with Firebase Admin and Hugging Face?
Want to have a nice know-it-all bot that can answer any question?. This action allows you to ask a question and get an answer from a trained model. See the docs
Creates or replaces a child object within your Firebase Realtime Database. See the docs here
This task reads some image input and outputs the likelihood of classes. This action allows you to classify images into categories. See the docs
Retrieves a document from a Firestore collection. See the documentation
The Firebase Admin SDK API provides powerful backend functionality for Firebase apps. It allows you to interact with Firebase services like Firestore, Firebase Realtime Database, Firebase Storage, and Firebase Authentication directly from a server. With Pipedream, you can harness this API to automate complex workflows, respond to Firebase events in real-time, and integrate with countless other services.
import admin from "firebase-admin"
export default defineComponent({
props: {
firebase_admin_sdk: {
type: "app",
app: "firebase_admin_sdk",
},
},
async run({ steps, $ }) {
// Enter values for the following parameters below this code step,
// These get passed to the initializeApp method below.
const {
projectId,
clientEmail,
privateKey,
region = "firebaseio.com",
} = this.firebase_admin_sdk.$auth
// Before passing the privateKey to the initializeApp constructor,
// we have to replace newline characters with literal newlines
const formattedPrivateKey = privateKey.replace(/\\n/g, "\n")
// See https://firebase.google.com/docs/reference/admin/node/admin.credential.html#cert
if (!admin.apps.length) {
admin.initializeApp({
credential: admin.credential.cert({
projectId,
clientEmail,
privateKey: formattedPrivateKey,
}),
databaseURL: `https://${projectId}-default-rtdb.${region}/`,
})
}
},
})
The Hugging Face API provides access to a vast range of machine learning models, primarily for natural language processing (NLP) tasks like text classification, translation, summarization, and question answering. It lets you leverage pre-trained models and fine-tune them on your data. Using the API within Pipedream, you can automate workflows that involve language processing, integrate AI insights into your apps, or respond to events with AI-generated content.
import { axios } from "@pipedream/platform"
export default defineComponent({
props: {
hugging_face: {
type: "app",
app: "hugging_face",
}
},
async run({steps, $}) {
return await axios($, {
url: `https://huggingface.co/api/whoami-v2`,
headers: {
Authorization: `Bearer ${this.hugging_face.$auth.access_token}`,
},
})
},
})