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  1. (sk) nid00020(231)$ python rffsvm2.py ptest=1 ptrain=0.2 fdim=7500 n=7500
  2. Random Fourier Feature Support Vector Classifier
  3.   | [2.54s | 225.06MB] 7500->7500 Random Fourier Feature created
  4.   | Loading Images...
  5.   |   | [0.92s | 1.86MB] loaded patient 12241
  6.   |   | [1.47s | 2.34MB] loaded patient 14078
  7.   |   | [4.40s | 6.42MB] loaded patient 10258
  8.   |   | [9.07s | 13.32MB] loaded patient 9037
  9.   |   | [0.96s | 0.84MB] loaded patient 16534
  10.   |   | [5.83s | 7.32MB] loaded patient 13692
  11.   |   | [11.84s | 16.80MB] loaded patient 9259
  12.   |   | [6.07s | 5.52MB] loaded patient 13687
  13.   |   | [10.96s | 12.78MB] loaded patient 12955
  14.   |   | [5.47s | 4.68MB] loaded patient 13458
  15.   |   | [8.27s | 9.24MB] loaded patient 12869
  16.   |   | [4.73s | 4.86MB] loaded patient 9347
  17.   |   | [5.31s | 4.14MB] loaded patient 14209
  18.   |   | [13.61s | 17.28MB] loaded patient 15473
  19.   |   | [10.02s | 10.26MB] loaded patient 10254
  20.   |   | [15.26s | 18.18MB] loaded patient 13019
  21.   |   | [9.10s | 8.58MB] loaded patient 8865
  22.   |   | [18.98s | 18.30MB] loaded patient 14154
  23.   |   | [10.39s | 9.84MB] loaded patient 9291
  24.   |   | [6.22s | 5.58MB] loaded patient 9124
  25.   |   | [4.53s | 3.96MB] loaded patient 14081
  26.   |   | [14.00s | 12.60MB] loaded patient 9176
  27.   |   | [5.72s | 3.30MB] loaded patient 12881
  28.   |   | [5.07s | 4.02MB] loaded patient 12883
  29.   |   | [8.28s | 6.42MB] loaded patient 9344
  30.   |   | [18.60s | 11.64MB] loaded patient 8914
  31.   |   | [15.91s | 12.48MB] loaded patient 9041
  32.   |   | [29.73s | 27.24MB] loaded patient 10308
  33.   |   | [17.15s | 14.52MB] loaded patient 10264
  34.   |   | [22.82s | 14.52MB] loaded patient 16166
  35.   |   | [9.98s | 7.50MB] loaded patient 10286
  36.   |   | [27.45s | 25.20MB] loaded patient 14211
  37.   |   | [16.80s | 9.60MB] loaded patient 12909
  38.   |   | [22.44s | 13.50MB] loaded patient 12810
  39.   |   | [3.66s | 2.58MB] loaded patient 14212
  40.   |   | [18.65s | 10.62MB] loaded patient 10304
  41.   |   | [17.57s | 14.10MB] loaded patient 9254
  42.   |   | [7.89s | 6.24MB] loaded patient 9022
  43.   |   | [10.76s | 6.90MB] loaded patient 9083
  44.   |   | [16.75s | 13.08MB] loaded patient 12242
  45.   |   | [30.72s | 18.54MB] loaded patient 9225
  46.   |   | [20.61s | 15.54MB] loaded patient 10260
  47.   |   | [30.14s | 17.40MB] loaded patient 13613
  48.   |   | [7.84s | 5.64MB] loaded patient 16532
  49.   |   | [20.62s | 13.14MB] loaded patient 12752
  50.   |   | [4.40s | 3.00MB] loaded patient 12811
  51.   |   | [11.96s | 9.30MB] loaded patient 12884
  52.   |   | [27.78s | 21.54MB] loaded patient 9078
  53.   |   | [12.68s | 6.78MB] loaded patient 9383
  54.   |   | [5.52s | 4.26MB] loaded patient 13617
  55.   |   | [2.38s | 1.86MB] loaded patient 12876
  56.   |   | [13.58s | 7.38MB] loaded patient 8951
  57.   |   | [21.08s | 11.52MB] loaded patient 8913
  58.   |   | [13.94s | 10.50MB] loaded patient 10293
  59.   |   | [9.51s | 7.02MB] loaded patient 12898
  60.   |   | [37.36s | 20.70MB] loaded patient 12910
  61.   |   | [1.72s | 1.32MB] loaded patient 8957
