plugins/wasm-go/extensions/ai-cache/embedding/xfyun.go (250 lines of code) (raw):
package embedding
import (
"crypto/hmac"
"crypto/sha256"
"encoding/base64"
"encoding/binary"
"encoding/json"
"errors"
"fmt"
"math"
"net/http"
"net/url"
"strconv"
"time"
"github.com/alibaba/higress/plugins/wasm-go/pkg/log"
"github.com/alibaba/higress/plugins/wasm-go/pkg/wrapper"
"github.com/tidwall/gjson"
)
const (
XFYUN_DOMAIN = "emb-cn-huabei-1.xf-yun.com"
XFYUN_PORT = 443
)
type xfyunProviderInitializer struct {
}
var xfyunConfig xfyunProviderConfig
type xfyunProviderConfig struct {
// @Title zh-CN 文本特征提取服务 API Key
// @Description zh-CN 文本特征提取服务 API Key。
apiKey string
// @Title zh-CN 文本特征提取服务 APPID
// @Description zh-CN 文本特征提取服务 APPID。仅适用与 Xfyun
xfyunAppID string
// @Title zh-CN 文本特征提取服务 APISecret
// @Description zh-CN 文本特征提取服务 APISecret。仅适用与 Xfyun
xfyunApiSecret string
}
func (c *xfyunProviderInitializer) InitConfig(json gjson.Result) {
xfyunConfig.xfyunAppID = json.Get("appId").String()
xfyunConfig.xfyunApiSecret = json.Get("apiSecret").String()
xfyunConfig.apiKey = json.Get("apiKey").String()
}
func (c *xfyunProviderInitializer) ValidateConfig() error {
if xfyunConfig.apiKey == "" {
return errors.New("[Xfyun] apiKey is required")
}
if xfyunConfig.xfyunAppID == "" {
return errors.New("[Xfyun] appId is required")
}
if xfyunConfig.xfyunApiSecret == "" {
return errors.New("[Xfyun] apiSecret is required")
}
return nil
}
func (t *xfyunProviderInitializer) CreateProvider(c ProviderConfig) (Provider, error) {
if c.servicePort == 0 {
c.servicePort = XFYUN_PORT
}
if c.serviceHost == "" {
c.serviceHost = XFYUN_DOMAIN
}
return &XfyunProvider{
config: c,
client: wrapper.NewClusterClient(wrapper.FQDNCluster{
FQDN: c.serviceName,
Host: c.serviceHost,
Port: c.servicePort,
}),
}, nil
}
func (t *XfyunProvider) GetProviderType() string {
return PROVIDER_TYPE_XFYUN
}
type XfyunProvider struct {
config ProviderConfig
client wrapper.HttpClient
}
type XfyunHeader struct {
AppID string `json:"app_id"`
Status int `json:"status"`
}
type ReqFeature struct {
Encoding string `json:"encoding"`
}
type XfyunEmb struct {
Domain string `json:"domain"`
Feature ReqFeature `json:"feature"`
}
type XfyunParameter struct {
Emb XfyunEmb `json:"emb"`
}
type XfyunPayload struct {
Messages struct {
Text string `json:"text"`
} `json:"messages"`
}
type XfyunText struct {
MainMessages []struct {
Content *string `json:"content"`
Role *string `json:"role"`
} `json:"messages"`
}
type XfyunReqBody struct {
Header XfyunHeader `json:"header"`
Parameter XfyunParameter `json:"parameter"`
Payload XfyunPayload `json:"payload"`
}
type XfyunResponse struct {
Header XfyunResHeader `json:"header"`
Payload XfyunResPayload `json:"payload"`
}
type XfyunResHeader struct {
Code int `json:"code"`
Message string `json:"message"`
Sid string `json:"sid"`
}
type XfyunResPayload struct {
Feature struct {
Text string `json:"text"`
} `json:"feature"`
}
func constructAuth(requestURL, method, apiKey, apiSecret string) (string, error) {
u, err := url.Parse(requestURL)
if err != nil {
return "", err
}
now := time.Now().UTC().Format(http.TimeFormat)
signatureOrigin := fmt.Sprintf("host: %s\ndate: %s\n%s %s HTTP/1.1", u.Host, now, method, u.Path)
h := hmac.New(sha256.New, []byte(apiSecret))
h.Write([]byte(signatureOrigin))
signature := base64.StdEncoding.EncodeToString(h.Sum(nil))
authorizationOrigin := fmt.Sprintf("api_key=\"%s\", algorithm=\"hmac-sha256\", headers=\"host date request-line\", signature=\"%s\"", apiKey, signature)
