mirror of
https://github.com/alibaba/higress.git
synced 2026-03-08 02:30:56 +08:00
feat(model-router): add auto routing based on user message content (#3403)
This commit is contained in:
@@ -9,6 +9,22 @@
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| `addProviderHeader` | string | 选填 | - | 从model参数中解析出的provider名字放到哪个请求header中 |
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| `modelToHeader` | string | 选填 | - | 直接将model参数放到哪个请求header中 |
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| `enableOnPathSuffix` | array of string | 选填 | ["/completions","/embeddings","/images/generations","/audio/speech","/fine_tuning/jobs","/moderations","/image-synthesis","/video-synthesis","/rerank","/messages"] | 只对这些特定路径后缀的请求生效,可以配置为 "*" 以匹配所有路径 |
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| `autoRouting` | object | 选填 | - | 自动路由配置,详见下方说明 |
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### autoRouting 配置
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| 名称 | 数据类型 | 填写要求 | 默认值 | 描述 |
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| -------------- | --------------- | -------- | ------ | ------------------------------------------------------------ |
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| `enable` | bool | 必填 | false | 是否启用自动路由功能 |
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| `defaultModel` | string | 选填 | - | 当没有规则匹配时使用的默认模型 |
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| `rules` | array of object | 选填 | - | 路由规则数组,按顺序匹配 |
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### rules 配置
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| 名称 | 数据类型 | 填写要求 | 描述 |
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| --------- | -------- | -------- | ------------------------------------------------------------ |
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| `pattern` | string | 必填 | 正则表达式,用于匹配用户消息内容 |
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| `model` | string | 必填 | 匹配成功时设置的模型名称,将设置到 `x-higress-llm-model` 请求头 |
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## 运行属性
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@@ -96,3 +112,91 @@ x-higress-llm-provider: dashscope
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"top_p": 0.95
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}
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```
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### 自动路由模式(基于用户消息内容)
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当请求中的 model 参数设置为 `higress/auto` 时,插件会自动分析用户消息内容,并根据配置的正则规则选择合适的模型进行路由。
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配置示例:
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```yaml
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autoRouting:
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enable: true
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defaultModel: "qwen-turbo"
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rules:
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- pattern: "(?i)(画|绘|生成图|图片|image|draw|paint)"
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model: "qwen-vl-max"
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- pattern: "(?i)(代码|编程|code|program|function|debug)"
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model: "qwen-coder"
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- pattern: "(?i)(翻译|translate|translation)"
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model: "qwen-turbo"
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- pattern: "(?i)(数学|计算|math|calculate)"
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model: "qwen-math"
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```
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#### 工作原理
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1. 当检测到请求体中的 model 参数值为 `higress/auto` 时,触发自动路由逻辑
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2. 从请求体的 `messages` 数组中提取最后一个 `role` 为 `user` 的消息内容
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3. 按配置的规则顺序,依次使用正则表达式匹配用户消息
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4. 匹配成功时,将对应的 model 值设置到 `x-higress-llm-model` 请求头
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5. 如果所有规则都未匹配,则使用 `defaultModel` 配置的默认模型
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6. 如果未配置 `defaultModel` 且无规则匹配,则不设置路由头(会记录警告日志)
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#### 使用示例
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客户端请求:
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```json
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{
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"model": "higress/auto",
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"messages": [
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{
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"role": "system",
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"content": "你是一个有帮助的助手"
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},
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{
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"role": "user",
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"content": "请帮我画一只可爱的小猫"
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}
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]
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}
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```
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由于用户消息中包含"画"关键词,匹配到第一条规则,插件会设置请求头:
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```
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x-higress-llm-model: qwen-vl-max
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```
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#### 支持的消息格式
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自动路由支持两种常见的 content 格式:
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1. **字符串格式**(标准文本消息):
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```json
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{
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"role": "user",
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"content": "用户消息内容"
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}
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```
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2. **数组格式**(多模态消息,如包含图片):
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```json
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{
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"role": "user",
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"content": [
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{"type": "text", "text": "用户消息内容"},
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{"type": "image_url", "image_url": {"url": "..."}}
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]
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}
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```
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对于数组格式,插件会提取最后一个 `type` 为 `text` 的内容进行匹配。
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#### 正则表达式说明
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- 规则按配置顺序依次匹配,第一个匹配成功的规则生效
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- 支持标准 Go 正则语法
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- 推荐使用 `(?i)` 标志实现大小写不敏感匹配
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- 使用 `|` 可以匹配多个关键词
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@@ -8,6 +8,7 @@ import (
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"mime/multipart"
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"net/http"
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"net/textproto"
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"regexp"
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"strings"
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"github.com/higress-group/proxy-wasm-go-sdk/proxywasm"
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@@ -20,6 +21,7 @@ import (
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const (
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DefaultMaxBodyBytes = 100 * 1024 * 1024 // 100MB
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AutoModelPrefix = "higress/auto"
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)
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func main() {}
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@@ -35,11 +37,21 @@ func init() {
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)
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}
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// AutoRoutingRule defines a regex-based routing rule for auto model selection
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type AutoRoutingRule struct {
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Pattern *regexp.Regexp
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Model string
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}
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type ModelRouterConfig struct {
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modelKey string
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addProviderHeader string
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modelToHeader string
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enableOnPathSuffix []string
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// Auto routing configuration
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enableAutoRouting bool
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autoRoutingRules []AutoRoutingRule
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defaultModel string
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}
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func parseConfig(json gjson.Result, config *ModelRouterConfig) error {
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@@ -70,6 +82,36 @@ func parseConfig(json gjson.Result, config *ModelRouterConfig) error {
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"/messages",
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}
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}
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// Parse auto routing configuration
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autoRouting := json.Get("autoRouting")
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if autoRouting.Exists() {
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config.enableAutoRouting = autoRouting.Get("enable").Bool()
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config.defaultModel = autoRouting.Get("defaultModel").String()
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rules := autoRouting.Get("rules")
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if rules.Exists() && rules.IsArray() {
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for _, rule := range rules.Array() {
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patternStr := rule.Get("pattern").String()
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model := rule.Get("model").String()
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if patternStr == "" || model == "" {
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log.Warnf("skipping invalid auto routing rule: pattern=%s, model=%s", patternStr, model)
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continue
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}
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compiled, err := regexp.Compile(patternStr)
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if err != nil {
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log.Warnf("failed to compile regex pattern '%s': %v", patternStr, err)
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continue
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}
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config.autoRoutingRules = append(config.autoRoutingRules, AutoRoutingRule{
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Pattern: compiled,
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Model: model,
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})
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log.Debugf("loaded auto routing rule: pattern=%s, model=%s", patternStr, model)
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}
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}
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}
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return nil
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}
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@@ -120,6 +162,43 @@ func onHttpRequestBody(ctx wrapper.HttpContext, config ModelRouterConfig, body [
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return types.ActionContinue
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}
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// extractLastUserMessage extracts the content of the last message with role "user" from the messages array
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func extractLastUserMessage(body []byte) string {
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messages := gjson.GetBytes(body, "messages")
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if !messages.Exists() || !messages.IsArray() {
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return ""
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}
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var lastUserContent string
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for _, msg := range messages.Array() {
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if msg.Get("role").String() == "user" {
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content := msg.Get("content")
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if content.IsArray() {
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// Handle array content (e.g., multimodal messages with text and images)
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for _, item := range content.Array() {
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if item.Get("type").String() == "text" {
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lastUserContent = item.Get("text").String()
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}
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}
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} else {
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lastUserContent = content.String()
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}
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}
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}
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return lastUserContent
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}
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// matchAutoRoutingRule matches the user message against auto routing rules and returns the matched model
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func matchAutoRoutingRule(config ModelRouterConfig, userMessage string) (string, bool) {
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for _, rule := range config.autoRoutingRules {
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if rule.Pattern.MatchString(userMessage) {
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log.Debugf("auto routing rule matched: pattern=%s, model=%s", rule.Pattern.String(), rule.Model)
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return rule.Model, true
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}
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}
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return "", false
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}
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func handleJsonBody(ctx wrapper.HttpContext, config ModelRouterConfig, body []byte) types.Action {
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if !json.Valid(body) {
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log.Error("invalid json body")
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@@ -130,6 +209,27 @@ func handleJsonBody(ctx wrapper.HttpContext, config ModelRouterConfig, body []by
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return types.ActionContinue
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}
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// Check if auto routing should be triggered
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if config.enableAutoRouting && modelValue == AutoModelPrefix {
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userMessage := extractLastUserMessage(body)
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if userMessage != "" {
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if matchedModel, found := matchAutoRoutingRule(config, userMessage); found {
