feat(ai-proxy): Add provider: nvidia's triton-server (#2843)

This commit is contained in:
xingpiaoliang
2025-09-08 13:37:30 +08:00
committed by GitHub
parent 4a429bf147
commit d053e01540
4 changed files with 345 additions and 0 deletions

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@@ -300,6 +300,15 @@ Google Vertex AI 所对应的 type 为 vertex。它特有的配置字段如下
AWS Bedrock 所对应的 type 为 bedrock。它特有的配置字段如下
| 名称 | 数据类型 | 填写要求 | 默认值 | 描述 |
|---------------------------|--------|------|-----|------------------------------|
| `modelVersion` | string | 非必填 | - | 用于指定 Triton Server 中 model version |
| `tritonDomain` | string | 非必填 | - | Triton Server 部署的指定请求 Domain |
#### NVIDIA Triton Interference Server
NVIDIA Triton Interference Server 所对应的 type 为 triton。它特有的配置字段如下
| 名称 | 数据类型 | 填写要求 | 默认值 | 描述 |
|---------------------------|--------|------|-----|------------------------------|
| `awsAccessKey` | string | 必填 | - | AWS Access Key用于身份认证 |
@@ -1973,6 +1982,57 @@ provider:
}
}
```
### 使用 OpenAI 协议代理 NVIDIA Triton Interference Server 服务
**配置信息**
```yaml
providers:
- type: triton
tritonDomain: <LOCAL_TRITON_DOMAIN>
tritonModelVersion: <MODEL_VERSION>
apiTokens:
- "****"
modelMapping:
"*": gpt2
```
**请求示例**
```json
{
"model": "gpt2",
"messages": [
{
"role": "user",
"content": "你好,你是谁?"
}
],
"stream": false
}
```
**响应示例**
```json
{
"choices": [
{
"index": 0,
"message": {
"role": "assistant",
"content": "我是一个AI模型"
},
"finish_reason": "stop",
}
],
"model": "gpt2",
}
```
## 完整配置示例

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@@ -1748,6 +1748,53 @@ provider:
}
```
### Utilizing OpenAI Protocol Proxy for NVIDIA Triton Interference Server Services
**Configuration Information**
```yaml
providers:
- type: triton
tritonDomain: <LOCAL_TRITON_DOMAIN>
tritonModelVersion: <MODEL_VERSION>
apiTokens:
- "****"
modelMapping:
"*": gpt2
```
**Request Example**
```json
{
"model": "gpt2",
"messages": [
{
"role": "user",
"content": "Hi, who are you"
}
],
"stream": false
}
```
**Response Example**
```json
{
"choices": [
{
"index": 0,
"message": {
"role": "assistant",
"content": "I am a lagguage model."
},
"finish_reason": "stop",
}
],
"model": "gpt2",
}
```
## Full Configuration Example
### Kubernetes Example

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@@ -131,6 +131,7 @@ const (
providerTypeDify = "dify"
providerTypeBedrock = "bedrock"
providerTypeVertex = "vertex"
providerTypeTriton = "triton"
providerTypeOpenRouter = "openrouter"
protocolOpenAI = "openai"
@@ -210,6 +211,7 @@ var (
providerTypeDify: &difyProviderInitializer{},
providerTypeBedrock: &bedrockProviderInitializer{},
providerTypeVertex: &vertexProviderInitializer{},
providerTypeTriton: &tritonProviderInitializer{},
providerTypeOpenRouter: &openrouterProviderInitializer{},
}
)
@@ -396,6 +398,12 @@ type ProviderConfig struct {
// @Title zh-CN 首包超时
// @Description zh-CN 流式请求中收到上游服务第一个响应包的超时时间,单位为毫秒。默认值为 0表示不开启首包超时
firstByteTimeout uint32 `required:"false" yaml:"firstByteTimeout" json:"firstByteTimeout"`
// @Title zh-CN Triton Model Version
// @Description 仅适用于 NVIDIA Triton Interference Server :path 中的 modelVersion 参考:"https://docs.nvidia.com/deeplearning/triton-inference-server/user-guide/docs/protocol/extension_generate.html"
tritonModelVersion string `required:"false" yaml:"tritonModelVersion" json:"tritonModelVersion"`
// @Title zh-CN Triton Server 部署的 Domain
// @Description 仅适用于 NVIDIA Triton Interference Server :path 中的 modelVersion 参考:"https://docs.nvidia.com/deeplearning/triton-inference-server/user-guide/docs/protocol/extension_generate.html"
tritonDomain string `required:"false" yaml:"tritonDomain" json:"tritonDomain"`
}
