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- (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
- | | [1.47s | 2.34MB] loaded patient 14078
- | | [4.40s | 6.42MB] loaded patient 10258
- | | [9.07s | 13.32MB] loaded patient 9037
- | | [0.96s | 0.84MB] loaded patient 16534
- | | [5.83s | 7.32MB] loaded patient 13692
- | | [11.84s | 16.80MB] loaded patient 9259
- | | [6.07s | 5.52MB] loaded patient 13687
- | | [10.96s | 12.78MB] loaded patient 12955
- | | [5.47s | 4.68MB] loaded patient 13458
- | | [8.27s | 9.24MB] loaded patient 12869
- | | [4.73s | 4.86MB] loaded patient 9347
- | | [5.31s | 4.14MB] loaded patient 14209
- | | [13.61s | 17.28MB] loaded patient 15473
- | | [10.02s | 10.26MB] loaded patient 10254
- | | [15.26s | 18.18MB] loaded patient 13019
- | | [9.10s | 8.58MB] loaded patient 8865
- | | [18.98s | 18.30MB] loaded patient 14154
- | | [10.39s | 9.84MB] loaded patient 9291
- | | [6.22s | 5.58MB] loaded patient 9124
- | | [4.53s | 3.96MB] loaded patient 14081
- | | [14.00s | 12.60MB] loaded patient 9176
- | | [5.72s | 3.30MB] loaded patient 12881
- | | [5.07s | 4.02MB] loaded patient 12883
- | | [8.28s | 6.42MB] loaded patient 9344
- | | [18.60s | 11.64MB] loaded patient 8914
- | | [15.91s | 12.48MB] loaded patient 9041
- | | [29.73s | 27.24MB] loaded patient 10308
- | | [17.15s | 14.52MB] loaded patient 10264
- | | [22.82s | 14.52MB] loaded patient 16166
- | | [9.98s | 7.50MB] loaded patient 10286
- | | [27.45s | 25.20MB] loaded patient 14211
- | | [16.80s | 9.60MB] loaded patient 12909
- | | [22.44s | 13.50MB] loaded patient 12810
- | | [3.66s | 2.58MB] loaded patient 14212
- | | [18.65s | 10.62MB] loaded patient 10304
- | | [17.57s | 14.10MB] loaded patient 9254
- | | [7.89s | 6.24MB] loaded patient 9022
- | | [10.76s | 6.90MB] loaded patient 9083
- | | [16.75s | 13.08MB] loaded patient 12242
- | | [30.72s | 18.54MB] loaded patient 9225
- | | [20.61s | 15.54MB] loaded patient 10260
- | | [30.14s | 17.40MB] loaded patient 13613
- | | [7.84s | 5.64MB] loaded patient 16532
- | | [20.62s | 13.14MB] loaded patient 12752
- | | [4.40s | 3.00MB] loaded patient 12811
- | | [11.96s | 9.30MB] loaded patient 12884
- | | [27.78s | 21.54MB] loaded patient 9078
- | | [12.68s | 6.78MB] loaded patient 9383
- | | [5.52s | 4.26MB] loaded patient 13617
- | | [2.38s | 1.86MB] loaded patient 12876
- | | [13.58s | 7.38MB] loaded patient 8951
- | | [21.08s | 11.52MB] loaded patient 8913
- | | [13.94s | 10.50MB] loaded patient 10293
- | | [9.51s | 7.02MB] loaded patient 12898
- | | [37.36s | 20.70MB] loaded patient 12910
- | | [1.72s | 1.32MB] loaded patient 8957
- | | [20.04s | 14.52MB] loaded patient 9257
- | | [42.84s | 24.06MB] loaded patient 12934
- | | [12.44s | 9.18MB] loaded patient 12822
- | | [18.22s | 10.02MB] loaded patient 12870
- | | [32.39s | 24.42MB] loaded patient 10290
- | | [21.19s | 11.70MB] loaded patient 9261
- | | [19.95s | 14.04MB] loaded patient 13691
