844fa63c841e6bed6d05606445640486a6ca4dd0,custom_containers/pytorch/mnist/trainer/mnist.py,,main,#,93
Before Change
def main():
// Training settings
parser = argparse.ArgumentParser(description="PyTorch MNIST Example")
parser.add_argument(
"--batch-size",
type=int,
default=64,
metavar="N",
help="input batch size for training (default: 64)")
parser.add_argument(
"--test-batch-size",
type=int,
default=1000,
metavar="N",
help="input batch size for testing (default: 1000)")
parser.add_argument(
"--epochs",
type=int,
default=10,
metavar="N",
help="number of epochs to train (default: 10)")
parser.add_argument(
"--lr",
type=float,
default=0.01,
metavar="LR",
help="learning rate (default: 0.01)")
parser.add_argument(
"--momentum",
type=float,
default=0.5,
metavar="M",
help="SGD momentum (default: 0.5)")
parser.add_argument(
"--no-cuda",
action="store_true",
default=False,
help="disables CUDA training")
parser.add_argument(
"--seed",
type=int,
default=1,
metavar="S",
help="random seed (default: 1)")
parser.add_argument(
"--log-interval",
type=int,
default=10,
metavar="N",
help="how many batches to wait before logging training status")
parser.add_argument(
"--model-dir",
default=None,
help="The directory to store the model")
args = parser.parse_args()
use_cuda = not args.no_cuda and torch.cuda.is_available()
torch.manual_seed(args.seed)
After Change
def main():
// Training settings
args = get_args()
use_cuda = not args.no_cuda and torch.cuda.is_available()
torch.manual_seed(args.seed)
In pattern: SUPERPATTERN
Frequency: 3
Non-data size: 11
Instances
Project Name: GoogleCloudPlatform/cloudml-samples
Commit Name: 844fa63c841e6bed6d05606445640486a6ca4dd0
Time: 2019-01-24
Author: wenzhel@google.com
File Name: custom_containers/pytorch/mnist/trainer/mnist.py
Class Name:
Method Name: main
Project Name: GoogleCloudPlatform/cloudml-samples
Commit Name: 844fa63c841e6bed6d05606445640486a6ca4dd0
Time: 2019-01-24
Author: wenzhel@google.com
File Name: custom_containers/pytorch/mnist/trainer/mnist.py
Class Name:
Method Name: main
Project Name: GoogleCloudPlatform/cloudml-samples
Commit Name: e7d063b1ad9153d107b8146a9147f0b3ba386fb9
Time: 2019-01-29
Author: nnegrey@google.com
File Name: pytorch/containers/published_container/sonar_training/trainer/task.py
Class Name:
Method Name: main
Project Name: GoogleCloudPlatform/cloudml-samples
Commit Name: f53f4f0a1196e61e24ffee2b4ab2eededdc46ac6
Time: 2018-11-07
Author: gogasca@google.com
File Name: iris/tensorflow/estimator/trainer/task.py
Class Name:
Method Name: