welcomyou's picture
docs: model card
30c683d verified
metadata
library_name: lightgbm
pipeline_tag: tabular-classification
license: mit
language:
  - vi
tags:
  - lightgbm
  - classification
  - vietnamese
  - document-segmentation
  - page-splitting

LightGBM page splitter — Vietnamese admin batches

Two LightGBM Booster models used by ScanIndex to split a multi-document scan batch into individual document boundaries:

Model Task
lightgbm_splitter/doc_start/model.txt Binary: is this page the start of a new document?
lightgbm_splitter/signer_page/model.txt Per-document: which page contains the signer block?

Files

  • lightgbm_splitter/doc_start/model.txt — LightGBM Booster (text format, portable)
  • lightgbm_splitter/doc_start/model.joblib — sklearn wrapper (optional)
  • lightgbm_splitter/signer_page/model.txt
  • lightgbm_splitter/signer_page/model.joblib

Features

Page-level features extracted from canonical OCR JSON: header/footer signals, regime presence, signer-block markers, page index, relative position, etc. See build_doc_start_features and the predict_* helpers in scanindex/core/digitization/page_splitter.py.

Loading

import lightgbm as lgb
from huggingface_hub import snapshot_download
local = snapshot_download("welcomyou/lightgbm-vn-page-splitter", local_dir="models")
booster = lgb.Booster(model_file=f"{local}/lightgbm_splitter/doc_start/model.txt")

License

MIT.