Hugging Face's logo

Diffusion-Research-Lab
/
us-wildfire-size-1d-diffusion

Safetensors
gendynamics
diffusion
unconditional-generation
Model card Files
xet
 Community
us-wildfire-size-1d-diffusion
File size: 2,722 Bytes
2c7f9b0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
db2e767
2c7f9b0
 
 
 
 
 
db2e767
2c7f9b0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
db2e767
2c7f9b0
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
{
  "config": {
    "run": {
      "name": "us_wildfire_size",
      "seed": 0,
      "dtype": "float32"
    },
    "dataset": {
      "kind": "tabular",
      "name": "us_wildfire_size",
      "file": "us_wildfire_size.pt",
      "split": {
        "standardize": true
      }
    },
    "network": {
      "name": "mlp",
      "params": {
        "width": 128,
        "depth": 3,
        "time_dim": 64,
        "dropout": 0.0,
        "use_norm": true
      }
    },
    "models": {
      "ddpm_v": {
        "params": {
          "n_steps": 128,
          "sigma_max": 2.0,
          "sampler": "ddpm"
        }
      },
      "dlpm_eps": {
        "params": {
          "n_steps": 128,
          "alpha": 1.8,
          "sampler": "native"
        }
      },
      "tedm_origin": {
        "params": {
          "n_steps": 64,
          "nu": 2.2,
          "sigma_min": 0.005,
          "sigma_max": 5.0,
          "sigma_data": 1.0,
          "solver": "edm_stochastic_heun"
        }
      }
    },
    "pilot": {
      "n_trials": 2,
      "train": {
        "n_epochs": 96,
        "early_stopping_patience": 32,
        "freq_logging": 16,
        "stats_freq_epochs": 1
      },
      "sweep": {
        "ddpm_v": {
          "model": {
            "sigma_max": [
              2.0,
              5.0
            ]
          },
          "train": {
            "lr": [
              0.0002,
              0.0005
            ]
          }
        },
        "dlpm_eps": {
          "train": {
            "lr": [
              0.0002,
              0.0005
            ]
          }
        },
        "tedm_origin": {
          "train": {
            "lr": [
              0.0002,
              0.0005
            ]
          }
        }
      }
    },
    "train": {
      "device": "cuda",
      "data_device": "cpu",
      "batch_size": 512,
      "n_epochs": 640,
      "early_stopping_patience": 100,
      "lr": 0.0005,
      "num_workers": 0,
      "use_adamw": true,
      "weight_decay": 1e-06,
      "grad_clip_norm": 10.0,
      "lr_schedule": "cosine",
      "warmup_steps": 100,
      "cosine_eta_min_ratio": 0.05,
      "freq_logging": 16,
      "stats_freq_epochs": 1,
      "log_grad_norm": true,
      "ckpt_freq_epochs": 64,
      "ckpt_keep_last": 4
    },
    "test": {
      "batch_size": 512,
      "loss_repeats": 2,
      "loss_samples": 2000,
      "n_samples": 32
    },
    "huggingface": {
      "namespace": "Diffusion-Research-Lab",
      "repository": "us-wildfire-size-1d-diffusion"
    }
  },
  "model_name": "ddpm_v",
  "model_params": {
    "n_steps": 128,
    "sigma_max": 2.0,
    "sampler": "ddpm"
  },
  "sample_shape": [
    1
  ],
  "data_scale": 0.03256954997777939
}