johannesschmude commited on
Commit
e41f539
·
1 Parent(s): 6f22574

Initial model upload plus config and scalers.

Browse files
Files changed (3) hide show
  1. config.yaml +31 -0
  2. scalers.yaml +169 -0
  3. surya_366m.pth +3 -0
config.yaml ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ model:
2
+ img_size: 4096
3
+ patch_size: 16
4
+ embed_dim: 1280
5
+ depth: 10
6
+ n_spectral_blocks: 2
7
+ num_heads: 16
8
+ mlp_ratio: 4.0
9
+ drop_rate: 0.0
10
+ window_size: 2
11
+ dp_rank: 4
12
+ learned_flow: false
13
+ use_latitude_in_learned_flow: false
14
+ rpe: false
15
+ ensemble: null
16
+ finetune: false
17
+ data:
18
+ sdo_channels: [
19
+ "aia94", "aia131", "aia171", "aia193",
20
+ "aia211", "aia304", "aia335", "aia1600",
21
+ "hmi_m", "hmi_bx", "hmi_by", "hmi_bz", "hmi_v",
22
+ ]
23
+ time_delta_input_minutes: [-60, 0]
24
+ time_delta_target_minutes: +60
25
+ n_input_timestamps: 2
26
+ pooling: 1
27
+ random_vert_flip: false
28
+ drop_hmi_probablity: 0.0
29
+ num_mask_aia_channels: 0
30
+ use_latitude_in_learned_flow: false
31
+
scalers.yaml ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ aia94:
2
+ base: surya.datasets.transformations
3
+ class: StandardScaler
4
+ count: 33571209216
5
+ epsilon: 1.0e-08
6
+ is_fitted: 'true'
7
+ max: 5.104914665222168
8
+ mean: 0.007682247087359428
9
+ min: 0.0
10
+ ssq: 8766571.0
11
+ std: 0.014216765761375427
12
+ sum: 257902320.0
13
+ sl_scale_factor: 1.0e-02
14
+ aia131:
15
+ base: surya.datasets.transformations
16
+ class: StandardScaler
17
+ count: 33571209216
18
+ epsilon: 1.0e-08
19
+ is_fitted: 'true'
20
+ max: 4.642958164215088
21
+ mean: 0.03911230340600014
22
+ min: 0.0
23
+ ssq: 153411952.0
24
+ std: 0.05513598397374153
25
+ sum: 1313047296.0
26
+ sl_scale_factor: 1.0e-02
27
+ aia171:
28
+ base: surya.datasets.transformations
29
+ class: StandardScaler
30
+ count: 33571209216
31
+ epsilon: 1.0e-08
32
+ is_fitted: 'true'
33
+ max: 4.716078758239746
34
+ mean: 0.6208767294883728
35
+ min: 0.0
36
+ ssq: 21844160512.0
37
+ std: 0.5149681568145752
38
+ sum: 20843583488.0
39
+ sl_scale_factor: 1.0e-02
40
+ aia193:
41
+ base: surya.datasets.transformations
42
+ class: StandardScaler
43
+ count: 33571209216
44
+ epsilon: 1.0e-08
45
+ is_fitted: 'true'
46
+ max: 5.091572284698486
47
+ mean: 0.6960407495498657
48
+ min: 0.0
49
+ ssq: 27141281792.0
50
+ std: 0.569206714630127
51
+ sum: 23366930432.0
52
+ sl_scale_factor: 1.0e-02
53
+ aia211:
54
+ base: surya.datasets.transformations
55
+ class: StandardScaler
56
+ count: 33571209216
57
+ epsilon: 1.0e-08
58
+ is_fitted: 'true'
59
+ max: 5.104914665222168
60
+ mean: 0.3032558560371399
61
+ min: 0.0
62
+ ssq: 6964888576.0
63
+ std: 0.3398558497428894
64
+ sum: 10180665344.0
65
+ sl_scale_factor: 1.0e-02
66
+ aia304:
67
+ base: surya.datasets.transformations
68
+ class: StandardScaler
69
+ count: 33571209216
