/gpfs/projects/LynchGroup/spacewhale/git_spacewhale/spacewhale/shell_scripts
Fri May 10 01:36:49 EDT 2019
Now resnet18_full32_lr1
epoch_0.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 825.0
Correctly Identified as Whales: 23.0
Misidentified as Water: 9.0
Misidentified as Whales: 565.0
prec: 0.989209, recall: 0.593525
epoch_1.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1390.0
Correctly Identified as Whales: 5.0
Misidentified as Water: 27.0
Misidentified as Whales: 0.0
prec: 0.980946, recall: 1.000000
epoch_2.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1282.0
Correctly Identified as Whales: 6.0
Misidentified as Water: 26.0
Misidentified as Whales: 108.0
prec: 0.980122, recall: 0.922302
epoch_3.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1228.0
Correctly Identified as Whales: 13.0
Misidentified as Water: 19.0
Misidentified as Whales: 162.0
prec: 0.984763, recall: 0.883453
epoch_4.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1339.0
Correctly Identified as Whales: 12.0
Misidentified as Water: 20.0
Misidentified as Whales: 51.0
prec: 0.985283, recall: 0.963309
epoch_5.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 0.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 1390.0
Traceback (most recent call last):
  File "test_script.py", line 110, in <module>
    s.test_dir(device,model_ft,dataloaders)
  File "/gpfs/projects/LynchGroup/spacewhale/git_spacewhale/spacewhale/m_util.py", line 221, in test_dir
    prec = float(tp)/float(tp+fp)
ZeroDivisionError: float division by zero
epoch_6.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 963.0
Correctly Identified as Whales: 27.0
Misidentified as Water: 5.0
Misidentified as Whales: 427.0
prec: 0.994835, recall: 0.692806
epoch_7.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1097.0
Correctly Identified as Whales: 23.0
Misidentified as Water: 9.0
Misidentified as Whales: 293.0
prec: 0.991863, recall: 0.789209
epoch_8.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1307.0
Correctly Identified as Whales: 14.0
Misidentified as Water: 18.0
Misidentified as Whales: 83.0
prec: 0.986415, recall: 0.940288
epoch_9.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1099.0
Correctly Identified as Whales: 20.0
Misidentified as Water: 12.0
Misidentified as Whales: 291.0
prec: 0.989199, recall: 0.790647
epoch_10.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1250.0
Correctly Identified as Whales: 14.0
Misidentified as Water: 18.0
Misidentified as Whales: 140.0
prec: 0.985804, recall: 0.899281
epoch_11.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1199.0
Correctly Identified as Whales: 14.0
Misidentified as Water: 18.0
Misidentified as Whales: 191.0
prec: 0.985210, recall: 0.862590
epoch_12.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1278.0
Correctly Identified as Whales: 14.0
Misidentified as Water: 18.0
Misidentified as Whales: 112.0
prec: 0.986111, recall: 0.919424
epoch_13.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1199.0
Correctly Identified as Whales: 15.0
Misidentified as Water: 17.0
Misidentified as Whales: 191.0
prec: 0.986020, recall: 0.862590
epoch_14.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1307.0
Correctly Identified as Whales: 14.0
Misidentified as Water: 18.0
Misidentified as Whales: 83.0
prec: 0.986415, recall: 0.940288
epoch_15.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1199.0
Correctly Identified as Whales: 14.0
Misidentified as Water: 18.0
Misidentified as Whales: 191.0
prec: 0.985210, recall: 0.862590
epoch_16.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1307.0
Correctly Identified as Whales: 13.0
Misidentified as Water: 19.0
Misidentified as Whales: 83.0
prec: 0.985671, recall: 0.940288
epoch_17.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1273.0
Correctly Identified as Whales: 14.0
Misidentified as Water: 18.0
Misidentified as Whales: 117.0
prec: 0.986057, recall: 0.915827
epoch_18.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1238.0
Correctly Identified as Whales: 14.0
Misidentified as Water: 18.0
Misidentified as Whales: 152.0
prec: 0.985669, recall: 0.890647
epoch_19.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1299.0
Correctly Identified as Whales: 14.0
Misidentified as Water: 18.0
Misidentified as Whales: 91.0
prec: 0.986333, recall: 0.934532
epoch_20.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1199.0
Correctly Identified as Whales: 15.0
Misidentified as Water: 17.0
Misidentified as Whales: 191.0
prec: 0.986020, recall: 0.862590
epoch_21.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1199.0
Correctly Identified as Whales: 14.0
Misidentified as Water: 18.0
Misidentified as Whales: 191.0
prec: 0.985210, recall: 0.862590
epoch_22.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1307.0
Correctly Identified as Whales: 14.0
Misidentified as Water: 18.0
Misidentified as Whales: 83.0
prec: 0.986415, recall: 0.940288
epoch_23.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 826.0
Correctly Identified as Whales: 19.0
Misidentified as Water: 13.0
Misidentified as Whales: 564.0
prec: 0.984505, recall: 0.594245
Fri May 10 01:47:02 EDT 2019
Now resnet18_full32_lr2
epoch_0.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 78.0