- | | [29.87s | 22.62MB] loaded patient 14155
- | | [15.16s | 11.28MB] loaded patient 12930
- | | [4.22s | 2.76MB] loaded patient 13023
- | | [28.44s | 21.90MB] loaded patient 10305
- | | [8.22s | 6.48MB] loaded patient 15471
- | | [2.90s | 2.40MB] loaded patient 16167
- | | [13.08s | 9.72MB] loaded patient 12901
- | | [19.72s | 11.28MB] loaded patient 12817
- | | [2.80s | 1.98MB] loaded patient 9044
- | | [14.61s | 8.58MB] loaded patient 14188
- | | [34.97s | 19.68MB] loaded patient 9029
- | | [3.81s | 3.06MB] loaded patient 16531
- | | [46.05s | 27.42MB] loaded patient 10288
- | | [12.30s | 9.96MB] loaded patient 16568
- | | [7.84s | 5.04MB] loaded patient 14213
- | | [23.70s | 14.04MB] loaded patient 15515
- | | [25.85s | 20.40MB] loaded patient 10279
- | | [13.29s | 10.44MB] loaded patient 15513
- | | [29.55s | 17.28MB] loaded patient 9173
- | | [4.27s | 2.88MB] loaded patient 9035
- | | [2.04s | 1.14MB] loaded patient 9262
- | | [12.71s | 9.84MB] loaded patient 9227
- | | [16.66s | 12.78MB] loaded patient 13106
- | | [49.68s | 28.20MB] loaded patient 13693
- | | [14.29s | 10.50MB] loaded patient 9023
- | | [24.48s | 19.14MB] loaded patient 9123
- | | [33.65s | 19.74MB] loaded patient 8867
- | | [5.87s | 3.96MB] loaded patient 16569
- | | [15.67s | 8.64MB] loaded patient 9135
- | | [28.99s | 16.56MB] loaded patient 12878
- | | [8.30s | 4.44MB] loaded patient 16555
- | | [3.62s | 2.64MB] loaded patient 12892
- | | [18.32s | 13.74MB] loaded patient 10269
- | | [27.39s | 18.54MB] loaded patient 8918
- | | [19.76s | 9.72MB] loaded patient 12949
- | | [17.42s | 13.50MB] loaded patient 12820
- | | [16.57s | 12.36MB] loaded patient 10306
- | | [7.35s | 4.68MB] loaded patient 13020
- | | [3.05s | 2.28MB] loaded patient 12871
- | | [19.88s | 14.58MB] loaded patient 10291
- | | [15.81s | 11.94MB] loaded patient 10307
- | | [39.84s | 22.50MB] loaded patient 9320
- | | [24.12s | 12.72MB] loaded patient 10275
- | | [15.10s | 11.04MB] loaded patient 16570
- | | [27.43s | 20.22MB] loaded patient 9265
- | | [2.16s | 1.44MB] loaded patient 9175
- | | [10.09s | 5.46MB] loaded patient 15633
- | | [5.86s | 4.44MB] loaded patient 9260
- | | [36.32s | 23.28MB] loaded patient 12880
- | | [3.32s | 2.04MB] loaded patient 12948
- | | [8.72s | 4.98MB] loaded patient 12879
- | | [13.32s | 8.46MB] loaded patient 12893
- | | [25.28s | 13.26MB] loaded patient 9177
- | | [37.07s | 25.32MB] loaded patient 10299
- | | [25.51s | 13.80MB] loaded patient 9250
- | | [11.71s | 8.52MB] loaded patient 12824
- | | [14.05s | 9.72MB] loaded patient 15634
- | | [6.47s | 3.84MB] loaded patient 13403
- | | [39.65s | 21.72MB] loaded patient 10262
- | | [4.32s | 3.36MB] loaded patient 10255
- | | [21.08s | 14.40MB] loaded patient 13021
- | | [6.19s | 3.24MB] loaded patient 12877
- | | [11.24s | 8.52MB] loaded patient 12932
- | | [7.44s | 5.70MB] loaded patient 15632
- | | [26.46s | 14.34MB] loaded patient 13694
- | | [46.49s | 25.32MB] loaded patient 16165
