📅 2025-07-22 — Session: Explored LlamaIndex and LlamaParse for Document Processing
🕒 18:50–19:00
🏷️ Labels: Llamaparse, Llamaindex, Document Processing, Data Transformation, Ai Automation
📂 Project: Dev
⭐ Priority: MEDIUM
Session Goal
The session aimed to explore and understand the functionalities of LlamaIndex and LlamaParse for document processing and data transformation.
Key Activities
- Conducted search queries related to LlamaParse PDF parser and LlamaIndex functionalities, focusing on TreeIndex and Chroma vector store.
- Reviewed tools for document processing, including LlamaParse for converting PDFs to Markdown, TreeIndex for summarizing, and storage options with Chroma and FAISS.
- Investigated LlamaIndex JSON reader and SimpleDirectoryReader for JSON and JSONL file handling.
- Explored LlamaCppEmbedding and its applications within LlamaIndex, including search queries on GitHub.
- Outlined a process for transforming raw JSONL logs into a query-ready vector database using LlamaParse, LlamaIndex, Chroma, and FAISS.
Achievements
- Gained insights into the integration of LlamaParse and LlamaIndex for efficient document processing.
- Developed a script with guard-rails to mitigate common risks in document automation.
Pending Tasks
- Further exploration of LlamaCppEmbedding applications and potential enhancements to the current workflow.
- Implementation of the outlined process for data transformation into a production environment.