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POST
/
models
/
v2
/
dslim
/
bert-base-NER
token-classification
curl --request POST \
  --url https://api.bytez.com/models/v2/dslim/bert-base-NER \
  --header 'Authorization: <api-key>' \
  --header 'Content-Type: application/json' \
  --data '
{
  "text": "John Doe is a software engineer at Google"
}
'
import requests

url = "https://api.bytez.com/models/v2/dslim/bert-base-NER"

payload = { "text": "John Doe is a software engineer at Google" }
headers = {
    "Authorization": "<api-key>",
    "Content-Type": "application/json"
}

response = requests.post(url, json=payload, headers=headers)

print(response.text)
const options = {
  method: 'POST',
  headers: {Authorization: '<api-key>', 'Content-Type': 'application/json'},
  body: JSON.stringify({text: 'John Doe is a software engineer at Google'})
};

fetch('https://api.bytez.com/models/v2/dslim/bert-base-NER', options)
  .then(res => res.json())
  .then(res => console.log(res))
  .catch(err => console.error(err));
<?php

$curl = curl_init();

curl_setopt_array($curl, [
  CURLOPT_URL => "https://api.bytez.com/models/v2/dslim/bert-base-NER",
  CURLOPT_RETURNTRANSFER => true,
  CURLOPT_ENCODING => "",
  CURLOPT_MAXREDIRS => 10,
  CURLOPT_TIMEOUT => 30,
  CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
  CURLOPT_CUSTOMREQUEST => "POST",
  CURLOPT_POSTFIELDS => json_encode([
    'text' => 'John Doe is a software engineer at Google'
  ]),
  CURLOPT_HTTPHEADER => [
    "Authorization: <api-key>",
    "Content-Type: application/json"
  ],
]);

$response = curl_exec($curl);
$err = curl_error($curl);

curl_close($curl);

if ($err) {
  echo "cURL Error #:" . $err;
} else {
  echo $response;
}
package main

import (
	"fmt"
	"strings"
	"net/http"
	"io"
)

func main() {

	url := "https://api.bytez.com/models/v2/dslim/bert-base-NER"

	payload := strings.NewReader("{\n  \"text\": \"John Doe is a software engineer at Google\"\n}")

	req, _ := http.NewRequest("POST", url, payload)

	req.Header.Add("Authorization", "<api-key>")
	req.Header.Add("Content-Type", "application/json")

	res, _ := http.DefaultClient.Do(req)

	defer res.Body.Close()
	body, _ := io.ReadAll(res.Body)

	fmt.Println(string(body))

}
HttpResponse<String> response = Unirest.post("https://api.bytez.com/models/v2/dslim/bert-base-NER")
  .header("Authorization", "<api-key>")
  .header("Content-Type", "application/json")
  .body("{\n  \"text\": \"John Doe is a software engineer at Google\"\n}")
  .asString();
require 'uri'
require 'net/http'

url = URI("https://api.bytez.com/models/v2/dslim/bert-base-NER")

http = Net::HTTP.new(url.host, url.port)
http.use_ssl = true

request = Net::HTTP::Post.new(url)
request["Authorization"] = '<api-key>'
request["Content-Type"] = 'application/json'
request.body = "{\n  \"text\": \"John Doe is a software engineer at Google\"\n}"

response = http.request(request)
puts response.read_body
{
  "error": "<string>",
  "output": [
    {
      "entity": "B-PER",
      "score": 0.9996556043624878,
      "index": 1,
      "word": "John",
      "start": 0,
      "end": 4
    },
    {
      "entity": "I-PER",
      "score": 0.999683141708374,
      "index": 2,
      "word": "Do",
      "start": 5,
      "end": 7
    },
    {
      "entity": "I-PER",
      "score": 0.9945255517959595,
      "index": 3,
      "word": "##e",
      "start": 7,
      "end": 8
    },
    {
      "entity": "B-ORG",
      "score": 0.9984006285667419,
      "index": 9,
      "word": "Google",
      "start": 35,
      "end": 41
    }
  ]
}
{
  "error": "Unauthorized",
  "output": null
}
{
  "error": "Rate limit exceeded",
  "output": null
}

Authorizations

Authorization
string
header
required

Set Authorization header to BYTEZ_KEY 'Authorization: YOUR_BYTEZ_KEY_HERE'

Body

application/json

Schema for token-classification models

text
string
required

The input text

Example:

"John Doe is a software engineer at Google"

Response

Successful token-classification response.

error
string | null
required

Null on success; otherwise an error message.

output
array
required

Successful response with classified tokens

Example:
[
  {
    "entity": "B-PER",
    "score": 0.9996556043624878,
    "index": 1,
    "word": "John",
    "start": 0,
    "end": 4
  },
  {
    "entity": "I-PER",
    "score": 0.999683141708374,
    "index": 2,
    "word": "Do",
    "start": 5,
    "end": 7
  },
  {
    "entity": "I-PER",
    "score": 0.9945255517959595,
    "index": 3,
    "word": "##e",
    "start": 7,
    "end": 8
  },
  {
    "entity": "B-ORG",
    "score": 0.9984006285667419,
    "index": 9,
    "word": "Google",
    "start": 35,
    "end": 41
  }
]