Skip to content
Merged
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
72 changes: 72 additions & 0 deletions examples/healthcare/application/Candidiasis_Disease/train.py
Original file line number Diff line number Diff line change
Expand Up @@ -146,3 +146,75 @@ def run(global_rank,
flush=True)

dev.PrintTimeProfiling()

if __name__ == '__main__':
parser = argparse.ArgumentParser(
description='Training using the autograd and graph.')
parser.add_argument(
'model',
choices=['cnn', 'resnet', 'xceptionnet', 'mlp', 'alexnet', 'candidiasisnet'],
default='candidiasisnet')
parser.add_argument('data',
choices=['mnist', 'cifar10', 'cifar100', 'candidiasis'],
default='candidiasis')
parser.add_argument('-p',
choices=['float32', 'float16'],
default='float32',
dest='precision')
parser.add_argument('-m',
'--max-epoch',
default=100,
type=int,
help='maximum epochs',
dest='max_epoch')
parser.add_argument('-b',
'--batch-size',
default=64,
type=int,
help='batch size',
dest='batch_size')
parser.add_argument('-l',
'--learning-rate',
default=0.005,
type=float,
help='initial learning rate',
dest='lr')
parser.add_argument('-i',
'--device-id',
default=0,
type=int,
help='which GPU to use',
dest='device_id')
parser.add_argument('-g',
'--disable-graph',
default='True',
action='store_false',
help='disable graph',
dest='graph')
parser.add_argument('-v',
'--log-verbosity',
default=0,
type=int,
help='logging verbosity',
dest='verbosity')
parser.add_argument('-dir',
'--dir-path',
type=str,
help='the directory to store the candidiasis dataset',
dest='dir_path')

args = parser.parse_args()

sgd = opt.SGD(lr=args.lr, momentum=0.9, weight_decay=1e-5, dtype=singa_dtype[args.precision])
run(0,
1,
args.device_id,
args.max_epoch,
args.batch_size,
args.model,
args.data,
sgd,
args.graph,
args.verbosity,
precision=args.precision,
dir_path=args.dir_path)
Loading