70
+ epsilon: 1.0e-08
71
+ is_fitted: 'true'
72
+ max: 5.104914665222168
73
+ mean: 0.24362024664878845
74
+ min: 0.0
75
+ ssq: 3977180160.0
76
+ std: 0.24314379692077637
77
+ sum: 8178626048.0
78
+ sl_scale_factor: 1.0e-02
79
+ aia335:
80
+ base: surya.datasets.transformations
81
+ class: StandardScaler
82
+ count: 33571209216
83
+ epsilon: 1.0e-08
84
+ is_fitted: 'true'
85
+ max: 5.104914665222168
86
+ mean: 0.030005566775798798
87
+ min: 0.0
88
+ ssq: 101809864.0
89
+ std: 0.04617703706026077
90
+ sum: 1007323136.0
91
+ sl_scale_factor: 1.0e-02
92
+ aia1600:
93
+ base: surya.datasets.transformations
94
+ class: StandardScaler
95
+ count: 33571209216
96
+ epsilon: 1.0e-08
97
+ is_fitted: 'true'
98
+ max: 5.104914665222168
99
+ mean: 0.27640828490257263
100
+ min: 0.0
101
+ ssq: 5027391488.0
102
+ std: 0.2708348035812378
103
+ sum: 9279360000.0
104
+ sl_scale_factor: 1.0e-02
105
+ hmi_bx:
106
+ base: surya.datasets.transformations
107
+ class: StandardScaler
108
+ count: 33571209216
109
+ epsilon: 1.0e-08
110
+ is_fitted: 'true'
111
+ max: 3.737321376800537
112
+ mean: 0.0010142404353246093
113
+ min: -3.7792491912841797
114
+ ssq: 3866785536.0
115
+ std: 0.3393826484680176
116
+ sum: 34049276.0
117
+ sl_scale_factor: 1.0e-02
118
+ hmi_by:
119
+ base: surya.datasets.transformations
120
+ class: StandardScaler
121
+ count: 33571209216
122
+ epsilon: 1.0e-08
123
+ is_fitted: 'true'
124
+ max: 3.6676809787750244
125
+ mean: 0.0008488616440445185
126
+ min: -3.9032106399536133
127
+ ssq: 3804123904.0
128
+ std: 0.33662179112434387
129
+ sum: 28497312.0
130
+ sl_scale_factor: 1.0e-02
131
+ hmi_bz:
132
+ base: surya.datasets.transformations
133
+ class: StandardScaler
134
+ count: 33571209216
135
+ epsilon: 1.0e-08
136
+ is_fitted: 'true'
137
+ max: 3.9140491485595703
138
+ mean: -6.594143087568227e-06
139
+ min: -3.9124834537506104
140
+ ssq: 323843296.0
141
+ std: 0.09821633249521255
142
+ sum: -221373.359375
143
+ sl_scale_factor: 1.0e-02
144
+ hmi_m:
145
+ base: surya.datasets.transformations
146
+ class: StandardScaler
147
+ count: 33571209216
148
+ epsilon: 1.0e-08
149
+ is_fitted: 'true'
150
+ max: 3.6454217433929443
151
+ mean: -1.8074297258863226e-05
152
+ min: -3.5852091312408447
153
+ ssq: 327147904.0
154
+ std: 0.09871617704629898
155
+ sum: -606776.0
156
+ sl_scale_factor: 1.0e-02
157
+ hmi_v:
158
+ base: surya.datasets.transformations
159
+ class: StandardScaler
160
+ count: 33571209216
161
+ epsilon: 1.0e-08
162
+ is_fitted: 'true'
163
+ max: 4.553315162658691
164
+ mean: 0.028541626408696175
165
+ min: -4.583911418914795
166
+ ssq: 130445197312.0
167
+ std: 1.9709930419921875
168
+ sum: 958176896.0
169
+ sl_scale_factor: 1.0e-02
surya_366m.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7cac7599a371a3a1c61ba133aa192db987fa9efb0ab88a0ccc3119220c498bf1
3
+ size 1800384309