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test_log.txt
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test_log.txt
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(venv) bogon:science_rcn sloanyi$ python science_rcn/run.py --train_size=50 --data_dir=data/MNIST3 --test_only --model_file=all_model_factors.pkl
INFO:__main__:Testing on 188 images...
13:14:18
fwd_infer use 0.116
[ 83 303 349 296 80 346 203 457 216 461 43 204 459 44 379 38 295 458
0 41]
count 20
forward_pass use 0.987
try 1! char: 00016 win: 83 score: 4.0287403674
try ]! char: 00060 win: 303 score: 5.57191514514
try f! char: 00069 win: 349 score: 5.89281772634
try 1! char: 00016 win: 80 score: 5.94531186551
try f! char: 00069 win: 346 score: 6.77871281336
try I! char: 00040 win: 203 score: 8.18999423481
try I! char: 00040 win: 204 score: 8.35228413127
try |! char: 00091 win: 459 score: 9.62415671446
try l! char: 00075 win: 379 score: 9.65185852205
try !! char: 00000 win: 0 score: 11.0395268766
bwd_pass use 3.314
fwd_infer use 0.102
[427 32 36 345 3 325 202 39 297 200 377 416 37 415 455 366 378 294
4 208]
count 20
forward_pass use 0.977
try v! char: 00085 win: 427 score: 3.58114852926
try '! char: 00006 win: 32 score: 4.25189462737
try !! char: 00000 win: 3 score: 4.4329556569
try I! char: 00040 win: 202 score: 4.50435399673
try I! char: 00040 win: 200 score: 5.24361510004
try t! char: 00083 win: 415 score: 8.67005432643
try l! char: 00075 win: 378 score: 9.89152860392
try !! char: 00000 win: 4 score: 11.6626734961
bwd_pass use 2.489
fwd_infer use 0.107
[ 45 5 318 202 3 48 317 309 293 301 1 9 315 47 8 319 34 30
31 33]
count 20
forward_pass use 0.953
try *" char: 00009 win: 45 score: -0.0178266531179
try ]" char: 00060 win: 301 score: 2.49045487205
try `" char: 00063 win: 315 score: 3.49989455088
try '" char: 00006 win: 34 score: 4.31243479731
try '" char: 00006 win: 33 score: 4.41666644504
bwd_pass use 1.619
fwd_infer use 0.100
[360 315 377 113 415 296 32 30 31 35 34 379 33 295 307 3 9 1
202 376]
count 20
forward_pass use 0.968
try i" char: 00072 win: 360 score: 1.49503528376
try `" char: 00063 win: 315 score: 2.98293160834
try '" char: 00006 win: 32 score: 3.92905038363
try '" char: 00006 win: 30 score: 6.03739516282
try '" char: 00006 win: 34 score: 7.07086215118
bwd_pass use 2.851
fwd_infer use 0.100
[276 441 451 281 11 337 391 210 277 398 264 99 246 401 115 400 79 168
12 10]
count 20
forward_pass use 1.049
try X# char: 00055 win: 276 score: 5.36844548528
try y# char: 00088 win: 441 score: 9.3425285174
try {# char: 00090 win: 451 score: 9.96175613756
try ## char: 00002 win: 11 score: 11.2636317491
try p# char: 00079 win: 398 score: 11.8172237083
try 4# char: 00019 win: 99 score: 12.2614687444
try ## char: 00002 win: 12 score: 20.217112552
bwd_pass use 5.047
fwd_infer use 0.106
[199 387 115 198 350 280 195 277 168 210 401 248 245 276 79 14 11 246
12 10]
count 20
forward_pass use 1.029
try H# char: 00039 win: 199 score: 5.92768516452
try n# char: 00077 win: 387 score: 8.73625994648
try H# char: 00039 win: 198 score: 9.19311378501
try H# char: 00039 win: 195 score: 9.79052222026
try X# char: 00055 win: 277 score: 11.6167445925
try R# char: 00049 win: 248 score: 12.7419854056
try 0# char: 00015 win: 79 score: 14.3542957279
try ## char: 00002 win: 14 score: 20.2057891204
try ## char: 00002 win: 10 score: 21.5192008076
bwd_pass use 7.880
fwd_infer use 0.108
[284 78 166 83 84 289 81 120 275 355 188 105 121 279 182 104 100 103
17 251]
count 20
forward_pass use 1.012
try Y$ char: 00056 win: 284 score: 6.79803924577
try 1$ char: 00016 win: 83 score: 8.39734313705
try F$ char: 00037 win: 188 score: 12.6656065881
try 5$ char: 00020 win: 104 score: 14.3570201337
try $$ char: 00003 win: 17 score: 15.1380357051
try S$ char: 00050 win: 251 score: 18.3155880525
bwd_pass use 7.797
fwd_infer use 0.113
[ 95 262 193 149 231 118 355 279 137 105 166 120 170 121 182 17 104 103
100 251]
count 20
forward_pass use 1.013
try 4$ char: 00019 win: 95 score: 6.13578026328
try >$ char: 00029 win: 149 score: 9.35094470211
try 6$ char: 00021 win: 105 score: 10.7858608866
try $$ char: 00003 win: 17 score: 12.697373681
try 5$ char: 00020 win: 104 score: 15.2062261719
try 5$ char: 00020 win: 103 score: 16.4272802326
try 5$ char: 00020 win: 100 score: 16.6325611567
try S$ char: 00050 win: 251 score: 18.8857314554
bwd_pass use 5.534
fwd_infer use 0.105
[201 191 377 345 253 15 376 300 286 392 328 257 416 111 108 107 112 116