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// Set the matched model to the header for routing
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_ = proxywasm.ReplaceHttpRequestHeader("x-higress-llm-model", matchedModel)
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log.Infof("auto routing: user message matched, routing to model: %s", matchedModel)
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return types.ActionContinue
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}
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}
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// No rule matched, use default model if configured
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if config.defaultModel != "" {
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_ = proxywasm.ReplaceHttpRequestHeader("x-higress-llm-model", config.defaultModel)
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log.Infof("auto routing: no rule matched, using default model: %s", config.defaultModel)
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} else {
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log.Warnf("auto routing: no rule matched and no default model configured")
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}
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return types.ActionContinue
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}
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if config.modelToHeader != "" {
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_ = proxywasm.ReplaceHttpRequestHeader(config.modelToHeader, modelValue)
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}
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@@ -5,6 +5,7 @@ import (
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"encoding/json"
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"io"
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"mime/multipart"
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"regexp"
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"strings"
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"testing"
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@@ -286,3 +287,406 @@ func TestOnHttpRequestBody_Multipart(t *testing.T) {
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require.Equal(t, "openai", pv)
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})
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}
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// Auto routing config for tests
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var autoRoutingConfig = func() json.RawMessage {
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data, _ := json.Marshal(map[string]interface{}{
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"modelKey": "model",
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"modelToHeader": "x-model",
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"enableOnPathSuffix": []string{
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"/v1/chat/completions",
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},
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"autoRouting": map[string]interface{}{
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"enable": true,
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"defaultModel": "qwen-turbo",
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"rules": []map[string]string{
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{"pattern": "(?i)(画|绘|生成图|图片|image|draw|paint)", "model": "qwen-vl-max"},
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{"pattern": "(?i)(代码|编程|code|program|function|debug)", "model": "qwen-coder"},
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{"pattern": "(?i)(翻译|translate|translation)", "model": "qwen-turbo"},
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{"pattern": "(?i)(数学|计算|math|calculate)", "model": "qwen-math"},
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},
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},
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})
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return data
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}()
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var autoRoutingNoDefaultConfig = func() json.RawMessage {
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data, _ := json.Marshal(map[string]interface{}{
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"modelKey": "model",
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"modelToHeader": "x-model",
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"enableOnPathSuffix": []string{
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"/v1/chat/completions",
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},
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"autoRouting": map[string]interface{}{
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"enable": true,
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"rules": []map[string]string{
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{"pattern": "(?i)(画|绘)", "model": "qwen-vl-max"},
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},
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},
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})
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return data
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}()
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func TestParseConfigAutoRouting(t *testing.T) {
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test.RunGoTest(t, func(t *testing.T) {
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t.Run("parse auto routing config", func(t *testing.T) {
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var cfg ModelRouterConfig
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err := parseConfig(gjson.ParseBytes(autoRoutingConfig), &cfg)
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require.NoError(t, err)
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require.True(t, cfg.enableAutoRouting)
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require.Equal(t, "qwen-turbo", cfg.defaultModel)
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require.Len(t, cfg.autoRoutingRules, 4)
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// Verify first rule
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require.Equal(t, "qwen-vl-max", cfg.autoRoutingRules[0].Model)
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require.NotNil(t, cfg.autoRoutingRules[0].Pattern)
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})
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t.Run("skip invalid regex patterns", func(t *testing.T) {
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jsonData := []byte(`{
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"autoRouting": {
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"enable": true,
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"rules": [
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{"pattern": "[invalid", "model": "model1"},
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{"pattern": "valid", "model": "model2"}
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]
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}
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}`)
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var cfg ModelRouterConfig
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err := parseConfig(gjson.ParseBytes(jsonData), &cfg)
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require.NoError(t, err)
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// Only valid rule should be parsed
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require.Len(t, cfg.autoRoutingRules, 1)
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require.Equal(t, "model2", cfg.autoRoutingRules[0].Model)
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})
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t.Run("skip rules with empty pattern or model", func(t *testing.T) {
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jsonData := []byte(`{
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"autoRouting": {
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"enable": true,
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"rules": [