  62.   |   | [20.04s | 14.52MB] loaded patient 9257
  63.   |   | [42.84s | 24.06MB] loaded patient 12934
  64.   |   | [12.44s | 9.18MB] loaded patient 12822
  65.   |   | [18.22s | 10.02MB] loaded patient 12870
  66.   |   | [32.39s | 24.42MB] loaded patient 10290
  67.   |   | [21.19s | 11.70MB] loaded patient 9261
  68.   |   | [19.95s | 14.04MB] loaded patient 13691
  69.   |   | [29.87s | 22.62MB] loaded patient 14155
  70.   |   | [15.16s | 11.28MB] loaded patient 12930
  71.   |   | [4.22s | 2.76MB] loaded patient 13023
  72.   |   | [28.44s | 21.90MB] loaded patient 10305
  73.   |   | [8.22s | 6.48MB] loaded patient 15471
  74.   |   | [2.90s | 2.40MB] loaded patient 16167
  75.   |   | [13.08s | 9.72MB] loaded patient 12901
  76.   |   | [19.72s | 11.28MB] loaded patient 12817
  77.   |   | [2.80s | 1.98MB] loaded patient 9044
  78.   |   | [14.61s | 8.58MB] loaded patient 14188
  79.   |   | [34.97s | 19.68MB] loaded patient 9029
  80.   |   | [3.81s | 3.06MB] loaded patient 16531
  81.   |   | [46.05s | 27.42MB] loaded patient 10288
  82.   |   | [12.30s | 9.96MB] loaded patient 16568
  83.   |   | [7.84s | 5.04MB] loaded patient 14213
  84.   |   | [23.70s | 14.04MB] loaded patient 15515
  85.   |   | [25.85s | 20.40MB] loaded patient 10279
  86.   |   | [13.29s | 10.44MB] loaded patient 15513
  87.   |   | [29.55s | 17.28MB] loaded patient 9173
  88.   |   | [4.27s | 2.88MB] loaded patient 9035
  89.   |   | [2.04s | 1.14MB] loaded patient 9262
  90.   |   | [12.71s | 9.84MB] loaded patient 9227
  91.   |   | [16.66s | 12.78MB] loaded patient 13106
  92.   |   | [49.68s | 28.20MB] loaded patient 13693
  93.   |   | [14.29s | 10.50MB] loaded patient 9023
  94.   |   | [24.48s | 19.14MB] loaded patient 9123
  95.   |   | [33.65s | 19.74MB] loaded patient 8867
  96.   |   | [5.87s | 3.96MB] loaded patient 16569
  97.   |   | [15.67s | 8.64MB] loaded patient 9135
  98.   |   | [28.99s | 16.56MB] loaded patient 12878
  99.   |   | [8.30s | 4.44MB] loaded patient 16555
  100.   |   | [3.62s | 2.64MB] loaded patient 12892
  101.   |   | [18.32s | 13.74MB] loaded patient 10269
  102.   |   | [27.39s | 18.54MB] loaded patient 8918
  103.   |   | [19.76s | 9.72MB] loaded patient 12949
  104.   |   | [17.42s | 13.50MB] loaded patient 12820
  105.   |   | [16.57s | 12.36MB] loaded patient 10306
  106.   |   | [7.35s | 4.68MB] loaded patient 13020
  107.   |   | [3.05s | 2.28MB] loaded patient 12871
  108.   |   | [19.88s | 14.58MB] loaded patient 10291
  109.   |   | [15.81s | 11.94MB] loaded patient 10307
  110.   |   | [39.84s | 22.50MB] loaded patient 9320
  111.   |   | [24.12s | 12.72MB] loaded patient 10275
  112.   |   | [15.10s | 11.04MB] loaded patient 16570
  113.   |   | [27.43s | 20.22MB] loaded patient 9265
  114.   |   | [2.16s | 1.44MB] loaded patient 9175
  115.   |   | [10.09s | 5.46MB] loaded patient 15633
  116.   |   | [5.86s | 4.44MB] loaded patient 9260
  117.   |   | [36.32s | 23.28MB] loaded patient 12880
  118.   |   | [3.32s | 2.04MB] loaded patient 12948
  119.   |   | [8.72s | 4.98MB] loaded patient 12879
  120.   |   | [13.32s | 8.46MB] loaded patient 12893
  121.   |   | [25.28s | 13.26MB] loaded patient 9177
  122.   |   | [37.07s | 25.32MB] loaded patient 10299
