Classify Text with Google Vertex AI API

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Classify Text with the Google Vertex AI API

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Getting Started#

Create a workflow to Classify Text with the Google Vertex AI API. When you configure and deploy the workflow, it will run on Pipedream's servers 24x7 for free.

Configure the Classify Text action
1. Connect your Google Vertex AI account
2. Select a Project ID
3. Configure Categories
4. Configure Text
Select a trigger to run your workflow on HTTP requests, schedules or app events
Deploy the workflow
Send a test event to validate your setup
Turn on the trigger

Integrations#

Classify Text with Google Vertex AI API on New Requests (Payload Only) from HTTP / Webhook API

HTTP / Webhook + Google Vertex AI

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Classify Text with Google Vertex AI API on New Submission from Typeform API

Typeform + Google Vertex AI

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Classify Text with Google Vertex AI API on New Submission (Instant) from Jotform API

Jotform + Google Vertex AI

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Classify Text with Google Vertex AI API on New Scheduled Tasks from Pipedream API

Pipedream + Google Vertex AI

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Classify Text with Google Vertex AI API on npm Download Counts from npm API

npm + Google Vertex AI

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Details#

This is a pre-built, source-available component from Pipedream's GitHub repo. The component is 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.

Classify Text on Google Vertex AI

Description:Groups a provided text into predefined categories. [See the documentation](https://cloud.google.com/vertex-ai/docs/reference/rest/v1/projects.locations.publishers.models/generateContent)

Version:0.0.1

Key:google_vertex_ai-classify-text

View on GitHub

Code#

import vertexAi from "../../google_vertex_ai.app.mjs";

export default {
  key: "google_vertex_ai-classify-text",
  name: "Classify Text",
  description: "Groups a provided text into predefined categories. [See the documentation](https://cloud.google.com/vertex-ai/docs/reference/rest/v1/projects.locations.publishers.models/generateContent)",
  version: "0.0.1",
  type: "action",
  props: {
    vertexAi,
    projectId: {
      propDefinition: [
        vertexAi,
        "projectId",
      ],
    },
    categories: {
      type: "string[]",
      label: "Categories",
      description: "The categories to group the text into",
    },
    text: {
      type: "string",
      label: "Text",
      description: "The text to classify",
    },
  },
  async run({ $ }) {
    const categories = (this.categories.map((category) => `\n- ${category}`)).join("");
    const response = await this.vertexAi.generateContent({
      $,
      projectId: this.projectId,
      model: "gemini-1.0-pro",
      data: {
        contents: [
          {
            role: "user",
            parts: [
              {
                text: `Define the categories for the text below?\nOptions:${categories}\n\nText: ${this.text}`,
              },
            ],
          },
        ],
      },
    });
    $.export("$summary", "Text classified into categories");
    return response;
  },
};

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 Vertex AI	`vertexAi`	`app`	This component uses the Google Vertex AI app.
Project ID	`projectId`	`string`	Select a value from the drop down menu.
Categories	`categories`	`string[]`	The categories to group the text into
Text	`text`	`string`	The text to classify

Authentication#

Google Vertex AI uses OAuth authentication. When you connect your Google Vertex AI account, Pipedream will open a popup window where you can sign into Google Vertex AI 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 Vertex AI API.

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

emailprofilehttps://www.googleapis.com/auth/cloud-platform