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{"pattern": "", "model": "model1"},
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{"pattern": "test", "model": ""},
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{"pattern": "valid", "model": "model2"}
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]
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}
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}`)
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var cfg ModelRouterConfig
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err := parseConfig(gjson.ParseBytes(jsonData), &cfg)
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require.NoError(t, err)
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require.Len(t, cfg.autoRoutingRules, 1)
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require.Equal(t, "model2", cfg.autoRoutingRules[0].Model)
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})
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})
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}
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func TestExtractLastUserMessage(t *testing.T) {
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test.RunGoTest(t, func(t *testing.T) {
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t.Run("extract from simple string content", func(t *testing.T) {
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body := []byte(`{
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"model": "higress/auto",
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"messages": [
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{"role": "system", "content": "You are a helpful assistant"},
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{"role": "user", "content": "Hello, how are you?"},
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{"role": "assistant", "content": "I am fine"},
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{"role": "user", "content": "Please draw a cat"}
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]
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}`)
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result := extractLastUserMessage(body)
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require.Equal(t, "Please draw a cat", result)
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})
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t.Run("extract from array content (multimodal)", func(t *testing.T) {
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body := []byte(`{
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"model": "higress/auto",
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"messages": [
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{"role": "user", "content": [
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{"type": "text", "text": "What is in this image?"},
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{"type": "image_url", "image_url": {"url": "https://example.com/image.jpg"}}
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]}
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]
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}`)
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result := extractLastUserMessage(body)
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require.Equal(t, "What is in this image?", result)
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})
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t.Run("extract last text from array with multiple text items", func(t *testing.T) {
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body := []byte(`{
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"model": "higress/auto",
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"messages": [
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{"role": "user", "content": [
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{"type": "text", "text": "First text"},
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{"type": "image_url", "image_url": {"url": "https://example.com/image.jpg"}},
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{"type": "text", "text": "Second text about drawing"}
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]}
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]
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}`)
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result := extractLastUserMessage(body)
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require.Equal(t, "Second text about drawing", result)
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})
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t.Run("return empty when no messages", func(t *testing.T) {
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body := []byte(`{"model": "higress/auto"}`)
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result := extractLastUserMessage(body)
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require.Equal(t, "", result)
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})
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t.Run("return empty when no user messages", func(t *testing.T) {
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body := []byte(`{
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"model": "higress/auto",
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"messages": [
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{"role": "system", "content": "You are a helpful assistant"},
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{"role": "assistant", "content": "Hello!"}
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]
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}`)
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result := extractLastUserMessage(body)
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require.Equal(t, "", result)
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})
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t.Run("handle multiple user messages", func(t *testing.T) {
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body := []byte(`{
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"model": "higress/auto",
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"messages": [
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{"role": "user", "content": "First question"},
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{"role": "assistant", "content": "First answer"},
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{"role": "user", "content": "帮我写一段代码"}
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]
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}`)
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result := extractLastUserMessage(body)
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require.Equal(t, "帮我写一段代码", result)
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})
|
||||
})
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}
|
||||
|
||||
func TestMatchAutoRoutingRule(t *testing.T) {
|
||||
test.RunGoTest(t, func(t *testing.T) {
|
||||
config := ModelRouterConfig{
|
||||
autoRoutingRules: []AutoRoutingRule{
|
||||
{Pattern: regexp.MustCompile(`(?i)(画|绘|图片)`), Model: "qwen-vl-max"},
|
||||
{Pattern: regexp.MustCompile(`(?i)(代码|编程|code)`), Model: "qwen-coder"},
|
||||
{Pattern: regexp.MustCompile(`(?i)(数学|计算)`), Model: "qwen-math"},
|
||||
},
|
||||
}
|
||||
|
||||
t.Run("match drawing keywords", func(t *testing.T) {
|
||||
model, found := matchAutoRoutingRule(config, "请帮我画一只猫")
|
||||
require.True(t, found)
|
||||
require.Equal(t, "qwen-vl-max", model)
|
||||
})
|
||||
|
||||
t.Run("match code keywords", func(t *testing.T) {
|
||||
model, found := matchAutoRoutingRule(config, "Write a Python code to sort a list")
|
||||
require.True(t, found)
|
||||
require.Equal(t, "qwen-coder", model)
|
||||
})
|
||||
|
||||
t.Run("match Chinese code keywords", func(t *testing.T) {
|
||||
model, found := matchAutoRoutingRule(config, "帮我写一段编程代码")
|
||||
require.True(t, found)
|
||||
// First matching rule wins (代码 matches first rule with 代码)
|
||||
require.Equal(t, "qwen-coder", model)
|
||||
})
|
||||
|
||||
t.Run("match math keywords", func(t *testing.T) {
|
||||
model, found := matchAutoRoutingRule(config, "计算123+456等于多少")
|
||||
require.True(t, found)
|
||||
require.Equal(t, "qwen-math", model)
|
||||
})
|
||||
|
||||
t.Run("no match returns false", func(t *testing.T) {
|
||||
model, found := matchAutoRoutingRule(config, "今天天气怎么样?")
