Data
Embedding v2
v2 Generate vector embeddings from various content types including text, images, audio, and PDF files with speaker fingerprint support.
POST
/
v2
/
embedding
import { JigsawStack } from "jigsawstack";
const jigsaw = JigsawStack({ apiKey: "your-api-key" });
const response = await jigsaw.embedding_v2({
"url": "https://jigsawstack.com/preview/stt-example.wav",
"type": "audio",
"speaker_fingerprint": true
})
from jigsawstack import JigsawStack
jigsaw = JigsawStack(api_key="your-api-key")
response = jigsaw.embedding_v2({
"url": "https://jigsawstack.com/preview/stt-example.wav",
"type": "audio",
"speaker_fingerprint": True
})
curl https://api.jigsawstack.com/v2/embedding \
-X POST \
-H 'Content-Type: application/json' \
-H 'x-api-key: your-api-key' \
-d '{"url":"https://jigsawstack.com/preview/stt-example.wav","type":"audio","speaker_fingerprint":true}'
<?php
$ch = curl_init();
curl_setopt($ch, CURLOPT_URL, 'https://api.jigsawstack.com/v2/embedding');
curl_setopt($ch, CURLOPT_RETURNTRANSFER, true);
curl_setopt($ch, CURLOPT_CUSTOMREQUEST, 'POST');
curl_setopt($ch, CURLOPT_HTTPHEADER, [
'Content-Type: application/json',
'x-api-key: your-api-key',
]);
curl_setopt($ch, CURLOPT_POSTFIELDS, '{"url":"https://jigsawstack.com/preview/stt-example.wav","type":"audio","speaker_fingerprint":true}');
$response = curl_exec($ch);
curl_close($ch);
require 'net/http'
require 'json'
uri = URI('https://api.jigsawstack.com/v2/embedding')
req = Net::HTTP::Post.new(uri)
req.content_type = 'application/json'
req['x-api-key'] = 'your-api-key'
req.body = {
'url' => 'https://jigsawstack.com/preview/stt-example.wav',
'type' => 'audio',
'speaker_fingerprint' => true
}.to_json
req_options = {
use_ssl: uri.scheme == 'https'
}
res = Net::HTTP.start(uri.hostname, uri.port, req_options) do |http|
http.request(req)
end
package main
import (
"fmt"
"io"
"log"
"net/http"
"strings"
)
func main() {
client := &http.Client{}
var data = strings.NewReader(`{"url":"https://jigsawstack.com/preview/stt-example.wav","type":"audio","speaker_fingerprint":true}`)
req, err := http.NewRequest("POST", "https://api.jigsawstack.com/v2/embedding", data)
if err != nil {
log.Fatal(err)
}
req.Header.Set("Content-Type", "application/json")
req.Header.Set("x-api-key", "your-api-key")
resp, err := client.Do(req)
if err != nil {
log.Fatal(err)
}
defer resp.Body.Close()
bodyText, err := io.ReadAll(resp.Body)
if err != nil {
log.Fatal(err)
}
fmt.Printf("%s\n", bodyText)
}
import java.io.IOException;
import java.net.URI;
import java.net.http.HttpClient;
import java.net.http.HttpRequest;
import java.net.http.HttpRequest.BodyPublishers;
import java.net.http.HttpResponse;
HttpClient client = HttpClient.newHttpClient();
HttpRequest request = HttpRequest.newBuilder()
.uri(URI.create("https://api.jigsawstack.com/v2/embedding"))
.POST(BodyPublishers.ofString("{\"url\":\"https://jigsawstack.com/preview/stt-example.wav\",\"type\":\"audio\",\"speaker_fingerprint\":true}"))
.setHeader("Content-Type", "application/json")
.setHeader("x-api-key", "your-api-key")
.build();
HttpResponse<String> response = client.send(request, HttpResponse.BodyHandlers.ofString());
import Foundation
let jsonData = [
"url": "https://jigsawstack.com/preview/stt-example.wav",
"type": "audio",
"speaker_fingerprint": true
] as [String : Any]
let data = try! JSONSerialization.data(withJSONObject: jsonData, options: [])
let url = URL(string: "https://api.jigsawstack.com/v2/embedding")!
