Document Question Answering with Hugging Face API on New Updates (Instant) from Google Sheets API

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New Updates (Instant) from the Google Sheets API

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Document Question Answering with the Hugging Face API

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Getting Started#

This integration creates a workflow with a Google Sheets trigger and Hugging Face action. When you configure and deploy the workflow, it will run on Pipedream's servers 24x7 for free.

Select this integration
Configure the New Updates (Instant) trigger
1. Connect your Google Sheets account
2. Configure Push notification renewal schedule
3. Select a Spreadsheet
4. Select one or more Worksheet(s)
Configure the Document Question Answering action
1. Connect your Hugging Face account
2. Select a Model ID
3. Configure Image URL
4. Configure Question
Deploy the workflow
Send a test event to validate your setup
Turn on the trigger

Details#

This integration uses pre-built, source-available components from Pipedream's GitHub repo. These components are developed by Pipedream and the community, and verified and maintained by Pipedream.

To contribute an update to an existing component or create a new component, create a PR on GitHub. If you're new to Pipedream component development, you can start with quickstarts for trigger span and action development, and then review the component API reference.

Trigger#

New Updates (Instant) on Google Sheets

Description:Emit new event each time a row or cell is updated in a spreadsheet. To use this source with a spreadsheet in a [Shared Drive](https://support.google.com/a/users/answer/9310351), use the **New Updates (Shared Drive, Instant)** source instead.

Version:0.2.0

Key:google_sheets-new-updates

View on GitHub

Google Sheets Overview#

Some examples of things you can build using the Google Sheets API include:

A web app that lets users input data into a Google Sheet
A script that automatically updates a Google Sheet with data from another
source
A tool that generates graphs and charts from data in a Google Sheet
A service that sends data from a Google Sheet to another API or application

Trigger Code#

import httpBase from "../common/http-based/sheet.mjs";
import sampleEmit from "./test-event.mjs";
import newUpdates from "../common/new-updates.mjs";

export default {
  ...httpBase,
  ...newUpdates,
  key: "google_sheets-new-updates",
  type: "source",
  name: "New Updates (Instant)",
  description: "Emit new event each time a row or cell is updated in a spreadsheet. To use this source with a spreadsheet in a [Shared Drive](https://support.google.com/a/users/answer/9310351), use the **New Updates (Shared Drive, Instant)** source instead.",
  version: "0.2.0",
  dedupe: "unique",
  props: {
    ...httpBase.props,
    ...newUpdates.props,
  },
  methods: {
    ...httpBase.methods,
    ...newUpdates.methods,
  },
  sampleEmit,
};

Trigger Configuration#

This component may be configured based on the props defined in the component code. Pipedream automatically prompts for input values in the UI and CLI.

Label	Prop	Type	Description
Google Sheets	`googleSheets`	`app`	This component uses the Google Sheets app.
N/A	`db`	`$.service.db`	This component uses `$.service.db` to maintain state between executions.
N/A	`http`	`$.interface.http`	This component uses `$.interface.http` to generate a unique URL when the component is first instantiated. Each request to the URL will trigger the `run()` method of the component.
Push notification renewal schedule	`timer`	`$.interface.timer`	The Google Drive API requires occasionally renewal of push notification subscriptions. This runs in the background, so you should not need to modify this schedule.
Spreadsheet	`sheetID`	`string`	Select a value from the drop down menu.
Worksheet(s)	`worksheetIDs`	`string[]`	Select a value from the drop down menu.

Trigger Authentication#

Google Sheets uses OAuth authentication. When you connect your Google Sheets account, Pipedream will open a popup window where you can sign into Google Sheets and grant Pipedream permission to connect to your account. Pipedream securely stores and automatically refreshes the OAuth tokens so you can easily authenticate any Google Sheets API.

Pipedream requests the following authorization scopes when you connect your account:

emailprofilehttps://www.googleapis.com/auth/drive

About Google Sheets#

Use Google Sheets to create and edit online spreadsheets. Get insights together with secure sharing in real-time and from any device.

Action#

Document Question Answering on Hugging Face

Description: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](https://huggingface.co/docs/huggingface.js/inference/classes/HfInference#questionanswer).

Version:0.0.1

Key:hugging_face-document-question-answering

View on GitHub

Hugging Face Overview#

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.

Action Code#

import app from "../../hugging_face.app.mjs";
import tag from "../common/tag.mjs";

export default {
  key: "hugging_face-document-question-answering",
  name: "Document Question Answering",
  description: "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](https://huggingface.co/docs/huggingface.js/inference/classes/HfInference#questionanswer).",
  type: "action",
  version: "0.0.1",
  props: {
    app,
    modelId: {
      propDefinition: [
        app,
        "modelId",
        () => ({
          tagFilter: tag.DOCUMENT_QUESTION_ANSWERING,
        }),
      ],
    },
    imageUrl: {
      description: "The image url to use for answering the question.",
      propDefinition: [
        app,
        "imageUrl",
      ],
    },
    question: {
      type: "string",
      label: "Question",
      description: "The question to ask.",
    },
  },
  async run({ $: step }) {
    const {
      modelId,
      imageUrl,
      question,
    } = this;

    const image = await this.app.getBinaryFromUrl(imageUrl);

    const response = await this.app.inference({
      step,
      modelId,
      data: {
        inputs: {
          image,
          question,
        },
      },
    });

    step.export("$summary", `Successfully answered question with score ${response[0].score}`);

    return response;
  },
};

Action Configuration#

This component may be configured based on the props defined in the component code. Pipedream automatically prompts for input values in the UI.

Label	Prop	Type	Description
Hugging Face	`app`	`app`	This component uses the Hugging Face app.
Model ID	`modelId`	`string`	Select a value from the drop down menu.
Image URL	`imageUrl`	`string`	The image url to use for answering the question.
Question	`question`	`string`	The question to ask.

Action Authentication#

Hugging Face uses API keys for authentication. When you connect your Hugging Face account, Pipedream securely stores the keys so you can easily authenticate to Hugging Face APIs in both code and no-code steps.

To retrieve your Access Tokens,

Navigate to your Hugging Face account and sign in
Go to “Settings” > “Access Tokens”

About Hugging Face#

Build, train and deploy state of the art models powered by the reference open source in machine learning.

More Ways to Connect Hugging Face + Google Sheets#

Other Popular Integrations#

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Document Question Answering with Hugging Face API on New Updates (Instant) from Google Sheets API

Pipedream makes it easy to connect APIs for Hugging Face, Google Sheets and 2,000+ other apps remarkably fast.

Trusted by 800,000+ developers from startups to Fortune 500 companies

Developers ♥ Pipedream

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