Library / RAG & Knowledge Bases
RAG & Knowledge Bases
Local File RAG with Mistral Embeddings and Chat
When a file appears in a local folder, it splits and embeds the content with Mistral so a chat agent can answer questions from it.
What it does
# Localfiletrigger Workflow ## Overview Automated workflow: Localfiletrigger Workflow. This workflow integrates 23 different services: convertToFile, stickyNote, embeddingsMistralCloud, textSplitterRecursiveCharacterTextSplitter, lmChatMistralCloud. It contains 49 nodes and follows best practices for error handling and security. ## Workflow Details - Total Nodes: 49 - Node Types: 23 - Error Handling: ✅ Implemented - Security: ✅ Hardened (no sensitive data) - Documentation: ✅ Complete ## Node Breakdown - Local File Trigger: localFileTrigger - Default Data Loader: documentDefaultDataLoader - Recursive Character Text Splitter: textSplitterRecursiveCharacterTextSplitter - Embeddings Mistral Cloud: embeddingsMistralCloud - Mistral Cloud Chat Model: lmChatMistralCloud - Mistral Cloud Chat Model1: lmChatMistralCloud - Prep Incoming Doc: set - Settings: set - Merge: merge - Get Doc Types: set - ... and 39 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
- Local File Trigger
- Default Data Loader
- Recursive Character Text Splitter
- Embeddings Mistral Cloud
- Mistral Cloud Chat Model
- Mistral Cloud Chat Model1
- Prep Incoming Doc
- Settings
- Merge
- Get Doc Types
- Split Out Doc Types
- For Each Doc Type...
- Item List Output Parser
- Vector Store Retriever
43 steps in total.
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