let headers = [
"Content-Type": "application/json",
"x-api-key": "your-api-key"
]
var request = URLRequest(url: url)
request.httpMethod = "POST"
request.allHTTPHeaderFields = headers
request.httpBody = data as Data
let task = URLSession.shared.dataTask(with: request) { (data, response, error) in
if let error = error {
print(error)
} else if let data = data {
let str = String(data: data, encoding: .utf8)
print(str ?? "")
}
}
task.resume()
import 'package:http/http.dart' as http;
void main() async {
final headers = {
'Content-Type': 'application/json',
'x-api-key': 'your-api-key',
};
final data = '{"url":"https://jigsawstack.com/preview/stt-example.wav","type":"audio","speaker_fingerprint":true}';
final url = Uri.parse('https://api.jigsawstack.com/v2/embedding');
final res = await http.post(url, headers: headers, body: data);
final status = res.statusCode;
if (status != 200) throw Exception('http.post error: statusCode= $status');
print(res.body);
}
import java.io.IOException
import okhttp3.MediaType.Companion.toMediaType
import okhttp3.OkHttpClient
import okhttp3.Request
import okhttp3.RequestBody.Companion.toRequestBody
val client = OkHttpClient()
val MEDIA_TYPE = "application/json".toMediaType()
val requestBody = "{\"url\":\"https://jigsawstack.com/preview/stt-example.wav\",\"type\":\"audio\",\"speaker_fingerprint\":true}"
val request = Request.Builder()
.url("https://api.jigsawstack.com/v2/embedding")
.post(requestBody.toRequestBody(MEDIA_TYPE))
.header("Content-Type", "application/json")
.header("x-api-key", "your-api-key")
.build()
client.newCall(request).execute().use { response ->
if (!response.isSuccessful) throw IOException("Unexpected code $response")
response.body!!.string()
}
using System.Net.Http.Headers;
using System.Net.Http.Json;
HttpClient client = new HttpClient();
HttpRequestMessage request = new HttpRequestMessage(HttpMethod.Post, "https://api.jigsawstack.com/v2/embedding");
request.Headers.Add("x-api-key", "your-api-key");
request.Content = JsonContent.Create(new
{
url = "https://jigsawstack.com/preview/stt-example.wav",
type = "audio",
speaker_fingerprint = true
});
request.Content.Headers.ContentType = new MediaTypeHeaderValue("application/json");
HttpResponseMessage response = await client.SendAsync(request);
response.EnsureSuccessStatusCode();
string responseBody = await response.Content.ReadAsStringAsync();
Console.WriteLine(responseBody);
{
"success": true,
"embeddings": [
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"chunks": [
{
"timestamp": [
1.8,
51.74
],
"text": "the little tales they tell are false the door was barred locked and bolted as well ripe pears are fit for a queen's table a big wet stain was on the round carpet the kite dipped and swayed but stayed aloft the pleasant hours fly by much too soon the room was crowded with a mild wab the room was crowded with a wild mob this strong arm shall shield your honour she blushed when he gave her a white orchid The beetle droned in the hot June sun."
}
],
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]
],
"_usage": {
"input_tokens": 26,
"output_tokens": 13239,
"inference_time_tokens": 3253,
"total_tokens": 16518
}
}
Request Parameters
Body
string
The text content to generate embeddings for. Optional if providing content through another method.
string
The image url.
string
The key used to store the image on Jigsawstack file. Learn more about how to handle files in Jigsawstack’s Handling Files section.
string
required
The type of content being processed. Must be one of the following values:
text: Plain text inputtext-other: Other text formatimage: Image contentaudio: Audio contentpdf: PDF document
number
default:"4096"
The dimensionality of the output embedding vectors. Higher dimensions can capture more nuanced semantic information but require more storage.