Correctly Identified as Whales: 21.0
Misidentified as Water: 11.0
Misidentified as Whales: 1312.0
prec: 0.876404, recall: 0.056115
epoch_1.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1265.0
Correctly Identified as Whales: 12.0
Misidentified as Water: 20.0
Misidentified as Whales: 125.0
prec: 0.984436, recall: 0.910072
epoch_2.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1390.0
Correctly Identified as Whales: 0.0
Misidentified as Water: 32.0
Misidentified as Whales: 0.0
prec: 0.977496, recall: 1.000000
epoch_3.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 21.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 1369.0
prec: 1.000000, recall: 0.015108
epoch_4.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1307.0
Correctly Identified as Whales: 13.0
Misidentified as Water: 19.0
Misidentified as Whales: 83.0
prec: 0.985671, recall: 0.940288
epoch_5.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 0.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 1390.0
Traceback (most recent call last):
  File "test_script.py", line 110, in <module>
    s.test_dir(device,model_ft,dataloaders)
  File "/gpfs/projects/LynchGroup/spacewhale/git_spacewhale/spacewhale/m_util.py", line 221, in test_dir
    prec = float(tp)/float(tp+fp)
ZeroDivisionError: float division by zero
epoch_6.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 0.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 1390.0
Traceback (most recent call last):
  File "test_script.py", line 110, in <module>
    s.test_dir(device,model_ft,dataloaders)
  File "/gpfs/projects/LynchGroup/spacewhale/git_spacewhale/spacewhale/m_util.py", line 221, in test_dir
    prec = float(tp)/float(tp+fp)
ZeroDivisionError: float division by zero
epoch_7.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 0.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 1390.0
Traceback (most recent call last):
  File "test_script.py", line 110, in <module>
    s.test_dir(device,model_ft,dataloaders)
  File "/gpfs/projects/LynchGroup/spacewhale/git_spacewhale/spacewhale/m_util.py", line 221, in test_dir
    prec = float(tp)/float(tp+fp)
ZeroDivisionError: float division by zero
epoch_8.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1199.0
Correctly Identified as Whales: 13.0
Misidentified as Water: 19.0
Misidentified as Whales: 191.0
prec: 0.984401, recall: 0.862590
epoch_9.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1199.0
Correctly Identified as Whales: 13.0
Misidentified as Water: 19.0
Misidentified as Whales: 191.0
prec: 0.984401, recall: 0.862590
epoch_10.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1307.0
Correctly Identified as Whales: 12.0
Misidentified as Water: 20.0
Misidentified as Whales: 83.0
prec: 0.984928, recall: 0.940288
epoch_11.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1138.0
Correctly Identified as Whales: 14.0
Misidentified as Water: 18.0
Misidentified as Whales: 252.0
prec: 0.984429, recall: 0.818705
epoch_12.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 0.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 1390.0
Traceback (most recent call last):
  File "test_script.py", line 110, in <module>
    s.test_dir(device,model_ft,dataloaders)
  File "/gpfs/projects/LynchGroup/spacewhale/git_spacewhale/spacewhale/m_util.py", line 221, in test_dir
    prec = float(tp)/float(tp+fp)
ZeroDivisionError: float division by zero
epoch_13.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1011.0
Correctly Identified as Whales: 20.0
Misidentified as Water: 12.0
Misidentified as Whales: 379.0
prec: 0.988270, recall: 0.727338
epoch_14.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 998.0
Correctly Identified as Whales: 22.0
Misidentified as Water: 10.0
Misidentified as Whales: 392.0
prec: 0.990079, recall: 0.717986
epoch_15.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1057.0
Correctly Identified as Whales: 21.0
Misidentified as Water: 11.0
Misidentified as Whales: 333.0
prec: 0.989700, recall: 0.760432
epoch_16.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1307.0
Correctly Identified as Whales: 12.0
Misidentified as Water: 20.0
Misidentified as Whales: 83.0
prec: 0.984928, recall: 0.940288
epoch_17.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1092.0
Correctly Identified as Whales: 21.0
Misidentified as Water: 11.0
Misidentified as Whales: 298.0
prec: 0.990027, recall: 0.785612
epoch_18.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1301.0
Correctly Identified as Whales: 13.0
Misidentified as Water: 19.0
Misidentified as Whales: 89.0
prec: 0.985606, recall: 0.935971
epoch_19.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1120.0
Correctly Identified as Whales: 20.0
Misidentified as Water: 12.0
Misidentified as Whales: 270.0
prec: 0.989399, recall: 0.805755
epoch_20.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1092.0
Correctly Identified as Whales: 21.0
Misidentified as Water: 11.0
Misidentified as Whales: 298.0
prec: 0.990027, recall: 0.785612
epoch_21.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1215.0
Correctly Identified as Whales: 13.0
Misidentified as Water: 19.0
Misidentified as Whales: 175.0
prec: 0.984603, recall: 0.874101
epoch_22.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 984.0
