Spaces:
Sleeping
Sleeping
Add: implement DocumentCleaner class for text cleaning and normalization
Browse files- src/cleaner.py +50 -0
src/cleaner.py
ADDED
|
@@ -0,0 +1,50 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import re
|
| 2 |
+
from typing import List, Any
|
| 3 |
+
import logging
|
| 4 |
+
|
| 5 |
+
logger = logging.getLogger(__name__)
|
| 6 |
+
|
| 7 |
+
class DocumentCleaner:
|
| 8 |
+
def __init__(self, min_length: int = 50):
|
| 9 |
+
self.min_length = min_length
|
| 10 |
+
# Regex for common PDF artifacts or excessive whitespace
|
| 11 |
+
self.whitespace_pattern = re.compile(r'\s+')
|
| 12 |
+
self.control_chars_pattern = re.compile(r'[\x00-\x1f\x7f-\x9f]')
|
| 13 |
+
|
| 14 |
+
def clean_text(self, text: str) -> str:
|
| 15 |
+
if not text:
|
| 16 |
+
return ""
|
| 17 |
+
|
| 18 |
+
# Safely remove surrogate code points that crash Windows terminals
|
| 19 |
+
text = text.encode('utf-8', 'ignore').decode('utf-8')
|
| 20 |
+
|
| 21 |
+
# Remove control characters
|
| 22 |
+
text = self.control_chars_pattern.sub('', text)
|
| 23 |
+
|
| 24 |
+
# Normalize whitespace (replace newlines/tabs with space and collapse)
|
| 25 |
+
text = self.whitespace_pattern.sub(' ', text).strip()
|
| 26 |
+
|
| 27 |
+
return text
|
| 28 |
+
|
| 29 |
+
def clean_documents(self, documents: List[Any]) -> List[Any]:
|
| 30 |
+
"""
|
| 31 |
+
Cleans a list of LangChain Document objects.
|
| 32 |
+
Filters out documents that are too short after cleaning.
|
| 33 |
+
"""
|
| 34 |
+
cleaned_docs = []
|
| 35 |
+
for doc in documents:
|
| 36 |
+
if not hasattr(doc, 'page_content') or doc.page_content is None:
|
| 37 |
+
continue
|
| 38 |
+
|
| 39 |
+
cleaned_text = self.clean_text(str(doc.page_content))
|
| 40 |
+
|
| 41 |
+
if len(cleaned_text) >= self.min_length:
|
| 42 |
+
# Update the document content with cleaned version
|
| 43 |
+
doc.page_content = cleaned_text
|
| 44 |
+
cleaned_docs.append(doc)
|
| 45 |
+
|
| 46 |
+
print(f"[INFO] Data Cleaning: {len(documents)} -> {len(cleaned_docs)} documents (filtered {len(documents) - len(cleaned_docs)})")
|
| 47 |
+
return cleaned_docs
|
| 48 |
+
|
| 49 |
+
def get_default_cleaner():
|
| 50 |
+
return DocumentCleaner()
|