Test results on S3DIS

Hello!
very thanks for this code, its a great work. And I have a problem here. I downloaded your pretrain model, and use 'test_models.py' to test on S3DIS, but finally I can't get your results 65%-67% which wrote in 'pretrained_models_guide.md'. I only get roughly 57-59% mIoU. So, could you tell me where the problem is?
thanks,
zihui

I only modify the folder name to the pretrained model folder name.
in 'test_models.py', line62, I replace
'logs = np.sort([os.path.join('results', f) for f in os.listdir('results') if f.startswith('Log')])' as
'logs = np.sort([os.path.join('results', f) for f in os.listdir('results') if f.startswith('Deform_Light_KPFCNN')])'

finally, I got 58.48mIoU instead of 66.7mIoU

Oh, that's strange, there might be something that was modified between the training parameters and the test parameters. Could you check that?
Otherwise, there might be a problem with the data. Can you show me the full line of results given by the test script?

Thanks for your response,
I think in line142 of 'test_models.py', the code load parameters from pretrained model.
Since I load your pretrained models, 'Deform_Light_KPFCNN', I suppose the parameters should be correct, is it?
And below is the output of 'test_models.py' :
/home/user/anaconda3/envs/seg/bin/python3.6 /home/user/Downloads/Experiments/KPConv-PyTorch/test_models.py
print config <utils.config.Config object at 0x7feed5de6eb8>
Data Preparation

Preparing ply files
../../Data/S3DIS/Area_1
Cloud Area_1 - Room 1/44 : office_25
Cloud Area_1 - Room 2/44 : office_11
Cloud Area_1 - Room 3/44 : hallway_1
Cloud Area_1 - Room 4/44 : office_8
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Cloud Area_1 - Room 7/44 : office_24
Cloud Area_1 - Room 8/44 : office_27
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Cloud Area_1 - Room 10/44 : hallway_2
Cloud Area_1 - Room 11/44 : office_14
Cloud Area_1 - Room 12/44 : office_5
Cloud Area_1 - Room 13/44 : office_21
Cloud Area_1 - Room 14/44 : conferenceRoom_1
Cloud Area_1 - Room 15/44 : conferenceRoom_2
Cloud Area_1 - Room 16/44 : office_15
Cloud Area_1 - Room 17/44 : office_23
Cloud Area_1 - Room 18/44 : pantry_1
Cloud Area_1 - Room 19/44 : copyRoom_1
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Cloud Area_1 - Room 21/44 : office_4
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../../Data/S3DIS/Area_2
Cloud Area_2 - Room 1/40 : hallway_12
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Cloud Area_2 - Room 3/40 : office_11
Cloud Area_2 - Room 4/40 : hallway_1
Cloud Area_2 - Room 5/40 : office_8
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Cloud Area_2 - Room 12/40 : office_5
Cloud Area_2 - Room 13/40 : conferenceRoom_1
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Cloud Area_2 - Room 17/40 : storage_5
Cloud Area_2 - Room 18/40 : office_4
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Cloud Area_2 - Room 33/40 : office_12
Cloud Area_2 - Room 34/40 : hallway_3
Cloud Area_2 - Room 35/40 : office_1
Cloud Area_2 - Room 36/40 : auditorium_2
Cloud Area_2 - Room 37/40 : WC_1
Cloud Area_2 - Room 38/40 : hallway_5
Cloud Area_2 - Room 39/40 : hallway_9
Cloud Area_2 - Room 40/40 : storage_6
../../Data/S3DIS/Area_3
Cloud Area_3 - Room 1/23 : hallway_1
Cloud Area_3 - Room 2/23 : office_8
Cloud Area_3 - Room 3/23 : hallway_4
Cloud Area_3 - Room 4/23 : hallway_2
Cloud Area_3 - Room 5/23 : office_5
Cloud Area_3 - Room 6/23 : conferenceRoom_1
Cloud Area_3 - Room 7/23 : storage_1
Cloud Area_3 - Room 8/23 : office_4
Cloud Area_3 - Room 9/23 : lounge_1
Cloud Area_3 - Room 10/23 : office_10
Cloud Area_3 - Room 11/23 : office_9
Cloud Area_3 - Room 12/23 : lounge_2
Cloud Area_3 - Room 13/23 : WC_2
Cloud Area_3 - Room 14/23 : office_7
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Cloud Area_3 - Room 21/23 : office_1
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../../Data/S3DIS/Area_4
Cloud Area_4 - Room 1/49 : hallway_12
Cloud Area_4 - Room 2/49 : office_11
Cloud Area_4 - Room 3/49 : hallway_1
Cloud Area_4 - Room 4/49 : conferenceRoom_3
Cloud Area_4 - Room 5/49 : office_8
Cloud Area_4 - Room 6/49 : hallway_7
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Cloud Area_4 - Room 8/49 : hallway_4
Cloud Area_4 - Room 9/49 : WC_3
Cloud Area_4 - Room 10/49 : hallway_2
Cloud Area_4 - Room 11/49 : office_14
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Cloud Area_4 - Room 13/49 : office_5
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Cloud Area_4 - Room 15/49 : hallway_13
Cloud Area_4 - Room 16/49 : office_21
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Cloud Area_4 - Room 18/49 : conferenceRoom_2
Cloud Area_4 - Room 19/49 : storage_3
Cloud Area_4 - Room 20/49 : office_15
Cloud Area_4 - Room 21/49 : storage_1
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Cloud Area_4 - Room 31/49 : office_13
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../../Data/S3DIS/Area_5
Cloud Area_5 - Room 1/68 : hallway_12
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Cloud Area_5 - Room 3/68 : office_40
Cloud Area_5 - Room 4/68 : office_11
Cloud Area_5 - Room 5/68 : hallway_1
Cloud Area_5 - Room 6/68 : conferenceRoom_3
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../../Data/S3DIS/Area_6
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Cloud Area_6 - Room 3/48 : hallway_1
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Cloud Area_6 - Room 8/48 : hallway_4
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Cloud Area_6 - Room 10/48 : office_14
Cloud Area_6 - Room 11/48 : office_5
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Cloud Area_6 - Room 13/48 : conferenceRoom_1
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Cloud Area_6 - Room 17/48 : pantry_1
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Cloud Area_6 - Room 48/48 : office_37
Done in 1771.7s
Preparing KDTree for cloud Area_5, subsampled at 0.030
254.9 MB loaded in 25.3s
Preparing potentials
Done in 1.1s
Preparing reprojection indices for testing
Area_5 done in 118.0s
Starting Calibration (use verbose=True for more details)
Previous calibration found:
Check batch limit dictionary
"potentials_1.200_0.030_6": ?
Check neighbors limit dictionary
"0.030_0.075": ?
"0.060_0.150": ?
"0.120_0.300": ?
"0.240_1.200": ?
"0.480_2.400": ?
Step     1  estim_b = 0.01 batch_limit =  15003
Step    17  estim_b = 0.16 batch_limit =  55383
Step    29  estim_b = 0.51 batch_limit =  60033
Step    39  estim_b = 1.06 batch_limit =  59624
Step    51  estim_b = 1.78 batch_limit =  51761
Step    67  estim_b = 2.54 batch_limit =  44964
Step    84  estim_b = 3.04 batch_limit =  50687
Step    95  estim_b = 3.28 batch_limit =  52201
Step   106  estim_b = 3.52 batch_limit =  55254
Step   118  estim_b = 3.96 batch_limit =  42820
Step   133  estim_b = 4.36 batch_limit =  44393
Step   147  estim_b = 4.50 batch_limit =  51416
Step   160  estim_b = 4.63 batch_limit =  49956
Step   171  estim_b = 4.82 batch_limit =  47907
Step   190  estim_b = 5.10 batch_limit =  44119
Step   201  estim_b = 5.20 batch_limit =  39524
Step   216  estim_b = 5.34 batch_limit =  43544
Step   232  estim_b = 5.45 batch_limit =  43080
Step   243  estim_b = 5.47 batch_limit =  45460
Step   253  estim_b = 5.58 batch_limit =  37804
Step   270  estim_b = 5.73 batch_limit =  36293
Step   285  estim_b = 5.73 batch_limit =  41235
Step   301  estim_b = 5.75 batch_limit =  40223
Step   314  estim_b = 5.75 batch_limit =  42148
Step   328  estim_b = 5.85 batch_limit =  36581
Step   344  estim_b = 5.95 batch_limit =  35493

neighbors_num |  layer  0  |  layer  1  |  layer  2  |  layer  3  |  layer  4
0     |         0  |         0  |         0  |         0  |         0
1     |       159  |        88  |        44  |         1  |         0
2     |       310  |       203  |        98  |         2  |         0
3     |       933  |       459  |       232  |         1  |         0
4     |      1692  |       845  |       478  |        12  |         0
5     |      3186  |      1524  |       840  |        14  |         0
6     |      4286  |      2508  |      1289  |         7  |         0
7     |      6499  |      3513  |      1689  |        23  |         0
8     |     11130  |      4976  |      2370  |        10  |         0
9     |     20507  |      6783  |      3255  |         8  |         9
10     |     49593  |      9796  |      4293  |         7  |        10
11     |    119827  |     16773  |      6992  |         8  |        44
12     |    164239  |     29419  |     11533  |        20  |         0
13     |    223587  |     48301  |     17396  |        44  |        26
14     |    208354  |     69265  |     24870  |        45  |        42
15     |    226463  |     90597  |     33095  |        45  |        15
16     |    285493  |    105281  |     38692  |        49  |        48
17     |    391494  |    111109  |     40624  |        60  |        85
18     |    686752  |    116632  |     41423  |        75  |        72
19     |   1163064  |    122676  |     41511  |        78  |       115
20     |   2050074  |    148391  |     44084  |        82  |       181
21     |   3999306  |    254068  |     58894  |        76  |       194
22     |   1381061  |    244840  |     55464  |       118  |       345
23     |    873496  |    336422  |     65357  |       106  |        92
24     |    811199  |    441388  |     79144  |       103  |       192
25     |    753678  |    499168  |     90598  |       143  |       380
26     |    654938  |    483394  |     92948  |       132  |       570
27     |    498584  |    406263  |     87311  |       174  |       656
28     |    404330  |    303656  |     74564  |       146  |       741
29     |    334303  |    212018  |     59610  |       199  |       733
30     |    273553  |    148548  |     45756  |       198  |      1705
31     |    218399  |    108819  |     36326  |       210  |      1886
32     |    177851  |     85893  |     29545  |       247  |      1586
33     |    151382  |     71593  |     24965  |       279  |      2661
34     |    133430  |     62200  |     22103  |       312  |      2156
35     |    118649  |     55546  |     19659  |       361  |      2954
36     |    110050  |     49497  |     17777  |       411  |      2597
37     |    104565  |     44997  |     16294  |       469  |      2129
38     |    100039  |     40484  |     14230  |       580  |      2422
39     |     97673  |     36403  |     12840  |       698  |      2740
40     |     93431  |     32614  |     11546  |       808  |      2635
41     |     90519  |     28453  |     10260  |       971  |      2516
42     |     93577  |     25647  |      8965  |      1176  |      3099
43     |     52647  |     20983  |      7903  |      1401  |      3016
44     |     32008  |     16890  |      6725  |      1644  |      2872
45     |     20104  |     13300  |      5786  |      1927  |      3221
46     |     13870  |      9843  |      4712  |      2130  |      2918
47     |      9843  |      7200  |      3942  |      2302  |      2751
48     |      7053  |      5154  |      3032  |      2490  |      2346
49     |      5208  |      3685  |      2338  |      2521  |      1920
50     |      3754  |      2666  |      1815  |      2649  |      2022
51     |      2805  |      1930  |      1382  |      2807  |      2026
52     |      2215  |      1430  |      1075  |      2869  |      2917
53     |      1693  |      1091  |       858  |      2932  |      1830
54     |      1359  |       720  |       630  |      3018  |      2250
55     |      1041  |       537  |       500  |      3191  |      2475
56     |       902  |       383  |       309  |      3287  |      2159
57     |       679  |       287  |       248  |      3406  |      1879
58     |       571  |       197  |       185  |      3388  |      1862
59     |       447  |       114  |       142  |      3439  |      1403
60     |       351  |        82  |        91  |      3465  |      1563
61     |       290  |        46  |        64  |      3576  |      1713
62     |       187  |        33  |        41  |      3621  |      1648
63     |       125  |        14  |        17  |      3751  |      1102
64     |        72  |        15  |        14  |      3748  |      1374
65     |        37  |        11  |        11  |      3747  |      1286
66     |        23  |         6  |         4  |      3921  |      1031
67     |        13  |         2  |         3  |      3900  |       810
68     |         7  |         2  |         2  |      3853  |       853
69     |         6  |         1  |         4  |      4008  |       691
70     |         3  |         0  |         0  |      3999  |       831
71     |         3  |         0  |         0  |      3978  |       769
72     |         0  |         0  |         0  |      4115  |       604
73     |         1  |         0  |         0  |      4062  |       642
74     |         0  |         0  |         1  |      4065  |       538
75     |         0  |         0  |         0  |      4177  |        98
76     |         1  |         0  |         0  |      4158  |       361
77     |         0  |         0  |         0  |      4112  |       321
78     |         0  |         0  |         0  |      4066  |       150
79     |         0  |         0  |         0  |      4085  |       384
80     |         0  |         0  |         0  |      4069  |        74
81     |         0  |         0  |         0  |      4014  |        85
82     |         0  |         0  |         0  |      3963  |        92
83     |         0  |         0  |         0  |      3958  |       126
84     |         0  |         0  |         0  |      4052  |         1
85     |         0  |         0  |         0  |      4009  |        89
86     |         0  |         0  |         0  |      4062  |         6
87     |         0  |         0  |         0  |      4028  |        83
88     |         0  |         0  |         0  |      3918  |        12
89     |         0  |         0  |         0  |      3855  |        95
90     |         0  |         0  |         0  |      3973  |        99
91     |         0  |         0  |         0  |      3984  |        80
92     |         0  |         0  |         0  |      3810  |       173
93     |         0  |         0  |         0  |      3715  |         1
94     |         0  |         0  |         0  |      3715  |        81
95     |         0  |         0  |         0  |      3651  |         0
96     |         0  |         0  |         0  |      3581  |         0
97     |         0  |         0  |         0  |      3612  |         0
98     |         0  |         0  |         0  |      3416  |         0
99     |         0  |         0  |         0  |      3452  |         0
100     |         0  |         0  |         0  |      3403  |         0
101     |         0  |         0  |         0  |      3288  |         0
102     |         0  |         0  |         0  |      3245  |         0
103     |         0  |         0  |         0  |      3219  |         0
104     |         0  |         0  |         0  |      3135  |         0
105     |         0  |         0  |         0  |      3168  |         0
106     |         0  |         0  |         0  |      3084  |         0
107     |         0  |         0  |         0  |      2965  |         0
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291     |         0  |         0  |         0  |         2  |         0
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294     |         0  |         0  |         0  |         0  |         0
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297     |         0  |         0  |         0  |         0  |         0
298     |         0  |         0  |         0  |         0  |         0
299     |         0  |         0  |         0  |         0  |         0
300     |         0  |         0  |         0  |         0  |         0
301     |         0  |         0  |         0  |         0  |         0
302     |         0  |         0  |         0  |         0  |         0
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306     |         0  |         0  |         0  |         0  |         0
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309     |         0  |         0  |         0  |         0  |         0
310     |         0  |         0  |         0  |         0  |         0
311     |         0  |         0  |         0  |         0  |         0
312     |         0  |         0  |         0  |         1  |         0
313     |         0  |         0  |         0  |         1  |         0
314     |         0  |         0  |         0  |         0  |         0
315     |         0  |         0  |         0  |         0  |         0
316     |         0  |         0  |         0  |         0  |         0
317     |         0  |         0  |         0  |         0  |         0
318     |         0  |         0  |         0  |         0  |         0
319     |         0  |         0  |         0  |         0  |         0
320     |         0  |         0  |         0  |         0  |         0
321     |         0  |         0  |         0  |         0  |         0
322     |         0  |         0  |         0  |         0  |         0
323     |         0  |         0  |         0  |         0  |         0
324     |         0  |         0  |         0  |         0  |         0
325     |         0  |         0  |         0  |         0  |         0
326     |         0  |         0  |         0  |         0  |         0
327     |         0  |         0  |         0  |         0  |         0
328     |         0  |         0  |         0  |         0  |         0
329     |         0  |         0  |         0  |         1  |         0

chosen neighbors limits:  [ 30  33  36 143  65]
Calibration done in 30.5s
Model Preparation

