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package api
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package api
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// This file is for Golang clients of Klex.
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// This file is for Golang clients of Klex.
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import (
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import (
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"bytes"
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"bytes"
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"encoding/json"
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"encoding/json"
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"fmt"
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"fmt"
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"io/ioutil"
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"io/ioutil"
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"log"
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"log"
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"net/http"
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"net/http"
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"sort"
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"sort"
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)
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)
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type Client struct {
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type Client struct {
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KlexURL string
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KlexURL string
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APIKey string
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APIKey string
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}
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}
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func NewClient(klexURL, apiKey string) *Client {
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func NewClient(klexURL, apiKey string) *Client {
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if klexURL == "" || apiKey == "" {
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if klexURL == "" || apiKey == "" {
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log.Printf("NewClient: missing klexURL or apiKey")
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log.Printf("NewClient: missing klexURL or apiKey")
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return nil
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return nil
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}
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}
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return &Client{klexURL, apiKey}
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return &Client{klexURL, apiKey}
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}
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}
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func (c *Client) call(method, path string, req, res interface{}) error {
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func (c *Client) call(method, path string, req, res interface{}) error {
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reqBody, err := json.Marshal(req)
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reqBody, err := json.Marshal(req)
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if err != nil {
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if err != nil {
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return fmt.Errorf("Cannot marshal request: %v", err)
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return fmt.Errorf("Cannot marshal request: %v", err)
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}
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}
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reqBytes := bytes.NewBuffer(reqBody)
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reqBytes := bytes.NewBuffer(reqBody)
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r, err := http.NewRequest(method, c.KlexURL + path, reqBytes)
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r, err := http.NewRequest(method, c.KlexURL + path, reqBytes)
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if err != nil {
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if err != nil {
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return fmt.Errorf("In http.NewRequest: %v", err)
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return fmt.Errorf("In http.NewRequest: %v", err)
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}
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}
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r.Header.Set("Authorization", "Bearer " + c.APIKey)
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r.Header.Set("Authorization", "Bearer " + c.APIKey)
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r.Header.Set("Content-Type", "application/json")
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r.Header.Set("Content-Type", "application/json")
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resHttp, err := http.DefaultClient.Do(r)
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resHttp, err := http.DefaultClient.Do(r)
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if err != nil {
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if err != nil {
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return fmt.Errorf("http.DefaultClient.Do: %v", err)
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return fmt.Errorf("http.DefaultClient.Do: %v", err)
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}
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}
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defer resHttp.Body.Close()
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defer resHttp.Body.Close()
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resBody, err := ioutil.ReadAll(resHttp.Body)
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resBody, err := ioutil.ReadAll(resHttp.Body)
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if err != nil {
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if err != nil {
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return fmt.Errorf("Response error: %v", err)
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return fmt.Errorf("Response error: %v", err)
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}
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}
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if resHttp.StatusCode != 200 && resHttp.StatusCode != 204 {
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if resHttp.StatusCode != 200 && resHttp.StatusCode != 204 {
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return fmt.Errorf("Status %d; response=%s", resHttp.StatusCode, resBody)
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return fmt.Errorf("Status %d; response=%s", resHttp.StatusCode, resBody)
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}
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}
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if res != nil {
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if res != nil {
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if err := json.Unmarshal(resBody, res); err != nil {
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if err := json.Unmarshal(resBody, res); err != nil {
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return fmt.Errorf("Bad response %s\nerror=%v", resBody, err)
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return fmt.Errorf("Bad response %s\nerror=%v", resBody, err)
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}
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}
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}
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}
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return nil
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return nil
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}
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}
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// F executes a function on one given input.
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// F executes a function on one given input.
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func (c *Client) F(f, in string) (string, error) {
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func (c *Client) F(f, in string) (string, error) {
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var res FResponse
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var res FResponse
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err := c.call("POST", "/f", FRequest{FName: f, In: in}, &res)
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err := c.call("POST", "/f", FRequest{FName: f, In: in}, &res)
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if err != nil {
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if err != nil {
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return "", err
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return "", err
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}
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}
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if res.Err != "" {
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if res.Err != "" {
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return "", fmt.Errorf(res.Err)
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return "", fmt.Errorf(res.Err)
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}
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}
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return res.Out, nil
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return res.Out, nil
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}
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}
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// Messages executes an LLM function using the Messages API.
