PageIndex/run_pageindex.py

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import argparse
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import os
import json
from pageindex import *
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from pageindex.page_index_md import md_to_tree
if __name__ == "__main__":
# Set up argument parser
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parser = argparse.ArgumentParser(description='Process PDF or Markdown document and generate structure')
parser.add_argument('--file_path', type=str, help='Path to the PDF or Markdown file')
parser.add_argument('--file_type', type=str, choices=['pdf', 'markdown', 'md'], default='pdf',
help='Type of file to process (pdf, markdown, or md)')
parser.add_argument('--model', type=str, default='gpt-4o-2024-11-20', help='Model to use')
parser.add_argument('--toc-check-pages', type=int, default=20,
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help='Number of pages to check for table of contents (PDF only)')
parser.add_argument('--max-pages-per-node', type=int, default=10,
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help='Maximum number of pages per node (PDF only)')
parser.add_argument('--max-tokens-per-node', type=int, default=20000,
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help='Maximum number of tokens per node (PDF only)')
parser.add_argument('--if-add-node-id', type=str, default='yes',
help='Whether to add node id to the node')
parser.add_argument('--if-add-node-summary', type=str, default='no',
help='Whether to add summary to the node')
parser.add_argument('--if-add-doc-description', type=str, default='yes',
help='Whether to add doc description to the doc')
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parser.add_argument('--if-add-node-text', type=str, default='no',
help='Whether to add text to the node')
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# Markdown specific arguments
parser.add_argument('--if-thinning', type=str, default='yes',
help='Whether to apply tree thinning for markdown (markdown only)')
parser.add_argument('--thinning-threshold', type=int, default=5000,
help='Minimum token threshold for thinning (markdown only)')
parser.add_argument('--summary-token-threshold', type=int, default=200,
help='Token threshold for generating summaries (markdown only)')
args = parser.parse_args()
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# Determine file type from extension if not specified
if args.file_type == 'pdf' and args.file_path:
if args.file_path.lower().endswith(('.md', '.markdown')):
args.file_type = 'markdown'
elif not args.file_path.lower().endswith('.pdf'):
raise ValueError("File must be a PDF or Markdown file")
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if args.file_type == 'pdf':
# Process PDF file
# Configure options
opt = config(
model=args.model,
toc_check_page_num=args.toc_check_pages,
max_page_num_each_node=args.max_pages_per_node,
max_token_num_each_node=args.max_tokens_per_node,
if_add_node_id=args.if_add_node_id,
if_add_node_summary=args.if_add_node_summary,
if_add_doc_description=args.if_add_doc_description,
if_add_node_text=args.if_add_node_text
)
# Process the PDF
toc_with_page_number = page_index_main(args.file_path, opt)
print('Parsing done, saving to file...')
# Save results
pdf_name = os.path.splitext(os.path.basename(args.file_path))[0]
os.makedirs('./results', exist_ok=True)
with open(f'./results/{pdf_name}_structure.json', 'w', encoding='utf-8') as f:
json.dump(toc_with_page_number, f, indent=2)
elif args.file_type in ['markdown', 'md']:
# Process markdown file
print('Processing markdown file...')
# Configure markdown options
if_thinning = args.if_thinning.lower() == 'yes'
if_summary = args.if_add_node_summary.lower() == 'yes'
# Process the markdown
import asyncio
toc_with_page_number = asyncio.run(md_to_tree(
md_path=args.file_path,
if_thinning=if_thinning,
min_token_threshold=args.thinning_threshold,
if_summary=if_summary,
summary_token_threshold=args.summary_token_threshold,
model=args.model
))
print('Parsing done, saving to file...')
# Save results
md_name = os.path.splitext(os.path.basename(args.file_path))[0]
os.makedirs('./results', exist_ok=True)
with open(f'./results/{md_name}_structure.json', 'w', encoding='utf-8') as f:
json.dump(toc_with_page_number, f, indent=2, ensure_ascii=False)
else:
raise ValueError(f"Unsupported file type: {args.file_type}. Supported types are 'pdf', 'markdown', or 'md'")