> ## 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
> Generate vector embeddings from various content types including text, images, audio, and PDF files.
## Request Parameters
### Body
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 text content to generate embeddings for. Optional if providing content through another method.
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
Determines behavior when input exceeds token limits:
* `error`: Return an error (default)
* `truncate`: Truncate the input to fit within token limits
## 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.
```javascript Javascript theme={null}
import { JigsawStack } from "jigsawstack";
const jigsaw = JigsawStack({ apiKey: "your-api-key" });
const response = await jigsaw.embedding({
"text": "Caption: Secluded Tiki Bar on a serene lake, perfect for a refreshing drink and a relaxing getaway",
"type": "text"
})
```
```python Python theme={null}
from jigsawstack import JigsawStack
jigsaw = JigsawStack(api_key="your-api-key")
response = jigsaw.embedding({
"text": "Caption: Secluded Tiki Bar on a serene lake, perfect for a refreshing drink and a relaxing getaway",
"type": "text"
})
```
```bash Curl theme={null}
curl https://api.jigsawstack.com/v1/embedding \
-X POST \
-H 'Content-Type: application/json' \
-H 'x-api-key: your-api-key' \
-d '{"text":"Caption: Secluded Tiki Bar on a serene lake, perfect for a refreshing drink and a relaxing getaway","type":"text"}'
```
```php PHP theme={null}
'Caption: Secluded Tiki Bar on a serene lake, perfect for a refreshing drink and a relaxing getaway',
'type' => 'text'
}.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(`{"text":"Caption: Secluded Tiki Bar on a serene lake, perfect for a refreshing drink and a relaxing getaway","type":"text"}`)
req, err := http.NewRequest("POST", "https://api.jigsawstack.com/v1/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/v1/embedding"))
.POST(BodyPublishers.ofString("{\"text\":\"Caption: Secluded Tiki Bar on a serene lake, perfect for a refreshing drink and a relaxing getaway\",\"type\":\"text\"}"))
.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 = [
"text": "Caption: Secluded Tiki Bar on a serene lake, perfect for a refreshing drink and a relaxing getaway",
"type": "text"
] as [String : Any]
let data = try! JSONSerialization.data(withJSONObject: jsonData, options: [])
let url = URL(string: "https://api.jigsawstack.com/v1/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 = '{"text":"Caption: Secluded Tiki Bar on a serene lake, perfect for a refreshing drink and a relaxing getaway","type":"text"}';
final url = Uri.parse('https://api.jigsawstack.com/v1/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 = "{\"text\":\"Caption: Secluded Tiki Bar on a serene lake, perfect for a refreshing drink and a relaxing getaway\",\"type\":\"text\"}"
val request = Request.Builder()
.url("https://api.jigsawstack.com/v1/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/v1/embedding");
request.Headers.Add("x-api-key", "your-api-key");
request.Content = JsonContent.Create(new
{
text = "Caption: Secluded Tiki Bar on a serene lake, perfect for a refreshing drink and a relaxing getaway",
type = "text"
});
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": [
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],
"chunks": [
"Caption: Secluded Tiki Bar on a serene lake, perfect for a refreshing drink and a relaxing getaway"
],
"_usage": {
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}
}
```