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// Messages executes an LLM function using the Messages API.
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// Set req.Model to one of the Klex LLM function names.
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// Set req.Model to one of the Klex LLM function names.
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func (c *Client) Messages(req MessagesRequest) (*MessagesResponse, error) {
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func (c *Client) Messages(req MessagesRequest) (*MessagesResponse, error) {
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f := req.Model
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f := req.Model
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req.Model = ""
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req.Model = ""
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if f == "" {
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if f == "" {
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return nil, fmt.Errorf("MessagesRequest.Model is empty")
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return nil, fmt.Errorf("MessagesRequest.Model is empty")
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}
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}
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in, err := json.Marshal(req)
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in, err := json.Marshal(req)
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if err != nil {
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if err != nil {
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return nil, fmt.Errorf("Cannot marshal request: %v", err)
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return nil, fmt.Errorf("Cannot marshal request: %v", err)
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}
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}
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out, err := c.F(f, string(in))
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out, err := c.F(f, string(in))
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if err != nil {
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if err != nil {
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return nil, err
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return nil, err
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}
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}
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var res MessagesResponse
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var res MessagesResponse
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err = json.Unmarshal([]byte(out), &res)
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err = json.Unmarshal([]byte(out), &res)
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if err != nil {
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if err != nil {
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// Instead of failing, treat the whole output as text, and add an error.
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// Instead of failing, treat the whole output as text, and add an error.
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// Let the caller figure this out.
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// Let the caller figure this out.
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res.Error = &ErrorResponse{
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res.Error = &ErrorResponse{
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Type: "response-json",
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Type: "response-json",
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Message: err.Error(),
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Message: err.Error(),
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}
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}
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res.Content = []ContentBlock{{Type: "text", Text: out}}
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res.Content = []ContentBlock{{Type: "text", Text: out}}
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}
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}
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return &res, nil
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return &res, nil
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}
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}
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// Embed returns semantic embedding vectors for the given text.
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// Embed returns semantic embedding vectors for the given text.
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func (c *Client) Embed(req EmbedRequest) ([][]float32, error) {
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func (c *Client) Embed(req EmbedRequest) ([][]float32, error) {
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url := fmt.Sprintf(
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url := fmt.Sprintf(
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"/embed/do?model=%s&dims=%d&path=%t",
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"/embed/do?model=%s&dims=%d&path=%t",
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req.Model, req.Dims, req.lPath,
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req.Model, req.Dims, req.lPath,
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)
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)
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var resp [][]float32
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var resp [][]float32
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err := c.call("POST", url, req.Text, &resp)
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err := c.call("POST", url, req.Text, &resp)
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return resp, err
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return resp, err
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}
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}
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// NewDataset creates a new dataset or updates an existing one.
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// NewDataset creates a new dataset or updates an existing one.
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// This is the simplest way, meant for datasets smaller than ~1GB.
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// This is the simplest way, meant for datasets smaller than ~1GB.
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func (c *Client) NewDataset(name string, data map[string]string) error {
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func (c *Client) NewDataset(name string, data map[string]string) error {
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// TODO: this loses key names; get rid of this API.
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// TODO: this loses key names; get rid of this API.