func (c *ProviderConfig) GetId() string {
@@ -551,6 +559,10 @@ func (c *ProviderConfig) FromJson(json gjson.Result) {
c.inputVariable = json.Get("inputVariable").String()
c.outputVariable = json.Get("outputVariable").String()
// NVIDIA triton
c.tritonModelVersion = json.Get("tritonModelVersion").String()
c.tritonDomain = json.Get("tritonDomain").String()
c.capabilities = make(map[string]string)
for capability, pathJson := range json.Get("capabilities").Map() {
// 过滤掉不受支持的能力

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@@ -0,0 +1,226 @@
package provider
import (
"encoding/json"
"errors"
"fmt"
"net/http"
"strings"
"time"
"github.com/alibaba/higress/plugins/wasm-go/extensions/ai-proxy/util"
"github.com/higress-group/proxy-wasm-go-sdk/proxywasm/types"
"github.com/higress-group/wasm-go/pkg/log"
"github.com/higress-group/wasm-go/pkg/wrapper"
)
const (
tritonChatGenerationPath = "/v2/models/{MODEL_NAME}/generate"
tritonChatGenerationWithVersionPath = "/v2/models/{MODEL_NAME}/versions/{MODEL_VERSION}/generate"
tritonChatGenerationStreamPath = "/v2/models/{MODEL_NAME}/versions/generate_stream"
tritonChatGenerationStreamWithVersionPath = "/v2/models/{MODEL_NAME}/versions/${MODEL_VERSION}/generate_stream"
)
type tritonProviderInitializer struct{}
func (t *tritonProviderInitializer) ValidateConfig(config *ProviderConfig) error {
if config.apiTokens == nil || len(config.apiTokens) == 0 {
return errors.New("no apiToken found in provider config")
}
return nil
}
func (t *tritonProviderInitializer) DefaultCapabilities() map[string]string {
return map[string]string{
string(ApiNameChatCompletion): tritonChatGenerationPath,
// string(d): tritonChatCompletionPath,
}
}
func (t *tritonProviderInitializer) CreateProvider(config ProviderConfig) (Provider, error) {
config.setDefaultCapabilities(t.DefaultCapabilities())
return &tritonProvider{
config: config,
contextCache: createContextCache(&config),
}, nil
}
type tritonProvider struct {
config ProviderConfig
contextCache *contextCache
}
func (t *tritonProvider) GetProviderType() string {
return providerTypeTriton
}
func (t *tritonProvider) OnRequestHeaders(ctx wrapper.HttpContext, apiName ApiName) error {
t.config.handleRequestHeaders(t, ctx, apiName)
return nil
}
func (t *tritonProvider) OnRequestBody(ctx wrapper.HttpContext, apiName ApiName, body []byte) (types.Action, error) {
if !t.config.isSupportedAPI(apiName) {
return types.ActionContinue, errUnsupportedApiName
}
return t.config.handleRequestBody(t, t.contextCache, ctx, apiName, body)
}
func (t *tritonProvider) GetApiName(path string) ApiName {
if strings.Contains(path, tritonChatGenerationPath) {
return ApiNameChatCompletion
}
return ""
}
func (t *tritonProvider) TransformRequestBodyHeaders(ctx wrapper.HttpContext, apiName ApiName, body []byte, headers http.Header) ([]byte, error) {
request := &chatCompletionRequest{}
if err := t.config.parseRequestAndMapModel(ctx, request, body); err != nil {
return nil, err
}
tritonRequest := t.BuildTritonTexGenRequest(request)
finalPath := t.getFinalRequestPath(ctx, request, request.Stream)
util.OverwriteRequestPathHeader(headers, finalPath)
util.OverwriteRequestHostHeader(headers, t.config.tritonDomain)
log.Debugf("get current config.tritonDomain: %s", t.config.tritonDomain)
headers.Del("Content-Length")
return json.Marshal(tritonRequest)
}
func (t *tritonProvider) getFinalRequestPath(ctx wrapper.HttpContext, oriRequest *chatCompletionRequest, streaming bool) string {
res := tritonChatGenerationPath
log.Debugf("[Triton Server]: CurrentModelVersion: %s", t.config.tritonModelVersion)
if t.config.tritonModelVersion != "" {
res = tritonChatGenerationWithVersionPath