  123.   |   | [25.51s | 13.80MB] loaded patient 9250
  124.   |   | [11.71s | 8.52MB] loaded patient 12824
  125.   |   | [14.05s | 9.72MB] loaded patient 15634
  126.   |   | [6.47s | 3.84MB] loaded patient 13403
  127.   |   | [39.65s | 21.72MB] loaded patient 10262
  128.   |   | [4.32s | 3.36MB] loaded patient 10255
  129.   |   | [21.08s | 14.40MB] loaded patient 13021
  130.   |   | [6.19s | 3.24MB] loaded patient 12877
  131.   |   | [11.24s | 8.52MB] loaded patient 12932
  132.   |   | [7.44s | 5.70MB] loaded patient 15632
  133.   |   | [26.46s | 14.34MB] loaded patient 13694
  134.   |   | [46.49s | 25.32MB] loaded patient 16165
  135.   |   | [28.57s | 13.68MB] loaded patient 12951
  136.   |   | [6.05s | 4.14MB] loaded patient 13688
  137.   |   | [35.66s | 21.42MB] loaded patient 9075
  138.   |   | [19.73s | 14.04MB] loaded patient 15902
  139.   |   | [24.99s | 13.32MB] loaded patient 15840
  140.   |   | [15.62s | 9.36MB] loaded patient 12872
  141.   |   | [35.07s | 20.94MB] loaded patient 8974
  142.   |   | [7.78s | 5.70MB] loaded patient 10256
  143.   |   | [6.72s | 5.22MB] loaded patient 14306
  144.   |   | [10.44s | 6.00MB] loaded patient 8955
  145.   |   | [36.11s | 17.94MB] loaded patient 10300
  146.   |   | [15.97s | 11.46MB] loaded patient 10277
  147.   |   | [12.28s | 6.84MB] loaded patient 13401
  148.   |   | [36.15s | 19.50MB] loaded patient 9077
  149.   |   | [25.88s | 18.54MB] loaded patient 9290
  150.   |   | [20.00s | 14.76MB] loaded patient 12935
  151.   |   | [3.36s | 1.80MB] loaded patient 12933
  152.   |   | [11.35s | 8.40MB] loaded patient 8980
  153.   |   | [11.10s | 8.64MB] loaded patient 16554
  154.   |   | [13.81s | 7.32MB] loaded patient 9125
  155.   |   | [13.91s | 10.56MB] loaded patient 10274
  156.   |   | [14.62s | 7.74MB] loaded patient 15514
  157.   |   | [13.30s | 6.90MB] loaded patient 14210
  158.   |   | [11.98s | 6.30MB] loaded patient 12886
  159.   |   | [25.98s | 17.28MB] loaded patient 9178
  160.   |   | [24.88s | 12.78MB] loaded patient 15510
  161.   |   | [36.11s | 26.16MB] loaded patient 9323
  162.   |   | [22.62s | 15.48MB] loaded patient 9381
  163.   |   | [6.47s | 4.74MB] loaded patient 12882
  164.   |   | [20.93s | 11.22MB] loaded patient 9076
  165.   |   | [21.33s | 10.38MB] loaded patient 12897
  166.   |   | [19.87s | 13.56MB] loaded patient 9325
  167.   |   | [26.15s | 19.38MB] loaded patient 12818
  168.   |   | [37.68s | 21.12MB] loaded patient 13462
  169.   |   | [22.09s | 14.64MB] loaded patient 12905
  170.   |   | [42.69s | 21.84MB] loaded patient 12751
  171.   |   | [11.59s | 8.70MB] loaded patient 14153
  172.   |   | [37.57s | 25.38MB] loaded patient 10268
  173.   |   | [35.70s | 22.86MB] loaded patient 10302
  174.   |   | [18.74s | 14.10MB] loaded patient 9266
  175.   |   | [26.06s | 14.88MB] loaded patient 9036
  176.   |   | [14.38s | 6.96MB] loaded patient 12931
  177.   |   | [18.74s | 9.18MB] loaded patient 13025
  178.   |   | [8.30s | 6.12MB] loaded patient 12896
  179.   |   | [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'
  180.   |   | [12.39s | 5.82MB] loaded patient 14082
  181.   |   | [31.59s | 20.82MB] loaded patient 12749
  182.   |   | [22.33s | 9.66MB] loaded patient 14304