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req := NewDatasetRequest{Name: name, Data: nil}
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req := NewDatasetRequest{Name: name, Data: nil}
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keys := make([]string, 0, len(data))
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keys := make([]string, 0, len(data))
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for k := range data {
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for k := range data {
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keys = append(keys, k)
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keys = append(keys, k)
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}
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}
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sort.Strings(keys)
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sort.Strings(keys)
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for _, k := range keys {
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for _, k := range keys {
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req.Data = append(req.Data, data[k])
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req.Data = append(req.Data, data[k])
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}
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}
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var res NewDatasetResponse
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var res NewDatasetResponse
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err := c.call("POST", "/datasets/new", req, &res)
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err := c.call("POST", "/datasets/new", req, &res)
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if err != nil {
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if err != nil {
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return fmt.Errorf("Error POSTing to /datasets/new: %v", err)
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return fmt.Errorf("Error POSTing to /datasets/new: %v", err)
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}
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}
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if res.Name != name || res.Size != len(data) {
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if res.Name != name || res.Size != len(data) {
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pretty, _ := json.MarshalIndent(res, "", " ")
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pretty, _ := json.MarshalIndent(res, "", " ")
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return fmt.Errorf("Unexpected response from /datasets/new: %s", pretty)
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return fmt.Errorf("Unexpected response from /datasets/new: %s", pretty)
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}
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}
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return nil
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return nil
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}
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}
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// BeginNewDataset starts a new dataset upload using the v2 API.
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// BeginNewDataset starts a new dataset upload using the v2 API.
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// Returns the version key to use in UploadKv() and EndNewDataset().
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// Returns the version key to use in UploadKv() and EndNewDataset().
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// Keep the key secret until EndNewDataset() returns successfully.
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// Keep the key secret until EndNewDataset() returns successfully.
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func (c *Client) BeginNewDataset(name string) (string, error) {
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func (c *Client) BeginNewDataset(name string) (string, error) {
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req := BeginNewDatasetRequest{Name: name}
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req := BeginNewDatasetRequest{Name: name}
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var res BeginNewDatasetResponse
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var res BeginNewDatasetResponse
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err := c.call("POST", "/datasets/begin_new", req, &res)
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err := c.call("POST", "/datasets/begin_new", req, &res)
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if err != nil {
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if err != nil {
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return "", fmt.Errorf("Error POSTing to /datasets/begin_new: %v", err)
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return "", fmt.Errorf("Error POSTing to /datasets/begin_new: %v", err)
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}
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}
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return res.VersionKey, nil
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return res.VersionKey, nil
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}
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}
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// UploadKv uploads more key-value pairs of the dataset being created.
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// UploadKv uploads more key-value pairs of the dataset being created.
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func (c *Client) UploadKV(versionKey string, records []KV) error {
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func (c *Client) UploadKV(versionKey string, records []KV) error {
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req := UploadKVRequest{VersionKey: versionKey, Records: records}
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req := UploadKVRequest{VersionKey: versionKey, Records: records}
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err := c.call("POST", "/datasets/upload_kv", req, nil)
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err := c.call("POST", "/datasets/upload_kv", req, nil)
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if err != nil {
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if err != nil {
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return fmt.Errorf("Error POSTing to /datasets/upload_kv: %v", err)
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return fmt.Errorf("Error POSTing to /datasets/upload_kv: %v", err)
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}
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}
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return nil
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return nil
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}
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}
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// EndNewDataset commits the dataset being created.
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// EndNewDataset commits the dataset being created.
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func (c *Client) EndNewDataset(name, version_key string, size int) error {
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func (c *Client) EndNewDataset(name, version_key string, size int) error {
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req := EndNewDatasetRequest{Name: name, VersionKey: version_key, Size: size}
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req := EndNewDatasetRequest{Name: name, VersionKey: version_key, Size: size}
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err := c.call("POST", "/datasets/end_new", req, nil)
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err := c.call("POST", "/datasets/end_new", req, nil)
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if err != nil {
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if err != nil {
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return fmt.Errorf("Error POSTing to /datasets/end_new: %v", err)
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return fmt.Errorf("Error POSTing to /datasets/end_new: %v", err)
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}
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}
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return nil
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return nil
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}
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}
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package main
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package main
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// This binary converts text into embedding vecors.
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// This binary converts text into embedding vecors.
