RAG Learning

Common Commands

uv init --no-package
uv add <packages>
uv sync
uv pip list

uv run <python-script>

Keywords

• Indexing
  • Document Loading
    • TextLoader
    • PyPDFLoader
    • CSVLoader
    • JSONLoader
    • DirectoryLoader
    • WebBaseLoader
    • BSHtmlLoader
    • FirecrawlLoader
  • Chunking
    • Fixed-Size Chunking
    • Recursive Character Chunking
    • Semantic Chunking
    • Late Chunking
    • Document-Based (Structure-Aware) Chunking
    • Sliding Window Chunking
    • Code Splitter
    • MD Splitter
  • Embeding
  • Store
• Retrieval
• RAG Chain

RAG Failures

• Bad Chunking
• Embeding Mismatch
• Retrieval Noise
• Context Overflow
• Hallucination