  183.   |   | [36.04s | 19.62MB] loaded patient 13916
  184.   |   | [30.21s | 11.76MB] loaded patient 8917
  185.   |   | [27.78s | 19.50MB] loaded patient 12819
  186.   |   | [37.72s | 19.20MB] loaded patient 9126
  187.   |   | [30.33s | 14.88MB] loaded patient 10285
  188.   |   | [10.99s | 5.04MB] loaded patient 9319
  189.   |   | [33.21s | 16.14MB] loaded patient 10303
  190.   |   | [28.12s | 20.52MB] loaded patient 12906
  191.   |   | [46.56s | 26.22MB] loaded patient 16551
  192.   |   | [16.79s | 12.54MB] loaded patient 15903
  193.   |   | [12.44s | 7.68MB] loaded patient 10257
  194.   |   | [4.66s | 3.66MB] loaded patient 13018
  195.   |   | [22.67s | 12.96MB] loaded patient 9181
  196.   |   | [3.90s | 1.92MB] loaded patient 12929
  197.   |   | [3.65s | 2.70MB] loaded patient 15512
  198.   |   | [10.34s | 7.50MB] loaded patient 14321
  199.   |   | [32.40s | 16.38MB] loaded patient 13616
  200.   |   | [35.48s | 17.88MB] loaded patient 10292
  201.   |   | [13.71s | 7.32MB] loaded patient 8950
  202.   |   | [17.79s | 13.44MB] loaded patient 8984
  203.   |   | [13.21s | 6.60MB] loaded patient 10253
  204.   |   | [22.36s | 12.42MB] loaded patient 14192
  205.   |   | [13.97s | 7.98MB] loaded patient 13461
  206.   |   | [41.69s | 26.10MB] loaded patient 10272
  207.   |   | [31.04s | 16.14MB] loaded patient 12626
  208.   |   | [9.92s | 7.80MB] loaded patient 10261
  209.   |   | [15.62s | 11.46MB] loaded patient 14190
  210.   |   | [20.36s | 16.14MB] loaded patient 14191
  211.   |   | [19.50s | 10.38MB] loaded patient 12868
  212.   |   | [15.60s | 12.30MB] loaded patient 12900
  213.   |   | [23.33s | 15.54MB] loaded patient 15516
  214.   |   | [13.68s | 10.38MB] loaded patient 9081
  215.   |   | [15.39s | 8.22MB] loaded patient 16553
  216.   |   | [17.42s | 12.72MB] loaded patient 8864
  217.   |   | [23.33s | 12.48MB] loaded patient 13591
  218.   |   | [28.17s | 20.28MB] loaded patient 12894
  219.   |   | [30.07s | 15.78MB] loaded patient 13400
  220.   |   | [11.34s | 5.82MB] loaded patient 9228
  221.   |   | [44.86s | 26.52MB] loaded patient 8975
  222.   |   | [14.41s | 10.80MB] loaded patient 10295
  223.   |   | [15.05s | 11.34MB] loaded patient 10276
  224.   |   | [12.00s | 8.16MB] loaded patient 16014
  225.   |   | [13.29s | 10.02MB] loaded patient 9043
  226.   |   | [21.94s | 14.76MB] loaded patient 9255
  227.   |   | [30.02s | 13.68MB] loaded patient 12826
  228.   |   | [34.13s | 16.86MB] loaded patient 14156
  229.   |   | [29.65s | 23.34MB] loaded patient 12954
  230.   |   | [27.20s | 20.22MB] loaded patient 12895
  231.   |   | [30.03s | 19.86MB] loaded patient 9382
  232.   |   | [27.76s | 14.28MB] loaded patient 9345
  233.   |   | [12.95s | 9.78MB] loaded patient 13024
  234.   |   | [60.64s | 24.00MB] loaded patient 10273
  235.   |   | [31.55s | 16.86MB] loaded patient 14157
  236.   |   | [7.59s | 7.08MB] loaded patient 13689
  237.   |   | [12.80s | 9.60MB] loaded patient 13402
  238.   |   | [22.34s | 13.62MB] loaded patient 9226
  239.   |   | [7.10s | 4.38MB] loaded patient 12748
  240.   |   | [20.94s | 17.64MB] loaded patient 10259
  241.   |   | [4.20s | 2.88MB] loaded patient 15839
  242.   |   | [25.49s | 12.54MB] loaded patient 12908
  243.   |   | [4.08s | 4.44MB] loaded patient 16533
