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
}Language Models
token-classification
Identify and categorize tokens in text for Named Entity Recognition (NER), Part-of-Speech tagging, and other NLP tasks
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
Set Authorization header to BYTEZ_KEY
'Authorization: YOUR_BYTEZ_KEY_HERE'
Body
application/json
Schema for token-classification models
The input text
Example:
"John Doe is a software engineer at Google"
Response
Successful token-classification response.
Null on success; otherwise an error message.
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
}
]
⌘I