-
Notifications
You must be signed in to change notification settings - Fork 2
/
Copy pathmodel.cfg
120 lines (112 loc) · 2.08 KB
/
model.cfg
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
[model]
model_type=HiroLRAN
output_dir=/projects/EKOLEMEN/profile_predictor/joe_hiro_models/
output_filename_base= HiroLRAN_ne_noGas_all
; ProfilesFromActuators ;PlasmaG
[preprocess]
preprocessed_data_filenamebase=/projects/EKOLEMEN/profile_predictor/joe_hiro_models/cakenn_efit2
use_fancy_normalization=False
[tuning]
tune_model=False
model_to_tune_filename_base=HiroLRAN_density_size3
resume_training=True
frozen_layers= encoder decoder
masked_outputs=
[IanRNN]
encoder_dim=1000
encoder_extra_layers=1
rnn_dim=100
decoder_dim=1000
decoder_extra_layers=1
[IanMLP]
hidden_dim=100
extra_layers=1
[HiroLRAN]
latent_dim = 5
encoder_dim = 1000
encoder_extra_layers = 1
[HiroLRANDiag]
latent_dim = 1
encoder_dim = 1000
encoder_extra_layers = 1
[HiroLRANReLU]
latent_dim = 1
encoder_dim = 1000
encoder_extra_layers = 1
[optimization]
bucket_size = 1000
n_epochs = 1500
nwarmup = 3
lr = 1e-5
lr_gamma = 0.9
lr_stop_epoch = -1
early_saving = False
l1_lambda = 0
l2_lambda = 0
var_lambda = 0
inverting_weight = 100
latent_loss_weight = 0
pcs_normalize = True
autoregression_num_steps = 10
autoregression_start_epoch = 250
autoregression_end_epoch = 750
save_epochs = 1000
; use .split to make these into arrays
; comment out any unwanted signals
[inputs]
; the below should match what you'd put in preprocess.cfg
profiles=
; zipfit_etempfit_rho
; zipfit_itempfit_rho
; zipfit_trotfit_rho
; zipfit_edensfit_rho
; qpsi_EFIT01
; zeff_rho
; Te
ne
; Ti
; j
; p
; qinv
; Vtor
actuators=
ip
bmspinj
bmstinj
dstdenp
; dssdenest
ech_pwr_total
PCBCOIL
; gasA
; P_AUXILIARY
; dstdenp
; ipsiptargt
; betan_EFIT01
; tribot_EFIT01
; tritop_EFIT01
; kappa_EFIT01
; aminor_EFIT01
; volume_EFIT01
; rmaxis_EFIT01
; neped_joe
; epedHeight
; epedHeightForNe1
; epedHeightForNe3
; epedHeightForNe5
; epedHeightForNe7
parameters=
; betan_EFIT01
; li_EFIT01
; tribot_EFIT01
; tritop_EFIT01
; dssdenest
; kappa_EFIT01
; volume_EFIT01
calculations=
; PETOT_astrainterpretZIPFIT
; PITOT_astrainterpretZIPFIT
; CD_astrainterpretZIPFIT
; TE_astrapredictTGLFNNZIPFIT
; TI_astrapredictTGLFNNZIPFIT
; PETOT_astrainterpretive
; PITOT_astrainterpretive