Files
Castor/kim_cnn/args.py
T
Achyudh Ram 1b817d3e24 WIP: Add Reuters-21578 dataset (#147)
* Add ReutersTrainer, ReutersEvaluator options in Factory classes

* Add Reuters to Kim-CNN command line arguments

* Fix SST dataset path according to changes in Kim-CNN args

The dataset path in args.py was made to point at the dataset folder rather than dataset/SST folder. Hence SST folder was added to paths in the SST dataset class

* Add Reuters dataset class, and support in __main__

* Add Reuters dataset trainers and evaluators

* Remove debug print statement in reuters_evaluator

* Fix rounding bug in reuters_trainer and reuters_evaluator
2018-10-02 21:09:51 -04:00

39 lines
2.3 KiB
Python

import os
from argparse import ArgumentParser
def get_args():
parser = ArgumentParser(description="Kim CNN")
parser.add_argument('--no_cuda', action='store_false', help='do not use cuda', dest='cuda')
parser.add_argument('--gpu', type=int, default=0) # Use -1 for CPU
parser.add_argument('--epochs', type=int, default=30)
parser.add_argument('--batch_size', type=int, default=1024)
parser.add_argument('--mode', type=str, default='multichannel', choices=['rand', 'static', 'non-static', 'multichannel'])
parser.add_argument('--lr', type=float, default=1.0)
parser.add_argument('--seed', type=int, default=3435)
parser.add_argument('--dataset', type=str, default='SST-1', choices=['SST-1', 'SST-2', 'Reuters'])
parser.add_argument('--resume_snapshot', type=str, default=None)
parser.add_argument('--dev_every', type=int, default=30)
parser.add_argument('--log_every', type=int, default=10)
parser.add_argument('--patience', type=int, default=50)
parser.add_argument('--save_path', type=str, default='kim_cnn/saves')
parser.add_argument('--output_channel', type=int, default=100)
parser.add_argument('--words_dim', type=int, default=300)
parser.add_argument('--embed_dim', type=int, default=300)
parser.add_argument('--dropout', type=float, default=0.5)
parser.add_argument('--epoch_decay', type=int, default=15)
parser.add_argument('--data_dir', help='word vectors directory',
default=os.path.join(os.pardir, 'Castor-data', 'datasets'))
parser.add_argument('--word_vectors_dir', help='word vectors directory',
default=os.path.join(os.pardir, 'Castor-data', 'embeddings', 'word2vec'))
parser.add_argument('--word_vectors_file', help='word vectors filename', default='GoogleNews-vectors-negative300.txt')
parser.add_argument('--trained_model', type=str, default="")
parser.add_argument('--weight_decay', type=float, default=0)
parser.add_argument('--onnx', action='store_true', default=False, help='Export model in ONNX format')
parser.add_argument('--onnx_batch_size', type=int, default=1024, help='Batch size for ONNX export')
parser.add_argument('--onnx_sent_len', type=int, default=32, help='Sentence length for ONNX export')
args = parser.parse_args()
return args