feat: Add chunk-size parameters and improve file type filtering

- Add --chunk-size and --chunk-overlap parameters to all RAG examples
- Preserve original default values for each data source:
  - Document: 256/128 (optimized for general documents)
  - Email: 256/25 (smaller overlap for email threads)
  - Browser: 256/128 (standard for web content)
  - WeChat: 192/64 (smaller chunks for chat messages)
- Make --file-types optional filter instead of restriction in document_rag
- Update README to clarify interactive mode and parameter usage
- Fix LLM default model documentation (gpt-4o, not gpt-4o-mini)
This commit is contained in:
Andy Lee
2025-07-29 18:31:56 -07:00
parent 8c152c7a31
commit 274bbb19ea
5 changed files with 63 additions and 32 deletions

View File

@@ -39,6 +39,12 @@ class BrowserRAG(BaseRAGExample):
default=True,
help="Automatically find all Chrome profiles (default: True)",
)
browser_group.add_argument(
"--chunk-size", type=int, default=256, help="Text chunk size (default: 256)"
)
browser_group.add_argument(
"--chunk-overlap", type=int, default=128, help="Text chunk overlap (default: 128)"
)
def _get_chrome_base_path(self) -> Path:
"""Get the base Chrome profile path based on OS."""
@@ -134,7 +140,9 @@ class BrowserRAG(BaseRAGExample):
print(f"\nTotal history entries processed: {len(all_documents)}")
# Convert to text chunks
all_texts = create_text_chunks(all_documents)
all_texts = create_text_chunks(
all_documents, chunk_size=args.chunk_size, chunk_overlap=args.chunk_overlap
)
return all_texts

View File

@@ -35,8 +35,8 @@ class DocumentRAG(BaseRAGExample):
doc_group.add_argument(
"--file-types",
nargs="+",
default=[".pdf", ".txt", ".md"],
help="File types to process (default: .pdf .txt .md)",
default=None,
help="Filter by file types (e.g., .pdf .txt .md). If not specified, all supported types are processed",
)
doc_group.add_argument(
"--chunk-size", type=int, default=256, help="Text chunk size (default: 256)"
@@ -48,7 +48,10 @@ class DocumentRAG(BaseRAGExample):
async def load_data(self, args) -> list[str]:
"""Load documents and convert to text chunks."""
print(f"Loading documents from: {args.data_dir}")
print(f"File types: {args.file_types}")
if args.file_types:
print(f"Filtering by file types: {args.file_types}")
else:
print("Processing all supported file types")
# Check if data directory exists
data_path = Path(args.data_dir)
@@ -56,12 +59,16 @@ class DocumentRAG(BaseRAGExample):
raise ValueError(f"Data directory not found: {args.data_dir}")
# Load documents
documents = SimpleDirectoryReader(
args.data_dir,
recursive=True,
encoding="utf-8",
required_exts=args.file_types,
).load_data(show_progress=True)
reader_kwargs = {
"recursive": True,
"encoding": "utf-8",
}
if args.file_types:
reader_kwargs["required_exts"] = args.file_types
documents = SimpleDirectoryReader(args.data_dir, **reader_kwargs).load_data(
show_progress=True
)
if not documents:
print(f"No documents found in {args.data_dir} with extensions {args.file_types}")

View File

@@ -35,6 +35,12 @@ class EmailRAG(BaseRAGExample):
email_group.add_argument(
"--include-html", action="store_true", help="Include HTML content in email processing"
)
email_group.add_argument(
"--chunk-size", type=int, default=256, help="Text chunk size (default: 256)"
)
email_group.add_argument(
"--chunk-overlap", type=int, default=25, help="Text chunk overlap (default: 25)"
)
def _find_mail_directories(self) -> list[Path]:
"""Auto-detect all Apple Mail directories."""
@@ -113,7 +119,9 @@ class EmailRAG(BaseRAGExample):
# Convert to text chunks
# Email reader uses chunk_overlap=25 as in original
all_texts = create_text_chunks(all_documents, chunk_overlap=25)
all_texts = create_text_chunks(
all_documents, chunk_size=args.chunk_size, chunk_overlap=args.chunk_overlap
)
return all_texts

View File

@@ -42,6 +42,12 @@ class WeChatRAG(BaseRAGExample):
action="store_true",
help="Force re-export of WeChat data even if exports exist",
)
wechat_group.add_argument(
"--chunk-size", type=int, default=192, help="Text chunk size (default: 192)"
)
wechat_group.add_argument(
"--chunk-overlap", type=int, default=64, help="Text chunk overlap (default: 64)"
)
def _export_wechat_data(self, export_dir: Path) -> bool:
"""Export WeChat data using wechattweak-cli."""
@@ -120,7 +126,9 @@ class WeChatRAG(BaseRAGExample):
print(f"Loaded {len(documents)} chat entries")
# Convert to text chunks
all_texts = create_text_chunks(documents)
all_texts = create_text_chunks(
documents, chunk_size=args.chunk_size, chunk_overlap=args.chunk_overlap
)
return all_texts