Model and training state restored.
Done in 0.2s
Start test

Initialize workers
Done in 0.7s
e000-i0000 => 0.0% (timings : 704.71 819.82 18.21)
e000-i0018 => 9.0% (timings : 0.25 43.08 18.09)
e000-i0036 => 18.0% (timings : 0.33 41.64 14.23)
e000-i0054 => 27.0% (timings : 0.37 43.44 12.85)
e000-i0073 => 36.5% (timings : 0.40 43.27 10.99)
e000-i0093 => 46.5% (timings : 0.25 44.34 10.63)
e000-i0113 => 56.5% (timings : 0.26 41.27 10.77)
e000-i0132 => 66.0% (timings : 0.36 41.69 11.71)
e000-i0151 => 75.5% (timings : 0.64 43.36 10.04)
e000-i0170 => 85.0% (timings : 0.35 43.98 10.15)
e000-i0194 => 97.0% (timings : 0.13 31.22 5.75)
Test epoch 0, end. Min potential = 0.1
Initialize workers
Done in 0.8s
e001-i0000 => 0.0% (timings : 793.97 42.79 24.92)
e001-i0012 => 6.0% (timings : 26.43 32.30 19.58)
e001-i0034 => 17.0% (timings : 2.83 34.27 12.67)
e001-i0057 => 28.5% (timings : 0.48 34.63 10.72)
e001-i0080 => 40.0% (timings : 0.29 34.03 9.26)
e001-i0104 => 52.0% (timings : 0.23 35.02 9.00)
e001-i0128 => 64.0% (timings : 0.29 35.04 8.09)
e001-i0152 => 76.0% (timings : 0.40 34.71 7.30)
e001-i0175 => 87.5% (timings : 0.28 34.67 8.42)
Test epoch 1, end. Min potential = 0.4
Initialize workers
Done in 0.9s
e002-i0000 => 0.0% (timings : 871.67 40.61 41.96)
e002-i0017 => 8.5% (timings : 6.21 33.09 19.17)
e002-i0038 => 19.0% (timings : 0.92 35.22 12.66)
e002-i0061 => 30.5% (timings : 0.27 34.68 9.42)
e002-i0084 => 42.0% (timings : 0.28 34.42 9.20)
e002-i0107 => 53.5% (timings : 0.26 35.17 8.96)
e002-i0131 => 65.5% (timings : 0.26 34.85 8.30)
e002-i0154 => 77.0% (timings : 0.23 35.01 8.32)
e002-i0177 => 88.5% (timings : 0.22 35.24 8.68)
Test epoch 2, end. Min potential = 0.7
Confusion on sub clouds
46.71 | 54.78 80.48 65.53  0.00 16.15 24.87 33.75 73.74 59.94 56.21 57.05 41.29 43.48
Initialize workers
Done in 1.2s
e003-i0000 => 0.0% (timings : 1199.65 38.26 35.64)
e003-i0018 => 9.0% (timings : 0.23 33.57 20.16)
e003-i0039 => 19.5% (timings : 0.26 35.56 13.21)
e003-i0062 => 31.0% (timings : 0.24 33.54 9.21)
e003-i0085 => 42.5% (timings : 0.24 33.70 10.75)
e003-i0109 => 54.5% (timings : 0.24 33.80 8.71)
e003-i0133 => 66.5% (timings : 0.24 34.65 7.61)
e003-i0156 => 78.0% (timings : 0.25 35.41 7.58)
e003-i0179 => 89.5% (timings : 0.27 35.20 7.89)
Test epoch 3, end. Min potential = 0.9
Initialize workers
Done in 0.9s
e004-i0000 => 0.0% (timings : 899.56 45.05 32.70)
e004-i0013 => 6.5% (timings : 58.15 37.14 25.60)
e004-i0034 => 17.0% (timings : 6.58 35.55 14.06)
e004-i0056 => 28.0% (timings : 0.96 35.14 10.59)
e004-i0080 => 40.0% (timings : 0.36 34.20 9.48)
e004-i0103 => 51.5% (timings : 0.25 35.36 8.26)
e004-i0126 => 63.0% (timings : 0.29 34.96 8.94)
e004-i0149 => 74.5% (timings : 0.23 35.93 8.61)
e004-i0173 => 86.5% (timings : 0.24 34.99 8.57)
Test epoch 4, end. Min potential = 1.1
Initialize workers
Done in 0.8s
e005-i0000 => 0.0% (timings : 790.50 35.86 31.25)
e005-i0016 => 8.0% (timings : 27.37 33.64 19.69)
e005-i0038 => 19.0% (timings : 2.98 34.48 12.29)
e005-i0061 => 30.5% (timings : 0.47 34.16 9.59)
e005-i0084 => 42.0% (timings : 0.30 35.69 9.98)
e005-i0107 => 53.5% (timings : 0.25 34.85 9.42)
e005-i0130 => 65.0% (timings : 0.23 35.53 8.21)
e005-i0153 => 76.5% (timings : 0.25 35.50 9.35)
e005-i0176 => 88.0% (timings : 0.26 35.41 8.12)
Test epoch 5, end. Min potential = 1.4
Initialize workers
Done in 1.0s
e006-i0000 => 0.0% (timings : 1048.50 38.22 37.61)
e006-i0016 => 8.0% (timings : 9.48 35.30 16.60)
e006-i0037 => 18.5% (timings : 1.27 35.11 12.78)
e006-i0060 => 30.0% (timings : 0.40 34.50 9.42)
e006-i0084 => 42.0% (timings : 0.24 34.11 8.41)
e006-i0107 => 53.5% (timings : 0.29 34.94 8.81)
e006-i0130 => 65.0% (timings : 0.23 34.66 8.31)
e006-i0153 => 76.5% (timings : 0.25 36.87 8.59)
e006-i0177 => 88.5% (timings : 0.32 34.01 7.47)
Test epoch 6, end. Min potential = 1.6
Confusion on sub clouds
57.49 | 91.58 98.06 77.41  0.00 18.09 32.96 42.13 82.50 72.65 67.96 60.45 52.11 51.48
Initialize workers
Done in 1.1s
e007-i0000 => 0.0% (timings : 1124.12 41.70 30.05)
e007-i0013 => 6.5% (timings : 19.73 36.09 20.99)
e007-i0035 => 17.5% (timings : 2.19 33.83 12.57)
e007-i0057 => 28.5% (timings : 0.41 34.42 9.77)
e007-i0080 => 40.0% (timings : 0.29 33.93 9.34)
e007-i0103 => 51.5% (timings : 0.23 35.57 8.57)
e007-i0126 => 63.0% (timings : 0.28 34.56 9.44)
e007-i0149 => 74.5% (timings : 0.26 35.42 9.05)
e007-i0172 => 86.0% (timings : 0.22 35.30 8.35)
Test epoch 7, end. Min potential = 1.8
Initialize workers
Done in 1.2s
e008-i0000 => 0.0% (timings : 1191.20 38.62 25.43)
e008-i0020 => 10.0% (timings : 0.23 33.49 15.31)
e008-i0041 => 20.5% (timings : 0.23 34.86 12.84)
e008-i0063 => 31.5% (timings : 0.29 35.45 10.10)
e008-i0087 => 43.5% (timings : 0.34 33.21 8.38)
e008-i0111 => 55.5% (timings : 0.25 33.75 9.14)
e008-i0134 => 67.0% (timings : 0.23 35.46 8.01)
e008-i0157 => 78.5% (timings : 0.24 36.02 9.04)
e008-i0181 => 90.5% (timings : 0.22 34.22 7.55)
Test epoch 8, end. Min potential = 2.1
Initialize workers
Done in 1.0s
e009-i0000 => 0.0% (timings : 1030.74 33.14 32.27)
e009-i0015 => 7.5% (timings : 13.25 37.00 20.47)
e009-i0037 => 18.5% (timings : 1.51 35.21 14.05)
e009-i0060 => 30.0% (timings : 0.35 34.15 9.88)
e009-i0084 => 42.0% (timings : 0.28 34.51 9.06)
e009-i0107 => 53.5% (timings : 0.34 36.25 8.85)
e009-i0130 => 65.0% (timings : 0.25 35.91 8.34)
e009-i0152 => 76.0% (timings : 0.22 36.75 8.45)
e009-i0175 => 87.5% (timings : 0.27 34.96 8.00)
Test epoch 9, end. Min potential = 2.3
Initialize workers
Done in 0.9s
e010-i0000 => 0.0% (timings : 866.25 43.43 38.47)
e010-i0015 => 7.5% (timings : 12.42 33.71 17.86)
e010-i0035 => 17.5% (timings : 3.89 33.61 12.96)
e010-i0057 => 28.5% (timings : 0.59 35.01 10.56)
e010-i0080 => 40.0% (timings : 0.53 34.13 10.17)
e010-i0103 => 51.5% (timings : 0.26 34.67 9.60)
e010-i0126 => 63.0% (timings : 0.23 35.22 8.82)
e010-i0149 => 74.5% (timings : 0.22 34.89 7.81)
e010-i0173 => 86.5% (timings : 0.69 34.47 8.48)
Test epoch 10, end. Min potential = 2.5
Confusion on sub clouds
58.14 | 92.34 98.27 78.05  0.00 18.06 34.25 43.23 82.98 73.01 68.64 61.96 52.98 52.11
Initialize workers
Done in 1.1s
e011-i0000 => 0.0% (timings : 1064.93 48.68 26.43)
e011-i0014 => 7.0% (timings : 19.08 34.20 19.32)
e011-i0035 => 17.5% (timings : 2.27 34.94 13.76)
e011-i0058 => 29.0% (timings : 0.38 34.92 10.33)
e011-i0081 => 40.5% (timings : 0.28 35.49 10.03)
e011-i0104 => 52.0% (timings : 0.29 35.78 9.60)
e011-i0127 => 63.5% (timings : 0.28 35.46 8.57)
e011-i0150 => 75.0% (timings : 0.23 36.00 8.90)
e011-i0173 => 86.5% (timings : 0.24 35.63 8.61)
Test epoch 11, end. Min potential = 2.8
Initialize workers
Done in 0.9s
e012-i0000 => 0.0% (timings : 871.62 36.61 31.88)
e012-i0017 => 8.5% (timings : 5.68 34.67 17.66)
e012-i0039 => 19.5% (timings : 1.46 33.25 13.61)
e012-i0062 => 31.0% (timings : 0.37 34.24 11.12)
e012-i0085 => 42.5% (timings : 0.24 35.41 9.40)
e012-i0108 => 54.0% (timings : 0.22 34.69 8.64)
e012-i0131 => 65.5% (timings : 0.27 36.57 8.57)
e012-i0154 => 77.0% (timings : 0.23 34.79 8.31)
e012-i0178 => 89.0% (timings : 0.23 34.92 8.55)
Test epoch 12, end. Min potential = 3.0
Initialize workers
Done in 0.9s
e013-i0000 => 0.0% (timings : 936.95 36.88 27.45)
e013-i0017 => 8.5% (timings : 0.28 37.79 22.85)
e013-i0039 => 19.5% (timings : 0.27 34.18 12.40)
e013-i0062 => 31.0% (timings : 0.27 34.22 10.38)
e013-i0086 => 43.0% (timings : 0.32 33.16 8.83)
e013-i0109 => 54.5% (timings : 0.25 35.55 8.13)
e013-i0132 => 66.0% (timings : 0.23 36.66 8.42)
e013-i0155 => 77.5% (timings : 0.42 35.93 8.32)
e013-i0179 => 89.5% (timings : 0.27 34.81 8.79)
Test epoch 13, end. Min potential = 3.2
Initialize workers
Done in 0.8s
e014-i0000 => 0.0% (timings : 846.58 38.79 32.38)
e014-i0016 => 8.0% (timings : 9.21 33.62 20.63)
e014-i0038 => 19.0% (timings : 1.44 34.34 12.97)
e014-i0061 => 30.5% (timings : 0.44 33.58 9.39)
e014-i0084 => 42.0% (timings : 0.31 34.27 9.01)
e014-i0108 => 54.0% (timings : 0.27 33.75 7.60)
e014-i0131 => 65.5% (timings : 0.24 36.27 8.00)
e014-i0154 => 77.0% (timings : 0.26 36.01 7.56)
e014-i0177 => 88.5% (timings : 0.29 35.74 7.90)
Test epoch 14, end. Min potential = 3.5
Initialize workers
Done in 0.9s
e015-i0000 => 0.0% (timings : 938.12 38.06 21.79)
e015-i0015 => 7.5% (timings : 12.22 35.30 19.87)
e015-i0037 => 18.5% (timings : 1.42 34.10 12.51)
e015-i0059 => 29.5% (timings : 0.33 35.13 10.91)
e015-i0082 => 41.0% (timings : 0.24 36.22 9.85)
e015-i0106 => 53.0% (timings : 0.26 33.75 8.65)
e015-i0129 => 64.5% (timings : 0.26 35.41 8.74)
e015-i0152 => 76.0% (timings : 0.29 36.57 9.22)
e015-i0175 => 87.5% (timings : 0.25 35.61 9.07)
Test epoch 15, end. Min potential = 3.7
Confusion on sub clouds
58.37 | 92.46 98.28 78.28  0.00 18.68 34.49 43.88 83.28 73.40 69.02 61.00 53.51 52.50
Initialize workers
Done in 1.2s
e016-i0000 => 0.0% (timings : 1187.58 36.31 26.11)
e016-i0015 => 7.5% (timings : 16.45 33.17 19.62)
e016-i0037 => 18.5% (timings : 1.85 32.72 12.88)
e016-i0059 => 29.5% (timings : 0.42 35.31 10.08)
e016-i0082 => 41.0% (timings : 0.25 34.82 8.92)
e016-i0106 => 53.0% (timings : 0.22 34.71 8.26)
e016-i0129 => 64.5% (timings : 0.22 35.43 8.45)
e016-i0153 => 76.5% (timings : 0.24 36.48 8.58)
e016-i0177 => 88.5% (timings : 0.22 34.99 8.68)
Test epoch 16, end. Min potential = 3.9
Initialize workers
Done in 1.0s
e017-i0000 => 0.0% (timings : 1031.82 38.53 53.35)
e017-i0019 => 9.5% (timings : 0.28 36.00 21.24)
e017-i0042 => 21.0% (timings : 0.26 33.00 11.61)
e017-i0064 => 32.0% (timings : 0.23 34.52 10.13)
e017-i0087 => 43.5% (timings : 0.31 35.41 9.67)
e017-i0111 => 55.5% (timings : 0.25 34.50 8.80)
e017-i0134 => 67.0% (timings : 0.25 37.18 8.60)
e017-i0157 => 78.5% (timings : 0.26 35.67 9.19)
e017-i0181 => 90.5% (timings : 0.22 35.40 8.44)
Test epoch 17, end. Min potential = 4.2
Initialize workers
Done in 1.1s
e018-i0000 => 0.0% (timings : 1121.31 36.12 31.27)
e018-i0020 => 10.0% (timings : 0.25 34.16 16.75)
e018-i0042 => 21.0% (timings : 0.24 35.15 12.82)
e018-i0065 => 32.5% (timings : 0.23 34.59 9.50)
e018-i0087 => 43.5% (timings : 0.31 36.38 9.50)
e018-i0110 => 55.0% (timings : 0.24 34.88 8.88)
e018-i0133 => 66.5% (timings : 0.26 35.01 8.36)
e018-i0156 => 78.0% (timings : 0.23 35.18 7.98)
e018-i0180 => 90.0% (timings : 0.26 34.22 7.69)
Test epoch 18, end. Min potential = 4.4
Initialize workers
Done in 0.8s
e019-i0000 => 0.0% (timings : 820.51 41.97 29.91)
e019-i0013 => 6.5% (timings : 108.86 33.24 16.78)
e019-i0034 => 17.0% (timings : 12.14 34.16 13.74)
e019-i0056 => 28.0% (timings : 1.41 34.83 11.54)
e019-i0079 => 39.5% (timings : 0.33 34.50 9.44)
e019-i0102 => 51.0% (timings : 0.26 34.77 9.05)
e019-i0124 => 62.0% (timings : 2.94 36.51 7.61)
e019-i0147 => 73.5% (timings : 0.44 35.93 7.91)
e019-i0170 => 85.0% (timings : 1.73 33.96 8.02)
e019-i0196 => 98.0% (timings : 0.21 30.23 5.87)
Test epoch 19, end. Min potential = 4.6
Confusion on sub clouds
58.44 | 92.44 98.30 78.31  0.00 18.51 34.72 43.22 83.35 73.59 69.09 61.23 54.48 52.46
Initialize workers
Done in 1.2s
e020-i0000 => 0.0% (timings : 1171.20 42.02 35.55)
e020-i0015 => 7.5% (timings : 7.27 36.24 21.86)
e020-i0037 => 18.5% (timings : 0.94 34.86 13.58)
e020-i0060 => 30.0% (timings : 0.33 34.27 10.73)
e020-i0083 => 41.5% (timings : 0.25 34.95 9.80)
e020-i0106 => 53.0% (timings : 0.24 34.96 8.87)
e020-i0129 => 64.5% (timings : 0.23 35.78 9.18)
