blob: 7c2efc84b88611f572570b5162d1c00178829ca6 (
plain)
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
|
=== ViT-Mini frozen baselines ===
--- ViT-Mini seed=42 ---
ViT-Mini frozen: 16266/809354 trainable params
[ViT-frozen] s=42 ep 10: acc=0.5014
[ViT-frozen] s=42 ep 20: acc=0.5297
[ViT-frozen] s=42 ep 30: acc=0.5375
[ViT-frozen] s=42 ep 40: acc=0.5554
[ViT-frozen] s=42 ep 50: acc=0.5619
[ViT-frozen] s=42 ep 60: acc=0.5678
ViT-Mini shallow: 16266 params (no blocks)
[ViT-shallow] s=42 ep 10: acc=0.1000
[ViT-shallow] s=42 ep 20: acc=0.1000
[ViT-shallow] s=42 ep 30: acc=0.1000
[ViT-shallow] s=42 ep 40: acc=0.1000
[ViT-shallow] s=42 ep 50: acc=0.1000
[ViT-shallow] s=42 ep 60: acc=0.1000
FINAL ViT s=42: frozen=0.5678, shallow=0.1000
--- ViT-Mini seed=123 ---
ViT-Mini frozen: 16266/809354 trainable params
[ViT-frozen] s=123 ep 10: acc=0.5249
[ViT-frozen] s=123 ep 20: acc=0.5421
[ViT-frozen] s=123 ep 30: acc=0.5545
[ViT-frozen] s=123 ep 40: acc=0.5621
[ViT-frozen] s=123 ep 50: acc=0.5680
[ViT-frozen] s=123 ep 60: acc=0.5728
ViT-Mini shallow: 16266 params (no blocks)
[ViT-shallow] s=123 ep 10: acc=0.1000
[ViT-shallow] s=123 ep 20: acc=0.1000
[ViT-shallow] s=123 ep 30: acc=0.1000
[ViT-shallow] s=123 ep 40: acc=0.1000
[ViT-shallow] s=123 ep 50: acc=0.1000
[ViT-shallow] s=123 ep 60: acc=0.1000
FINAL ViT s=123: frozen=0.5728, shallow=0.1000
--- ViT-Mini seed=456 ---
ViT-Mini frozen: 16266/809354 trainable params
[ViT-frozen] s=456 ep 10: acc=0.5166
[ViT-frozen] s=456 ep 20: acc=0.5342
[ViT-frozen] s=456 ep 30: acc=0.5414
[ViT-frozen] s=456 ep 40: acc=0.5545
[ViT-frozen] s=456 ep 50: acc=0.5615
[ViT-frozen] s=456 ep 60: acc=0.5681
ViT-Mini shallow: 16266 params (no blocks)
[ViT-shallow] s=456 ep 10: acc=0.1000
[ViT-shallow] s=456 ep 20: acc=0.1000
[ViT-shallow] s=456 ep 30: acc=0.1000
[ViT-shallow] s=456 ep 40: acc=0.1000
[ViT-shallow] s=456 ep 50: acc=0.1000
[ViT-shallow] s=456 ep 60: acc=0.1000
FINAL ViT s=456: frozen=0.5681, shallow=0.1000
=== StudentNet frozen baselines ===
--- StudentNet seed=42 ---
StudentNet frozen: 1290/67850 trainable params
[Student-frozen] s=42 ep 10: acc=0.8405
[Student-frozen] s=42 ep 20: acc=0.8860
[Student-frozen] s=42 ep 30: acc=0.8990
[Student-frozen] s=42 ep 40: acc=0.8990
[Student-frozen] s=42 ep 50: acc=0.9015
[Student-frozen] s=42 ep 60: acc=0.9005
[Student-frozen] s=42 ep 70: acc=0.9005
[Student-frozen] s=42 ep 80: acc=0.9005
StudentNet shallow: 1290 params (no blocks)
[Student-shallow] s=42 ep 10: acc=0.8555
[Student-shallow] s=42 ep 20: acc=0.8990
[Student-shallow] s=42 ep 30: acc=0.9085
[Student-shallow] s=42 ep 40: acc=0.9140
[Student-shallow] s=42 ep 50: acc=0.9140
[Student-shallow] s=42 ep 60: acc=0.9155
[Student-shallow] s=42 ep 70: acc=0.9165
[Student-shallow] s=42 ep 80: acc=0.9165
FINAL Student s=42: frozen=0.9005, shallow=0.9165
--- StudentNet seed=123 ---
StudentNet frozen: 1290/67850 trainable params
[Student-frozen] s=123 ep 10: acc=0.8505
[Student-frozen] s=123 ep 20: acc=0.8915
[Student-frozen] s=123 ep 30: acc=0.9030
[Student-frozen] s=123 ep 40: acc=0.9050
[Student-frozen] s=123 ep 50: acc=0.9050
[Student-frozen] s=123 ep 60: acc=0.9060
[Student-frozen] s=123 ep 70: acc=0.9060
[Student-frozen] s=123 ep 80: acc=0.9060
StudentNet shallow: 1290 params (no blocks)
[Student-shallow] s=123 ep 10: acc=0.8495
[Student-shallow] s=123 ep 20: acc=0.8900
[Student-shallow] s=123 ep 30: acc=0.9050
[Student-shallow] s=123 ep 40: acc=0.9080
[Student-shallow] s=123 ep 50: acc=0.9105
[Student-shallow] s=123 ep 60: acc=0.9125
[Student-shallow] s=123 ep 70: acc=0.9130
[Student-shallow] s=123 ep 80: acc=0.9135
FINAL Student s=123: frozen=0.9060, shallow=0.9135
--- StudentNet seed=456 ---
StudentNet frozen: 1290/67850 trainable params
[Student-frozen] s=456 ep 10: acc=0.8300
[Student-frozen] s=456 ep 20: acc=0.8900
[Student-frozen] s=456 ep 30: acc=0.9025
[Student-frozen] s=456 ep 40: acc=0.9115
[Student-frozen] s=456 ep 50: acc=0.9150
[Student-frozen] s=456 ep 60: acc=0.9165
[Student-frozen] s=456 ep 70: acc=0.9180
[Student-frozen] s=456 ep 80: acc=0.9175
StudentNet shallow: 1290 params (no blocks)
[Student-shallow] s=456 ep 10: acc=0.8615
[Student-shallow] s=456 ep 20: acc=0.9050
[Student-shallow] s=456 ep 30: acc=0.9160
[Student-shallow] s=456 ep 40: acc=0.9200
[Student-shallow] s=456 ep 50: acc=0.9235
[Student-shallow] s=456 ep 60: acc=0.9225
[Student-shallow] s=456 ep 70: acc=0.9225
[Student-shallow] s=456 ep 80: acc=0.9225
FINAL Student s=456: frozen=0.9175, shallow=0.9225
Saved: results/frozen_baselines_crossarch.json
|