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update check invalid_chars algorithm to improve accuracy
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@@ -6,15 +6,11 @@ from loguru import logger
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from pdfminer.high_level import extract_text
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def calculate_sample_count(total_page: int, sample_ratio=0.1):
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def calculate_sample_count(total_page: int):
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"""
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根据总页数和采样率计算采样页面的数量。
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"""
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select_page_cnt = int(total_page * sample_ratio)
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if select_page_cnt < 5:
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select_page_cnt = min(10, total_page)
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elif select_page_cnt > 10:
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select_page_cnt = 10
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select_page_cnt = min(10, total_page)
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return select_page_cnt
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@@ -46,14 +42,21 @@ def detect_invalid_chars(src_pdf_bytes: bytes) -> bool:
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sample_pdf_bytes = sample_docs.tobytes()
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sample_pdf_file_like_object = BytesIO(sample_pdf_bytes)
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text = extract_text(sample_pdf_file_like_object)
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text = text.replace("\n", "")
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# logger.info(text)
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'''乱码文本用pdfminer提取出来的文本特征是(cid:xxx)'''
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cid_pattern = re.compile(r'\(cid:\d+\)')
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matches = cid_pattern.findall(text)
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cid_count = len(matches)
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cid_len = sum(len(match) for match in matches)
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text_len = len(text)
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logger.info(f"cid_count: {cid_count}, text_len: {text_len}")
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if cid_count > 10:
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if text_len == 0:
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cid_chars_radio = 0
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else:
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cid_chars_radio = cid_count/(cid_count + text_len - cid_len)
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logger.info(f"cid_count: {cid_count}, text_len: {text_len}, cid_chars_radio: {cid_chars_radio}")
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'''当一篇文章存在5%以上的文本是乱码时,认为该文档为乱码文档'''
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if cid_chars_radio > 0.05:
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return False # 乱码文档
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else:
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return True # 正常文档
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