e020-i0152 => 76.0% (timings : 0.27 34.62 8.18)
e020-i0176 => 88.0% (timings : 0.32 35.57 7.97)
Test epoch 20, end. Min potential = 4.9
Initialize workers
Done in 0.8s
e021-i0000 => 0.0% (timings : 824.85 51.28 37.80)
e021-i0012 => 6.0% (timings : 109.21 36.21 19.96)
e021-i0034 => 17.0% (timings : 10.96 34.60 13.04)
e021-i0057 => 28.5% (timings : 1.18 33.77 10.84)
e021-i0080 => 40.0% (timings : 0.31 34.78 9.72)
e021-i0103 => 51.5% (timings : 0.22 35.37 8.49)
e021-i0126 => 63.0% (timings : 0.24 35.95 8.32)
e021-i0149 => 74.5% (timings : 0.23 34.67 8.06)
e021-i0172 => 86.0% (timings : 0.27 35.74 8.28)
Test epoch 21, end. Min potential = 5.1
Initialize workers
Done in 0.8s
e022-i0000 => 0.0% (timings : 802.27 41.47 34.74)
e022-i0014 => 7.0% (timings : 45.78 35.05 20.51)
e022-i0036 => 18.0% (timings : 4.78 34.90 12.48)
e022-i0059 => 29.5% (timings : 0.67 33.78 9.91)
e022-i0082 => 41.0% (timings : 0.32 34.09 9.91)
e022-i0105 => 52.5% (timings : 0.21 35.83 8.54)
e022-i0128 => 64.0% (timings : 0.28 35.44 8.09)
e022-i0151 => 75.5% (timings : 0.24 35.28 7.97)
e022-i0173 => 86.5% (timings : 0.36 35.99 9.45)
Test epoch 22, end. Min potential = 5.3
Initialize workers
Done in 0.9s
e023-i0000 => 0.0% (timings : 853.55 40.71 39.57)
e023-i0014 => 7.0% (timings : 16.28 32.56 19.30)
e023-i0036 => 18.0% (timings : 1.81 33.11 12.17)
e023-i0059 => 29.5% (timings : 0.37 34.34 9.61)
e023-i0082 => 41.0% (timings : 0.26 35.38 8.89)
e023-i0105 => 52.5% (timings : 0.26 35.87 8.77)
e023-i0128 => 64.0% (timings : 0.25 36.17 8.35)
e023-i0151 => 75.5% (timings : 0.23 36.38 9.38)
e023-i0174 => 87.0% (timings : 1.62 34.45 7.67)
Test epoch 23, end. Min potential = 5.6
Confusion on sub clouds
58.38 | 92.45 98.32 78.37  0.00 18.21 34.53 43.20 83.37 73.73 69.20 60.65 54.54 52.36
Initialize workers
Done in 1.1s
e024-i0000 => 0.0% (timings : 1128.60 44.32 30.20)
e024-i0016 => 8.0% (timings : 5.70 36.78 19.99)
e024-i0037 => 18.5% (timings : 1.82 34.28 12.98)
e024-i0059 => 29.5% (timings : 0.38 34.52 10.40)
e024-i0082 => 41.0% (timings : 0.28 35.67 10.77)
e024-i0104 => 52.0% (timings : 0.22 36.85 8.75)
e024-i0126 => 63.0% (timings : 0.21 36.74 8.19)
e024-i0148 => 74.0% (timings : 0.32 36.54 9.32)
e024-i0172 => 86.0% (timings : 0.24 36.25 7.63)
e024-i0199 => 99.5% (timings : 0.10 29.55 5.47)
Test epoch 24, end. Min potential = 5.8
Initialize workers
Done in 1.1s
e025-i0000 => 0.0% (timings : 1132.18 61.56 29.23)
e025-i0020 => 10.0% (timings : 0.23 34.25 17.06)
e025-i0042 => 21.0% (timings : 0.24 33.15 12.19)
e025-i0065 => 32.5% (timings : 0.24 33.80 10.10)
e025-i0088 => 44.0% (timings : 0.26 35.02 8.91)
e025-i0111 => 55.5% (timings : 0.28 36.46 8.25)
e025-i0135 => 67.5% (timings : 0.26 35.21 8.07)
e025-i0158 => 79.0% (timings : 0.28 35.90 8.43)
e025-i0182 => 91.0% (timings : 0.22 33.48 7.64)
Test epoch 25, end. Min potential = 6.0
Initialize workers
Done in 0.7s
e026-i0000 => 0.0% (timings : 749.12 46.58 32.91)
e026-i0015 => 7.5% (timings : 1.37 39.04 23.96)
e026-i0036 => 18.0% (timings : 0.37 34.97 13.96)
e026-i0059 => 29.5% (timings : 0.22 34.79 9.66)
e026-i0083 => 41.5% (timings : 0.23 34.83 8.70)
e026-i0106 => 53.0% (timings : 0.24 35.93 9.72)
e026-i0129 => 64.5% (timings : 0.26 35.15 9.21)
e026-i0153 => 76.5% (timings : 0.24 34.54 8.23)
e026-i0176 => 88.0% (timings : 0.23 36.04 8.38)
Test epoch 26, end. Min potential = 6.3
Initialize workers
Done in 1.2s
e027-i0000 => 0.0% (timings : 1211.63 42.66 30.70)
e027-i0020 => 10.0% (timings : 0.25 34.37 15.67)
e027-i0043 => 21.5% (timings : 0.25 34.37 11.45)
e027-i0066 => 33.0% (timings : 0.25 34.95 9.94)
e027-i0089 => 44.5% (timings : 0.25 34.97 8.49)
e027-i0112 => 56.0% (timings : 0.24 37.47 8.51)
e027-i0135 => 67.5% (timings : 0.29 35.28 8.28)
e027-i0159 => 79.5% (timings : 0.31 35.01 7.77)
e027-i0183 => 91.5% (timings : 0.23 33.98 7.42)
Test epoch 27, end. Min potential = 6.5
Initialize workers
Done in 0.9s
e028-i0000 => 0.0% (timings : 898.24 40.09 20.73)
e028-i0015 => 7.5% (timings : 58.38 35.36 17.72)
e028-i0036 => 18.0% (timings : 6.63 34.42 13.04)
e028-i0060 => 30.0% (timings : 0.76 32.80 9.25)
e028-i0083 => 41.5% (timings : 0.30 34.66 9.30)
e028-i0106 => 53.0% (timings : 0.24 36.34 8.75)
e028-i0129 => 64.5% (timings : 0.29 35.74 8.95)
e028-i0152 => 76.0% (timings : 0.26 35.81 8.78)
e028-i0176 => 88.0% (timings : 0.24 36.04 8.00)
Test epoch 28, end. Min potential = 6.7
Confusion on sub clouds
58.40 | 92.46 98.30 78.43  0.00 17.93 34.76 43.28 83.42 73.77 69.23 60.52 54.71 52.35
Initialize workers
Done in 1.2s
e029-i0000 => 0.0% (timings : 1231.69 41.62 33.59)
e029-i0017 => 8.5% (timings : 0.35 35.83 21.38)
e029-i0039 => 19.5% (timings : 0.31 35.52 11.79)
e029-i0062 => 31.0% (timings : 0.27 34.43 10.36)
e029-i0085 => 42.5% (timings : 0.25 34.47 9.07)
e029-i0108 => 54.0% (timings : 0.27 36.85 7.94)
e029-i0131 => 65.5% (timings : 0.23 35.88 8.45)
e029-i0155 => 77.5% (timings : 0.28 34.30 7.66)
e029-i0178 => 89.0% (timings : 0.25 35.77 8.07)
Test epoch 29, end. Min potential = 7.0
Initialize workers
Done in 0.8s
e030-i0000 => 0.0% (timings : 828.83 47.83 34.10)
e030-i0015 => 7.5% (timings : 9.77 32.92 18.61)
e030-i0036 => 18.0% (timings : 1.37 33.83 13.22)
e030-i0057 => 28.5% (timings : 0.37 35.83 11.77)
e030-i0081 => 40.5% (timings : 0.23 33.59 8.93)
e030-i0103 => 51.5% (timings : 0.24 36.99 9.43)
e030-i0126 => 63.0% (timings : 0.25 35.71 8.68)
e030-i0149 => 74.5% (timings : 0.25 35.50 8.62)
e030-i0171 => 85.5% (timings : 0.37 35.84 9.18)
e030-i0195 => 97.5% (timings : 0.14 33.30 6.11)
Test epoch 30, end. Min potential = 7.2
Initialize workers
Done in 0.9s
e031-i0000 => 0.0% (timings : 898.39 40.87 25.38)
e031-i0012 => 6.0% (timings : 100.16 37.82 18.35)
e031-i0031 => 15.5% (timings : 13.74 40.82 14.09)
e031-i0051 => 25.5% (timings : 1.91 37.51 11.69)
e031-i0073 => 36.5% (timings : 0.39 35.93 11.33)
e031-i0096 => 48.0% (timings : 0.27 36.39 9.37)
e031-i0119 => 59.5% (timings : 0.26 36.01 8.86)
e031-i0141 => 70.5% (timings : 0.25 35.77 8.90)
e031-i0163 => 81.5% (timings : 0.26 35.88 8.92)
e031-i0186 => 93.0% (timings : 0.19 34.61 7.47)
Test epoch 31, end. Min potential = 7.4
Initialize workers
Done in 1.1s
e032-i0000 => 0.0% (timings : 1084.90 39.97 43.77)
e032-i0020 => 10.0% (timings : 2.22 33.81 16.82)
e032-i0042 => 21.0% (timings : 0.50 34.84 12.14)
e032-i0065 => 32.5% (timings : 0.26 33.91 10.46)
e032-i0087 => 43.5% (timings : 0.26 37.05 9.56)
e032-i0110 => 55.0% (timings : 0.24 35.99 8.53)
e032-i0133 => 66.5% (timings : 0.22 35.69 8.08)
e032-i0157 => 78.5% (timings : 1.32 33.63 7.47)
e032-i0181 => 90.5% (timings : 0.29 33.44 7.52)
Test epoch 32, end. Min potential = 7.7
Confusion on sub clouds
58.43 | 92.47 98.30 78.43  0.00 17.93 34.83 43.44 83.44 73.78 69.28 60.69 54.46 52.51
Initialize workers
Done in 1.1s
e033-i0000 => 0.0% (timings : 1085.61 52.79 32.20)
e033-i0011 => 5.5% (timings : 38.37 39.47 22.55)
e033-i0032 => 16.0% (timings : 4.43 35.02 14.51)
e033-i0054 => 27.0% (timings : 0.65 34.39 11.64)
e033-i0076 => 38.0% (timings : 0.29 36.67 10.25)
e033-i0098 => 49.0% (timings : 0.23 37.58 9.65)
e033-i0121 => 60.5% (timings : 0.26 36.59 9.55)
e033-i0144 => 72.0% (timings : 0.32 36.06 8.58)
e033-i0167 => 83.5% (timings : 0.25 35.58 8.29)
e033-i0191 => 95.5% (timings : 0.15 34.42 6.59)
Test epoch 33, end. Min potential = 7.9
Initialize workers
Done in 0.8s
e034-i0000 => 0.0% (timings : 811.34 46.09 28.82)
e034-i0014 => 7.0% (timings : 52.20 33.33 19.02)
e034-i0036 => 18.0% (timings : 5.38 33.80 12.93)
e034-i0059 => 29.5% (timings : 0.71 33.31 10.86)
e034-i0080 => 40.0% (timings : 0.73 36.30 9.46)
e034-i0104 => 52.0% (timings : 0.29 34.84 7.82)
e034-i0127 => 63.5% (timings : 0.23 35.74 7.59)
e034-i0150 => 75.0% (timings : 0.59 35.49 7.66)
e034-i0174 => 87.0% (timings : 0.28 34.13 7.16)
Test epoch 34, end. Min potential = 8.1
Initialize workers
Done in 1.0s
e035-i0000 => 0.0% (timings : 1007.87 32.31 17.82)
e035-i0019 => 9.5% (timings : 0.23 33.54 19.31)
e035-i0041 => 20.5% (timings : 0.25 33.57 12.28)
e035-i0063 => 31.5% (timings : 0.23 35.23 11.36)
e035-i0086 => 43.0% (timings : 0.24 35.59 8.66)
e035-i0109 => 54.5% (timings : 0.24 35.63 8.30)
e035-i0132 => 66.0% (timings : 0.21 36.13 8.97)
e035-i0155 => 77.5% (timings : 0.26 37.23 9.93)
e035-i0178 => 89.0% (timings : 2.01 34.63 7.66)
Test epoch 35, end. Min potential = 8.4
Initialize workers
Done in 0.9s
e036-i0000 => 0.0% (timings : 897.94 45.08 28.98)
e036-i0016 => 8.0% (timings : 13.15 34.12 18.17)
e036-i0038 => 19.0% (timings : 1.49 34.00 12.92)
e036-i0060 => 30.0% (timings : 0.36 35.36 10.80)
e036-i0082 => 41.0% (timings : 0.24 35.28 9.59)
e036-i0105 => 52.5% (timings : 0.31 36.16 9.36)
e036-i0128 => 64.0% (timings : 0.27 35.58 8.33)
e036-i0152 => 76.0% (timings : 0.24 33.46 7.96)
e036-i0175 => 87.5% (timings : 0.24 35.15 8.04)
Test epoch 36, end. Min potential = 8.6
Confusion on sub clouds
58.44 | 92.49 98.30 78.47  0.00 17.90 34.79 43.49 83.54 73.74 69.35 60.77 54.38 52.56
Initialize workers
Done in 1.2s
e037-i0000 => 0.0% (timings : 1224.01 37.15 21.83)
e037-i0018 => 9.0% (timings : 0.26 35.35 20.62)
e037-i0040 => 20.0% (timings : 0.29 35.04 13.11)
e037-i0063 => 31.5% (timings : 0.24 35.37 9.62)
e037-i0084 => 42.0% (timings : 0.26 36.37 11.84)
e037-i0107 => 53.5% (timings : 0.23 36.35 9.25)
e037-i0130 => 65.0% (timings : 0.23 35.91 8.77)
e037-i0154 => 77.0% (timings : 0.21 35.60 8.37)
e037-i0177 => 88.5% (timings : 0.21 36.72 7.91)
Test epoch 37, end. Min potential = 8.8
Initialize workers
Done in 0.9s
e038-i0000 => 0.0% (timings : 874.80 40.94 31.22)
e038-i0014 => 7.0% (timings : 36.93 36.17 22.62)
e038-i0035 => 17.5% (timings : 4.24 34.83 12.90)
e038-i0057 => 28.5% (timings : 0.64 35.81 13.06)
e038-i0079 => 39.5% (timings : 0.32 38.22 11.34)
e038-i0099 => 49.5% (timings : 0.33 38.05 10.30)
e038-i0121 => 60.5% (timings : 0.31 38.42 9.48)
e038-i0142 => 71.0% (timings : 0.48 37.13 9.18)
e038-i0161 => 80.5% (timings : 0.62 41.85 10.71)
e038-i0184 => 92.0% (timings : 0.26 34.62 7.55)
Test epoch 38, end. Min potential = 9.1
Initialize workers
Done in 0.8s
e039-i0000 => 0.0% (timings : 841.04 44.40 52.77)
e039-i0015 => 7.5% (timings : 10.87 36.09 18.42)
e039-i0037 => 18.5% (timings : 1.30 34.27 14.21)
e039-i0058 => 29.0% (timings : 0.34 38.48 10.98)
e039-i0079 => 39.5% (timings : 0.28 39.66 10.45)
e039-i0099 => 49.5% (timings : 0.24 41.47 8.73)
e039-i0119 => 59.5% (timings : 1.75 41.11 8.70)
e039-i0140 => 70.0% (timings : 0.45 37.81 8.46)
e039-i0163 => 81.5% (timings : 0.26 37.25 8.30)
e039-i0187 => 93.5% (timings : 0.18 33.53 6.77)
Test epoch 39, end. Min potential = 9.3
Initialize workers
Done in 0.8s
e040-i0000 => 0.0% (timings : 849.14 42.15 26.77)
e040-i0014 => 7.0% (timings : 65.93 37.83 18.46)
e040-i0034 => 17.0% (timings : 8.22 40.45 13.34)
e040-i0055 => 27.5% (timings : 1.10 40.60 10.14)
e040-i0074 => 37.0% (timings : 0.56 41.78 9.63)
e040-i0094 => 47.0% (timings : 0.35 42.09 9.08)
e040-i0115 => 57.5% (timings : 0.23 39.85 7.84)
e040-i0136 => 68.0% (timings : 0.24 40.39 8.70)
e040-i0156 => 78.0% (timings : 0.22 42.85 8.22)
e040-i0178 => 89.0% (timings : 0.23 39.70 8.39)
Test epoch 40, end. Min potential = 9.5
Confusion on sub clouds
58.50 | 92.48 98.31 78.45  0.00 17.89 35.10 43.53 83.66 73.76 69.35 60.92 54.47 52.60
Reproject Vote #9
Done in 25.9 s
Confusion on full clouds
Done in 6.3 s

58.70 | 92.74 98.29 78.31  0.00 18.21 37.47 43.18 83.97 74.18 68.61 61.48 54.20 52.45
Saving clouds
Done in 89.4 s
Initialize workers
Done in 123.1s
e041-i0000 => 0.0% (timings : 123091.97 41.40 36.99)
e041-i0014 => 7.0% (timings : 34.76 34.48 22.12)
e041-i0036 => 18.0% (timings : 3.65 33.74 13.47)
e041-i0059 => 29.5% (timings : 0.59 33.98 10.94)
e041-i0082 => 41.0% (timings : 0.38 34.58 10.33)
e041-i0105 => 52.5% (timings : 0.28 35.42 8.68)
e041-i0128 => 64.0% (timings : 0.26 34.83 8.24)
e041-i0152 => 76.0% (timings : 0.23 34.14 8.17)
e041-i0175 => 87.5% (timings : 0.40 34.27 7.76)
Test epoch 41, end. Min potential = 9.7
Initialize workers
Done in 1.5s
e042-i0000 => 0.0% (timings : 1516.59 50.58 38.23)
e042-i0020 => 10.0% (timings : 0.21 33.59 16.92)
e042-i0042 => 21.0% (timings : 0.24 33.67 12.30)
e042-i0065 => 32.5% (timings : 0.28 33.82 10.21)
e042-i0089 => 44.5% (timings : 0.24 34.03 8.41)
e042-i0112 => 56.0% (timings : 0.20 35.43 8.56)
e042-i0135 => 67.5% (timings : 0.25 35.78 8.93)
e042-i0158 => 79.0% (timings : 0.26 36.08 9.07)
e042-i0183 => 91.5% (timings : 0.22 33.60 7.87)
Test epoch 42, end. Min potential = 10.0
Initialize workers
Done in 1.2s
e043-i0000 => 0.0% (timings : 1209.68 41.49 22.23)
e043-i0014 => 7.0% (timings : 10.41 33.83 20.46)
e043-i0036 => 18.0% (timings : 1.26 32.50 13.01)
e043-i0060 => 30.0% (timings : 0.35 33.71 9.65)
e043-i0084 => 42.0% (timings : 0.28 34.54 8.30)
e043-i0107 => 53.5% (timings : 0.22 35.88 8.14)
e043-i0131 => 65.5% (timings : 0.30 34.98 7.50)
e043-i0156 => 78.0% (timings : 0.26 34.40 7.53)
e043-i0180 => 90.0% (timings : 0.33 35.38 7.34)
Test epoch 43, end. Min potential = 10.2
Initialize workers
Done in 1.1s
e044-i0000 => 0.0% (timings : 1107.24 37.19 28.51)
e044-i0016 => 8.0% (timings : 4.26 34.15 23.25)
e044-i0038 => 19.0% (timings : 0.62 34.22 12.40)
e044-i0060 => 30.0% (timings : 0.32 35.82 11.65)
e044-i0083 => 41.5% (timings : 0.25 33.85 9.83)
e044-i0107 => 53.5% (timings : 0.23 33.83 8.26)
e044-i0131 => 65.5% (timings : 0.25 33.88 7.96)
e044-i0155 => 77.5% (timings : 0.21 33.78 8.17)
e044-i0178 => 89.0% (timings : 0.66 34.77 7.40)
Test epoch 44, end. Min potential = 10.4
Initialize workers
Done in 1.2s
e045-i0000 => 0.0% (timings : 1170.86 35.51 34.21)
e045-i0017 => 8.5% (timings : 2.11 35.35 18.48)
e045-i0039 => 19.5% (timings : 0.47 34.79 13.00)
e045-i0062 => 31.0% (timings : 0.26 34.14 10.53)
e045-i0085 => 42.5% (timings : 0.22 34.13 8.42)
e045-i0108 => 54.0% (timings : 0.25 35.22 8.70)
e045-i0131 => 65.5% (timings : 0.23 35.44 8.99)
e045-i0155 => 77.5% (timings : 0.25 33.90 8.39)
e045-i0178 => 89.0% (timings : 2.18 34.39 7.83)
Test epoch 45, end. Min potential = 10.7
Confusion on sub clouds
58.53 | 92.48 98.31 78.50  0.00 18.19 35.05 43.73 83.58 73.75 69.41 60.86 54.45 52.62
Initialize workers
Done in 1.8s
e046-i0000 => 0.0% (timings : 1828.33 39.41 29.65)
e046-i0020 => 10.0% (timings : 0.21 32.86 16.44)
e046-i0042 => 21.0% (timings : 0.26 33.45 12.25)
e046-i0065 => 32.5% (timings : 0.26 33.51 9.11)
e046-i0088 => 44.0% (timings : 0.37 35.22 9.33)
e046-i0111 => 55.5% (timings : 0.23 34.97 8.67)
e046-i0135 => 67.5% (timings : 0.29 35.60 8.24)
e046-i0159 => 79.5% (timings : 0.22 35.02 7.48)
e046-i0183 => 91.5% (timings : 0.23 33.59 7.64)
Test epoch 46, end. Min potential = 10.9
Initialize workers
Done in 1.2s
e047-i0000 => 0.0% (timings : 1202.09 41.20 44.36)
e047-i0016 => 8.0% (timings : 7.64 33.75 18.76)
e047-i0038 => 19.0% (timings : 0.98 33.55 12.93)
e047-i0061 => 30.5% (timings : 0.30 33.63 10.14)
e047-i0084 => 42.0% (timings : 0.24 35.36 9.06)
e047-i0108 => 54.0% (timings : 0.21 34.47 8.37)
e047-i0132 => 66.0% (timings : 0.23 35.05 8.29)
e047-i0154 => 77.0% (timings : 1.94 33.30 9.16)
e047-i0178 => 89.0% (timings : 1.94 34.40 8.10)
Test epoch 47, end. Min potential = 11.1
Initialize workers
Done in 1.2s
e048-i0000 => 0.0% (timings : 1213.78 41.07 25.71)
e048-i0018 => 9.0% (timings : 12.64 32.99 20.74)
e048-i0040 => 20.0% (timings : 1.47 33.34 12.43)
e048-i0063 => 31.5% (timings : 0.32 33.59 10.20)
e048-i0086 => 43.0% (timings : 0.28 34.21 9.26)
e048-i0109 => 54.5% (timings : 0.28 34.63 9.76)
e048-i0132 => 66.0% (timings : 0.27 34.39 9.68)
e048-i0156 => 78.0% (timings : 0.25 34.36 7.92)
e048-i0180 => 90.0% (timings : 0.26 34.69 8.27)
Test epoch 48, end. Min potential = 11.4
Initialize workers
Done in 1.2s
e049-i0000 => 0.0% (timings : 1224.83 38.94 25.19)
e049-i0014 => 7.0% (timings : 77.92 33.30 19.78)
e049-i0036 => 18.0% (timings : 7.91 33.37 13.79)
e049-i0060 => 30.0% (timings : 0.84 33.40 10.28)
e049-i0084 => 42.0% (timings : 0.31 34.43 9.43)
e049-i0108 => 54.0% (timings : 0.31 34.29 8.25)
e049-i0131 => 65.5% (timings : 0.24 35.43 8.24)
e049-i0154 => 77.0% (timings : 0.26 36.00 8.76)
e049-i0178 => 89.0% (timings : 0.23 34.25 7.15)
Test epoch 49, end. Min potential = 11.6
Confusion on sub clouds
58.56 | 92.48 98.32 78.49  0.00 18.16 34.98 43.94 83.60 73.90 69.36 61.33 54.07 52.62
Initialize workers
Done in 1.6s
e050-i0000 => 0.0% (timings : 1637.13 36.71 28.69)
e050-i0019 => 9.5% (timings : 0.41 35.42 21.53)
e050-i0040 => 20.0% (timings : 0.26 34.37 13.82)
e050-i0063 => 31.5% (timings : 0.25 34.22 9.77)
e050-i0086 => 43.0% (timings : 0.27 35.94 9.33)
e050-i0109 => 54.5% (timings : 0.28 36.15 8.51)
e050-i0132 => 66.0% (timings : 0.62 35.02 8.44)
e050-i0155 => 77.5% (timings : 1.26 35.60 8.82)
e050-i0179 => 89.5% (timings : 0.34 34.30 8.42)
Test epoch 50, end. Min potential = 11.8
Initialize workers
Done in 1.2s
e051-i0000 => 0.0% (timings : 1184.45 39.03 38.81)
e051-i0015 => 7.5% (timings : 9.39 31.69 16.26)
e051-i0036 => 18.0% (timings : 1.25 34.31 13.55)
e051-i0059 => 29.5% (timings : 0.34 34.50 10.78)
e051-i0083 => 41.5% (timings : 0.25 33.35 8.85)
e051-i0106 => 53.0% (timings : 0.28 35.64 8.84)
e051-i0130 => 65.0% (timings : 0.24 34.66 8.87)
e051-i0153 => 76.5% (timings : 0.70 35.02 8.43)
e051-i0176 => 88.0% (timings : 0.32 34.49 8.95)
Test epoch 51, end. Min potential = 12.1
Initialize workers
Done in 1.2s
e052-i0000 => 0.0% (timings : 1159.10 37.69 31.87)
e052-i0015 => 7.5% (timings : 12.83 33.78 19.04)
e052-i0037 => 18.5% (timings : 1.61 34.10 12.85)
e052-i0059 => 29.5% (timings : 0.40 34.71 10.45)
e052-i0081 => 40.5% (timings : 0.26 35.71 9.98)
e052-i0105 => 52.5% (timings : 0.24 34.79 8.38)
e052-i0129 => 64.5% (timings : 0.24 35.29 8.29)
e052-i0153 => 76.5% (timings : 0.30 34.99 9.20)
e052-i0176 => 88.0% (timings : 0.23 35.29 8.71)
Test epoch 52, end. Min potential = 12.3
Initialize workers
Done in 1.2s
e053-i0000 => 0.0% (timings : 1224.55 38.24 21.63)
e053-i0016 => 8.0% (timings : 18.03 35.95 22.19)
e053-i0038 => 19.0% (timings : 1.99 34.19 13.88)
e053-i0061 => 30.5% (timings : 0.39 33.79 9.81)
e053-i0084 => 42.0% (timings : 0.30 34.51 9.32)
e053-i0107 => 53.5% (timings : 0.24 34.40 8.66)
e053-i0131 => 65.5% (timings : 0.26 34.28 8.31)
e053-i0155 => 77.5% (timings : 0.24 35.03 9.04)
e053-i0179 => 89.5% (timings : 0.24 34.38 8.02)
Test epoch 53, end. Min potential = 12.5
Confusion on sub clouds
58.48 | 92.45 98.32 78.48  0.00 17.97 34.82 43.98 83.51 73.93 69.36 60.85 53.97 52.64
Initialize workers
Done in 1.4s
e054-i0000 => 0.0% (timings : 1440.30 39.94 33.29)
e054-i0014 => 7.0% (timings : 61.70 34.72 27.61)
e054-i0036 => 18.0% (timings : 6.34 33.98 14.88)
e054-i0059 => 29.5% (timings : 0.79 34.97 10.81)
e054-i0082 => 41.0% (timings : 0.27 34.85 9.31)
e054-i0105 => 52.5% (timings : 0.23 34.34 8.66)
e054-i0129 => 64.5% (timings : 0.26 34.35 7.85)
e054-i0153 => 76.5% (timings : 0.25 34.04 7.85)
