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add textin embedding for ai-cache (#1493)
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@@ -9,6 +9,7 @@ import (
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const (
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PROVIDER_TYPE_DASHSCOPE = "dashscope"
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PROVIDER_TYPE_TEXTIN = "textin"
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)
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type providerInitializer interface {
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@@ -19,6 +20,7 @@ type providerInitializer interface {
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var (
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providerInitializers = map[string]providerInitializer{
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PROVIDER_TYPE_DASHSCOPE: &dashScopeProviderInitializer{},
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PROVIDER_TYPE_TEXTIN: &textInProviderInitializer{},
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}
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)
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@@ -38,6 +40,15 @@ type ProviderConfig struct {
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// @Title zh-CN 文本特征提取服务 API Key
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// @Description zh-CN 文本特征提取服务 API Key
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apiKey string
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//@Title zh-CN TextIn x-ti-app-id
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// @Description zh-CN 仅适用于 TextIn 服务。参考 https://www.textin.com/document/acge_text_embedding
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textinAppId string
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//@Title zh-CN TextIn x-ti-secret-code
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// @Description zh-CN 仅适用于 TextIn 服务。参考 https://www.textin.com/document/acge_text_embedding
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textinSecretCode string
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//@Title zh-CN TextIn request matryoshka_dim
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// @Description zh-CN 仅适用于 TextIn 服务, 指定返回的向量维度。参考 https://www.textin.com/document/acge_text_embedding
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textinMatryoshkaDim int
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// @Title zh-CN 文本特征提取服务超时时间
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// @Description zh-CN 文本特征提取服务超时时间
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timeout uint32
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@@ -52,6 +63,9 @@ func (c *ProviderConfig) FromJson(json gjson.Result) {
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c.serviceHost = json.Get("serviceHost").String()
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c.servicePort = json.Get("servicePort").Int()
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c.apiKey = json.Get("apiKey").String()
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c.textinAppId = json.Get("textinAppId").String()
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c.textinSecretCode = json.Get("textinSecretCode").String()
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c.textinMatryoshkaDim = int(json.Get("textinMatryoshkaDim").Int())
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c.timeout = uint32(json.Get("timeout").Int())
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c.model = json.Get("model").String()
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if c.timeout == 0 {
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@@ -63,9 +77,6 @@ func (c *ProviderConfig) Validate() error {
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if c.serviceName == "" {
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return errors.New("embedding service name is required")
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}
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if c.apiKey == "" {
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return errors.New("embedding service API key is required")
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}
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if c.typ == "" {
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return errors.New("embedding service type is required")
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}
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161
plugins/wasm-go/extensions/ai-cache/embedding/textin.go
Normal file
161
plugins/wasm-go/extensions/ai-cache/embedding/textin.go
Normal file
@@ -0,0 +1,161 @@
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package embedding
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import (
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"encoding/json"
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"errors"
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"fmt"
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"net/http"
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"strconv"
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"github.com/alibaba/higress/plugins/wasm-go/pkg/wrapper"
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)
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const (
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TEXTIN_DOMAIN = "api.textin.com"
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TEXTIN_PORT = 443
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TEXTIN_DEFAULT_MODEL_NAME = "acge-text-embedding"
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TEXTIN_ENDPOINT = "/ai/service/v1/acge_embedding"
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)
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type textInProviderInitializer struct {
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}
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func (t *textInProviderInitializer) ValidateConfig(config ProviderConfig) error {
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if config.textinAppId == "" {
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return errors.New("embedding service TextIn App ID is required")
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}
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if config.textinSecretCode == "" {
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return errors.New("embedding service TextIn Secret Code is required")
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}
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if config.textinMatryoshkaDim == 0 {
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return errors.New("embedding service TextIn Matryoshka Dim is required")
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}
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return nil
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}
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func (t *textInProviderInitializer) CreateProvider(c ProviderConfig) (Provider, error) {
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if c.servicePort == 0 {
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c.servicePort = TEXTIN_PORT
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}
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if c.serviceHost == "" {
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c.serviceHost = TEXTIN_DOMAIN
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}
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return &TIProvider{
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config: c,
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client: wrapper.NewClusterClient(wrapper.FQDNCluster{
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FQDN: c.serviceName,
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Host: c.serviceHost,
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Port: int64(c.servicePort),
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}),
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}, nil
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}
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func (t *TIProvider) GetProviderType() string {
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return PROVIDER_TYPE_TEXTIN
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}
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type TextInResponse struct {
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Code int `json:"code"`
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Message string `json:"message"`
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Duration float64 `json:"duration"`
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Result TextInResult `json:"result"`
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}
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type TextInResult struct {
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Embeddings [][]float64 `json:"embedding"`
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MatryoshkaDim int `json:"matryoshka_dim"`
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}
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type TextInEmbeddingRequest struct {
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Input []string `json:"input"`
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MatryoshkaDim int `json:"matryoshka_dim"`
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}
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type TIProvider struct {
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config ProviderConfig
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client wrapper.HttpClient
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}
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func (t *TIProvider) constructParameters(texts []string, log wrapper.Log) (string, [][2]string, []byte, error) {
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data := TextInEmbeddingRequest{
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Input: texts,
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MatryoshkaDim: t.config.textinMatryoshkaDim,
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}
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requestBody, err := json.Marshal(data)
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if err != nil {
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log.Errorf("failed to marshal request data: %v", err)
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return "", nil, nil, err
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}
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if t.config.textinAppId == "" {
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err := errors.New("textinAppId is empty")
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log.Errorf("failed to construct headers: %v", err)
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return "", nil, nil, err
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}
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if t.config.textinSecretCode == "" {
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err := errors.New("textinSecretCode is empty")
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log.Errorf("failed to construct headers: %v", err)
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return "", nil, nil, err
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}
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headers := [][2]string{
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{"x-ti-app-id", t.config.textinAppId},
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{"x-ti-secret-code", t.config.textinSecretCode},
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{"Content-Type", "application/json"},
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}
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return TEXTIN_ENDPOINT, headers, requestBody, err
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}
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func (t *TIProvider) parseTextEmbedding(responseBody []byte) (*TextInResponse, error) {
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var resp TextInResponse
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err := json.Unmarshal(responseBody, &resp)
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if err != nil {
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return nil, err
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}
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return &resp, nil
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}
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func (t *TIProvider) GetEmbedding(
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queryString string,
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ctx wrapper.HttpContext,
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log wrapper.Log,
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callback func(emb []float64, err error)) error {
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embUrl, embHeaders, embRequestBody, err := t.constructParameters([]string{queryString}, log)
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if err != nil {
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log.Errorf("failed to construct parameters: %v", err)
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return err
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}
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var resp *TextInResponse
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err = t.client.Post(embUrl, embHeaders, embRequestBody,
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func(statusCode int, responseHeaders http.Header, responseBody []byte) {
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if statusCode != http.StatusOK {
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err = errors.New("failed to get embedding due to status code: " + strconv.Itoa(statusCode))
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callback(nil, err)
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return
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}
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log.Debugf("get embedding response: %d, %s", statusCode, responseBody)
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resp, err = t.parseTextEmbedding(responseBody)
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if err != nil {
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err = fmt.Errorf("failed to parse response: %v", err)
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callback(nil, err)
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return
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}
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if len(resp.Result.Embeddings) == 0 {
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err = errors.New("no embedding found in response")
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callback(nil, err)
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return
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}
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callback(resp.Result.Embeddings[0], nil)
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}, t.config.timeout)
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return err
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}
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