-
Notifications
You must be signed in to change notification settings - Fork 2
/
run_figure15.sh
133 lines (112 loc) · 5.39 KB
/
run_figure15.sh
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
#!/bin/bash
# caltech_birds2011
python3 profiler.py --model_name resnet50 \
--num_classes 200
python3 main.py --model_name resnet50 \
--dataset_name caltech_birds2011 \
--train_type elastic_training \
--run_name CUB200_ElasticTrainer
python3 main.py --model_name resnet50 \
--dataset_name caltech_birds2011 \
--train_type full_training \
--run_name CUB200_Full_training
python3 main.py --model_name resnet50 \
--dataset_name caltech_birds2011 \
--train_type traditional_tl_training \
--run_name CUB200_Traditional_TL
python3 main.py --model_name resnet50 \
--dataset_name caltech_birds2011 \
--train_type bn_plus_bias_training \
--run_name CUB200_BN+Bias
python3 plot_curves.py --x_tag wall_time \
--y_tag test/accuracy \
--single False \
--elastic_trainer_path CUB200_ElasticTrainer \
--full_training_path CUB200_Full_training \
--traditional_tl_path CUB200_Traditional_TL \
--bn_plus_bias_path CUB200_BN+Bias \
--figure_id 1 \
--figure_name Figure_15_a.pdf
python3 plot_curves.py --x_tag wall_time \
--y_tag test/classification_loss \
--single False \
--elastic_trainer_path CUB200_ElasticTrainer \
--full_training_path CUB200_Full_training \
--traditional_tl_path CUB200_Traditional_TL \
--bn_plus_bias_path CUB200_BN+Bias \
--figure_id 2 \
--figure_name Figure_15_d.pdf
# oxford_iiit_pet
python3 profiler.py --model_name resnet50 \
--num_classes 37
python3 main.py --model_name resnet50 \
--dataset_name oxford_iiit_pet \
--train_type elastic_training \
--run_name PET37_ElasticTrainer
python3 main.py --model_name resnet50 \
--dataset_name oxford_iiit_pet \
--train_type full_training \
--run_name PET37_Full_training
python3 main.py --model_name resnet50 \
--dataset_name oxford_iiit_pet \
--train_type traditional_tl_training \
--run_name PET37_Traditional_TL
python3 main.py --model_name resnet50 \
--dataset_name oxford_iiit_pet \
--train_type bn_plus_bias_training \
--run_name PET37_BN+Bias
python3 plot_curves.py --x_tag wall_time \
--y_tag test/accuracy \
--single False \
--elastic_trainer_path PET37_ElasticTrainer \
--full_training_path PET37_Full_training \
--traditional_tl_path PET37_Traditional_TL \
--bn_plus_bias_path PET37_BN+Bias \
--figure_id 3 \
--figure_name Figure_15_b.pdf
python3 plot_curves.py --x_tag wall_time \
--y_tag test/classification_loss \
--single False \
--elastic_trainer_path PET37_ElasticTrainer \
--full_training_path PET37_Full_training \
--traditional_tl_path PET37_Traditional_TL \
--bn_plus_bias_path PET37_BN+Bias \
--figure_id 4 \
--figure_name Figure_15_e.pdf
# stanford_dogs
python3 profiler.py --model_name resnet50 \
--num_classes 120
python3 main.py --model_name resnet50 \
--dataset_name stanford_dogs \
--train_type elastic_training \
--run_name DOG120_ElasticTrainer
python3 main.py --model_name resnet50 \
--dataset_name stanford_dogs \
--train_type full_training \
--run_name DOG120_Full_training
python3 main.py --model_name resnet50 \
--dataset_name stanford_dogs \
--train_type traditional_tl_training \
--run_name DOG120_Traditional_TL
python3 main.py --model_name resnet50 \
--dataset_name stanford_dogs \
--train_type bn_plus_bias_training \
--run_name DOG120_BN+Bias
python3 plot_curves.py --x_tag wall_time \
--y_tag test/accuracy \
--single False \
--elastic_trainer_path DOG120_ElasticTrainer \
--full_training_path DOG120_Full_training \
--traditional_tl_path DOG120_Traditional_TL \
--bn_plus_bias_path DOG120_BN+Bias \
--figure_id 5 \
--figure_name Figure_15_c.pdf
python3 plot_curves.py --x_tag wall_time \
--y_tag test/classification_loss \
--single False \
--elastic_trainer_path DOG120_ElasticTrainer \
--full_training_path DOG120_Full_training \
--traditional_tl_path DOG120_Traditional_TL \
--bn_plus_bias_path DOG120_BN+Bias \
--figure_id 6 \
--figure_name Figure_15_f.pdf