e054-i0176 => 88.0% (timings : 0.24 35.08 8.52)
Test epoch 54, end. Min potential = 12.8
Initialize workers
Done in 1.1s
e055-i0000 => 0.0% (timings : 1132.20 39.79 36.38)
e055-i0013 => 6.5% (timings : 23.05 33.50 18.16)
e055-i0034 => 17.0% (timings : 2.72 33.47 13.96)
e055-i0056 => 28.0% (timings : 0.49 36.67 10.24)
e055-i0080 => 40.0% (timings : 0.27 33.45 8.97)
e055-i0104 => 52.0% (timings : 0.27 33.86 8.41)
e055-i0127 => 63.5% (timings : 0.27 35.02 7.94)
e055-i0150 => 75.0% (timings : 0.23 34.62 8.32)
e055-i0173 => 86.5% (timings : 0.21 34.09 7.44)
Test epoch 55, end. Min potential = 13.0
Initialize workers
Done in 1.1s
e056-i0000 => 0.0% (timings : 1102.24 47.31 30.26)
e056-i0013 => 6.5% (timings : 26.99 36.71 24.51)
e056-i0034 => 17.0% (timings : 3.16 34.84 13.94)
e056-i0056 => 28.0% (timings : 0.58 34.31 11.13)
e056-i0079 => 39.5% (timings : 0.30 34.88 9.65)
e056-i0103 => 51.5% (timings : 0.25 33.52 8.70)
e056-i0127 => 63.5% (timings : 0.27 34.06 8.79)
e056-i0150 => 75.0% (timings : 0.24 35.44 8.47)
e056-i0173 => 86.5% (timings : 0.26 34.12 8.85)
Test epoch 56, end. Min potential = 13.2
Initialize workers
Done in 1.2s
e057-i0000 => 0.0% (timings : 1242.10 33.86 22.72)
e057-i0016 => 8.0% (timings : 8.53 32.88 20.57)
e057-i0037 => 18.5% (timings : 1.13 34.40 14.07)
e057-i0060 => 30.0% (timings : 0.30 35.31 10.46)
e057-i0083 => 41.5% (timings : 0.23 34.07 9.53)
e057-i0106 => 53.0% (timings : 0.26 34.39 9.47)
e057-i0131 => 65.5% (timings : 0.24 32.65 8.07)
e057-i0154 => 77.0% (timings : 0.23 35.04 7.68)
e057-i0178 => 89.0% (timings : 0.25 34.46 7.82)
Test epoch 57, end. Min potential = 13.5
Initialize workers
Done in 1.2s
e058-i0000 => 0.0% (timings : 1186.93 39.40 31.18)
e058-i0014 => 7.0% (timings : 17.82 33.22 20.57)
e058-i0036 => 18.0% (timings : 1.95 33.03 12.67)
e058-i0058 => 29.0% (timings : 0.39 34.48 12.15)
e058-i0081 => 40.5% (timings : 0.23 34.00 10.31)
e058-i0104 => 52.0% (timings : 0.23 34.49 8.46)
e058-i0127 => 63.5% (timings : 0.23 34.74 8.45)
e058-i0150 => 75.0% (timings : 0.22 36.49 8.82)
e058-i0173 => 86.5% (timings : 0.24 35.78 9.10)
Test epoch 58, end. Min potential = 13.7
Confusion on sub clouds
58.49 | 92.45 98.32 78.47  0.00 17.95 34.68 43.86 83.53 73.93 69.36 61.04 54.05 52.69
Initialize workers
Done in 1.5s
e059-i0000 => 0.0% (timings : 1513.71 37.00 19.22)
e059-i0013 => 6.5% (timings : 94.20 35.21 22.33)
e059-i0035 => 17.5% (timings : 9.50 33.33 13.42)
e059-i0058 => 29.0% (timings : 1.04 34.73 9.96)
e059-i0081 => 40.5% (timings : 0.44 35.08 10.28)
e059-i0104 => 52.0% (timings : 0.28 34.32 9.07)
e059-i0128 => 64.0% (timings : 0.29 34.70 7.88)
e059-i0151 => 75.5% (timings : 0.27 35.77 8.87)
e059-i0175 => 87.5% (timings : 0.21 34.21 8.30)
Test epoch 59, end. Min potential = 13.9
Initialize workers
Done in 1.2s
e060-i0000 => 0.0% (timings : 1172.76 37.45 34.49)
e060-i0011 => 5.5% (timings : 137.57 34.81 17.13)
e060-i0033 => 16.5% (timings : 13.74 33.53 14.03)
e060-i0055 => 27.5% (timings : 1.56 34.20 11.06)
e060-i0079 => 39.5% (timings : 0.44 34.22 9.62)
e060-i0102 => 51.0% (timings : 0.27 35.32 9.41)
e060-i0125 => 62.5% (timings : 0.26 35.72 9.40)
e060-i0148 => 74.0% (timings : 0.24 35.00 8.71)
e060-i0172 => 86.0% (timings : 0.23 33.56 7.82)
e060-i0198 => 99.0% (timings : 0.11 30.16 5.70)
Test epoch 60, end. Min potential = 14.2
Initialize workers
Done in 1.2s
e061-i0000 => 0.0% (timings : 1230.41 35.15 28.74)
e061-i0018 => 9.0% (timings : 3.59 31.51 19.53)
e061-i0039 => 19.5% (timings : 0.62 35.09 14.83)
e061-i0062 => 31.0% (timings : 0.35 34.01 10.00)
e061-i0085 => 42.5% (timings : 0.30 34.93 8.89)
e061-i0109 => 54.5% (timings : 0.31 34.60 7.97)
e061-i0133 => 66.5% (timings : 0.25 35.69 7.49)
e061-i0157 => 78.5% (timings : 0.26 35.38 7.86)
e061-i0181 => 90.5% (timings : 0.22 33.31 6.68)
Test epoch 61, end. Min potential = 14.4
Initialize workers
Done in 1.2s
e062-i0000 => 0.0% (timings : 1164.32 43.64 30.33)
e062-i0013 => 6.5% (timings : 83.57 33.83 20.43)
e062-i0035 => 17.5% (timings : 8.44 34.13 13.11)
e062-i0057 => 28.5% (timings : 1.06 34.49 10.50)
e062-i0079 => 39.5% (timings : 0.33 35.67 9.62)
e062-i0103 => 51.5% (timings : 0.28 34.77 8.15)
e062-i0127 => 63.5% (timings : 0.39 34.33 9.04)
e062-i0150 => 75.0% (timings : 0.37 34.56 8.45)
e062-i0173 => 86.5% (timings : 0.26 35.26 8.26)
Test epoch 62, end. Min potential = 14.6
Confusion on sub clouds
58.52 | 92.46 98.33 78.51  0.00 18.01 34.76 43.89 83.52 73.94 69.37 61.01 54.24 52.69
Initialize workers
Done in 1.5s
e063-i0000 => 0.0% (timings : 1534.26 42.17 33.77)
e063-i0017 => 8.5% (timings : 0.25 34.24 22.39)
e063-i0040 => 20.0% (timings : 0.21 32.89 12.27)
e063-i0063 => 31.5% (timings : 0.27 33.54 9.69)
e063-i0086 => 43.0% (timings : 0.22 34.34 9.93)
e063-i0109 => 54.5% (timings : 0.30 34.84 8.73)
e063-i0133 => 66.5% (timings : 0.24 34.72 8.72)
e063-i0157 => 78.5% (timings : 0.26 33.59 8.22)
e063-i0181 => 90.5% (timings : 0.22 33.25 7.61)
Test epoch 63, end. Min potential = 14.9
Initialize workers
Done in 1.2s
e064-i0000 => 0.0% (timings : 1235.89 37.52 25.33)
e064-i0016 => 8.0% (timings : 7.94 34.67 20.42)
e064-i0038 => 19.0% (timings : 1.01 33.36 12.92)
e064-i0060 => 30.0% (timings : 0.31 34.60 10.79)
e064-i0083 => 41.5% (timings : 0.23 34.47 9.33)
e064-i0107 => 53.5% (timings : 0.23 34.67 8.45)
e064-i0130 => 65.0% (timings : 0.26 35.28 8.21)
e064-i0153 => 76.5% (timings : 0.24 35.89 7.85)
e064-i0177 => 88.5% (timings : 0.43 35.03 8.99)
Test epoch 64, end. Min potential = 15.1
Initialize workers
Done in 1.6s
e065-i0000 => 0.0% (timings : 1584.25 40.86 33.24)
e065-i0020 => 10.0% (timings : 0.26 33.26 15.84)
e065-i0042 => 21.0% (timings : 0.23 33.95 11.57)
e065-i0065 => 32.5% (timings : 0.28 34.27 11.24)
e065-i0088 => 44.0% (timings : 0.24 34.26 8.61)
e065-i0110 => 55.0% (timings : 0.25 35.85 10.57)
e065-i0133 => 66.5% (timings : 0.22 34.08 8.67)
e065-i0156 => 78.0% (timings : 0.25 36.28 8.13)
e065-i0181 => 90.5% (timings : 0.20 33.63 7.23)
Test epoch 65, end. Min potential = 15.3
Initialize workers
Done in 1.5s
e066-i0000 => 0.0% (timings : 1519.24 36.06 27.81)
e066-i0020 => 10.0% (timings : 0.24 33.25 16.64)
e066-i0041 => 20.5% (timings : 0.26 34.08 12.22)
e066-i0064 => 32.0% (timings : 0.25 34.24 10.48)
e066-i0087 => 43.5% (timings : 0.27 33.95 9.17)
e066-i0110 => 55.0% (timings : 0.25 35.11 8.69)
e066-i0134 => 67.0% (timings : 0.27 34.61 8.58)
e066-i0158 => 79.0% (timings : 0.22 34.71 8.11)
e066-i0181 => 90.5% (timings : 0.19 34.35 7.68)
Test epoch 66, end. Min potential = 15.5
Confusion on sub clouds
58.51 | 92.47 98.34 78.50  0.00 17.88 34.72 43.75 83.50 74.00 69.36 60.84 54.61 52.66
Initialize workers
Done in 1.5s
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Test epoch 69, end. Min potential = 16.2
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Test epoch 70, end. Min potential = 16.5
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Test epoch 71, end. Min potential = 16.7
Confusion on sub clouds
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Test epoch 75, end. Min potential = 17.6
Confusion on sub clouds
58.51 | 92.47 98.34 78.52  0.00 17.91 34.54 43.97 83.48 74.08 69.40 60.72 54.54 52.64
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Test epoch 79, end. Min potential = 18.6
Confusion on sub clouds
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Confusion on sub clouds
58.48 | 92.48 98.34 78.53  0.00 17.93 34.43 43.90 83.50 74.08 69.41 60.68 54.33 52.69
Reproject Vote #19
Done in 2.0 s
Confusion on full clouds
Done in 1.2 s

58.68 | 92.74 98.32 78.38  0.00 18.26 36.77 43.59 83.81 74.51 68.68 61.13 54.06 52.54
Saving clouds
Done in 21.0 s

And, in line361 of S3DIS.py, it seems the input feature of S3DIS dataset is the concatenate of RGB and Z?
its kind of strange, could you tell me why not choose RGBXYZ as input feature, I think RGBXYZ is commonly used input features.
thanks,
zihui

Mmmmh I wonder why you have these results... Can you go here:
https://github.com/HuguesTHOMAS/KPConv-PyTorch/blob/73e444d486cd6cb56122c3dd410e51c734064cfe/test_models.py#L138-L149
And change some parameters:
 config.augment_noise = 0.0001
 config.augment_symmetries = False
 #config.batch_num = 3
 #config.in_radius = 4
 config.validation_size = 500

could you tell me why not choose RGBXYZ as input feature

Using X and Y is not appropriate here because X and Y do not carry any information. Think about it, the XY position of a chair or a table is not relevant, objects can be anywhere in a building/room. However, the Z information encodes the height above ground which is relevant. A chair will always be on the ground, the ground itself will be at Z = 0, the ceiling higher etc.

That being said I just thought of something, on the dataset website, there is an aligned version and a normal version. Which one did you download? The height of cloud (and thus the Z features) could be different between the two and change the performances

Sorry, if I set modify these parameters:
config.augment_noise = 0.0001
config.augment_symmetries = False
#config.batch_num = 3
#config.in_radius = 4
config.validation_size = 500
it will occur:
Start test

Initialize workers
Traceback (most recent call last):
File "/home/user/Downloads/Experiments/KPConv-PyTorch/test_models.py", line 230, in
tester.cloud_segmentation_test(net, test_loader, config)
File "/home/user/Downloads/Experiments/KPConv-PyTorch/utils/tester.py", line 239, in cloud_segmentation_test
for i, batch in enumerate(test_loader):
File "/home/user/anaconda3/envs/seg/lib/python3.6/site-packages/torch/utils/data/dataloader.py", line 517, in next
data = self._next_data()
File "/home/user/anaconda3/envs/seg/lib/python3.6/site-packages/torch/utils/data/dataloader.py", line 1199, in _next_data
return self._process_data(data)
File "/home/user/anaconda3/envs/seg/lib/python3.6/site-packages/torch/utils/data/dataloader.py", line 1225, in _process_data
data.reraise()
File "/home/user/anaconda3/envs/seg/lib/python3.6/site-packages/torch/_utils.py", line 429, in reraise
raise self.exc_type(msg)
ValueError: Caught ValueError in DataLoader worker process 0.
Original Traceback (most recent call last):
File "/home/user/anaconda3/envs/seg/lib/python3.6/site-packages/torch/utils/data/_utils/worker.py", line 202, in _worker_loop
data = fetcher.fetch(index)
File "/home/user/anaconda3/envs/seg/lib/python3.6/site-packages/torch/utils/data/_utils/fetch.py", line 44, in fetch
data = [self.dataset[idx] for idx in possibly_batched_index]
File "/home/user/anaconda3/envs/seg/lib/python3.6/site-packages/torch/utils/data/_utils/fetch.py", line 44, in
data = [self.dataset[idx] for idx in possibly_batched_index]
File "/home/user/Downloads/Experiments/KPConv-PyTorch/datasets/S3DIS.py", line 237, in getitem
return self.potential_item(batch_i)
File "/home/user/Downloads/Experiments/KPConv-PyTorch/datasets/S3DIS.py", line 354, in potential_item
input_points, scale, R = self.augmentation_transform(input_points)
File "/home/user/Downloads/Experiments/KPConv-PyTorch/datasets/common.py", line 297, in augmentation_transform
symmetries *= np.random.randint(2, size=points.shape[1])
ValueError: non-broadcastable output operand with shape () doesn't match the broadcast shape (3,)

Oh sorry make it
 config.augment_symmetries = [False, False, False]

instead

Sorry,
config.augment_symmetries = [False, False, False]
this modification is useless, the final mIoU is still 58%
/home/user/anaconda3/envs/seg/bin/python3.6 /home/user/Downloads/Experiments/KPConv-PyTorch/test_models.py
print config <utils.config.Config object at 0x7f3300fd5eb8>
Data Preparation

Preparing ply files
../../Data/S3DIS/Area_5
Cloud Area_5 - Room 1/68 : hallway_12
Cloud Area_5 - Room 2/68 : office_25
Cloud Area_5 - Room 3/68 : office_40
Cloud Area_5 - Room 4/68 : office_11
Cloud Area_5 - Room 5/68 : hallway_1
Cloud Area_5 - Room 6/68 : conferenceRoom_3
Cloud Area_5 - Room 7/68 : office_8
Cloud Area_5 - Room 8/68 : hallway_7
Cloud Area_5 - Room 9/68 : office_31
Cloud Area_5 - Room 10/68 : office_24
Cloud Area_5 - Room 11/68 : office_27
Cloud Area_5 - Room 12/68 : hallway_4
Cloud Area_5 - Room 13/68 : hallway_2
Cloud Area_5 - Room 14/68 : office_14
Cloud Area_5 - Room 15/68 : hallway_11
Cloud Area_5 - Room 16/68 : office_5
Cloud Area_5 - Room 17/68 : lobby_1
Cloud Area_5 - Room 18/68 : hallway_13
Cloud Area_5 - Room 19/68 : office_21
Cloud Area_5 - Room 20/68 : conferenceRoom_1
Cloud Area_5 - Room 21/68 : conferenceRoom_2
Cloud Area_5 - Room 22/68 : storage_3
Cloud Area_5 - Room 23/68 : office_32
Cloud Area_5 - Room 24/68 : office_15
Cloud Area_5 - Room 25/68 : office_23
Cloud Area_5 - Room 26/68 : pantry_1
Cloud Area_5 - Room 27/68 : office_28
Cloud Area_5 - Room 28/68 : storage_1
Cloud Area_5 - Room 29/68 : office_4
Cloud Area_5 - Room 30/68 : office_41
Cloud Area_5 - Room 31/68 : office_30
Cloud Area_5 - Room 32/68 : office_10
Cloud Area_5 - Room 33/68 : office_36
Cloud Area_5 - Room 34/68 : office_19
Cloud Area_5 - Room 35/68 : office_9
Cloud Area_5 - Room 36/68 : WC_2
Cloud Area_5 - Room 37/68 : office_7
Cloud Area_5 - Room 38/68 : office_3
Cloud Area_5 - Room 39/68 : office_18
Cloud Area_5 - Room 40/68 : office_13
Cloud Area_5 - Room 41/68 : office_26
Cloud Area_5 - Room 42/68 : hallway_6
Cloud Area_5 - Room 43/68 : hallway_8
Cloud Area_5 - Room 44/68 : office_16
Cloud Area_5 - Room 45/68 : office_39
Cloud Area_5 - Room 46/68 : storage_2
Cloud Area_5 - Room 47/68 : hallway_10
Cloud Area_5 - Room 48/68 : office_2
Cloud Area_5 - Room 49/68 : office_6
Cloud Area_5 - Room 50/68 : storage_4
Cloud Area_5 - Room 51/68 : office_29
Cloud Area_5 - Room 52/68 : hallway_14
Cloud Area_5 - Room 53/68 : office_33
Cloud Area_5 - Room 54/68 : office_20
Cloud Area_5 - Room 55/68 : office_12
Cloud Area_5 - Room 56/68 : hallway_3
Cloud Area_5 - Room 57/68 : office_1
Cloud Area_5 - Room 58/68 : hallway_15
Cloud Area_5 - Room 59/68 : WC_1
Cloud Area_5 - Room 60/68 : office_35
Cloud Area_5 - Room 61/68 : hallway_5
Cloud Area_5 - Room 62/68 : office_17
Cloud Area_5 - Room 63/68 : office_34
Cloud Area_5 - Room 64/68 : office_22
Cloud Area_5 - Room 65/68 : hallway_9
Cloud Area_5 - Room 66/68 : office_37
Cloud Area_5 - Room 67/68 : office_42
Cloud Area_5 - Room 68/68 : office_38
../../Data/S3DIS/Area_6
Cloud Area_6 - Room 1/48 : office_25
Cloud Area_6 - Room 2/48 : office_11
Cloud Area_6 - Room 3/48 : hallway_1
Cloud Area_6 - Room 4/48 : office_8
Cloud Area_6 - Room 5/48 : office_31
Cloud Area_6 - Room 6/48 : office_24
Cloud Area_6 - Room 7/48 : office_27
Cloud Area_6 - Room 8/48 : hallway_4
Cloud Area_6 - Room 9/48 : hallway_2
Cloud Area_6 - Room 10/48 : office_14
Cloud Area_6 - Room 11/48 : office_5
Cloud Area_6 - Room 12/48 : office_21
Cloud Area_6 - Room 13/48 : conferenceRoom_1
Cloud Area_6 - Room 14/48 : office_32
Cloud Area_6 - Room 15/48 : office_15
Cloud Area_6 - Room 16/48 : office_23
Cloud Area_6 - Room 17/48 : pantry_1
Cloud Area_6 - Room 18/48 : copyRoom_1
Cloud Area_6 - Room 19/48 : office_28
Cloud Area_6 - Room 20/48 : office_4
Cloud Area_6 - Room 21/48 : lounge_1
Cloud Area_6 - Room 22/48 : office_30
Cloud Area_6 - Room 23/48 : office_10
Cloud Area_6 - Room 24/48 : office_36
Cloud Area_6 - Room 25/48 : office_19
Cloud Area_6 - Room 26/48 : office_9
Cloud Area_6 - Room 27/48 : office_7
Cloud Area_6 - Room 28/48 : office_3
Cloud Area_6 - Room 29/48 : office_18
Cloud Area_6 - Room 30/48 : office_13
Cloud Area_6 - Room 31/48 : office_26
Cloud Area_6 - Room 32/48 : hallway_6
Cloud Area_6 - Room 33/48 : office_16
Cloud Area_6 - Room 34/48 : office_2
Cloud Area_6 - Room 35/48 : office_6
Cloud Area_6 - Room 36/48 : office_29
Cloud Area_6 - Room 37/48 : office_33
Cloud Area_6 - Room 38/48 : office_20
Cloud Area_6 - Room 39/48 : openspace_1
Cloud Area_6 - Room 40/48 : office_12
Cloud Area_6 - Room 41/48 : hallway_3
Cloud Area_6 - Room 42/48 : office_1
Cloud Area_6 - Room 43/48 : office_35
Cloud Area_6 - Room 44/48 : hallway_5
Cloud Area_6 - Room 45/48 : office_17
Cloud Area_6 - Room 46/48 : office_34
Cloud Area_6 - Room 47/48 : office_22
Cloud Area_6 - Room 48/48 : office_37
Done in 837.8s
Preparing KDTree for cloud Area_5, subsampled at 0.030
254.9 MB loaded in 26.6s
Preparing potentials
Done in 1.2s
Preparing reprojection indices for testing
Area_5 done in 117.8s
Starting Calibration (use verbose=True for more details)
Previous calibration found:
Check batch limit dictionary
"potentials_1.200_0.030_6": ?
Check neighbors limit dictionary
"0.030_0.075": ?
"0.060_0.150": ?
"0.120_0.300": ?
"0.240_1.200": ?
"0.480_2.400": ?
Step     1  estim_b = 0.01 batch_limit =  15003
Step    20  estim_b = 0.18 batch_limit =  63026
Step    24  estim_b = 0.30 batch_limit =  56243
Step    38  estim_b = 1.11 batch_limit =  44548
Step    53  estim_b = 1.99 batch_limit =  41735
Step    64  estim_b = 2.42 batch_limit =  44184
Step    78  estim_b = 2.76 batch_limit =  49326
Step    89  estim_b = 3.08 batch_limit =  50867
Step   102  estim_b = 3.50 batch_limit =  48499
Step   115  estim_b = 3.93 batch_limit =  44551
Step   129  estim_b = 4.19 batch_limit =  46108
Step   144  estim_b = 4.43 batch_limit =  49729
Step   158  estim_b = 4.60 batch_limit =  47316
Step   169  estim_b = 4.80 batch_limit =  44776
Step   182  estim_b = 5.01 batch_limit =  44774
Step   195  estim_b = 5.18 batch_limit =  42222
Step   210  estim_b = 5.27 batch_limit =  41755
Step   224  estim_b = 5.41 batch_limit =  40252
Step   239  estim_b = 5.54 batch_limit =  40737
Step   254  estim_b = 5.58 batch_limit =  42718
Step   268  estim_b = 5.59 batch_limit =  47676
Step   281  estim_b = 5.67 batch_limit =  44106
Step   294  estim_b = 5.77 batch_limit =  40995
Step   309  estim_b = 5.82 batch_limit =  42912
Step   323  estim_b = 5.84 batch_limit =  38311
Step   336  estim_b = 5.92 batch_limit =  35650
Step   351  estim_b = 5.90 batch_limit =  37524
Step   366  estim_b = 5.86 batch_limit =  43458
Step   379  estim_b = 5.89 batch_limit =  45343
Step   392  estim_b = 6.01 batch_limit =  32688
Step   406  estim_b = 6.03 batch_limit =  39499

neighbors_num |  layer  0  |  layer  1  |  layer  2  |  layer  3  |  layer  4
0     |         0  |         0  |         0  |         0  |         0
1     |       154  |       113  |        64  |         2  |         0
2     |       375  |       245  |       144  |         6  |         0
3     |      1158  |       494  |       283  |         6  |         0
4     |      2082  |      1155  |       576  |        11  |         0
5     |      3822  |      1748  |       800  |         3  |         0
6     |      4964  |      2657  |      1342  |         1  |         6
7     |      7503  |      4040  |      1901  |        16  |         0
8     |     12754  |      5567  |      2636  |        17  |        16
9     |     23126  |      7775  |      3690  |        23  |        11
10     |     55721  |     11189  |      4909  |        23  |        38
11     |    138067  |     19106  |      7892  |        26  |        33
12     |    187619  |     33621  |     13316  |        31  |        12
13     |    257451  |     55247  |     20237  |        44  |         0
14     |    237226  |     78911  |     28902  |        68  |        42
15     |    255996  |    103077  |     37960  |        62  |        60
16     |    320836  |    120142  |     44013  |        73  |        16
17     |    432411  |    126250  |     45938  |        71  |        17
18     |    757072  |    132510  |     47052  |        79  |        56
19     |   1277306  |    139728  |     47708  |        75  |       131
20     |   2271929  |    170930  |     50307  |       126  |        80
21     |   4795064  |    298532  |     66676  |        93  |       106
22     |   1516912  |    284882  |     64007  |       115  |       266
23     |    965596  |    389970  |     75326  |       117  |       204
24     |    918118  |    507998  |     91547  |       119  |       554
25     |    852348  |    567923  |    103242  |       124  |       550
26     |    733517  |    545718  |    106240  |       167  |       523
27     |    550365  |    456692  |     98847  |       134  |      1031
28     |    444556  |    339691  |     83742  |       157  |       826
29     |    367960  |    235527  |     67537  |       207  |       793
30     |    301628  |    164026  |     51354  |       184  |      2091
31     |    239527  |    121152  |     40366  |       241  |      1326
32     |    195250  |     94558  |     33430  |       262  |      1951
33     |    166126  |     79378  |     28310  |       312  |      2325
34     |    146308  |     68173  |     24732  |       328  |      2993
35     |    129191  |     60229  |     22135  |       409  |      3235
36     |    119480  |     54443  |     19747  |       517  |      3382
37     |    113396  |     48425  |     17730  |       578  |      3323
38     |    108424  |     43536  |     15875  |       658  |      3109
39     |    106384  |     39503  |     14050  |       788  |      3022
40     |    101806  |     35798  |     12762  |       889  |      3026
41     |     98161  |     31918  |     11483  |      1046  |      3271
42     |    104248  |     28230  |      9929  |      1354  |      3022
43     |     51827  |     23111  |      8690  |      1520  |      2855
44     |     30219  |     18376  |      7493  |      1927  |      3032
45     |     19683  |     14004  |      6287  |      2208  |      2806
46     |     13852  |     10458  |      4923  |      2480  |      3464
47     |     10326  |      7545  |      4071  |      2682  |      2463
48     |      7938  |      5257  |      3366  |      2871  |      2835
49     |      5989  |      3774  |      2552  |      3045  |      2642
50     |      4760  |      2781  |      1986  |      3155  |      2873
51     |      3865  |      1871  |      1462  |      3403  |      2413
52     |      2950  |      1402  |      1126  |      3379  |      2724
53     |      2331  |      1004  |       853  |      3477  |      2748
54     |      1779  |       712  |       622  |      3569  |      2889
55     |      1301  |       467  |       499  |      3767  |      2495
56     |      1006  |       352  |       363  |      3863  |      2354
57     |       810  |       228  |       266  |      4006  |      2256
58     |       694  |       157  |       201  |      4024  |      2068
59     |       522  |       102  |       124  |      4069  |      2129
60     |       428  |        55  |       107  |      4082  |      1614
61     |       336  |        37  |        69  |      4297  |      1917
62     |       277  |        22  |        49  |      4250  |      1927
63     |       200  |        10  |        25  |      4231  |      1647
64     |       152  |         5  |        13  |      4403  |      1424
65     |       105  |         2  |         9  |      4412  |      1269
66     |        57  |         1  |         5  |      4454  |      1097
67     |        27  |         0  |         1  |      4602  |       941
68     |        13  |         0  |         1  |      4560  |       966
69     |         7  |         0  |         1  |      4649  |       946
70     |         7  |         0  |         1  |      4668  |       960
71     |         3  |         0  |         0  |      4631  |       724
72     |         2  |         0  |         0  |      4597  |      1087
73     |         1  |         0  |         0  |      4565  |       569
74     |         4  |         0  |         0  |      4593  |       669
75     |         2  |         0  |         0  |      4615  |       350
76     |         3  |         0  |         0  |      4545  |       293
77     |         3  |         0  |         0  |      4721  |       235
78     |         0  |         0  |         0  |      4707  |       223
79     |         0  |         0  |         0  |      4798  |       223
80     |         0  |         0  |         0  |      4644  |        90
81     |         0  |         0  |         0  |      4693  |       149
82     |         0  |         0  |         0  |      4723  |        74
83     |         0  |         0  |         0  |      4721  |       162
84     |         0  |         0  |         0  |      4610  |        92
85     |         0  |         0  |         0  |      4601  |         4
86     |         0  |         0  |         0  |      4537  |       165
87     |         0  |         0  |         0  |      4497  |         6
88     |         0  |         0  |         0  |      4478  |        78
89     |         0  |         0  |         0  |      4518  |         8
90     |         0  |         0  |         0  |      4450  |        81
91     |         0  |         0  |         0  |      4446  |         0
92     |         0  |         0  |         0  |      4310  |         0
93     |         0  |         0  |         0  |      4315  |         0
94     |         0  |         0  |         0  |      4253  |         0
95     |         0  |         0  |         0  |      4196  |         0
96     |         0  |         0  |         0  |      4142  |         0
97     |         0  |         0  |         0  |      4098  |        97
98     |         0  |         0  |         0  |      4093  |         0
99     |         0  |         0  |         0  |      3993  |         0
100     |         0  |         0  |         0  |      3833  |         0
101     |         0  |         0  |         0  |      3807  |         0
102     |         0  |         0  |         0  |      3612  |         0
103     |         0  |         0  |         0  |      3695  |         0
104     |         0  |         0  |         0  |      3504  |         0
105     |         0  |         0  |         0  |      3445  |         0
106     |         0  |         0  |         0  |      3388  |         0
107     |         0  |         0  |         0  |      3347  |         0
108     |         0  |         0  |         0  |      3401  |         0
109     |         0  |         0  |         0  |      3131  |         0
110     |         0  |         0  |         0  |      3036  |         0
111     |         0  |         0  |         0  |      2959  |         0
112     |         0  |         0  |         0  |      2946  |         0
113     |         0  |         0  |         0  |      2970  |         0
114     |         0  |         0  |         0  |      2807  |         0
115     |         0  |         0  |         0  |      2860  |         0
116     |         0  |         0  |         0  |      2697  |         0
117     |         0  |         0  |         0  |      2526  |         0
118     |         0  |         0  |         0  |      2596  |         0
119     |         0  |         0  |         0  |      2525  |         0
120     |         0  |         0  |         0  |      2364  |         0
121     |         0  |         0  |         0  |      2424  |         0
122     |         0  |         0  |         0  |      2300  |         0
123     |         0  |         0  |         0  |      2262  |         0
124     |         0  |         0  |         0  |      2224  |         0
125     |         0  |         0  |         0  |      2064  |         0
126     |         0  |         0  |         0  |      2128  |         0
127     |         0  |         0  |         0  |      2054  |         0
128     |         0  |         0  |         0  |      2028  |         0
129     |         0  |         0  |         0  |      1902  |         0
130     |         0  |         0  |         0  |      1866  |         0
131     |         0  |         0  |         0  |      1771  |         0
132     |         0  |         0  |         0  |      1809  |         0
133     |         0  |         0  |         0  |      1688  |         0
134     |         0  |         0  |         0  |      1678  |         0
135     |         0  |         0  |         0  |      1587  |         0
136     |         0  |         0  |         0  |      1607  |         0
137     |         0  |         0  |         0  |      1512  |         0
138     |         0  |         0  |         0  |      1571  |         0
139     |         0  |         0  |         0  |      1408  |         0
140     |         0  |         0  |         0  |      1409  |         0
141     |         0  |         0  |         0  |      1364  |         0
142     |         0  |         0  |         0  |      1342  |         0
143     |         0  |         0  |         0  |      1316  |         0
144     |         0  |         0  |         0  |      1270  |         0
145     |         0  |         0  |         0  |      1222  |         0
146     |         0  |         0  |         0  |      1207  |         0
147     |         0  |         0  |         0  |      1130  |         0
148     |         0  |         0  |         0  |      1063  |         0
149     |         0  |         0  |         0  |      1106  |         0
150     |         0  |         0  |         0  |      1069  |         0
151     |         0  |         0  |         0  |      1053  |         0
152     |         0  |         0  |         0  |      1024  |         0
153     |         0  |         0  |         0  |       995  |         0
154     |         0  |         0  |         0  |       962  |         0
155     |         0  |         0  |         0  |       892  |         0
156     |         0  |         0  |         0  |       841  |         0
157     |         0  |         0  |         0  |       800  |         0
158     |         0  |         0  |         0  |       872  |         0
159     |         0  |         0  |         0  |       814  |         0
160     |         0  |         0  |         0  |       816  |         0
161     |         0  |         0  |         0  |       737  |         0
162     |         0  |         0  |         0  |       689  |         0
163     |         0  |         0  |         0  |       663  |         0
164     |         0  |         0  |         0  |       665  |         0
165     |         0  |         0  |         0  |       627  |         0
166     |         0  |         0  |         0  |       607  |         0
167     |         0  |         0  |         0  |       609  |         0
168     |         0  |         0  |         0  |       640  |         0
169     |         0  |         0  |         0  |       619  |         0
170     |         0  |         0  |         0  |       571  |         0
171     |         0  |         0  |         0  |       502  |         0
172     |         0  |         0  |         0  |       545  |         0
173     |         0  |         0  |         0  |       482  |         0
174     |         0  |         0  |         0  |       493  |         0
175     |         0  |         0  |         0  |       459  |         0
176     |         0  |         0  |         0  |       444  |         0
177     |         0  |         0  |         0  |       443  |         0
178     |         0  |         0  |         0  |       383  |         0
179     |         0  |         0  |         0  |       374  |         0
180     |         0  |         0  |         0  |       405  |         0
181     |         0  |         0  |         0  |       394  |         0
182     |         0  |         0  |         0  |       366  |         0
183     |         0  |         0  |         0  |       356  |         0
184     |         0  |         0  |         0  |       340  |         0
185     |         0  |         0  |         0  |       322  |         0
186     |         0  |         0  |         0  |       350  |         0
187     |         0  |         0  |         0  |       306  |         0
188     |         0  |         0  |         0  |       271  |         0
189     |         0  |         0  |         0  |       306  |         0
190     |         0  |         0  |         0  |       259  |         0
191     |         0  |         0  |         0  |       248  |         0
192     |         0  |         0  |         0  |       237  |         0
193     |         0  |         0  |         0  |       220  |         0
194     |         0  |         0  |         0  |       205  |         0
195     |         0  |         0  |         0  |       206  |         0
196     |         0  |         0  |         0  |       232  |         0
197     |         0  |         0  |         0  |       193  |         0
198     |         0  |         0  |         0  |       187  |         0
199     |         0  |         0  |         0  |       194  |         0
200     |         0  |         0  |         0  |       188  |         0
201     |         0  |         0  |         0  |       177  |         0
202     |         0  |         0  |         0  |       144  |         0
203     |         0  |         0  |         0  |       192  |         0
204     |         0  |         0  |         0  |       143  |         0
205     |         0  |         0  |         0  |       156  |         0
206     |         0  |         0  |         0  |       150  |         0
207     |         0  |         0  |         0  |       144  |         0
208     |         0  |         0  |         0  |       137  |         0
209     |         0  |         0  |         0  |       118  |         0
210     |         0  |         0  |         0  |       128  |         0
211     |         0  |         0  |         0  |       106  |         0
212     |         0  |         0  |         0  |       111  |         0
213     |         0  |         0  |         0  |       110  |         0
214     |         0  |         0  |         0  |        93  |         0
215     |         0  |         0  |         0  |        86  |         0
216     |         0  |         0  |         0  |        94  |         0
217     |         0  |         0  |         0  |        81  |         0
218     |         0  |         0  |         0  |        85  |         0
219     |         0  |         0  |         0  |        76  |         0
220     |         0  |         0  |         0  |        86  |         0
221     |         0  |         0  |         0  |        68  |         0
222     |         0  |         0  |         0  |        68  |         0
223     |         0  |         0  |         0  |        70  |         0
224     |         0  |         0  |         0  |        59  |         0
225     |         0  |         0  |         0  |        63  |         0
226     |         0  |         0  |         0  |        62  |         0
227     |         0  |         0  |         0  |        66  |         0
228     |         0  |         0  |         0  |        56  |         0
229     |         0  |         0  |         0  |        44  |         0
230     |         0  |         0  |         0  |        45  |         0
231     |         0  |         0  |         0  |        42  |         0
232     |         0  |         0  |         0  |        59  |         0
233     |         0  |         0  |         0  |        41  |         0
234     |         0  |         0  |         0  |        37  |         0
235     |         0  |         0  |         0  |        32  |         0
236     |         0  |         0  |         0  |        33  |         0
237     |         0  |         0  |         0  |        41  |         0
238     |         0  |         0  |         0  |        28  |         0
239     |         0  |         0  |         0  |        21  |         0
240     |         0  |         0  |         0  |        18  |         0
241     |         0  |         0  |         0  |        26  |         0
242     |         0  |         0  |         0  |        36  |         0
243     |         0  |         0  |         0  |        18  |         0
244     |         0  |         0  |         0  |        27  |         0
245     |         0  |         0  |         0  |        24  |         0
246     |         0  |         0  |         0  |        22  |         0
247     |         0  |         0  |         0  |        17  |         0
248     |         0  |         0  |         0  |        17  |         0
249     |         0  |         0  |         0  |        14  |         0
250     |         0  |         0  |         0  |        14  |         0
251     |         0  |         0  |         0  |        21  |         0
252     |         0  |         0  |         0  |        12  |         0
253     |         0  |         0  |         0  |        13  |         0
254     |         0  |         0  |         0  |        18  |         0
255     |         0  |         0  |         0  |        15  |         0
256     |         0  |         0  |         0  |        12  |         0
257     |         0  |         0  |         0  |        11  |         0
258     |         0  |         0  |         0  |         8  |         0
259     |         0  |         0  |         0  |        11  |         0
260     |         0  |         0  |         0  |        16  |         0
261     |         0  |         0  |         0  |         9  |         0
262     |         0  |         0  |         0  |        14  |         0
263     |         0  |         0  |         0  |        13  |         0
264     |         0  |         0  |         0  |        13  |         0
265     |         0  |         0  |         0  |         8  |         0
266     |         0  |         0  |         0  |         5  |         0
267     |         0  |         0  |         0  |         3  |         0
268     |         0  |         0  |         0  |         9  |         0
269     |         0  |         0  |         0  |        10  |         0
270     |         0  |         0  |         0  |         2  |         0
271     |         0  |         0  |         0  |         9  |         0
272     |         0  |         0  |         0  |         7  |         0
273     |         0  |         0  |         0  |         1  |         0
274     |         0  |         0  |         0  |         4  |         0
275     |         0  |         0  |         0  |         7  |         0
276     |         0  |         0  |         0  |         4  |         0
277     |         0  |         0  |         0  |         1  |         0
278     |         0  |         0  |         0  |         2  |         0
279     |         0  |         0  |         0  |         3  |         0
280     |         0  |         0  |         0  |         4  |         0
281     |         0  |         0  |         0  |         3  |         0
282     |         0  |         0  |         0  |         1  |         0
283     |         0  |         0  |         0  |         6  |         0
284     |         0  |         0  |         0  |         2  |         0
285     |         0  |         0  |         0  |         2  |         0
286     |         0  |         0  |         0  |         3  |         0
287     |         0  |         0  |         0  |         3  |         0
288     |         0  |         0  |         0  |         1  |         0
289     |         0  |         0  |         0  |         2  |         0
290     |         0  |         0  |         0  |         2  |         0
291     |         0  |         0  |         0  |         1  |         0
292     |         0  |         0  |         0  |         3  |         0
293     |         0  |         0  |         0  |         6  |         0
294     |         0  |         0  |         0  |         1  |         0
295     |         0  |         0  |         0  |         1  |         0
296     |         0  |         0  |         0  |         0  |         0
297     |         0  |         0  |         0  |         1  |         0
298     |         0  |         0  |         0  |         1  |         0
299     |         0  |         0  |         0  |         0  |         0
300     |         0  |         0  |         0  |         3  |         0
301     |         0  |         0  |         0  |         0  |         0
302     |         0  |         0  |         0  |         0  |         0
303     |         0  |         0  |         0  |         0  |         0
304     |         0  |         0  |         0  |         1  |         0
305     |         0  |         0  |         0  |         1  |         0
306     |         0  |         0  |         0  |         0  |         0
307     |         0  |         0  |         0  |         1  |         0
308     |         0  |         0  |         0  |         0  |         0
309     |         0  |         0  |         0  |         0  |         0
310     |         0  |         0  |         0  |         1  |         0
311     |         0  |         0  |         0  |         0  |         0
312     |         0  |         0  |         0  |         0  |         0
313     |         0  |         0  |         0  |         3  |         0
314     |         0  |         0  |         0  |         1  |         0
315     |         0  |         0  |         0  |         1  |         0
316     |         0  |         0  |         0  |         0  |         0
317     |         0  |         0  |         0  |         0  |         0
318     |         0  |         0  |         0  |         1  |         0
319     |         0  |         0  |         0  |         0  |         0
320     |         0  |         0  |         0  |         1  |         0
321     |         0  |         0  |         0  |         1  |         0
322     |         0  |         0  |         0  |         0  |         0
323     |         0  |         0  |         0  |         0  |         0
324     |         0  |         0  |         0  |         0  |         0
325     |         0  |         0  |         0  |         0  |         0
326     |         0  |         0  |         0  |         0  |         0
327     |         0  |         0  |         0  |         1  |         0
328     |         0  |         0  |         0  |         0  |         0
329     |         0  |         0  |         0  |         0  |         0
330     |         0  |         0  |         0  |         0  |         0
331     |         0  |         0  |         0  |         0  |         0
332     |         0  |         0  |         0  |         0  |         0
333     |         0  |         0  |         0  |         0  |         0
334     |         0  |         0  |         0  |         0  |         0
335     |         0  |         0  |         0  |         0  |         0
336     |         0  |         0  |         0  |         1  |         0
337     |         0  |         0  |         0  |         0  |         0
338     |         0  |         0  |         0  |         0  |         0
339     |         0  |         0  |         0  |         1  |         0

chosen neighbors limits:  [ 30  33  36 143  65]
Calibration done in 35.1s
Model Preparation

