(sk) nid00020(231)$ python rffsvm2.py ptest=1 ptrain=0.2 fdim=7500 n=7500
Random Fourier Feature Support Vector Classifier
  | [2.54s | 225.06MB] 7500->7500 Random Fourier Feature created
  | Loading Images...
  |   | [0.92s | 1.86MB] loaded patient 12241
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  |   | [20.62s | 13.14MB] loaded patient 12752
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  |   | [11.96s | 9.30MB] loaded patient 12884
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  |   | [21.08s | 11.52MB] loaded patient 8913
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  |   | [1.72s | 1.32MB] loaded patient 8957
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  |   | [37.07s | 25.32MB] loaded patient 10299
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  |   | [28.57s | 13.68MB] loaded patient 12951
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  |   | [10.44s | 6.00MB] loaded patient 8955
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  |   | [12.28s | 6.84MB] loaded patient 13401
  |   | [36.15s | 19.50MB] loaded patient 9077
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  |   | [11.35s | 8.40MB] loaded patient 8980
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  |   | [14.62s | 7.74MB] loaded patient 15514
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  |   | [19.87s | 13.56MB] loaded patient 9325
  |   | [26.15s | 19.38MB] loaded patient 12818
  |   | [37.68s | 21.12MB] loaded patient 13462
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  |   | [42.69s | 21.84MB] loaded patient 12751
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  |   | [26.06s | 14.88MB] loaded patient 9036
  |   | [14.38s | 6.96MB] loaded patient 12931
  |   | [18.74s | 9.18MB] loaded patient 13025
  |   | [8.30s | 6.12MB] loaded patient 12896
  |   | [0.00s] error loading patient IDC_regular_ps50_idx5.zip: [Errno 20] Not a directory: '/home1/06137/thuang1/rkfCVM/IDC_regular_ps50_idx5/IDC_regular_ps50_idx5.zip/0'
  |   | [12.39s | 5.82MB] loaded patient 14082
  |   | [31.59s | 20.82MB] loaded patient 12749
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  |   | [36.04s | 19.62MB] loaded patient 13916
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  |   | [27.78s | 19.50MB] loaded patient 12819
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  |   | [28.12s | 20.52MB] loaded patient 12906
  |   | [46.56s | 26.22MB] loaded patient 16551
  |   | [16.79s | 12.54MB] loaded patient 15903
  |   | [12.44s | 7.68MB] loaded patient 10257
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  |   | [3.90s | 1.92MB] loaded patient 12929
  |   | [3.65s | 2.70MB] loaded patient 15512
  |   | [10.34s | 7.50MB] loaded patient 14321
  |   | [32.40s | 16.38MB] loaded patient 13616
  |   | [35.48s | 17.88MB] loaded patient 10292
  |   | [13.71s | 7.32MB] loaded patient 8950
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  |   | [41.69s | 26.10MB] loaded patient 10272
  |   | [31.04s | 16.14MB] loaded patient 12626
  |   | [9.92s | 7.80MB] loaded patient 10261
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  |   | [20.36s | 16.14MB] loaded patient 14191
  |   | [19.50s | 10.38MB] loaded patient 12868
  |   | [15.60s | 12.30MB] loaded patient 12900
  |   | [23.33s | 15.54MB] loaded patient 15516
  |   | [13.68s | 10.38MB] loaded patient 9081
  |   | [15.39s | 8.22MB] loaded patient 16553
  |   | [17.42s | 12.72MB] loaded patient 8864
  |   | [23.33s | 12.48MB] loaded patient 13591
  |   | [28.17s | 20.28MB] loaded patient 12894
  |   | [30.07s | 15.78MB] loaded patient 13400
  |   | [11.34s | 5.82MB] loaded patient 9228
  |   | [44.86s | 26.52MB] loaded patient 8975
  |   | [14.41s | 10.80MB] loaded patient 10295
