))
+						config.incrementCounter("ai_sec_response_deny", 1)
 					}
 				}
 			},
@@ -271,3 +335,16 @@ func onHttpResponseBody(ctx wrapper.HttpContext, config AISecurityConfig, body [
 		return types.ActionContinue
 	}
 }
+
+func extractMessageFromStreamingBody(data []byte, jsonPath string) string {
+	chunks := bytes.Split(bytes.TrimSpace(data), []byte("\n\n"))
+	strChunks := []string{}
+	for _, chunk := range chunks {
+		// Example: "choices":[{"index":0,"delta":{"role":"assistant","content":"%s"},"logprobs":null,"finish_reason":null}]
+		jsonObj := gjson.GetBytes(chunk, jsonPath)
+		if jsonObj.Exists() {
+			strChunks = append(strChunks, jsonObj.String())
+		}
+	}
+	return strings.Join(strChunks, "")
+}