Update svd_deit_small_cifar100_train.py
Browse files
svd_deit_small_cifar100_train.py
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@@ -84,6 +84,45 @@ as the process improves.
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E 65 | Tr 50.0% Va 44.7% | L=1.869 gap=+5.3 | Best 45.0%@E64 | 22.2s
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E 70 | Tr 52.5% Va 45.8% | L=1.768 gap=+6.7 | Best 45.9%@E69 | 23.1s
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E 75 | Tr 54.7% Va 46.3% | L=1.669 gap=+8.4 | Best 46.3%@E75 | 21.8s
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"""
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class DeiTSmallSVD(nn.Module):
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E 65 | Tr 50.0% Va 44.7% | L=1.869 gap=+5.3 | Best 45.0%@E64 | 22.2s
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| 85 |
E 70 | Tr 52.5% Va 45.8% | L=1.768 gap=+6.7 | Best 45.9%@E69 | 23.1s
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E 75 | Tr 54.7% Va 46.3% | L=1.669 gap=+8.4 | Best 46.3%@E75 | 21.8s
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E 80 | Tr 57.3% Va 45.8% | L=1.574 gap=+11.5 | Best 46.3%@E79 | 22.4s
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E 85 | Tr 58.4% Va 46.7% | L=1.532 gap=+11.7 | Best 46.8%@E84 | 22.4s
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E 90 | Tr 59.5% Va 46.8% | L=1.490 gap=+12.7 | Best 46.9%@E87 | 22.4s
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E 95 | Tr 60.0% Va 46.9% | L=1.475 gap=+13.2 | Best 46.9%@E87 | 22.2s
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E100 | Tr 60.6% Va 46.8% | L=1.452 gap=+13.8 | Best 46.9%@E87 | 21.9s
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[RESULT] deit_small_svd: Best Val = 46.90% @E87 | Params: 21,676,900
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======================================================================
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HEAD-TO-HEAD COMPARISON
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======================================================================
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Model Val% Params
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-------------------------------------------------------
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DeiT-Small baseline 42.74% 21,526,372
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DeiT-Small + SVD 46.90% 21,676,900
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SVD contribution: +4.16 points
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================================================================================
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SCOREBOARD
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================================================================================
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Experiment Val% Params Epoch
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--------------------------------------------- ------- ---------- ------
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svd_classification_test 70.92% 3,878,820 93
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vit_svd_classification_test 53.57% 6,705,828 86
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deit_small_baseline 42.74% 21,526,372 87
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================================================================================
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================================================================================
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SCOREBOARD
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================================================================================
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Experiment Val% Params Epoch
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--------------------------------------------- ------- ---------- ------
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svd_classification_test 70.92% 3,878,820 93
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vit_svd_classification_test 53.57% 6,705,828 86
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deit_small_svd 46.90% 21,676,900 87
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deit_small_baseline 42.74% 21,526,372 87
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================================================================================
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"""
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class DeiTSmallSVD(nn.Module):
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