zero-shot-image-classification
curl --request POST \
--url https://api.bytez.com/models/v2/BilelDJ/clip-hugging-face-finetuned \
--header 'Authorization: <api-key>' \
--header 'Content-Type: application/json' \
--data '
{
"url": "https://ocean.si.edu/sites/default/files/styles/3_2_largest/public/2023-11/Screen_Shot_2018-04-16_at_1_42_56_PM.png.webp?itok=Icvi-ek9",
"candidate_labels": [
"octopus",
"cat",
"lizard"
],
"base64": "data:image/webp;base64,...BASE_64_GOES_HERE (Only use this is you are not using a url)"
}
'import requests
url = "https://api.bytez.com/models/v2/BilelDJ/clip-hugging-face-finetuned"
payload = {
"url": "https://ocean.si.edu/sites/default/files/styles/3_2_largest/public/2023-11/Screen_Shot_2018-04-16_at_1_42_56_PM.png.webp?itok=Icvi-ek9",
"candidate_labels": ["octopus", "cat", "lizard"],
"base64": "data:image/webp;base64,...BASE_64_GOES_HERE (Only use this is you are not using a url)"
}
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({
url: 'https://ocean.si.edu/sites/default/files/styles/3_2_largest/public/2023-11/Screen_Shot_2018-04-16_at_1_42_56_PM.png.webp?itok=Icvi-ek9',
candidate_labels: ['octopus', 'cat', 'lizard'],
base64: 'data:image/webp;base64,...BASE_64_GOES_HERE (Only use this is you are not using a url)'
})
};
fetch('https://api.bytez.com/models/v2/BilelDJ/clip-hugging-face-finetuned', 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/BilelDJ/clip-hugging-face-finetuned",
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([
'url' => 'https://ocean.si.edu/sites/default/files/styles/3_2_largest/public/2023-11/Screen_Shot_2018-04-16_at_1_42_56_PM.png.webp?itok=Icvi-ek9',
'candidate_labels' => [
'octopus',
'cat',
'lizard'
],
'base64' => 'data:image/webp;base64,...BASE_64_GOES_HERE (Only use this is you are not using a url)'
]),
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/BilelDJ/clip-hugging-face-finetuned"
payload := strings.NewReader("{\n \"url\": \"https://ocean.si.edu/sites/default/files/styles/3_2_largest/public/2023-11/Screen_Shot_2018-04-16_at_1_42_56_PM.png.webp?itok=Icvi-ek9\",\n \"candidate_labels\": [\n \"octopus\",\n \"cat\",\n \"lizard\"\n ],\n \"base64\": \"data:image/webp;base64,...BASE_64_GOES_HERE (Only use this is you are not using a url)\"\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/BilelDJ/clip-hugging-face-finetuned")
.header("Authorization", "<api-key>")
.header("Content-Type", "application/json")
.body("{\n \"url\": \"https://ocean.si.edu/sites/default/files/styles/3_2_largest/public/2023-11/Screen_Shot_2018-04-16_at_1_42_56_PM.png.webp?itok=Icvi-ek9\",\n \"candidate_labels\": [\n \"octopus\",\n \"cat\",\n \"lizard\"\n ],\n \"base64\": \"data:image/webp;base64,...BASE_64_GOES_HERE (Only use this is you are not using a url)\"\n}")
.asString();require 'uri'
require 'net/http'
url = URI("https://api.bytez.com/models/v2/BilelDJ/clip-hugging-face-finetuned")
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 \"url\": \"https://ocean.si.edu/sites/default/files/styles/3_2_largest/public/2023-11/Screen_Shot_2018-04-16_at_1_42_56_PM.png.webp?itok=Icvi-ek9\",\n \"candidate_labels\": [\n \"octopus\",\n \"cat\",\n \"lizard\"\n ],\n \"base64\": \"data:image/webp;base64,...BASE_64_GOES_HERE (Only use this is you are not using a url)\"\n}"
response = http.request(request)
puts response.read_body{
"error": "<string>",
"output": [
{
"score": 0.3334539234638214,
"label": "cat"
},
{
"score": 0.3332984447479248,
"label": "octopus"
},
{
"score": 0.3332476019859314,
"label": "lizard"
}
]
}{
"error": "Unauthorized",
"output": null
}{
"error": "Rate limit exceeded",
"output": null
}Image Models
zero-shot-image-classification
Classify images into categories not seen during training for applications like novel object recognition, transfer learning, and few-shot learning
POST
/
models
/
v2
/
BilelDJ
/
clip-hugging-face-finetuned
zero-shot-image-classification
curl --request POST \
--url https://api.bytez.com/models/v2/BilelDJ/clip-hugging-face-finetuned \
--header 'Authorization: <api-key>' \
