Hugging Face's logo

RMDig
/
snowGAN-core

English
snowgan
gan
wgan-gp
image-generation
snowpack
transfer-learning
modality-core
Model card Files
xet
 Community
snowGAN-core
File size: 2,460 Bytes
6374609
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
129
130
131
132
133
134
135
136
137
138
139
140
141
{
    "save_dir": "keras/snowgan/core/",
    "checkpoint": "keras/snowgan/core/generator.weights.h5",
    "dataset": "rmdig/rocky_mountain_snowpack",
    "datatype": "magnified_profile",
    "architecture": "generator",
    "resolution": [
        1024,
        1024
    ],
    "channels": 3,
    "depth": 1,
    "images": null,
    "trained_pool": [
        [
            2,
            1,
            3
        ],
        [
            2,
            1,
            2
        ],
        [
            1,
            1,
            2
        ],
        [
            2,
            1,
            5
        ],
        [
            2,
            1,
            8
        ],
        [
            2,
            1,
            1
        ],
        [
            2,
            1,
            7
        ],
        [
            2,
            1,
            4
        ],
        [
            1,
            1,
            3
        ],
        [
            1,
            1,
            4
        ]
    ],
    "validation_pool": [
        [
            0,
            1,
            1
        ]
    ],
    "test_pool": [
        [
            1,
            1,
            1
        ],
        [
            2,
            1,
            6
        ]
    ],
    "model_history": null,
    "n_samples": 10,
    "epochs": 1000,
    "current_epoch": 0,
    "batch_size": 4,
    "training_steps": 3,
    "learning_rate": 0.0001,
    "beta_1": 0.5,
    "beta_2": 0.9,
    "negative_slope": 0.25,
    "lambda_gp": 10.0,
    "latent_dim": 100,
    "convolution_depth": 5,
    "filter_counts": [
        1024,
        512,
        256,
        128,
        64
    ],
    "kernel_size": [
        3,
        3
    ],
    "kernel_stride": [
        2,
        2
    ],
    "batch_norm": false,
    "final_activation": "tanh",
    "zero_padding": null,
    "padding": "same",
    "optimizer": "adam",
    "loss": null,
    "train_ind": 212,
    "trained_data": [],
    "seen_profiles": [],
    "rebuild": false,
    "fade": false,
    "fade_steps": 50000,
    "fade_step": 130000,
    "cleanup_milestone": 1000,
    "spectral_norm": false,
    "augment": true,
    "lr_decay": "cosine",
    "lr_min": 1e-07,
    "ema_decay": 0.999,
    "fid_interval": 5000,
    "multiscale_disc": true,
    "grad_clip_norm": 1.0,
    "ada_target": 0.6,
    "adaptive_steps": false,
    "seed": 42,
    "modality": "core",
    "sample_epoch_interval": 1,
    "sample_batch_interval": 10
}