AbstractPhil commited on
Commit
965c9c6
·
verified ·
1 Parent(s): 7757103

Update svd_deit_small_cifar100_train.py

Browse files
Files changed (1) hide show
  1. svd_deit_small_cifar100_train.py +39 -0
svd_deit_small_cifar100_train.py CHANGED
@@ -84,6 +84,45 @@ as the process improves.
84
  E 65 | Tr 50.0% Va 44.7% | L=1.869 gap=+5.3 | Best 45.0%@E64 | 22.2s
85
  E 70 | Tr 52.5% Va 45.8% | L=1.768 gap=+6.7 | Best 45.9%@E69 | 23.1s
86
  E 75 | Tr 54.7% Va 46.3% | L=1.669 gap=+8.4 | Best 46.3%@E75 | 21.8s
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
87
  """
88
 
89
  class DeiTSmallSVD(nn.Module):
 
84
  E 65 | Tr 50.0% Va 44.7% | L=1.869 gap=+5.3 | Best 45.0%@E64 | 22.2s
85
  E 70 | Tr 52.5% Va 45.8% | L=1.768 gap=+6.7 | Best 45.9%@E69 | 23.1s
86
  E 75 | Tr 54.7% Va 46.3% | L=1.669 gap=+8.4 | Best 46.3%@E75 | 21.8s
87
+ E 80 | Tr 57.3% Va 45.8% | L=1.574 gap=+11.5 | Best 46.3%@E79 | 22.4s
88
+ E 85 | Tr 58.4% Va 46.7% | L=1.532 gap=+11.7 | Best 46.8%@E84 | 22.4s
89
+ E 90 | Tr 59.5% Va 46.8% | L=1.490 gap=+12.7 | Best 46.9%@E87 | 22.4s
90
+ E 95 | Tr 60.0% Va 46.9% | L=1.475 gap=+13.2 | Best 46.9%@E87 | 22.2s
91
+ E100 | Tr 60.6% Va 46.8% | L=1.452 gap=+13.8 | Best 46.9%@E87 | 21.9s
92
+
93
+ [RESULT] deit_small_svd: Best Val = 46.90% @E87 | Params: 21,676,900
94
+
95
+ ======================================================================
96
+ HEAD-TO-HEAD COMPARISON
97
+ ======================================================================
98
+ Model Val% Params
99
+ -------------------------------------------------------
100
+ DeiT-Small baseline 42.74% 21,526,372
101
+ DeiT-Small + SVD 46.90% 21,676,900
102
+
103
+ SVD contribution: +4.16 points
104
+
105
+ ================================================================================
106
+ SCOREBOARD
107
+ ================================================================================
108
+ Experiment Val% Params Epoch
109
+ --------------------------------------------- ------- ---------- ------
110
+ svd_classification_test 70.92% 3,878,820 93
111
+ vit_svd_classification_test 53.57% 6,705,828 86
112
+ deit_small_baseline 42.74% 21,526,372 87
113
+ ================================================================================
114
+
115
+ ================================================================================
116
+ SCOREBOARD
117
+ ================================================================================
118
+ Experiment Val% Params Epoch
119
+ --------------------------------------------- ------- ---------- ------
120
+ svd_classification_test 70.92% 3,878,820 93
121
+ vit_svd_classification_test 53.57% 6,705,828 86
122
+ deit_small_svd 46.90% 21,676,900 87
123
+ deit_small_baseline 42.74% 21,526,372 87
124
+ ================================================================================
125
+
126
  """
127
 
128
  class DeiTSmallSVD(nn.Module):