d192ef06119f3eccf569a844b30976db99cfa0f6,python/ray/util/sgd/torch/examples/train_example.py,,data_creator,#Any#,56

Before Change



def data_creator(config):
    Returns training dataloader, validation dataloader.
    return LinearDataset(2, 5),  LinearDataset(2, 5, size=400)


def train_example(num_replicas=1, use_gpu=False):
    trainer1 = TorchTrainer(

After Change


    Returns training dataloader, validation dataloader.
    train_dataset = LinearDataset(2, 5, size=config.get("data_size", 1000))
    val_dataset = LinearDataset(2, 5, size=config.get("val_size", 400))
    train_loader = torch.utils.data.DataLoader(
        train_dataset,
        batch_size=config.get("batch_size", 32),
    )
    validation_loader = torch.utils.data.DataLoader(
        val_dataset,
        batch_size=config.get("batch_size", 32))
    return train_loader, validation_loader


def train_example(num_workers=1, use_gpu=False):
    trainer1 = TorchTrainer(
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 8

Instances


Project Name: ray-project/ray
Commit Name: d192ef06119f3eccf569a844b30976db99cfa0f6
Time: 2020-03-10
Author: rliaw@berkeley.edu
File Name: python/ray/util/sgd/torch/examples/train_example.py
Class Name:
Method Name: data_creator


Project Name: ray-project/ray
Commit Name: d192ef06119f3eccf569a844b30976db99cfa0f6
Time: 2020-03-10
Author: rliaw@berkeley.edu
File Name: python/ray/util/sgd/torch/examples/cifar_pytorch_example.py
Class Name:
Method Name: cifar_creator


Project Name: ray-project/ray
Commit Name: d192ef06119f3eccf569a844b30976db99cfa0f6
Time: 2020-03-10
Author: rliaw@berkeley.edu
File Name: python/ray/util/sgd/torch/examples/tune_example.py
Class Name:
Method Name: data_creator