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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
- Google Drive
- Recursive Character Text Splitter
- Embeddings OpenAI
- Default Data Loader
- Question and Answer Chain
- OpenAI Chat Model
- Embeddings OpenAI2
- Vector Store Retriever
- Read Pinecone Vector Store
- Insert into Pinecone vector store
- When clicking 'Chat' button below
- When clicking 'Test Workflow' button
- Set Google Drive file URL
- Error Handler for 40bb5497
18 steps in total.
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