Add AST-aware code chunking for better code understanding (#58)

* feat(core): Add AST-aware code chunking with astchunk integration

This PR introduces intelligent code chunking that preserves semantic boundaries
(functions, classes, methods) for better code understanding in RAG applications.

Key Features:
- AST-aware chunking for Python, Java, C#, TypeScript files
- Graceful fallback to traditional chunking for unsupported languages
- New specialized code RAG application for repositories
- Enhanced CLI with --use-ast-chunking flag
- Comprehensive test suite with integration tests

Technical Implementation:
- New chunking_utils.py module with enhanced chunking logic
- Extended base RAG framework with AST chunking arguments
- Updated document RAG with --enable-code-chunking flag
- CLI integration with proper error handling and fallback

Benefits:
- Better semantic understanding of code structure
- Improved search quality for code-related queries
- Maintains backward compatibility with existing workflows
- Supports mixed content (code + documentation) seamlessly

Dependencies:
- Added astchunk and tree-sitter parsers to pyproject.toml
- All dependencies are optional - fallback works without them

Testing:
- Comprehensive test suite in test_astchunk_integration.py
- Integration tests with document RAG
- Error handling and edge case coverage

Documentation:
- Updated README.md with AST chunking highlights
- Added ASTCHUNK_INTEGRATION.md with complete guide
- Updated features.md with new capabilities

* Refactored chunk utils

* Remove useless import

* Update README.md

* Update apps/chunking/utils.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update apps/code_rag.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Fix issue

* apply suggestion from @Copilot

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Fixes after pr review

* Fix tests not passing

* Fix linter error for documentation files

* Update .gitignore with unwanted files

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Andy Lee <andylizf@outlook.com>
This commit is contained in:
Gabriel Dehan
2025-08-20 08:35:31 +02:00
committed by GitHub
parent 0174ba5571
commit 13bb561aad
14 changed files with 1507 additions and 41 deletions

View File

@@ -9,7 +9,8 @@ from pathlib import Path
# Add parent directory to path for imports
sys.path.insert(0, str(Path(__file__).parent))
from base_rag_example import BaseRAGExample, create_text_chunks
from base_rag_example import BaseRAGExample
from chunking import create_text_chunks
from llama_index.core import SimpleDirectoryReader
@@ -44,6 +45,11 @@ class DocumentRAG(BaseRAGExample):
doc_group.add_argument(
"--chunk-overlap", type=int, default=128, help="Text chunk overlap (default: 128)"
)
doc_group.add_argument(
"--enable-code-chunking",
action="store_true",
help="Enable AST-aware chunking for code files in the data directory",
)
async def load_data(self, args) -> list[str]:
"""Load documents and convert to text chunks."""
@@ -76,9 +82,22 @@ class DocumentRAG(BaseRAGExample):
print(f"Loaded {len(documents)} documents")
# Convert to text chunks
# Determine chunking strategy
use_ast = args.enable_code_chunking or getattr(args, "use_ast_chunking", False)
if use_ast:
print("Using AST-aware chunking for code files")
# Convert to text chunks with optional AST support
all_texts = create_text_chunks(
documents, chunk_size=args.chunk_size, chunk_overlap=args.chunk_overlap
documents,
chunk_size=args.chunk_size,
chunk_overlap=args.chunk_overlap,
use_ast_chunking=use_ast,
ast_chunk_size=getattr(args, "ast_chunk_size", 512),
ast_chunk_overlap=getattr(args, "ast_chunk_overlap", 64),
code_file_extensions=getattr(args, "code_file_extensions", None),
ast_fallback_traditional=getattr(args, "ast_fallback_traditional", True),
)
# Apply max_items limit if specified
@@ -102,6 +121,10 @@ if __name__ == "__main__":
print(
"- 'What is the problem of developing pan gu model Huawei meets? (盘古大模型开发中遇到什么问题?)'"
)
print("\n🚀 NEW: Code-aware chunking available!")
print("- Use --enable-code-chunking to enable AST-aware chunking for code files")
print("- Supports Python, Java, C#, TypeScript files")
print("- Better semantic understanding of code structure")
print("\nOr run without --query for interactive mode\n")
rag = DocumentRAG()