- Minimum:
32 - Maximum:
4096 - Default:
4096
string
Custom instruction for query embedding generation to improve retrieval quality. Works with type
text only. Maximum 400 characters.- Use this to provide domain-specific context or retrieval objectives
- Default:
Given a query, retrieve relevant passages that answer the query
boolean
default:"false"
Generate embedding for text in query mode by setting
query to true.- If
queryistrue, you may pass your custominstructionalong withtextto be embedded as a query string.
string
default:"error"
Determines behavior when input exceeds token limits:
error: Return an error (default)truncate: Truncate the input to fit within token limits
boolean
default:"false"
Whether to include speaker’s audio embedding. Speaker fingerprint is only available for audio content type.
Header
string
required
Your JigsawStack API key
Response Structure
boolean
Indicates whether the call was successful.
object
string
A unique identifier for the request
number[][]
The vector embedding representation of the input content. This is an array of arrays of floating-point numbers.
array<string> | array<object>
number[][]
The speaker’s audio embedding. Only available for audio content type and when
speaker_fingerprint is true. This is an array of arrays of floating-point numbers.import { JigsawStack } from "jigsawstack";
const jigsaw = JigsawStack({ apiKey: "your-api-key" });
const response = await jigsaw.embedding_v2({
"url": "https://jigsawstack.com/preview/stt-example.wav",
"type": "audio",
"speaker_fingerprint": true
})
from jigsawstack import JigsawStack
jigsaw = JigsawStack(api_key="your-api-key")
response = jigsaw.embedding_v2({
"url": "https://jigsawstack.com/preview/stt-example.wav",
"type": "audio",
"speaker_fingerprint": True
})
curl https://api.jigsawstack.com/v2/embedding \
-X POST \
-H 'Content-Type: application/json' \
-H 'x-api-key: your-api-key' \
-d '{"url":"https://jigsawstack.com/preview/stt-example.wav","type":"audio","speaker_fingerprint":true}'
<?php
$ch = curl_init();
curl_setopt($ch, CURLOPT_URL, 'https://api.jigsawstack.com/v2/embedding');
curl_setopt($ch, CURLOPT_RETURNTRANSFER, true);
curl_setopt($ch, CURLOPT_CUSTOMREQUEST, 'POST');
curl_setopt($ch, CURLOPT_HTTPHEADER, [
'Content-Type: application/json',
'x-api-key: your-api-key',
]);
curl_setopt($ch, CURLOPT_POSTFIELDS, '{"url":"https://jigsawstack.com/preview/stt-example.wav","type":"audio","speaker_fingerprint":true}');
$response = curl_exec($ch);
curl_close($ch);
require 'net/http'
require 'json'
uri = URI('https://api.jigsawstack.com/v2/embedding')
req = Net::HTTP::Post.new(uri)
req.content_type = 'application/json'
req['x-api-key'] = 'your-api-key'
req.body = {
'url' => 'https://jigsawstack.com/preview/stt-example.wav',
'type' => 'audio',
'speaker_fingerprint' => true
}.to_json
req_options = {
use_ssl: uri.scheme == 'https'
}
res = Net::HTTP.start(uri.hostname, uri.port, req_options) do |http|
http.request(req)
end
package main
import (
"fmt"
"io"
"log"
"net/http"
"strings"
)
func main() {
client := &http.Client{}
var data = strings.NewReader(`{"url":"https://jigsawstack.com/preview/stt-example.wav","type":"audio","speaker_fingerprint":true}`)
req, err := http.NewRequest("POST", "https://api.jigsawstack.com/v2/embedding", data)
if err != nil {
log.Fatal(err)
}
req.Header.Set("Content-Type", "application/json")
req.Header.Set("x-api-key", "your-api-key")
resp, err := client.Do(req)
if err != nil {
log.Fatal(err)
}
defer resp.Body.Close()
bodyText, err := io.ReadAll(resp.Body)
if err != nil {
log.Fatal(err)
}
fmt.Printf("%s\n", bodyText)
}
import java.io.IOException;
import java.net.URI;
import java.net.http.HttpClient;
import java.net.http.HttpRequest;
import java.net.http.HttpRequest.BodyPublishers;
import java.net.http.HttpResponse;
HttpClient client = HttpClient.newHttpClient();
HttpRequest request = HttpRequest.newBuilder()
.uri(URI.create("https://api.jigsawstack.com/v2/embedding"))
.POST(BodyPublishers.ofString("{\"url\":\"https://jigsawstack.com/preview/stt-example.wav\",\"type\":\"audio\",\"speaker_fingerprint\":true}"))
.setHeader("Content-Type", "application/json")
.setHeader("x-api-key", "your-api-key")
.build();
HttpResponse<String> response = client.send(request, HttpResponse.BodyHandlers.ofString());
import Foundation
let jsonData = [
"url": "https://jigsawstack.com/preview/stt-example.wav",
"type": "audio",
"speaker_fingerprint": true
] as [String : Any]
let data = try! JSONSerialization.data(withJSONObject: jsonData, options: [])
let url = URL(string: "https://api.jigsawstack.com/v2/embedding")!
let headers = [
"Content-Type": "application/json",
"x-api-key": "your-api-key"
]
var request = URLRequest(url: url)
request.httpMethod = "POST"
request.allHTTPHeaderFields = headers
request.httpBody = data as Data
let task = URLSession.shared.dataTask(with: request) { (data, response, error) in
if let error = error {
print(error)
} else if let data = data {
let str = String(data: data, encoding: .utf8)
print(str ?? "")
}
}
task.resume()
import 'package:http/http.dart' as http;
void main() async {
final headers = {
'Content-Type': 'application/json',
'x-api-key': 'your-api-key',
};
final data = '{"url":"https://jigsawstack.com/preview/stt-example.wav","type":"audio","speaker_fingerprint":true}';
final url = Uri.parse('https://api.jigsawstack.com/v2/embedding');
final res = await http.post(url, headers: headers, body: data);
final status = res.statusCode;
if (status != 200) throw Exception('http.post error: statusCode= $status');
print(res.body);
}
import java.io.IOException
import okhttp3.MediaType.Companion.toMediaType
import okhttp3.OkHttpClient
import okhttp3.Request
import okhttp3.RequestBody.Companion.toRequestBody
val client = OkHttpClient()
val MEDIA_TYPE = "application/json".toMediaType()
val requestBody = "{\"url\":\"https://jigsawstack.com/preview/stt-example.wav\",\"type\":\"audio\",\"speaker_fingerprint\":true}"
val request = Request.Builder()
.url("https://api.jigsawstack.com/v2/embedding")
.post(requestBody.toRequestBody(MEDIA_TYPE))
.header("Content-Type", "application/json")
.header("x-api-key", "your-api-key")
.build()
client.newCall(request).execute().use { response ->
if (!response.isSuccessful) throw IOException("Unexpected code $response")
response.body!!.string()
}
using System.Net.Http.Headers;
using System.Net.Http.Json;
HttpClient client = new HttpClient();
HttpRequestMessage request = new HttpRequestMessage(HttpMethod.Post, "https://api.jigsawstack.com/v2/embedding");
request.Headers.Add("x-api-key", "your-api-key");
request.Content = JsonContent.Create(new
{
url = "https://jigsawstack.com/preview/stt-example.wav",
type = "audio",
speaker_fingerprint = true
});
request.Content.Headers.ContentType = new MediaTypeHeaderValue("application/json");
HttpResponseMessage response = await client.SendAsync(request);
response.EnsureSuccessStatusCode();
string responseBody = await response.Content.ReadAsStringAsync();
Console.WriteLine(responseBody);
{
"success": true,
"embeddings": [
[
0.01994265988469124,
-0.00740474509075284,
0.008083267137408257,
0.004395645577460527,
-0.003628619946539402,
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-0.01770058646798134,
0.01970665156841278,
0.0053396765142679214,
-0.013216436840593815,
0.016992561519145966,
0.01044334564357996,
-0.025960858911275864,
0.0032893589232116938,
0.03964931145310402,
0.023364773020148277,
0.016874557361006737,
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],
"chunks": [
{
"timestamp": [
1.8,
51.74
],
"text": "the little tales they tell are false the door was barred locked and bolted as well ripe pears are fit for a queen's table a big wet stain was on the round carpet the kite dipped and swayed but stayed aloft the pleasant hours fly by much too soon the room was crowded with a mild wab the room was crowded with a wild mob this strong arm shall shield your honour she blushed when he gave her a white orchid The beetle droned in the hot June sun."
