Qinyuan Ye's Final Year Project
pip3 install -r requirements.txt
Link: https://pan.baidu.com/s/1c0xrCLdIwMZK8966ClxRfw
Passwd: 43t2
Dataset loading could be slow (a few minutes) when running train.py.
Please refer to argparse part in train.py for details.
usage: train.py [-h] [--cuda CUDA] [--model MODEL] [--data_dir DATA_DIR]
[--emb_file EMB_FILE] [--idx_dict IDX_DICT]
[--followee_count_file FOLLOWEE_COUNT_FILE]
[--model_save_dir MODEL_SAVE_DIR] [--save_epoch SAVE_EPOCH]
[--hidden_dim HIDDEN_DIM] [--num_layers NUM_LAYERS]
[--dropout DROPOUT] [--penalty_coeff PENALTY_COEFF]
[--num_epoch NUM_EPOCH] [--log_step LOG_STEP]
[--window_size WINDOW_SIZE] [--no_extra_linear]
[--use_extra_linear] [--train_emb] [--fix_emb]
[--patience PATIENCE] [--lr_decay LR_DECAY] [--lr LR]
[--max_grad_norm MAX_GRAD_NORM] [--emb_dim EMB_DIM]
[--batch_size BATCH_SIZE] [--seed SEED]
Weibo Crawler code is modified based on https://github.com/Yuejiang-li/sina_weibo_wap_crawler
Model Code is adapted from https://github.com/yuhaozhang/tacred-relation
# Example Usage
python3 train.py --model InfoLSTM --lr 1 --dropout 0.1 --model_save_dir ./data/saved_model/InfoLSTM-final-1 --seed 1
You should be fine by simply replacing 'train.py' with 'dev.py' or 'test.py'. The same goes with the examples below.
python3 test.py --model InfoLSTM --lr 1--dropout 0.1 --model_save_dir ./data/saved_model/InfoLSTM-final-1 --seed 1
python3 train.py --model Clash_Enhanced --lr 0.001 --model_save_dir ./data/saved_model/Clash_Enhanced-fixed-emb-1 --hidden_dim 64 --seed 1
python3 train.py --model Clash --lr 1 --model_save_dir ./data/saved_model/Clash-final-lr1-1 --emb_dim 256 --seed 1
python3 ip_model.py