Библиотека / RAG и базы знаний
RAG и базы знаний
Ответы на вопросы о файлах Google Drive с эмбеддингами OpenAI
При запуске загружает файл Google Drive, разбивает его и встраивает с помощью OpenAI в хранилище, а цепочка вопросов и ответов отвечает на вопросы в чате.
Что делает
# 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
Шаги
- 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
Всего шагов: 18.
Похожие автоматизации