level2-cv-semanticsegmentation-cv-03/config.json at main · boostcampaitech6/level2-cv-semanticsegmentation-cv-03 · GitHub

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
{
    "n_gpu": 1,
    "arch": {
        "type": "FCN_ResNet50",
        "args": {}
    },
    "train_dataset": {
        "type": "TrainDataset",
        "args": {}
    },
    "valid_dataset": {
        "type": "ValidDataset",
        "args": {}
    },
    "test_dataset": {
        "type": "TestDataset",
        "args": {}
    },
    "train_data_loader": {
        "type": "DataLoader",
        "args":{
            "batch_size": 8,
            "shuffle": true,
            "num_workers": 8,
            "drop_last": false,
            "pin_memory": true
        }
    },
    "valid_data_loader": {
        "type": "DataLoader",
        "args":{
            "batch_size": 4,
            "shuffle": false,
            "num_workers": 4,
            "drop_last": false,
            "pin_memory": true
        }
    },
    "test_data_loader": {
        "type": "DataLoader",
        "args":{
            "batch_size": 2,
            "shuffle": false,
            "num_workers": 2,
            "drop_last": false,
            "pin_memory": true
        }
    },
    "optimizer": {
        "type": "Adam",
        "args":{
            "lr": 1e-3,
            "weight_decay": 0,
            "amsgrad": true
        }
    },
    "loss": "bce_with_logits_loss",
    "metrics": [
        "dice_coef"
    ],
    "lr_scheduler": {
        "type": "StepLR",
        "args": {
            "step_size": 50,
            "gamma": 0.1
        }
    },
    "trainer": {
        "type": "Trainer",
        "args": {},

        "epochs": 100,

        "save_dir": "saved/",
        "save_period": 10,

        "monitor": "max val_dice_coef",
        "early_stop": 10
    },
    "threshold": {
        "pred_thr": 0.5
    },
    "wandb": {
        "project_name": "funfun-seg",
        "entity": "gusdn00751",
        "exp_name": "test"
    },
    "path": {
        "label_path": "/data/ephemeral/home/datasets/train/outputs_json",
        "train_path": "/data/ephemeral/home/datasets/train/DCM",
        "test_path": "/data/ephemeral/home/datasets/test/DCM",
        "mmap_path": "/data/ephemeral/home/datasets/train_mmap",
        "image_name_pickle_path": "/data/ephemeral/home/datasets/image_name.pickle",
        "image_dict_pickle_path": "/data/ephemeral/home/datasets/image_dict.pickle",
        "label_name_pickle_path": "/data/ephemeral/home/datasets/label_name.pickle",
        "inference_model_path": "/data/ephemeral/home/level2-cv-semanticsegmentation-cv-03/saved/dice_loss_unet_resnet341/best.pth",
        "save_csv_path": "/data/ephemeral/home/level2-cv-semanticsegmentation-cv-03/saved/output.csv"
    },
    "kfold": {
        "n_splits": 5,
        "n_iter": 1
    },
    "train_transforms": [
        {
            "name": "Resize",
            "args": [1024, 1024],
            "kwargs": {}
        },
        {
            "name": "Normalize",
            "args": [],
            "kwargs": {}
        }
    ],
    "test_transforms": [
        {
            "name": "Resize",
            "args": [1024, 1024],
            "kwargs": {}
        },
        {
            "name": "Normalize",
            "args": [],
            "kwargs": {}
        }
    ],
    "fine_tuning_mode": false
}