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RAG & Knowledge Bases

Answer Questions About Google Drive Files with OpenAI Embeddings

When you run it, it loads a Google Drive file, splits and embeds it with OpenAI into a store, and a question-answer chain replies to chat questions.

What it does

# Googledrive Workflow ## Overview Automated workflow: Googledrive Workflow. This workflow integrates 13 different services: stickyNote, vectorStorePinecone, textSplitterRecursiveCharacterTextSplitter, chainRetrievalQa, googleDrive. It contains 20 nodes and follows best practices for error handling and security. ## Workflow Details - Total Nodes: 20 - Node Types: 13 - Error Handling: ✅ Implemented - Security: ✅ Hardened (no sensitive data) - Documentation: ✅ Complete ## Node Breakdown - Google Drive: googleDrive - Recursive Character Text Splitter: textSplitterRecursiveCharacterTextSplitter - Embeddings OpenAI: embeddingsOpenAi - Sticky Note: stickyNote - Sticky Note1: stickyNote - Default Data Loader: documentDefaultDataLoader - Sticky Note2: stickyNote - Question and Answer Chain: chainRetrievalQa - OpenAI Chat Model: lmChatOpenAi - Embeddings OpenAI2: embeddingsOpenAi - ... and 10 more nodes ## Usage Instructions 1. Configure Credentials: Set up all required API keys and credentials 2. Update Variables: Replace any placeholder values with actual data 3. Test Workflow: Run in test mode to verify functionality 4. Deploy: Activate the workflow for production use ## Security Notes - All sensitive data has been removed or replaced with placeholders - Error handling is implemented for reliability - Follow security best practices when configuring credentials ## Troubleshooting - Check error logs if workflow fails - Verify all credentials are properly configured - Ensure all required services are accessible

The steps

  1. Google Drive
  2. Recursive Character Text Splitter
  3. Embeddings OpenAI
  4. Default Data Loader
  5. Question and Answer Chain
  6. OpenAI Chat Model
  7. Embeddings OpenAI2
  8. Vector Store Retriever
  9. Read Pinecone Vector Store
  10. Insert into Pinecone vector store
  11. When clicking 'Chat' button below
  12. When clicking 'Test Workflow' button
  13. Set Google Drive file URL
  14. Error Handler for 40bb5497

18 steps in total.

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