--header 'Content-Type: application/json' \
--data '
{
"url": "https://ocean.si.edu/sites/default/files/styles/3_2_largest/public/2023-11/Screen_Shot_2018-04-16_at_1_42_56_PM.png.webp?itok=Icvi-ek9",
"candidate_labels": [
"octopus",
"cat",
"lizard"
],
"base64": "data:image/webp;base64,...BASE_64_GOES_HERE (Only use this is you are not using a url)"
}
'import requests
url = "https://api.bytez.com/models/v2/BilelDJ/clip-hugging-face-finetuned"
payload = {
"url": "https://ocean.si.edu/sites/default/files/styles/3_2_largest/public/2023-11/Screen_Shot_2018-04-16_at_1_42_56_PM.png.webp?itok=Icvi-ek9",
"candidate_labels": ["octopus", "cat", "lizard"],
"base64": "data:image/webp;base64,...BASE_64_GOES_HERE (Only use this is you are not using a url)"
}
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({
url: 'https://ocean.si.edu/sites/default/files/styles/3_2_largest/public/2023-11/Screen_Shot_2018-04-16_at_1_42_56_PM.png.webp?itok=Icvi-ek9',
candidate_labels: ['octopus', 'cat', 'lizard'],
base64: 'data:image/webp;base64,...BASE_64_GOES_HERE (Only use this is you are not using a url)'
})
};
fetch('https://api.bytez.com/models/v2/BilelDJ/clip-hugging-face-finetuned', 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/BilelDJ/clip-hugging-face-finetuned",
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([
'url' => 'https://ocean.si.edu/sites/default/files/styles/3_2_largest/public/2023-11/Screen_Shot_2018-04-16_at_1_42_56_PM.png.webp?itok=Icvi-ek9',
'candidate_labels' => [
'octopus',
'cat',
'lizard'
],
'base64' => 'data:image/webp;base64,...BASE_64_GOES_HERE (Only use this is you are not using a url)'
]),
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/BilelDJ/clip-hugging-face-finetuned"
payload := strings.NewReader("{\n \"url\": \"https://ocean.si.edu/sites/default/files/styles/3_2_largest/public/2023-11/Screen_Shot_2018-04-16_at_1_42_56_PM.png.webp?itok=Icvi-ek9\",\n \"candidate_labels\": [\n \"octopus\",\n \"cat\",\n \"lizard\"\n ],\n \"base64\": \"data:image/webp;base64,...BASE_64_GOES_HERE (Only use this is you are not using a url)\"\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/BilelDJ/clip-hugging-face-finetuned")
.header("Authorization", "<api-key>")
.header("Content-Type", "application/json")
.body("{\n \"url\": \"https://ocean.si.edu/sites/default/files/styles/3_2_largest/public/2023-11/Screen_Shot_2018-04-16_at_1_42_56_PM.png.webp?itok=Icvi-ek9\",\n \"candidate_labels\": [\n \"octopus\",\n \"cat\",\n \"lizard\"\n ],\n \"base64\": \"data:image/webp;base64,...BASE_64_GOES_HERE (Only use this is you are not using a url)\"\n}")
.asString();require 'uri'
require 'net/http'
url = URI("https://api.bytez.com/models/v2/BilelDJ/clip-hugging-face-finetuned")
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 \"url\": \"https://ocean.si.edu/sites/default/files/styles/3_2_largest/public/2023-11/Screen_Shot_2018-04-16_at_1_42_56_PM.png.webp?itok=Icvi-ek9\",\n \"candidate_labels\": [\n \"octopus\",\n \"cat\",\n \"lizard\"\n ],\n \"base64\": \"data:image/webp;base64,...BASE_64_GOES_HERE (Only use this is you are not using a url)\"\n}"
response = http.request(request)
puts response.read_body{
"error": "<string>",
"output": [
{
"score": 0.3334539234638214,
"label": "cat"
},
{
"score": 0.3332984447479248,
"label": "octopus"
},
{
"score": 0.3332476019859314,
"label": "lizard"
}
]
}{
"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 zero-shot-image-classification models
Example:
"https://ocean.si.edu/sites/default/files/styles/3_2_largest/public/2023-11/Screen_Shot_2018-04-16_at_1_42_56_PM.png.webp?itok=Icvi-ek9"
Example:
["octopus", "cat", "lizard"]
Example:
"data:image/webp;base64,...BASE_64_GOES_HERE (Only use this is you are not using a url)"
Response
Successful zero-shot-image-classification response.
Null on success; otherwise an error message.
Successful response with image-classification scores and labels
Example:
[ { "score": 0.3334539234638214, "label": "cat" }, { "score": 0.3332984447479248, "label": "octopus" }, { "score": 0.3332476019859314, "label": "lizard" } ]
⌘I