with Scale AI and Google Identity?
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Scale AI offers an API to automate and streamline data labeling for machine learning applications, providing access to a global workforce and sophisticated tools. With Scale AI's API on Pipedream, you can integrate scalable data annotation workflows directly into your apps. Trigger tasks, manage datasets, and receive annotated data, all within Pipedream's serverless platform. This enables seamless automation of labeling tasks, integration with machine learning pipelines, and real-time updates on annotations.
import { axios } from "@pipedream/platform"
export default defineComponent({
props: {
scale_ai: {
type: "app",
app: "scale_ai",
}
},
async run({steps, $}) {
return await axios($, {
url: `https://api.scale.com/v1/teams`,
headers: {
"Accept": `application/json`,
},
auth: {
username: `${this.scale_ai.$auth.api_key}`,
password: ``,
},
})
},
})
import axios from "axios";
import * as jsrsasign from "jsrsasign";
export default defineComponent({
props: {
google_identity: {
type: "app",
app: "google_identity",
}
},
async run({ steps, $ }) {
const serviceAccountKey = JSON.parse(this.google_identity.$auth.service_account_key);
const GOOGLE_OAUTH = 'https://www.googleapis.com/oauth2/v4/token';
// add/remove your own scopes as needed
const SCOPES = [
'https://www.googleapis.com/auth/userinfo.email',
'https://www.googleapis.com/auth/userinfo.profile',
'https://www.googleapis.com/auth/cloud-platform',
'https://www.googleapis.com/auth/cloud-identity',
];
const getJwt = async function ({ client_email, private_key }, iat) {
const header = {
typ: 'JWT',
alg: 'RS256',
};
const exp = iat + 3600;
const payload = {
aud: GOOGLE_OAUTH,
iss: client_email,
scope: SCOPES.join(' '),
iat,
exp,
};
const jwt = jsrsasign.KJUR.jws.JWS.sign(null, header, payload, private_key);
return { jwt, exp };
};
const getToken = async function (serviceAccountKey) {
const now = Math.floor(Date.now() / 1000);
const jwtInfo = await getJwt(serviceAccountKey, now);
const params = new URLSearchParams();
params.append('grant_type', 'urn:ietf:params:oauth:grant-type:jwt-bearer');
params.append('assertion', jwtInfo.jwt);
const response = await axios.post(GOOGLE_OAUTH, params, {
headers: {
'Content-Type': 'application/x-www-form-urlencoded'
}
});
const accessToken = response.data.access_token;
return accessToken;
};
const generateOAuthToken = async function () {
return await getToken(serviceAccountKey);
};
// Call the function to generate the token
const accessToken = await generateOAuthToken();
// Call the Google Identity API to search for groups
const response = await axios({
method: "GET",
url: "https://cloudidentity.googleapis.com/v1/groups:search",
headers: {
Authorization: `Bearer ${accessToken}`,
"Content-Type": "application/json"
},
params: {
query: "parent == 'customers/C046psxkn'"
}
})
return response.data
},
})