|
||||
require.False(t, found)
|
||||
require.Equal(t, "", model)
|
||||
})
|
||||
|
||||
t.Run("case insensitive matching", func(t *testing.T) {
|
||||
model, found := matchAutoRoutingRule(config, "Write some CODE for me")
|
||||
require.True(t, found)
|
||||
require.Equal(t, "qwen-coder", model)
|
||||
})
|
||||
|
||||
t.Run("first matching rule wins", func(t *testing.T) {
|
||||
// Message contains both "图片" and "代码"
|
||||
model, found := matchAutoRoutingRule(config, "生成一张图片的代码")
|
||||
require.True(t, found)
|
||||
// "图片" rule comes first
|
||||
require.Equal(t, "qwen-vl-max", model)
|
||||
})
|
||||
})
|
||||
}
|
||||
|
||||
func TestAutoRoutingIntegration(t *testing.T) {
|
||||
test.RunTest(t, func(t *testing.T) {
|
||||
t.Run("auto routing with matching rule", func(t *testing.T) {
|
||||
host, status := test.NewTestHost(autoRoutingConfig)
|
||||
defer host.Reset()
|
||||
require.Equal(t, types.OnPluginStartStatusOK, status)
|
||||
|
||||
host.CallOnHttpRequestHeaders([][2]string{
|
||||
{":authority", "example.com"},
|
||||
{":path", "/v1/chat/completions"},
|
||||
{":method", "POST"},
|
||||
{"content-type", "application/json"},
|
||||
})
|
||||
|
||||
body := []byte(`{
|
||||
"model": "higress/auto",
|
||||
"messages": [
|
||||
{"role": "system", "content": "You are a helpful assistant"},
|
||||
{"role": "user", "content": "请帮我画一只可爱的小猫"}
|
||||
]
|
||||
}`)
|
||||
action := host.CallOnHttpRequestBody(body)
|
||||
require.Equal(t, types.ActionContinue, action)
|
||||
|
||||
headers := host.GetRequestHeaders()
|
||||
modelHeader, found := getHeader(headers, "x-higress-llm-model")
|
||||
require.True(t, found, "x-higress-llm-model header should be set")
|
||||
require.Equal(t, "qwen-vl-max", modelHeader)
|
||||
})
|
||||
|
||||
t.Run("auto routing with code keywords", func(t *testing.T) {
|
||||
host, status := test.NewTestHost(autoRoutingConfig)
|
||||
defer host.Reset()
|
||||
require.Equal(t, types.OnPluginStartStatusOK, status)
|
||||
|
||||
host.CallOnHttpRequestHeaders([][2]string{
|
||||
{":authority", "example.com"},
|
||||
{":path", "/v1/chat/completions"},
|
||||
{":method", "POST"},
|
||||
{"content-type", "application/json"},
|
||||
})
|
||||
|
||||
body := []byte(`{
|
||||
"model": "higress/auto",
|
||||
"messages": [
|
||||
{"role": "user", "content": "Write a function to calculate fibonacci numbers"}
|
||||
]
|
||||
}`)
|
||||
action := host.CallOnHttpRequestBody(body)
|
||||
require.Equal(t, types.ActionContinue, action)
|
||||
|
||||
headers := host.GetRequestHeaders()
|
||||
modelHeader, found := getHeader(headers, "x-higress-llm-model")
|
||||
require.True(t, found)
|
||||
require.Equal(t, "qwen-coder", modelHeader)
|
||||
})
|
||||
|
||||
t.Run("auto routing falls back to default model", func(t *testing.T) {
|
||||
host, status := test.NewTestHost(autoRoutingConfig)
|
||||
defer host.Reset()
|
||||
require.Equal(t, types.OnPluginStartStatusOK, status)
|
||||
|
||||
host.CallOnHttpRequestHeaders([][2]string{
|
||||
{":authority", "example.com"},
|
||||
{":path", "/v1/chat/completions"},
|
||||
{":method", "POST"},
|
||||
{"content-type", "application/json"},
|
||||
})
|
||||
|
||||
body := []byte(`{
|
||||
"model": "higress/auto",
|
||||
"messages": [
|
||||
{"role": "user", "content": "今天天气怎么样?"}
|
||||
]
|
||||
}`)
|
||||
action := host.CallOnHttpRequestBody(body)
|
||||
require.Equal(t, types.ActionContinue, action)