- | | [28.57s | 13.68MB] loaded patient 12951
- | | [6.05s | 4.14MB] loaded patient 13688
- | | [35.66s | 21.42MB] loaded patient 9075
- | | [19.73s | 14.04MB] loaded patient 15902
- | | [24.99s | 13.32MB] loaded patient 15840
- | | [15.62s | 9.36MB] loaded patient 12872
- | | [35.07s | 20.94MB] loaded patient 8974
- | | [7.78s | 5.70MB] loaded patient 10256
- | | [6.72s | 5.22MB] loaded patient 14306
- | | [10.44s | 6.00MB] loaded patient 8955
- | | [36.11s | 17.94MB] loaded patient 10300
- | | [15.97s | 11.46MB] loaded patient 10277
- | | [12.28s | 6.84MB] loaded patient 13401
- | | [36.15s | 19.50MB] loaded patient 9077
- | | [25.88s | 18.54MB] loaded patient 9290
- | | [20.00s | 14.76MB] loaded patient 12935
- | | [3.36s | 1.80MB] loaded patient 12933
- | | [11.35s | 8.40MB] loaded patient 8980
- | | [11.10s | 8.64MB] loaded patient 16554
- | | [13.81s | 7.32MB] loaded patient 9125
- | | [13.91s | 10.56MB] loaded patient 10274
- | | [14.62s | 7.74MB] loaded patient 15514
- | | [13.30s | 6.90MB] loaded patient 14210
- | | [11.98s | 6.30MB] loaded patient 12886
- | | [25.98s | 17.28MB] loaded patient 9178
- | | [24.88s | 12.78MB] loaded patient 15510
- | | [36.11s | 26.16MB] loaded patient 9323
- | | [22.62s | 15.48MB] loaded patient 9381
- | | [6.47s | 4.74MB] loaded patient 12882
- | | [20.93s | 11.22MB] loaded patient 9076
- | | [21.33s | 10.38MB] loaded patient 12897
- | | [19.87s | 13.56MB] loaded patient 9325
- | | [26.15s | 19.38MB] loaded patient 12818
- | | [37.68s | 21.12MB] loaded patient 13462
- | | [22.09s | 14.64MB] loaded patient 12905
- | | [42.69s | 21.84MB] loaded patient 12751
- | | [11.59s | 8.70MB] loaded patient 14153
- | | [37.57s | 25.38MB] loaded patient 10268
- | | [35.70s | 22.86MB] loaded patient 10302
- | | [18.74s | 14.10MB] loaded patient 9266
- | | [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
- | | [22.33s | 9.66MB] loaded patient 14304
- | | [36.04s | 19.62MB] loaded patient 13916
- | | [30.21s | 11.76MB] loaded patient 8917
- | | [27.78s | 19.50MB] loaded patient 12819
- | | [37.72s | 19.20MB] loaded patient 9126
- | | [30.33s | 14.88MB] loaded patient 10285
- | | [10.99s | 5.04MB] loaded patient 9319
- | | [33.21s | 16.14MB] loaded patient 10303
- | | [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
- | | [4.66s | 3.66MB] loaded patient 13018
- | | [22.67s | 12.96MB] loaded patient 9181
- | | [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
- | | [17.79s | 13.44MB] loaded patient 8984
- | | [13.21s | 6.60MB] loaded patient 10253
- | | [22.36s | 12.42MB] loaded patient 14192
- | | [13.97s | 7.98MB] loaded patient 13461
- | | [41.69s | 26.10MB] loaded patient 10272
- | | [31.04s | 16.14MB] loaded patient 12626
- | | [9.92s | 7.80MB] loaded patient 10261
- | | [15.62s | 11.46MB] loaded patient 14190
- | | [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.
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