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Results

Algorithm Search Time Final Accuracy Final #Params Final FLOPS CheckPoint & Log (Drive)
ENAS 06h 16m 54s 97.30% 4.20M 1303M OneDrive
DARTS 09h 04m 35s 97.10% 2.81M 892M OneDrive
SNAS 08h 03m 21s 97.02% 3.18M 1029M OneDrive
PC-DARTS 02h 57m 03s 97.43% 4.26M 1343M OneDrive

Notes:

  • All search and final are done with 1 NVIDIA 2080Ti.
  • ENAS Peak GPU memory: 8.2GiB during search (batch size 256), 9.2GiB during final training (batch size 64).
  • PC-DARTS peak GPU memory: 9.5GiB during search (batch size=192, k=4), 8.9GiB during final training (batch size 64).
  • Learning rates have been adjusted in accordance with the change of batch sizes, due to hardware limitation.
  • Time cost may not be accurate due to interference from other projects running on the same server.