vision-bnn-benchmarks-hf / documentation /generated-leaderboard.txt
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buraksoner@buraksoner-XPS-15-7590:~/sai-tr/workspace_maxim_ai85_cifar100$ python tools/generate_leaderboard.py
Found checkpoints (except reproduce checkpoints) at these locations:
/home/buraksoner/sai-tr/workspace_maxim_ai85_cifar100/checkpoints/maxim000_nas_8b
/home/buraksoner/sai-tr/workspace_maxim_ai85_cifar100/checkpoints/maxim001_simplenet_2b4b8b
/home/buraksoner/sai-tr/workspace_maxim_ai85_cifar100/checkpoints/shallow001_nas_8b_SAM
/home/buraksoner/sai-tr/workspace_maxim_ai85_cifar100/checkpoints/shallow002_nas_2b8b_noSAM_4lyrDeep
/home/buraksoner/sai-tr/workspace_maxim_ai85_cifar100/checkpoints/shallow003_nas_2b8b_noSAM_3lyrDeep
/home/buraksoner/sai-tr/workspace_maxim_ai85_cifar100/checkpoints/shallow004_nas_2b8b_noSAM_2lyrDeep
/home/buraksoner/sai-tr/workspace_maxim_ai85_cifar100/checkpoints/shallow005_nas_2b8b_noSAM_1lyrDeep
/home/buraksoner/sai-tr/workspace_maxim_ai85_cifar100/checkpoints/shallow006_nas_AP2b8b_earlyexit
/home/buraksoner/sai-tr/workspace_maxim_ai85_cifar100/checkpoints/shallow007_nas_AP2b8b_tuned
/home/buraksoner/sai-tr/workspace_maxim_ai85_cifar100/checkpoints/shallow008_naslarge_2b8b_noSAM
/home/buraksoner/sai-tr/workspace_maxim_ai85_cifar100/checkpoints/shallow009_nas_aha_AP8b_7bBias
/home/buraksoner/sai-tr/workspace_maxim_ai85_cifar100/checkpoints/shallow010_naslarge_2b8b_wSAM
/home/buraksoner/sai-tr/workspace_maxim_ai85_cifar100/checkpoints/shallow011_naslarge_AP8b_wSAM_failed
/home/buraksoner/sai-tr/workspace_maxim_ai85_cifar100/checkpoints/shallow012_naslarge_AP2b8b_wSAM
Gathering hardware-mode top-1 accuracy and size info from each checkpoint
Leaderboard
--------------------------------
Name : maxim000_nas_8b
Top-1 accuracy: 64.22
Size (KBytes) : 348.772
Name : maxim001_simplenet_2b4b8b
Top-1 accuracy: 55.76
Size (KBytes) : 166.448
Name : shallow001_nas_8b_SAM
Top-1 accuracy: 64.31
Size (KBytes) : 348.772
Name : shallow002_nas_2b8b_noSAM_4lyrDeep
Top-1 accuracy: 61.73
Size (KBytes) : 279.652
Name : shallow003_nas_2b8b_noSAM_3lyrDeep
Top-1 accuracy: 59.95
Size (KBytes) : 210.532
Name : shallow004_nas_2b8b_noSAM_2lyrDeep
Top-1 accuracy: 57.98
Size (KBytes) : 141.412
Name : shallow005_nas_2b8b_noSAM_1lyrDeep
Top-1 accuracy: 57.34
Size (KBytes) : 127.588
Name : shallow006_nas_AP2b8b_earlyexit
Top-1 accuracy: 46.51
Size (KBytes) : 127.588 , but has "-1/+1 only" 2b layers, so this would be: 104.548 KBytes on MAX78002
Name : shallow007_nas_AP2b8b_tuned
Top-1 accuracy: 54.71
Size (KBytes) : 127.588 , but has "-1/+1 only" 2b layers, so this would be: 104.548 KBytes on MAX78002
Name : shallow008_naslarge_2b8b_noSAM
Top-1 accuracy: 65.88
Size (KBytes) : 328.548
Name : shallow009_nas_aha_AP8b_7bBias
Top-1 accuracy: 55.06
Size (KBytes) : 127.588 , but has "-1/+1 only" 2b layers, so this would be: 90.724 KBytes on MAX78002
Name : shallow010_naslarge_2b8b_wSAM
Top-1 accuracy: 66.38
Size (KBytes) : 328.548
Name : shallow011_naslarge_AP8b_wSAM_failed
Top-1 accuracy: 36.09
Size (KBytes) : 328.548 , but has "-1/+1 only" 2b layers, so this would be: 192.356 KBytes on MAX78002
Name : shallow012_naslarge_AP2b8b_wSAM
Top-1 accuracy: 61.34
Size (KBytes) : 328.548 , but has "-1/+1 only" 2b layers, so this would be: 241.508 KBytes on MAX78002