| { | |
| "name": "Mnist_LeNet", | |
| "n_gpu": 1, | |
| "arch": { | |
| "type": "MnistModel", | |
| "args": {} | |
| }, | |
| "data_loader": { | |
| "type": "MnistDataLoader", | |
| "args":{ | |
| "data_dir": "data/", | |
| "batch_size": 128, | |
| "shuffle": true, | |
| "validation_split": 0.1, | |
| "num_workers": 2 | |
| } | |
| }, | |
| "optimizer": { | |
| "type": "Adam", | |
| "args":{ | |
| "lr": 0.001, | |
| "weight_decay": 0, | |
| "amsgrad": true | |
| } | |
| }, | |
| "loss": "nll_loss", | |
| "metrics": [ | |
| "accuracy", "top_k_acc" | |
| ], | |
| "lr_scheduler": { | |
| "type": "StepLR", | |
| "args": { | |
| "step_size": 50, | |
| "gamma": 0.1 | |
| } | |
| }, | |
| "trainer": { | |
| "epochs": 100, | |
| "save_dir": "saved/", | |
| "save_period": 1, | |
| "verbosity": 2, | |
| "monitor": "min val_loss", | |
| "early_stop": 10, | |
| "tensorboard": true | |
| } | |
| } | |