}
],
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]
],
"_usage": {
"input_tokens": 26,
"output_tokens": 13239,
"inference_time_tokens": 3253,
"total_tokens": 16518
}
}
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⌘I
import { JigsawStack } from "jigsawstack";
const jigsaw = JigsawStack({ apiKey: "your-api-key" });
const response = await jigsaw.embedding_v2({
"url": "https://jigsawstack.com/preview/stt-example.wav",
"type": "audio",
"speaker_fingerprint": true
})
from jigsawstack import JigsawStack
jigsaw = JigsawStack(api_key="your-api-key")
response = jigsaw.embedding_v2({
"url": "https://jigsawstack.com/preview/stt-example.wav",
"type": "audio",
"speaker_fingerprint": True
})
curl https://api.jigsawstack.com/v2/embedding \
-X POST \
-H 'Content-Type: application/json' \
-H 'x-api-key: your-api-key' \
-d '{"url":"https://jigsawstack.com/preview/stt-example.wav","type":"audio","speaker_fingerprint":true}'
<?php
$ch = curl_init();
curl_setopt($ch, CURLOPT_URL, 'https://api.jigsawstack.com/v2/embedding');
curl_setopt($ch, CURLOPT_RETURNTRANSFER, true);
curl_setopt($ch, CURLOPT_CUSTOMREQUEST, 'POST');
curl_setopt($ch, CURLOPT_HTTPHEADER, [
'Content-Type: application/json',
'x-api-key: your-api-key',
]);
curl_setopt($ch, CURLOPT_POSTFIELDS, '{"url":"https://jigsawstack.com/preview/stt-example.wav","type":"audio","speaker_fingerprint":true}');
$response = curl_exec($ch);
curl_close($ch);
require 'net/http'
require 'json'
uri = URI('https://api.jigsawstack.com/v2/embedding')
req = Net::HTTP::Post.new(uri)
req.content_type = 'application/json'
req['x-api-key'] = 'your-api-key'
req.body = {
'url' => 'https://jigsawstack.com/preview/stt-example.wav',
'type' => 'audio',
'speaker_fingerprint' => true
}.to_json
req_options = {
use_ssl: uri.scheme == 'https'
}
res = Net::HTTP.start(uri.hostname, uri.port, req_options) do |http|
http.request(req)
end
package main
import (
"fmt"
"io"
"log"
"net/http"
"strings"
)
func main() {
client := &http.Client{}
var data = strings.NewReader(`{"url":"https://jigsawstack.com/preview/stt-example.wav","type":"audio","speaker_fingerprint":true}`)
req, err := http.NewRequest("POST", "https://api.jigsawstack.com/v2/embedding", data)
if err != nil {
log.Fatal(err)
}
req.Header.Set("Content-Type", "application/json")
req.Header.Set("x-api-key", "your-api-key")
resp, err := client.Do(req)
if err != nil {
log.Fatal(err)
}
defer resp.Body.Close()
bodyText, err := io.ReadAll(resp.Body)
if err != nil {
log.Fatal(err)
}
fmt.Printf("%s\n", bodyText)
}
import java.io.IOException;
import java.net.URI;
import java.net.http.HttpClient;
import java.net.http.HttpRequest;
import java.net.http.HttpRequest.BodyPublishers;
import java.net.http.HttpResponse;
HttpClient client = HttpClient.newHttpClient();
HttpRequest request = HttpRequest.newBuilder()
.uri(URI.create("https://api.jigsawstack.com/v2/embedding"))
.POST(BodyPublishers.ofString("{\"url\":\"https://jigsawstack.com/preview/stt-example.wav\",\"type\":\"audio\",\"speaker_fingerprint\":true}"))
.setHeader("Content-Type", "application/json")
.setHeader("x-api-key", "your-api-key")
.build();
HttpResponse<String> response = client.send(request, HttpResponse.BodyHandlers.ofString());
import Foundation
let jsonData = [
"url": "https://jigsawstack.com/preview/stt-example.wav",
"type": "audio",
"speaker_fingerprint": true
] as [String : Any]
let data = try! JSONSerialization.data(withJSONObject: jsonData, options: [])
let url = URL(string: "https://api.jigsawstack.com/v2/embedding")!