authorization := base64.StdEncoding.EncodeToString([]byte(authorizationOrigin))
params := url.Values{}
params.Add("host", u.Host)
params.Add("date", now)
params.Add("authorization", authorization)
return "?" + params.Encode(), nil
}
func (t *XfyunProvider) constructParameters(text string) (string, [][2]string, []byte, error) {
if text == "" {
err := errors.New("queryString text cannot be empty")
return "", nil, nil, err
}
host := "https://" + t.config.serviceHost + "/"
auth, err := constructAuth(host, "POST", xfyunConfig.apiKey, xfyunConfig.xfyunApiSecret)
if err != nil {
return "", nil, nil, err
}
role := "user"
xfyunText := XfyunText{
MainMessages: []struct {
Content *string `json:"content"`
Role *string `json:"role"`
}{
{
Content: &text,
Role: &role,
},
},
}
// 将 XfyunText 转换为 JSON
xfyunTextJSON, err := json.Marshal(xfyunText)
if err != nil {
log.Errorf("Error marshaling XfyunText: %v", err)
return "", nil, nil, err
}
// 将整个 XfyunText JSON 字符串转换为 Base64 编码
encodedText := base64.StdEncoding.EncodeToString(xfyunTextJSON)
// 构建请求体
data := XfyunReqBody{
Header: XfyunHeader{
AppID: xfyunConfig.xfyunAppID,
Status: 3,
},
Parameter: XfyunParameter{
Emb: XfyunEmb{
Domain: "query",
Feature: ReqFeature{
Encoding: "utf8",
},
},
},
Payload: XfyunPayload{
Messages: struct {
Text string `json:"text"`
}{Text: encodedText}, // 填充经过 Base64 编码的文本
},
}
// 序列化请求数据
requestBody, err := json.Marshal(data)
if err != nil {
log.Errorf("failed to marshal request data: %v", err)
return "", nil, nil, err
}
// 构建请求头
headers := [][2]string{
{"Content-Type", "application/json"},
}
return "/" + auth, headers, requestBody, nil
}
func (t *XfyunProvider) parseTextEmbedding(responseBody []byte) ([]float32, error) {
var resp XfyunResponse
err := json.Unmarshal(responseBody, &resp)
if err != nil {
return nil, err
}
base64Text := resp.Payload.Feature.Text
decodedBytes, err := base64.StdEncoding.DecodeString(base64Text)
if err != nil {
return nil, err
}
if len(decodedBytes) == 0 {
return nil, errors.New("decoded embedding is empty")
}
if len(decodedBytes)%4 != 0 {
return nil, errors.New("decoded data is not a valid float32 array")
}
floatArray := make([]float32, len(decodedBytes)/4)
for i := 0; i < len(floatArray); i++ {
bits := binary.LittleEndian.Uint32(decodedBytes[i*4 : (i+1)*4])
floatArray[i] = math.Float32frombits(bits)
}
return floatArray, nil
}
func (t *XfyunProvider) GetEmbedding(
queryString string,
ctx wrapper.HttpContext,
callback func(emb []float64, err error)) error {
embUrl, embHeaders, embRequestBody, err := t.constructParameters(queryString)
if err != nil {
log.Errorf("failed to construct parameters: %v", err)
return err
}
err = t.client.Post(embUrl, embHeaders, embRequestBody,
func(statusCode int, responseHeaders http.Header, responseBody []byte) {
if statusCode != http.StatusOK {
err = errors.New("failed to get embedding due to status code: " + strconv.Itoa(statusCode))
callback(nil, err)
return
}
var resp []float32
resp, err = t.parseTextEmbedding(responseBody)
if err != nil {
err = fmt.Errorf("failed to parse response: %v", err)
callback(nil, err)
return
}
log.Debugf("get embedding response: %d, %s", statusCode, responseBody)
if len(resp) == 0 {
err = errors.New("no embedding found in response")
callback(nil, err)
return
}
embedding := make([]float64, len(resp))
for i, v := range resp {
embedding[i] = float64(v)
}
callback(embedding, nil)
}, t.config.timeout)
return err
}