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//import "encoding/json"
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//import "encoding/json"
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import "flag"
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import "flag"
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import "fmt"
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import "fmt"
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import "io/ioutil"
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import "io/ioutil"
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import "log"
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import "log"
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import "os"
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import "os"
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//import "sync"
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//import "sync"
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import "oscarkilo.com/klex-git/api"
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import "oscarkilo.com/klex-git/api"
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import "oscarkilo.com/klex-git/config"
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import "oscarkilo.com/klex-git/config"
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//import "oscarkilo.com/klex-git/util"
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//import "oscarkilo.com/klex-git/util"
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var model = flag.String("model", "openai:text-embedding-3-small", "")
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var model = flag.String("model", "openai:text-embedding-3-small", "")
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var dims = flag.Int("dims", 1536, "Number of vector dimensions to return")
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var dims = flag.Int("dims", 1536, "Number of vector dimensions to return")
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var whole_path = flag.Bool("whole_path", false, "Returns a list of vectors")
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var whole_path = flag.Bool("whole_path", false, "Returns a list of vectors")
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func main() {
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func main() {
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flag.Parse()
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flag.Parse()
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// Find the API keys and configure a Klex client.
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// Find the API keys and configure a Klex client.
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config, err := config.ReadConfig()
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config, err := config.ReadConfig()
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if err != nil {
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if err != nil {
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log.Fatalf("Failed to read config: %v", err)
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log.Fatalf("Failed to read config: %v", err)
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}
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}
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client := api.NewClient(config.KlexUrl, config.ApiKey)
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client := api.NewClient(config.KlexUrl, config.ApiKey)
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if client == nil {
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if client == nil {
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log.Fatalf("Failed to create Klex client")
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log.Fatalf("Failed to create Klex client")
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}
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}
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// Read stdin as text.
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// Read stdin as text.
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sin, err := ioutil.ReadAll(os.Stdin)
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sin, err := ioutil.ReadAll(os.Stdin)
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if err != nil {
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if err != nil {
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log.Fatalf("Failed to read stdin: %v", err)
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log.Fatalf("Failed to read stdin: %v", err)
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}
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}
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//text := []string{string(sin)}
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//text := []string{string(sin)}
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vectors, err := client.Embed(api.EmbedRequest{
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vectors, err := client.Embed(api.EmbedRequest{
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Text: string(sin),
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Text: string(sin),
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Model: *model,
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Model: *model,
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Dims: *dims,
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Dims: *dims,
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lPath: *whole_path,
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lPath: *whole_path,
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})
46
})
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if err != nil {
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if err != nil {
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log.Fatalf("Failed to call Embed: %v", err)
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log.Fatalf("Failed to call Embed: %v", err)
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}
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}
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/*
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/*
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if *whole_path {
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if *whole_path {
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text = util.SplitByWord(text[0])
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text = util.SplitByWord(text[0])
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}
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}
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f_name := fmt.Sprintf("embed-%s@%d", *model, *dims)
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f_name := fmt.Sprintf("embed-%s@%d", *model, *dims)
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vectors := make([][]float32, len(text))
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vectors := make([][]float32, len(text))
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wg := sync.WaitGroup{}
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wg := sync.WaitGroup{}
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for i := range text {
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for i := range text {
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wg.Add(1)
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wg.Add(1)
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go func(i int) {
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go func(i int) {
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json_vector, err := client.F(f_name, text[i])
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json_vector, err := client.F(f_name, text[i])
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if err != nil {
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if err != nil {
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log.Fatalf("Failed to call F: %v", err)
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log.Fatalf("Failed to call F: %v", err)
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}
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}
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err = json.Unmarshal([]byte(json_vector), &vectors[i])
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err = json.Unmarshal([]byte(json_vector), &vectors[i])
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if err != nil {
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if err != nil {
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log.Fatalf("Failed to parse vector: %v", err)
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log.Fatalf("Failed to parse vector: %v", err)
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}
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}
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wg.Done()
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wg.Done()
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}(i)
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}(i)
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}
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}
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wg.Wait()
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wg.Wait()
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*/
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*/
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for _, vector := range vectors {
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for _, vector := range vectors {
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for i, w := range vector {
77
for i, w := range vector {
78
if i > 0 {
78
if i > 0 {
79
fmt.Printf(" ")
79
fmt.Printf(" ")
80
}
80
}
81
fmt.Printf("%g", w)
81
fmt.Printf("%g", w)
82
}
82
}
83
fmt.Printf("\n")
83
fmt.Printf("\n")
84
}
84
}
85
}
85
}