  |   | [15.05s | 11.34MB] loaded patient 10276
  |   | [12.00s | 8.16MB] loaded patient 16014
  |   | [13.29s | 10.02MB] loaded patient 9043
  |   | [21.94s | 14.76MB] loaded patient 9255
  |   | [30.02s | 13.68MB] loaded patient 12826
  |   | [34.13s | 16.86MB] loaded patient 14156
  |   | [29.65s | 23.34MB] loaded patient 12954
  |   | [27.20s | 20.22MB] loaded patient 12895
  |   | [30.03s | 19.86MB] loaded patient 9382
  |   | [27.76s | 14.28MB] loaded patient 9345
  |   | [12.95s | 9.78MB] loaded patient 13024
  |   | [60.64s | 24.00MB] loaded patient 10273
  |   | [31.55s | 16.86MB] loaded patient 14157
  |   | [7.59s | 7.08MB] loaded patient 13689
  |   | [12.80s | 9.60MB] loaded patient 13402
  |   | [22.34s | 13.62MB] loaded patient 9226
  |   | [7.10s | 4.38MB] loaded patient 12748
  |   | [20.94s | 17.64MB] loaded patient 10259
  |   | [4.20s | 2.88MB] loaded patient 15839
  |   | [25.49s | 12.54MB] loaded patient 12908
  |   | [4.08s | 4.44MB] loaded patient 16533
  |   | [33.97s | 21.90MB] loaded patient 8956
  |   | [20.31s | 17.70MB] loaded patient 12890
  |   | [21.39s | 12.36MB] loaded patient 13459
  |   | [19.32s | 17.28MB] loaded patient 12750
  |   | [31.21s | 19.56MB] loaded patient 15472
  |   | [18.08s | 11.88MB] loaded patient 14305
  |   | [3.44s | 4.80MB] loaded patient 13666
  |   | [2.31s | 3.78MB] loaded patient 9321
  |   | [12.07s | 15.00MB] loaded patient 12911
  |   | [26.55s | 17.16MB] loaded patient 12867
  |   | [5.11s | 10.02MB] loaded patient 12947
  |   | [9.27s | 11.16MB] loaded patient 9256
  |   | [4.46s | 10.68MB] loaded patient 14079
  |   | [30.89s | 27.60MB] loaded patient 16550
  |   | [10.33s | 16.68MB] loaded patient 12821
  |   | [8.20s | 15.48MB] loaded patient 13022
  |   | Combining thread results...
  | [419.89s | 3062.03MB] 51033 images (20.0%) sampled from 255 patients
  | Loading Images...
  |   | [3.94s | 9.12MB] loaded patient 16552
  |   | [5.07s | 10.26MB] loaded patient 8916
  |   | [8.50s | 13.08MB] loaded patient 9174
  |   | [8.09s | 9.06MB] loaded patient 16895
  |   | [17.11s | 22.08MB] loaded patient 12875
  |   | [12.50s | 16.86MB] loaded patient 12873
  |   | [17.02s | 21.36MB] loaded patient 8959
  |   | [21.27s | 35.88MB] loaded patient 9258
  |   | [21.48s | 36.72MB] loaded patient 12891
  |   | [38.16s | 50.04MB] loaded patient 9073
  |   | [32.23s | 40.14MB] loaded patient 13460
  |   | [24.09s | 29.82MB] loaded patient 13404
  |   | [31.16s | 59.28MB] loaded patient 12823
  |   | [29.88s | 39.48MB] loaded patient 9267
  |   | [47.20s | 62.52MB] loaded patient 9324
  |   | [44.77s | 63.00MB] loaded patient 12907
  |   | [44.19s | 58.50MB] loaded patient 8863
  |   | [40.09s | 81.66MB] loaded patient 9346
  |   | [48.49s | 69.36MB] loaded patient 10278
  |   | [44.33s | 60.12MB] loaded patient 14189
  |   | [48.76s | 67.62MB] loaded patient 16896
  |   | [41.27s | 87.54MB] loaded patient 9322
  |   | [49.71s | 84.96MB] loaded patient 10301
  |   | [60.49s | 111.96MB] loaded patient 16085
  |   | [49.52s | 121.56MB] loaded patient 10282
  |   | Combining thread results...
  | [77.02s | 1262.00MB] 21033 images (100.0%) sampled from 25 patients
  | [43.70s | 0.00MB] RFF SVC Computed
  | Running test data:
  |   | Incorrect labels: 3210 (15.3%)
  |   | Correct labels: 17823 (84.7)%
  |   | False positive: 1451
  |   | False negative: 1759
  |   | True positive: 3607
  |   | True negative: 14216
  | [0.39s] 21033 tests run
  | Running test data:
  |   | Incorrect labels: 6761 (13.2%)
  |   | Correct labels: 44272 (86.8)%
  |   | False positive: 2544
  |   | False negative: 4217
  |   | True positive: 10559
  |   | True negative: 33713
  | [0.93s] 51033 tests run
[544.51s] Program finished.