Correctly Identified as Whales: 21.0
Misidentified as Water: 11.0
Misidentified as Whales: 406.0
prec: 0.988945, recall: 0.707914
epoch_23.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1171.0
Correctly Identified as Whales: 16.0
Misidentified as Water: 16.0
Misidentified as Whales: 219.0
prec: 0.986521, recall: 0.842446
Now densenet_full224_lr0009
Fri May 10 01:55:53 EDT 2019
epoch_0.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 1273.0
Correctly Identified as Whales: 28.0
Misidentified as Water: 4.0
Misidentified as Whales: 117.0
prec: 0.996868, recall: 0.915827
epoch_1.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 1290.0
Correctly Identified as Whales: 27.0
Misidentified as Water: 5.0
Misidentified as Whales: 100.0
prec: 0.996139, recall: 0.928058
epoch_2.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 1298.0
Correctly Identified as Whales: 25.0
Misidentified as Water: 7.0
Misidentified as Whales: 92.0
prec: 0.994636, recall: 0.933813
epoch_3.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 1237.0
Correctly Identified as Whales: 27.0
Misidentified as Water: 5.0
Misidentified as Whales: 153.0
prec: 0.995974, recall: 0.889928
epoch_4.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 785.0
Correctly Identified as Whales: 26.0
Misidentified as Water: 6.0
Misidentified as Whales: 605.0
prec: 0.992415, recall: 0.564748
epoch_5.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 735.0
Correctly Identified as Whales: 31.0
Misidentified as Water: 1.0
Misidentified as Whales: 655.0
prec: 0.998641, recall: 0.528777
epoch_6.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 1327.0
Correctly Identified as Whales: 22.0
Misidentified as Water: 10.0
Misidentified as Whales: 63.0
prec: 0.992521, recall: 0.954676
epoch_7.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 1165.0
Correctly Identified as Whales: 30.0
Misidentified as Water: 2.0
Misidentified as Whales: 225.0
prec: 0.998286, recall: 0.838129
epoch_8.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 708.0
Correctly Identified as Whales: 29.0
Misidentified as Water: 3.0
Misidentified as Whales: 682.0
prec: 0.995781, recall: 0.509353
epoch_9.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 1202.0
Correctly Identified as Whales: 27.0
Misidentified as Water: 5.0
Misidentified as Whales: 188.0
prec: 0.995857, recall: 0.864748
epoch_10.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 1221.0
Correctly Identified as Whales: 26.0
Misidentified as Water: 6.0
Misidentified as Whales: 169.0
prec: 0.995110, recall: 0.878417
epoch_11.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 1221.0
Correctly Identified as Whales: 27.0
Misidentified as Water: 5.0
Misidentified as Whales: 169.0
prec: 0.995922, recall: 0.878417
epoch_12.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 752.0
Correctly Identified as Whales: 24.0
Misidentified as Water: 8.0
Misidentified as Whales: 638.0
prec: 0.989474, recall: 0.541007
epoch_13.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 843.0
Correctly Identified as Whales: 26.0
Misidentified as Water: 6.0
Misidentified as Whales: 547.0
prec: 0.992933, recall: 0.606475
epoch_14.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 1234.0
Correctly Identified as Whales: 25.0
Misidentified as Water: 7.0
Misidentified as Whales: 156.0
prec: 0.994359, recall: 0.887770
epoch_15.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 1236.0
Correctly Identified as Whales: 22.0
Misidentified as Water: 10.0
Misidentified as Whales: 154.0
prec: 0.991974, recall: 0.889209
epoch_16.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 1260.0
Correctly Identified as Whales: 22.0
Misidentified as Water: 10.0
Misidentified as Whales: 130.0
prec: 0.992126, recall: 0.906475
epoch_17.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 771.0
Correctly Identified as Whales: 26.0
Misidentified as Water: 6.0
Misidentified as Whales: 619.0
prec: 0.992278, recall: 0.554676
epoch_18.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 1205.0
Correctly Identified as Whales: 29.0
Misidentified as Water: 3.0
Misidentified as Whales: 185.0
prec: 0.997517, recall: 0.866906
epoch_19.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 1087.0
Correctly Identified as Whales: 27.0
Misidentified as Water: 5.0
Misidentified as Whales: 303.0
prec: 0.995421, recall: 0.782014
epoch_20.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 1272.0
Correctly Identified as Whales: 22.0
Misidentified as Water: 10.0
Misidentified as Whales: 118.0
prec: 0.992200, recall: 0.915108
epoch_21.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 823.0
Correctly Identified as Whales: 22.0
Misidentified as Water: 10.0
Misidentified as Whales: 567.0
prec: 0.987995, recall: 0.592086
epoch_22.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 719.0
Correctly Identified as Whales: 28.0
Misidentified as Water: 4.0
Misidentified as Whales: 671.0
prec: 0.994467, recall: 0.517266
epoch_23.pth
{0: 'water', 1: 'whale'}
/gpfs/projects/LynchGroup/spacewhale/space_env/lib/python3.7/site-packages/torchvision-0.2.1-py3.7.egg/torchvision/models/densenet.py:212: UserWarning: nn.init.kaiming_normal is now deprecated in favor of nn.init.kaiming_normal_.
