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with Google Cloud Document AI and OpenAI (ChatGPT)?

Prompt, edit and deploy AI agents that connect to Google Cloud Document AI, OpenAI (ChatGPT) and 2,500+ other apps in seconds.

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New Batch Completed from the OpenAI (ChatGPT) API

Emit new event when a new batch is completed in OpenAI. See the documentation

 
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New File Created from the OpenAI (ChatGPT) API

Emit new event when a new file is created in OpenAI. See the documentation

 
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New Fine Tuning Job Created from the OpenAI (ChatGPT) API

Emit new event when a new fine-tuning job is created in OpenAI. See the documentation

 
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New Run State Changed from the OpenAI (ChatGPT) API

Emit new event every time a run changes its status. See the documentation

 
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Chat with the OpenAI (ChatGPT) API

The Chat API, using the gpt-3.5-turbo or gpt-4 model. See the documentation

 
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Chat using Web Search with the OpenAI (ChatGPT) API

Chat using the web search tool. See the documentation

 
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Chat using Functions with the OpenAI (ChatGPT) API

Chat with your models and allow them to invoke functions. Optionally, you can build and invoke workflows as functions. See the documentation

 
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Chat using File Search with the OpenAI (ChatGPT) API

Chat with your files knowledge base (vector stores). See the documentation

 
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Summarize Text with the OpenAI (ChatGPT) API

Summarizes text using the Chat API. See the documentation

 
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Integrate the Google Cloud Document AI API with the OpenAI (ChatGPT) API
Setup the Google Cloud Document AI API trigger to run a workflow which integrates with the OpenAI (ChatGPT) API. Pipedream's integration platform allows you to integrate Google Cloud Document AI and OpenAI (ChatGPT) remarkably fast. Free for developers.

Connect Google Cloud Document AI

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import { DocumentProcessorServiceClient } from '@google-cloud/documentai/build/src/v1/index.js';
import { promises as fs } from 'fs';
import { get } from 'https';
import { writeFile } from 'fs/promises';
import { join } from 'path';

export default defineComponent({
  props: {
    google_cloud_document_ai: {
      type: "app",
      app: "google_cloud_document_ai",
    }
  },
  async run({ steps, $ }) {
    //Sample pdf file to process by Google Document AI API
    const url = 'https://www.learningcontainer.com/wp-content/uploads/2019/09/sample-pdf-file.pdf';
    const filePath = join('/tmp', 'my_document.pdf');

    const downloadFile = async () => {
      const res = await new Promise((resolve) => get(url, resolve));
      const chunks = [];

      for await (const chunk of res) {
        chunks.push(chunk);
      }

      await writeFile(filePath, Buffer.concat(chunks));
      console.log(`File downloaded successfully to ${filePath}`);
    };

    await downloadFile();

    const projectId = this.google_cloud_document_ai.$auth.project_id;
    const location = this.google_cloud_document_ai.$auth.location;
    const processorId = this.google_cloud_document_ai.$auth.processor_id;

    // Instantiates a client
    // apiEndpoint regions available: eu-documentai.googleapis.com, us-documentai.googleapis.com (Required if using eu based processor)
    // const client = new DocumentProcessorServiceClient({apiEndpoint: 'eu-documentai.googleapis.com'});
    const client = new DocumentProcessorServiceClient();

    async function testRequest() {
      // The full resource name of the processor, e.g.:
      // projects/project-id/locations/location/processor/processor-id
      // You must create new processors in the Cloud Console first
      const name = `projects/${projectId}/locations/${location}/processors/${processorId}`;

      // Read the file into memory.		
      const imageFile = await fs.readFile(filePath);

      // Convert the image data to a Buffer and base64 encode it.
      const encodedImage = Buffer.from(imageFile).toString('base64');

      const request = {
        name,
        rawDocument: {
          content: encodedImage,
          mimeType: 'application/pdf',
        },
      };

      // Recognizes text entities in the PDF document
      const [result] = await client.processDocument(request);
      const { document } = result;

      // Get all of the document text as one big string
      const { text } = document;

      // Extract shards from the text field
      const getText = textAnchor => {
        if (!textAnchor.textSegments || textAnchor.textSegments.length === 0) {
          return '';
        }

        // First shard in document doesn't have startIndex property
        const startIndex = textAnchor.textSegments[0].startIndex || 0;
        const endIndex = textAnchor.textSegments[0].endIndex;

        return text.substring(startIndex, endIndex);
      };

      // Read the text recognition output from the processor
      const [page1] = document.pages;
      const { paragraphs } = page1;
      let concatenatedText = "";
      for (const paragraph of paragraphs) {
        const paragraphText = getText(paragraph.layout.textAnchor);
        concatenatedText += paragraphText;
      }
      return concatenatedText;
    }

    return await testRequest();
  }
})

Overview of OpenAI (ChatGPT)

OpenAI provides a suite of powerful AI models through its API, enabling developers to integrate advanced natural language processing and generative capabilities into their applications. Here’s an overview of the services offered by OpenAI's API:

Use Python or Node.js code to make fully authenticated API requests with your OpenAI account:

Connect OpenAI (ChatGPT)

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import { axios } from "@pipedream/platform"
export default defineComponent({
  props: {
    openai: {
      type: "app",
      app: "openai",
    }
  },
  async run({steps, $}) {
    return await axios($, {
      url: `https://api.openai.com/v1/models`,
      headers: {
        Authorization: `Bearer ${this.openai.$auth.api_key}`,
      },
    })
  },
})

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Adyen logo
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