PatentsView-Disambiguation

Setup

pip install git+git://github.com/iesl/grinch.git
pip install git+git://github.com/epfml/sent2vec.git
conda install pytorch==1.2.0 torchvision==0.4.0 cudatoolkit=9.2 -c pytorch
    `
    python
    import nltk
    nltk.download('stopwords')
    nltk.download('punkt')
    `

Database Setup

Set the following files / values:

config/database_tables.ini

[DATABASE]

granted_patent_database =
pregrant_database =

config/database_config.ini

[DATABASE]

host =
username =
password =

Download Resources

Download pre-trained models for disambiguation, place in resources folder: Google Drive

Inventor

Build Features

python -m pv.disambiguation.inventor.build_assignee_features_sql
python -m pv.disambiguation.inventor.build_coinventor_features_sql
python -m pv.disambiguation.inventor.build_title_map_sql

Build Canopies

python -m pv.disambiguation.inventor.build_canopies_sql

Run clustering

wandb sweep bin/inventor/run_all.yaml
wandb agent $sweep_id
# or using slurm
sh bin/launch_sweep.sh $sweep_id

Finalize

python -m pv.disambiguation.inventor.finalize

Optional: Train Your Own Model

This command trains an inventor disambiguation model.

python -m pv.disambiguation.inventor.train_model --training_data data/inventor-train/eval_common_characteristics.train --dev_data data/inventor-train/eval_common_characteristics.dev --max_num_dev_canopies 200

Assignee

Build Mentions & Canopies

python -m pv.disambiguation.assignee.build_assignee_name_mentions_sql

Run clustering

wandb sweep bin/assignee/run_all.yaml
wandb agent $sweep_id
# or using slurm
sh bin/launch_sweep.sh $sweep_id

Finalize

python -m pv.disambiguation.assignee.finalize

Location

Build Mentions & Canopies

python -m pv.disambiguation.location.build_assignee_location_canopies
python -m pv.disambiguation.location.build_inventor_location_canopies
python -m pv.disambiguation.location.build_assignee_location_mentions
python -m pv.disambiguation.location.build_inventor_location_mentions

Run clustering

wandb sweep bin/location/run_all.yaml
wandb agent $sweep_id
# or using slurm
sh bin/launch_sweep.sh $sweep_id

Finalize

python -m pv.disambiguation.location.finalize