chunking_strategies_evaluation/docs/tasks.md

Tasks

All tasks for the RAG Chunking Strategy Benchmarking Framework. Each task maps to a Phase and Step in phases.md.

Status legend: DONE IN_PROGRESS TODO

Phase 1 — Document Parsing + Storage

#	Task	Status	Step
1	Design FastAPI application architecture and project structure	DONE	—
2	Implement DOCX document loading and processing pipeline	DONE	3
3	Add configurable application settings and experiment parameters	DONE	1
4	Implement Qdrant vector database integration and collection management	DONE	2

Phase 2 — Chunking Strategies

#	Task	Status	Step
5	Create chunking strategy interface and abstraction layer	TODO	5
6	Implement Structure-Aware Markdown chunking strategy	TODO	6
7	Implement Recursive chunking strategy	TODO	6
8	Implement Semantic chunking strategy	TODO	6
9	Implement Parent-Child chunking strategy	TODO	6
10	Implement Contextual Structure-Aware chunking strategy	TODO	6
11	Implement OpenAI embedding service using text-embedding-3-small	TODO	7
12	Implement strategy-based document processing API	TODO	8

Phase 3 — Query Pipeline

#	Task	Status	Step
13	Implement question answering API with configurable chunking strategy selection	TODO	9–10

Phase 4 — Benchmarking + Evaluation

#	Task	Status	Step
14	Implement benchmarking pipeline for comparing chunking strategies	TODO	12
15	Implement RAG evaluation pipeline using GPT-4o-mini	TODO	11
16	Implement experiment tracking and result storage system	TODO	12
17	Create question-answer evaluation dataset from insurance regulation document	TODO	12
18	Implement HTML benchmark report generation system	TODO	14
19	Design HTML report structure for experiment comparison and visualization	TODO	14
20	Create background processing jobs for document ingestion and benchmarking	TODO	12

Phase 5 — Wiring + Verification

#	Task	Status	Step
21	Add logging, request tracking, and cost monitoring	TODO	15
22	Create API documentation and Swagger examples	TODO	15
23	Create automated tests for chunking strategies and RAG workflow	TODO	16
24	Validate end-to-end benchmarking workflow with insurance regulation dataset	TODO	16
25	Analyze and compare chunking strategy performance results	TODO	16