res = strings.Replace(res, "{MODEL_VERSION}", t.config.tritonModelVersion, 1)
}
res = strings.Replace(res, "{MODEL_NAME}", oriRequest.Model, 1)
if streaming {
res += "_stream"
}
log.Debugf("[Triton Server]: Get final RequestPath: %v", res)
return res
}
type TritonGenerateRequest struct {
Id string `json:"id"`
TextInput string `json:"text_input"`
Parameters TritonGenerateParameter `json:"parameters"`
}
type TritonGenerateParameter struct {
Stream bool `json:"stream"`
Temperature float64 `json:"temperature"`
}
type TritonGenerateResponse struct {
Id string `json:"id"`
ModelName string `json:"model_name"`
ModelVersion string `json:"model_version"`
TextOutput string `json:"text_output"`
Error string `json:"error"`
}
func (t *tritonProvider) BuildTritonTexGenRequest(origRequest *chatCompletionRequest) *TritonGenerateRequest {
res := &TritonGenerateRequest{
Id: "",
TextInput: "",
Parameters: TritonGenerateParameter{
Stream: origRequest.Stream,
Temperature: origRequest.Temperature,
},
}
for _, msg := range origRequest.Messages {
res.Id = msg.Id
res.TextInput = msg.StringContent()
}
return res
}
func (t *tritonProvider) TransformResponseBody(ctx wrapper.HttpContext, apiName ApiName, body []byte) ([]byte, error) {
if apiName != ApiNameChatCompletion {
return body, nil
}
tritonRes := &TritonGenerateResponse{}
if err := json.Unmarshal(body, tritonRes); err != nil {
return nil, fmt.Errorf("unable to unmarshal claude response: %v", err)
}
if tritonRes.Error != "" {
return nil, fmt.Errorf("triton response error, error_message: %s", tritonRes.Error)
}
response := t.ParseResponse2OpenAI(tritonRes)
return json.Marshal(response)
}
func (t *tritonProvider) ParseResponse2OpenAI(tritonRes *TritonGenerateResponse) *chatCompletionResponse {
res := &chatCompletionResponse{
Id: tritonRes.Id,
Choices: []chatCompletionChoice{{
Index: 0,
Message: &chatMessage{
Id: "",
Role: roleAssistant,
Content: tritonRes.TextOutput,
},
FinishReason: util.Ptr(finishReasonStop),
}},
Model: tritonRes.ModelName,
}
return res
}
func (t *tritonProvider) OnStreamingResponseBody(ctx wrapper.HttpContext, name ApiName, chunk []byte, isLastChunk bool) ([]byte, error) {
log.Infof("[tritonProvider] receive chunk body: %s", string(chunk))
if isLastChunk || len(chunk) == 0 {
return nil, nil
}
if name != ApiNameChatCompletion {
return chunk, nil
}
responseBuilder := &strings.Builder{}
lines := strings.Split(string(chunk), "\n")
for _, data := range lines {
if len(data) < 6 {
// ignore blank line or wrong format
continue
}
data = data[6:]
var tritonRes TritonGenerateResponse
if err := json.Unmarshal([]byte(data), &tritonRes); err != nil {
log.Errorf("unable to unmarshal triton response: %v", err)
continue
}
response := t.buildOpenAIStreamResponse(ctx, &tritonRes)
responseBody, err := json.Marshal(response)
if err != nil {
log.Errorf("unable to marshal response: %v", err)
return nil, err
}
responseBuilder.WriteString(fmt.Sprintf("%s %s\n\n", streamDataItemKey, responseBody))
}
modifiedResponseChunk := responseBuilder.String()
log.Debugf("[tritonStreamingProvider] modified response chunk: %s", modifiedResponseChunk)
return []byte(modifiedResponseChunk), nil
}
func (t *tritonProvider) buildOpenAIStreamResponse(ctx wrapper.HttpContext, tritonRes *TritonGenerateResponse) *chatCompletionResponse {
var choice chatCompletionChoice
choice.Delta = &chatMessage{
Id: tritonRes.Id,
Content: tritonRes.TextOutput,
}
streamResponse := chatCompletionResponse{
Id: tritonRes.Id,
Object: objectChatCompletionChunk,
Created: time.Now().UnixMilli() / 1000,
Model: tritonRes.ModelName,
Choices: []chatCompletionChoice{choice},
}
return &streamResponse
}