let headers = [
"Content-Type": "application/json",
"x-api-key": "your-api-key"
]
var request = URLRequest(url: url)
request.httpMethod = "POST"
request.allHTTPHeaderFields = headers
request.httpBody = data as Data
let task = URLSession.shared.dataTask(with: request) { (data, response, error) in
if let error = error {
print(error)
} else if let data = data {
let str = String(data: data, encoding: .utf8)
print(str ?? "")
}
}
task.resume()
import 'package:http/http.dart' as http;
void main() async {
final headers = {
'Content-Type': 'application/json',
'x-api-key': 'your-api-key',
};
final data = '{"url":"https://jigsawstack.com/preview/stt-example.wav","type":"audio","speaker_fingerprint":true}';
final url = Uri.parse('https://api.jigsawstack.com/v2/embedding');
final res = await http.post(url, headers: headers, body: data);
final status = res.statusCode;
if (status != 200) throw Exception('http.post error: statusCode= $status');
print(res.body);
}
import java.io.IOException
import okhttp3.MediaType.Companion.toMediaType
import okhttp3.OkHttpClient
import okhttp3.Request
import okhttp3.RequestBody.Companion.toRequestBody
val client = OkHttpClient()
val MEDIA_TYPE = "application/json".toMediaType()
val requestBody = "{\"url\":\"https://jigsawstack.com/preview/stt-example.wav\",\"type\":\"audio\",\"speaker_fingerprint\":true}"
val request = Request.Builder()
.url("https://api.jigsawstack.com/v2/embedding")
.post(requestBody.toRequestBody(MEDIA_TYPE))
.header("Content-Type", "application/json")
.header("x-api-key", "your-api-key")
.build()
client.newCall(request).execute().use { response ->
if (!response.isSuccessful) throw IOException("Unexpected code $response")
response.body!!.string()
}
using System.Net.Http.Headers;
using System.Net.Http.Json;
HttpClient client = new HttpClient();
HttpRequestMessage request = new HttpRequestMessage(HttpMethod.Post, "https://api.jigsawstack.com/v2/embedding");
request.Headers.Add("x-api-key", "your-api-key");
request.Content = JsonContent.Create(new
{
url = "https://jigsawstack.com/preview/stt-example.wav",
type = "audio",
speaker_fingerprint = true
});
request.Content.Headers.ContentType = new MediaTypeHeaderValue("application/json");
HttpResponseMessage response = await client.SendAsync(request);
response.EnsureSuccessStatusCode();
string responseBody = await response.Content.ReadAsStringAsync();
Console.WriteLine(responseBody);
{
"success": true,
"embeddings": [
[
0.01994265988469124,
-0.00740474509075284,
0.008083267137408257,
0.004395645577460527,
-0.003628619946539402,
-0.020178668200969696,
-0.021358706057071686,
-0.01770058646798134,
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"chunks": [
{
"timestamp": [
1.8,
51.74
],
"text": "the little tales they tell are false the door was barred locked and bolted as well ripe pears are fit for a queen's table a big wet stain was on the round carpet the kite dipped and swayed but stayed aloft the pleasant hours fly by much too soon the room was crowded with a mild wab the room was crowded with a wild mob this strong arm shall shield your honour she blushed when he gave her a white orchid The beetle droned in the hot June sun."
}
],
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