Model and training state restored.
Done in 0.4s
Start test

Initialize workers
Done in 0.8s
e000-i0000 => 0.0% (timings : 789.85 883.73 19.17)
e000-i0016 => 3.2% (timings : 0.29 50.06 18.28)
e000-i0033 => 6.6% (timings : 0.34 47.73 15.24)
e000-i0051 => 10.2% (timings : 0.34 44.87 13.06)
e000-i0069 => 13.8% (timings : 0.46 45.59 12.41)
e000-i0087 => 17.4% (timings : 0.43 50.74 11.44)
e000-i0103 => 20.6% (timings : 0.42 48.16 12.72)
e000-i0120 => 24.0% (timings : 0.79 50.75 11.71)
e000-i0138 => 27.6% (timings : 0.42 46.40 10.99)
e000-i0156 => 31.2% (timings : 0.47 46.18 9.33)
e000-i0174 => 34.8% (timings : 0.34 46.52 9.21)
e000-i0192 => 38.4% (timings : 0.31 45.29 9.13)
e000-i0210 => 42.0% (timings : 0.49 46.66 11.59)
e000-i0227 => 45.4% (timings : 0.35 51.04 9.18)
e000-i0245 => 49.0% (timings : 0.31 49.13 7.67)
e000-i0262 => 52.4% (timings : 0.30 50.66 9.31)
e000-i0279 => 55.8% (timings : 0.34 52.48 8.97)
e000-i0297 => 59.4% (timings : 0.31 48.79 8.91)
e000-i0315 => 63.0% (timings : 0.28 46.01 9.70)
e000-i0333 => 66.6% (timings : 0.31 45.91 9.20)
e000-i0349 => 69.8% (timings : 0.39 52.97 11.74)
e000-i0364 => 72.8% (timings : 0.68 53.29 11.21)
e000-i0382 => 76.4% (timings : 0.39 47.71 10.53)
e000-i0400 => 80.0% (timings : 0.32 46.72 10.06)
e000-i0418 => 83.6% (timings : 0.35 47.46 10.24)
e000-i0436 => 87.2% (timings : 0.33 48.30 9.07)
e000-i0453 => 90.6% (timings : 0.55 47.83 9.85)
e000-i0471 => 94.2% (timings : 0.34 48.23 9.16)
e000-i0492 => 98.4% (timings : 0.34 35.64 6.49)
Test epoch 0, end. Min potential = 0.6
Confusion on sub clouds
43.47 | 48.73 73.59 61.16  0.00 14.15 26.57 30.35 66.38 62.14 52.17 52.22 36.67 40.94
Initialize workers
Done in 1.1s
e001-i0000 => 0.0% (timings : 1146.19 39.13 29.91)
e001-i0013 => 2.6% (timings : 17.32 38.51 19.93)
e001-i0034 => 6.8% (timings : 2.11 35.66 12.34)
e001-i0056 => 11.2% (timings : 0.43 36.51 10.07)
e001-i0078 => 15.6% (timings : 0.25 36.88 8.58)
e001-i0100 => 20.0% (timings : 0.28 37.40 8.32)
e001-i0121 => 24.2% (timings : 0.28 38.44 8.41)
e001-i0144 => 28.8% (timings : 0.44 37.45 7.92)
e001-i0167 => 33.4% (timings : 0.27 37.00 7.27)
e001-i0189 => 37.8% (timings : 0.24 37.17 7.44)
e001-i0212 => 42.4% (timings : 0.24 36.78 7.09)
e001-i0234 => 46.8% (timings : 0.26 39.07 7.06)
e001-i0253 => 50.6% (timings : 0.32 43.48 9.04)
e001-i0275 => 55.0% (timings : 0.29 38.44 7.25)
e001-i0298 => 59.6% (timings : 0.27 37.49 7.94)
e001-i0317 => 63.4% (timings : 0.56 48.63 8.15)
e001-i0339 => 67.8% (timings : 0.30 39.54 7.30)
e001-i0361 => 72.2% (timings : 0.28 39.11 7.76)
e001-i0383 => 76.6% (timings : 0.23 38.71 8.09)
e001-i0406 => 81.2% (timings : 0.24 37.63 6.61)
e001-i0428 => 85.6% (timings : 0.31 38.53 7.60)
e001-i0450 => 90.0% (timings : 0.29 38.16 6.70)
e001-i0472 => 94.4% (timings : 0.30 39.81 7.30)
e001-i0497 => 99.4% (timings : 0.13 32.29 5.22)
Test epoch 1, end. Min potential = 1.2
Initialize workers
Done in 1.1s
e002-i0000 => 0.0% (timings : 1060.54 34.47 29.32)
e002-i0015 => 3.0% (timings : 0.72 42.94 24.15)
e002-i0036 => 7.2% (timings : 0.31 37.04 12.81)
e002-i0057 => 11.4% (timings : 0.24 38.15 10.98)
e002-i0075 => 15.0% (timings : 1.02 45.58 13.67)
e002-i0095 => 19.0% (timings : 0.44 46.40 9.58)
e002-i0116 => 23.2% (timings : 0.28 40.23 8.00)
e002-i0138 => 27.6% (timings : 0.28 38.22 7.56)
e002-i0160 => 32.0% (timings : 0.24 38.84 7.31)
e002-i0182 => 36.4% (timings : 0.28 37.73 7.39)
e002-i0204 => 40.8% (timings : 0.27 38.34 6.89)
e002-i0226 => 45.2% (timings : 0.27 39.58 7.93)
e002-i0248 => 49.6% (timings : 0.27 38.98 7.41)
e002-i0271 => 54.2% (timings : 0.26 37.78 7.34)
e002-i0291 => 58.2% (timings : 0.28 42.73 8.89)
e002-i0313 => 62.6% (timings : 0.26 38.71 8.15)
e002-i0335 => 67.0% (timings : 0.25 39.41 7.46)
e002-i0358 => 71.6% (timings : 0.29 39.00 7.02)
e002-i0380 => 76.0% (timings : 0.24 38.65 7.58)
e002-i0402 => 80.4% (timings : 0.26 39.67 7.15)
e002-i0421 => 84.2% (timings : 0.52 43.54 8.48)
e002-i0444 => 88.8% (timings : 0.30 37.00 7.44)
e002-i0466 => 93.2% (timings : 0.23 38.86 7.60)
e002-i0489 => 97.8% (timings : 0.20 36.89 5.90)
Test epoch 2, end. Min potential = 1.8
Confusion on sub clouds
57.44 | 92.07 98.24 77.62  0.00 18.84 33.57 41.12 82.50 72.65 68.12 61.12 49.29 51.55
Initialize workers
Done in 1.3s
e003-i0000 => 0.0% (timings : 1295.60 60.24 33.43)
e003-i0012 => 2.4% (timings : 106.61 37.73 17.42)
e003-i0031 => 6.2% (timings : 14.60 38.04 15.25)
e003-i0050 => 10.0% (timings : 2.84 39.49 12.99)
e003-i0070 => 14.0% (timings : 0.59 40.58 11.05)
e003-i0089 => 17.8% (timings : 0.37 40.18 10.06)
e003-i0111 => 22.2% (timings : 0.25 38.62 7.76)
e003-i0130 => 26.0% (timings : 0.60 43.16 9.59)
e003-i0151 => 30.2% (timings : 0.41 41.68 8.46)
e003-i0171 => 34.2% (timings : 0.74 41.10 8.06)
e003-i0191 => 38.2% (timings : 0.47 44.21 9.99)
e003-i0211 => 42.2% (timings : 0.31 41.38 8.33)
e003-i0229 => 45.8% (timings : 0.34 45.98 7.32)
e003-i0251 => 50.2% (timings : 0.30 39.41 7.72)
e003-i0271 => 54.2% (timings : 0.49 41.51 9.16)
e003-i0293 => 58.6% (timings : 0.28 39.00 7.01)
e003-i0313 => 62.6% (timings : 0.34 42.14 8.82)
e003-i0334 => 66.8% (timings : 0.31 40.35 8.47)
e003-i0352 => 70.4% (timings : 0.45 45.63 8.10)
e003-i0373 => 74.6% (timings : 0.64 42.03 7.96)
e003-i0391 => 78.2% (timings : 0.39 45.52 9.13)
e003-i0412 => 82.4% (timings : 0.29 43.73 10.02)
e003-i0432 => 86.4% (timings : 0.66 40.15 10.02)
e003-i0451 => 90.2% (timings : 0.41 44.42 10.71)
e003-i0472 => 94.4% (timings : 1.73 40.23 7.55)
e003-i0497 => 99.4% (timings : 0.24 33.35 5.23)
Test epoch 3, end. Min potential = 2.5
Initialize workers
Done in 1.1s
e004-i0000 => 0.0% (timings : 1137.90 40.11 33.57)
e004-i0013 => 2.6% (timings : 7.32 37.53 21.50)
e004-i0033 => 6.6% (timings : 1.12 36.57 14.72)
e004-i0054 => 10.8% (timings : 0.33 37.64 10.64)
e004-i0073 => 14.6% (timings : 0.44 41.98 12.40)
e004-i0093 => 18.6% (timings : 0.33 46.49 12.34)
e004-i0112 => 22.4% (timings : 0.31 46.61 11.52)
e004-i0133 => 26.6% (timings : 0.35 44.20 10.37)
e004-i0153 => 30.6% (timings : 0.26 40.63 8.11)
e004-i0173 => 34.6% (timings : 0.32 40.70 9.20)
e004-i0192 => 38.4% (timings : 0.53 41.64 8.70)
e004-i0212 => 42.4% (timings : 0.36 41.80 7.97)
e004-i0234 => 46.8% (timings : 0.25 38.46 6.77)
e004-i0252 => 50.4% (timings : 0.34 46.40 9.50)
e004-i0272 => 54.4% (timings : 0.39 42.97 9.99)
e004-i0293 => 58.6% (timings : 0.42 43.42 8.67)
e004-i0314 => 62.8% (timings : 0.32 39.88 7.92)
e004-i0333 => 66.6% (timings : 3.60 44.04 8.35)
e004-i0355 => 71.0% (timings : 0.57 38.22 6.93)
e004-i0377 => 75.4% (timings : 0.27 37.96 7.33)
e004-i0397 => 79.4% (timings : 0.38 41.74 8.21)
e004-i0416 => 83.2% (timings : 0.69 43.87 8.63)
e004-i0436 => 87.2% (timings : 0.35 40.83 7.24)
e004-i0459 => 91.8% (timings : 0.36 37.50 7.43)
e004-i0481 => 96.2% (timings : 0.27 37.96 7.33)
Test epoch 4, end. Min potential = 3.1
Confusion on sub clouds
57.91 | 92.43 98.30 78.09  0.00 18.83 33.74 41.60 82.83 73.29 68.87 60.68 52.00 52.15
Initialize workers
Done in 1.3s
e005-i0000 => 0.0% (timings : 1316.33 65.73 42.91)
e005-i0011 => 2.2% (timings : 31.11 40.41 22.82)
e005-i0031 => 6.2% (timings : 4.07 37.52 15.28)
e005-i0052 => 10.4% (timings : 0.76 36.60 10.65)
e005-i0074 => 14.8% (timings : 0.32 36.81 8.64)
e005-i0096 => 19.2% (timings : 0.29 38.26 8.64)
e005-i0116 => 23.2% (timings : 0.33 44.09 8.88)
e005-i0137 => 27.4% (timings : 0.47 40.01 9.35)
e005-i0159 => 31.8% (timings : 0.30 38.53 7.58)
e005-i0181 => 36.2% (timings : 0.26 39.05 7.24)
e005-i0203 => 40.6% (timings : 0.29 40.00 8.48)
e005-i0223 => 44.6% (timings : 0.94 40.93 7.49)
e005-i0246 => 49.2% (timings : 0.36 37.85 7.15)
e005-i0268 => 53.6% (timings : 0.32 38.05 8.25)
e005-i0290 => 58.0% (timings : 0.25 39.73 8.35)
e005-i0310 => 62.0% (timings : 0.66 40.70 8.62)
e005-i0332 => 66.4% (timings : 0.36 39.62 8.21)
e005-i0352 => 70.4% (timings : 0.60 40.50 8.04)
e005-i0372 => 74.4% (timings : 0.74 39.61 7.16)
e005-i0391 => 78.2% (timings : 1.42 43.74 9.41)
e005-i0411 => 82.2% (timings : 0.41 43.41 8.64)
e005-i0434 => 86.8% (timings : 0.29 37.66 7.31)
e005-i0456 => 91.2% (timings : 0.27 39.07 7.36)
e005-i0476 => 95.2% (timings : 0.22 41.87 6.84)
Test epoch 5, end. Min potential = 3.7
Confusion on sub clouds
58.02 | 92.42 98.32 78.17  0.00 18.75 34.01 41.79 82.99 73.48 68.94 60.50 52.70 52.23
Initialize workers
Done in 1.3s
e006-i0000 => 0.0% (timings : 1258.78 48.75 39.19)
e006-i0013 => 2.6% (timings : 6.15 46.27 20.52)
e006-i0034 => 6.8% (timings : 0.94 36.44 12.42)
e006-i0052 => 10.4% (timings : 0.38 41.50 15.15)
e006-i0072 => 14.4% (timings : 0.26 40.29 9.66)
e006-i0091 => 18.2% (timings : 0.99 41.83 9.31)
e006-i0113 => 22.6% (timings : 0.41 37.62 8.37)
e006-i0134 => 26.8% (timings : 0.33 40.39 8.11)
e006-i0155 => 31.0% (timings : 0.31 42.15 7.78)
e006-i0175 => 35.0% (timings : 0.49 42.23 9.67)
e006-i0197 => 39.4% (timings : 0.33 39.08 8.15)
e006-i0219 => 43.8% (timings : 0.29 38.37 7.52)
e006-i0241 => 48.2% (timings : 0.52 38.79 8.65)
e006-i0260 => 52.0% (timings : 0.36 41.25 9.51)
e006-i0279 => 55.8% (timings : 1.33 42.49 12.01)
e006-i0300 => 60.0% (timings : 0.40 40.68 8.58)
e006-i0321 => 64.2% (timings : 0.75 40.58 7.27)