Correctly Identified as Water: 1219.0
Correctly Identified as Whales: 25.0
Misidentified as Water: 7.0
Misidentified as Whales: 171.0
prec: 0.994290, recall: 0.876978
Fri May 10 02:16:28 EDT 2019
Now resnet32_full32_lr0009
Fri May 10 02:16:28 EDT 2019
epoch_0.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 902.0
Correctly Identified as Whales: 25.0
Misidentified as Water: 7.0
Misidentified as Whales: 488.0
prec: 0.992299, recall: 0.648921
epoch_1.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1384.0
Correctly Identified as Whales: 18.0
Misidentified as Water: 14.0
Misidentified as Whales: 6.0
prec: 0.989986, recall: 0.995683
epoch_2.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1341.0
Correctly Identified as Whales: 26.0
Misidentified as Water: 6.0
Misidentified as Whales: 49.0
prec: 0.995546, recall: 0.964748
epoch_3.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 863.0
Correctly Identified as Whales: 24.0
Misidentified as Water: 8.0
Misidentified as Whales: 527.0
prec: 0.990815, recall: 0.620863
epoch_4.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 743.0
Correctly Identified as Whales: 30.0
Misidentified as Water: 2.0
Misidentified as Whales: 647.0
prec: 0.997315, recall: 0.534532
epoch_5.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1344.0
Correctly Identified as Whales: 26.0
Misidentified as Water: 6.0
Misidentified as Whales: 46.0
prec: 0.995556, recall: 0.966906
epoch_6.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1275.0
Correctly Identified as Whales: 29.0
Misidentified as Water: 3.0
Misidentified as Whales: 115.0
prec: 0.997653, recall: 0.917266
epoch_7.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1289.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 101.0
prec: 1.000000, recall: 0.927338
epoch_8.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 830.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 560.0
prec: 1.000000, recall: 0.597122
epoch_9.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1288.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 102.0
prec: 1.000000, recall: 0.926619
epoch_10.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1305.0
Correctly Identified as Whales: 24.0
Misidentified as Water: 8.0
Misidentified as Whales: 85.0
prec: 0.993907, recall: 0.938849
epoch_11.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1278.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 112.0
prec: 1.000000, recall: 0.919424
epoch_12.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1119.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 271.0
prec: 1.000000, recall: 0.805036
epoch_13.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1258.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 132.0
prec: 1.000000, recall: 0.905036
epoch_14.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1300.0
Correctly Identified as Whales: 29.0
Misidentified as Water: 3.0
Misidentified as Whales: 90.0
prec: 0.997698, recall: 0.935252
epoch_15.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1271.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 119.0
prec: 1.000000, recall: 0.914388
epoch_16.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1278.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 112.0
prec: 1.000000, recall: 0.919424
epoch_17.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1221.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 169.0
prec: 1.000000, recall: 0.878417
epoch_18.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1288.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 102.0
prec: 1.000000, recall: 0.926619
epoch_19.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1268.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 122.0
prec: 1.000000, recall: 0.912230
epoch_20.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1295.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 95.0
prec: 1.000000, recall: 0.931655
epoch_21.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1256.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 134.0
prec: 1.000000, recall: 0.903597
epoch_22.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1255.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 135.0
prec: 1.000000, recall: 0.902878
epoch_23.pth
{0: 'water', 1: 'whale'}
Correctly Identified as Water: 1257.0
Correctly Identified as Whales: 32.0
Misidentified as Water: 0.0
Misidentified as Whales: 133.0
prec: 1.000000, recall: 0.904317
Fri May 10 02:27:31 EDT 2019