  244.   |   | [33.97s | 21.90MB] loaded patient 8956
  245.   |   | [20.31s | 17.70MB] loaded patient 12890
  246.   |   | [21.39s | 12.36MB] loaded patient 13459
  247.   |   | [19.32s | 17.28MB] loaded patient 12750
  248.   |   | [31.21s | 19.56MB] loaded patient 15472
  249.   |   | [18.08s | 11.88MB] loaded patient 14305
  250.   |   | [3.44s | 4.80MB] loaded patient 13666
  251.   |   | [2.31s | 3.78MB] loaded patient 9321
  252.   |   | [12.07s | 15.00MB] loaded patient 12911
  253.   |   | [26.55s | 17.16MB] loaded patient 12867
  254.   |   | [5.11s | 10.02MB] loaded patient 12947
  255.   |   | [9.27s | 11.16MB] loaded patient 9256
  256.   |   | [4.46s | 10.68MB] loaded patient 14079
  257.   |   | [30.89s | 27.60MB] loaded patient 16550
  258.   |   | [10.33s | 16.68MB] loaded patient 12821
  259.   |   | [8.20s | 15.48MB] loaded patient 13022
  260.   |   | Combining thread results...
  261.   | [419.89s | 3062.03MB] 51033 images (20.0%) sampled from 255 patients
  262.   | Loading Images...
  263.   |   | [3.94s | 9.12MB] loaded patient 16552
  264.   |   | [5.07s | 10.26MB] loaded patient 8916
  265.   |   | [8.50s | 13.08MB] loaded patient 9174
  266.   |   | [8.09s | 9.06MB] loaded patient 16895
  267.   |   | [17.11s | 22.08MB] loaded patient 12875
  268.   |   | [12.50s | 16.86MB] loaded patient 12873
  269.   |   | [17.02s | 21.36MB] loaded patient 8959
  270.   |   | [21.27s | 35.88MB] loaded patient 9258
  271.   |   | [21.48s | 36.72MB] loaded patient 12891
  272.   |   | [38.16s | 50.04MB] loaded patient 9073
  273.   |   | [32.23s | 40.14MB] loaded patient 13460
  274.   |   | [24.09s | 29.82MB] loaded patient 13404
  275.   |   | [31.16s | 59.28MB] loaded patient 12823
  276.   |   | [29.88s | 39.48MB] loaded patient 9267
  277.   |   | [47.20s | 62.52MB] loaded patient 9324
  278.   |   | [44.77s | 63.00MB] loaded patient 12907
  279.   |   | [44.19s | 58.50MB] loaded patient 8863
  280.   |   | [40.09s | 81.66MB] loaded patient 9346
  281.   |   | [48.49s | 69.36MB] loaded patient 10278
  282.   |   | [44.33s | 60.12MB] loaded patient 14189
  283.   |   | [48.76s | 67.62MB] loaded patient 16896
  284.   |   | [41.27s | 87.54MB] loaded patient 9322
  285.   |   | [49.71s | 84.96MB] loaded patient 10301
  286.   |   | [60.49s | 111.96MB] loaded patient 16085
  287.   |   | [49.52s | 121.56MB] loaded patient 10282
  288.   |   | Combining thread results...
  289.   | [77.02s | 1262.00MB] 21033 images (100.0%) sampled from 25 patients
  290.   | [43.70s | 0.00MB] RFF SVC Computed
  291.   | Running test data:
  292.   |   | Incorrect labels: 3210 (15.3%)
  293.   |   | Correct labels: 17823 (84.7)%
  294.   |   | False positive: 1451
  295.   |   | False negative: 1759
  296.   |   | True positive: 3607
  297.   |   | True negative: 14216
  298.   | [0.39s] 21033 tests run
  299.   | Running test data:
  300.   |   | Incorrect labels: 6761 (13.2%)
  301.   |   | Correct labels: 44272 (86.8)%
  302.   |   | False positive: 2544
  303.   |   | False negative: 4217
  304.   |   | True positive: 10559
  305.   |   | True negative: 33713
  306.   | [0.93s] 51033 tests run
  307. [544.51s] Program finished.
RAW Paste Data
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