|
||||
|
||||
headers := host.GetRequestHeaders()
|
||||
modelHeader, found := getHeader(headers, "x-higress-llm-model")
|
||||
require.True(t, found)
|
||||
require.Equal(t, "qwen-turbo", modelHeader)
|
||||
})
|
||||
|
||||
t.Run("auto routing no default model configured", func(t *testing.T) {
|
||||
host, status := test.NewTestHost(autoRoutingNoDefaultConfig)
|
||||
defer host.Reset()
|
||||
require.Equal(t, types.OnPluginStartStatusOK, status)
|
||||
|
||||
host.CallOnHttpRequestHeaders([][2]string{
|
||||
{":authority", "example.com"},
|
||||
{":path", "/v1/chat/completions"},
|
||||
{":method", "POST"},
|
||||
{"content-type", "application/json"},
|
||||
})
|
||||
|
||||
body := []byte(`{
|
||||
"model": "higress/auto",
|
||||
"messages": [
|
||||
{"role": "user", "content": "今天天气怎么样?"}
|
||||
]
|
||||
}`)
|
||||
action := host.CallOnHttpRequestBody(body)
|
||||
require.Equal(t, types.ActionContinue, action)
|
||||
|
||||
headers := host.GetRequestHeaders()
|
||||
_, found := getHeader(headers, "x-higress-llm-model")
|
||||
require.False(t, found, "x-higress-llm-model should not be set when no rule matches and no default")
|
||||
})
|
||||
|
||||
t.Run("normal routing when model is not higress/auto", func(t *testing.T) {
|
||||
host, status := test.NewTestHost(autoRoutingConfig)
|
||||
defer host.Reset()
|
||||
require.Equal(t, types.OnPluginStartStatusOK, status)
|
||||
|
||||
host.CallOnHttpRequestHeaders([][2]string{
|
||||
{":authority", "example.com"},
|
||||
{":path", "/v1/chat/completions"},
|
||||
{":method", "POST"},
|
||||
{"content-type", "application/json"},
|
||||
})
|
||||
|
||||
body := []byte(`{
|
||||
"model": "qwen-long",
|
||||
"messages": [
|
||||
{"role": "user", "content": "请帮我画一只猫"}
|
||||
]
|
||||
}`)
|
||||
action := host.CallOnHttpRequestBody(body)
|
||||
require.Equal(t, types.ActionContinue, action)
|
||||
|
||||
headers := host.GetRequestHeaders()
|
||||
modelHeader, found := getHeader(headers, "x-model")
|
||||
require.True(t, found)
|
||||
require.Equal(t, "qwen-long", modelHeader)
|
||||
|
||||
// x-higress-llm-model should NOT be set (auto routing not triggered)
|
||||
_, found = getHeader(headers, "x-higress-llm-model")
|
||||
require.False(t, found)
|
||||
})
|
||||
|
||||
t.Run("auto routing with multimodal content", func(t *testing.T) {
|
||||
host, status := test.NewTestHost(autoRoutingConfig)
|
||||
defer host.Reset()
|
||||
require.Equal(t, types.OnPluginStartStatusOK, status)
|
||||
|
||||
host.CallOnHttpRequestHeaders([][2]string{
|
||||
{":authority", "example.com"},
|
||||
{":path", "/v1/chat/completions"},
|
||||
{":method", "POST"},
|
||||
{"content-type", "application/json"},
|
||||
})
|
||||
|
||||
body := []byte(`{
|
||||
"model": "higress/auto",
|
||||
"messages": [
|
||||
{"role": "user", "content": [
|
||||
{"type": "text", "text": "帮我翻译这段话"},
|
||||
{"type": "image_url", "image_url": {"url": "https://example.com/image.jpg"}}
|
||||
]}
|
||||
]
|
||||
}`)
|
||||
action := host.CallOnHttpRequestBody(body)
|
||||
require.Equal(t, types.ActionContinue, action)
|
||||
|
||||
headers := host.GetRequestHeaders()
|
||||
modelHeader, found := getHeader(headers, "x-higress-llm-model")
|
||||
require.True(t, found)
|
||||
require.Equal(t, "qwen-turbo", modelHeader) // matches 翻译 rule
|
||||
})
|
||||
})
|
||||
}
|
||||
|
||||
Reference in New Issue
Block a user