> ## Documentation Index
> Fetch the complete documentation index at: https://jigsaw-13.mintlify.app/llms.txt
> Use this file to discover all available pages before exploring further.
# Embedding v2
> v2 Generate vector embeddings from various content types including text, images, audio, and PDF files with speaker fingerprint support.
## Request Parameters
### Body
The text content to generate embeddings for. Optional if providing content through another method.
The image url.
The key used to store the image on Jigsawstack file. Learn more about how to handle files in Jigsawstack's [Handling Files](/docs/api-reference/handling-files) section.
The type of content being processed. Must be one of the following values:
* `text`: Plain text input
* `text-other`: Other text format
* `image`: Image content
* `audio`: Audio content
* `pdf`: PDF document
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`
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`
Generate embedding for text in query mode by setting `query` to true.
* If `query` is `true`, you may pass your custom `instruction` along with `text` to be embedded as a query string.
Determines behavior when input exceeds token limits:
* `error`: Return an error (default)
* `truncate`: Truncate the input to fit within token limits
Whether to include speaker's audio embedding. Speaker fingerprint is only available for audio content type.
## Response Structure
Indicates whether the call was successful.
Usage information for the API call.
Number of input tokens processed.
Number of output tokens generated.
Number of tokens processed during inference time.
Total number of tokens used (input + output).
A unique identifier for the request
The vector embedding representation of the input content. This is an array of arrays of floating-point numbers.
Array of text chunks with timestamps. Only available for text and audio content types.
The text content of this chunk.
Array containing start and end time positions for this chunk.
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.
```javascript Javascript theme={null}
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
})
```
```python Python theme={null}
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
})
```
```bash Curl theme={null}
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 PHP theme={null}
'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
```
```go Go theme={null}
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)
}
```
```java Java theme={null}
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 response = client.send(request, HttpResponse.BodyHandlers.ofString());
```
```swift Swift theme={null}
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()
```
```dart Dart theme={null}
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);
}
```
```kotlin Kotlin theme={null}
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()
}
```
```csharp C# theme={null}
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);
```
```json Response theme={null}
{
"success": true,
"embeddings": [
[
0.01994265988469124,
-0.00740474509075284,
0.008083267137408257,
0.004395645577460527,
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0.016992561519145966,
0.01044334564357996,
-0.025960858911275864,
0.0032893589232116938,
0.03964931145310402,
0.023364773020148277,
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0.05970997363328934,
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0.05192171782255173,
0.008555282838642597,
-0.021712718531489372,
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-0.02867494896054268,
0.016048530116677284,
0.01852661371231079,
-0.011682386510074139,
-0.011741388589143753,
-0.019234636798501015,
-0.012272406369447708,
0.02631487138569355,
-0.008968296460807323,
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0.004395645577460527,
-0.006372211035341024,
0.01770058646798134,
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0.011328374966979027,
-0.017228569835424423,
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0.003540117060765624,
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0.003923629876226187,
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0.009027298539876938,
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0.018172601237893105,
-0.012744422070682049,
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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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