119 371]
count 20
forward_pass use 1.023
try I% char: 00040 win: 201 score: 8.7892828208
try l% char: 00075 win: 376 score: 9.46723776923
bwd_pass use 8.872
fwd_infer use 0.104
[176 168 198 214 123 380 99 264 270 74 229 272 120 442 122 273 383 20
21 22]
count 20
forward_pass use 1.014
try D% char: 00035 win: 176 score: 7.5393776115
try B% char: 00033 win: 168 score: 10.0597861078
try 4% char: 00019 win: 99 score: 11.9876526178
try N% char: 00045 win: 229 score: 12.0391776303
try 9% char: 00024 win: 120 score: 12.2464739807
try y% char: 00088 win: 442 score: 14.7156983212
try %% char: 00004 win: 20 score: 17.5680461296
try %% char: 00004 win: 21 score: 27.9750424467
try %% char: 00004 win: 22 score: 28.9528247787
bwd_pass use 9.232
fwd_infer use 0.114
[102 213 122 93 160 90 246 243 371 286 117 234 165 249 180 184 239 352
26 28]
count 20
forward_pass use 1.005
try 5& char: 00020 win: 102 score: -inf
try K& char: 00042 win: 213 score: 11.9955952729
try 3& char: 00018 win: 93 score: 13.6698602801
try E& char: 00036 win: 180 score: 13.7399952112
try && char: 00005 win: 26 score: 24.3756258898
try && char: 00005 win: 28 score: 27.3700446771
bwd_pass use 6.952
fwd_infer use 0.102
[371 76 90 87 25 249 422 117 286 213 234 165 184 180 212 239 278 352
26 28]
count 20
forward_pass use 1.007
try k& char: 00074 win: 371 score: 7.48624973849
try 0& char: 00015 win: 76 score: 11.4805201007
try 2& char: 00017 win: 87 score: 12.0346315501
try && char: 00005 win: 25 score: 17.4634467367
try && char: 00005 win: 26 score: 22.4090689494
try && char: 00005 win: 28 score: 26.9744212075
bwd_pass use 5.212
fwd_infer use 0.103
[ 68 318 47 30 316 61 58 1 34 202 309 66 67 69 55 293 319 301
317 31]
count 20
forward_pass use 0.919
try .' char: 00013 win: 68 score: -4.17539318666
try ,' char: 00011 win: 58 score: -3.97707431265
try I' char: 00040 win: 202 score: -3.2119693447
try .' char: 00013 win: 66 score: -3.00671262642
try .' char: 00013 win: 69 score: -2.80307461555
try `' char: 00063 win: 319 score: -2.39414585893
try `' char: 00063 win: 317 score: -0.334837629075
try '' char: 00006 win: 31 score: 1.58470304932
bwd_pass use 1.122
fwd_infer use 0.106
[ 31 35 317 345 8 293 3 318 48 47 301 32 315 376 1 202 319 9
34 33]
count 20
forward_pass use 0.950
try '' char: 00006 win: 31 score: -2.03008880726
try `' char: 00063 win: 317 score: -1.64974317308
try "' char: 00001 win: 8 score: 0.101091545246
try `' char: 00063 win: 318 score: 0.890035955019
try ]' char: 00060 win: 301 score: 1.23393624692
try `' char: 00063 win: 319 score: 3.21887437002
try '' char: 00006 win: 34 score: 5.38653723574
bwd_pass use 1.441
fwd_infer use 0.109
[415 73 367 215 35 452 201 82 369 36 416 454 200 292 37 378 71 377
39 294]
count 20
forward_pass use 0.986
try t( char: 00083 win: 415 score: 8.10223401348
try j( char: 00073 win: 367 score: 8.81854090851
try j( char: 00073 win: 369 score: 10.7123656543
try (( char: 00007 win: 39 score: 12.4916926348
bwd_pass use 3.306
fwd_infer use 0.103
[ 72 331 440 364 409 456 74 407 203 302 459 405 38 458 204 42 387 219
303 451]
count 20
forward_pass use 0.978
try /( char: 00014 win: 72 score: 1.79436947893
try c( char: 00066 win: 331 score: 3.51963568869
try i( char: 00072 win: 364 score: 4.12104132539
try r( char: 00081 win: 409 score: 5.24586961351
try (( char: 00007 win: 38 score: 5.30322015463
try L( char: 00043 win: 219 score: 7.61718256908
try {( char: 00090 win: 451 score: 10.7898938612
bwd_pass use 4.816
fwd_infer use 0.102
[458 379 203 291 376 295 201 463 82 377 71 43 454 292 457 460 464 300
456 44]
count 20
forward_pass use 0.988
try |) char: 00091 win: 458 score: 6.69256599269
try l) char: 00075 win: 379 score: 10.0890929014
try I) char: 00040 win: 201 score: 11.1299413939
try l) char: 00075 win: 377 score: 11.3660061181
try }) char: 00092 win: 460 score: 13.4705720949
try }) char: 00092 win: 464 score: 15.0551890238
try )) char: 00008 win: 44 score: 15.4523604862
bwd_pass use 2.867
fwd_infer use 0.109
[201 418 295 365 302 369 298 364 462 71 299 203 456 463 82 292 304 367
375 460]
count 20
forward_pass use 1.003
try I) char: 00040 win: 201 score: 3.99383163642
try t) char: 00083 win: 418 score: 5.61693221351
try j) char: 00073 win: 369 score: 6.55026323505
try i) char: 00072 win: 364 score: 6.66397632768
try 1) char: 00016 win: 82 score: 7.01476636856
try j) char: 00073 win: 367 score: 8.1731603209
try l) char: 00075 win: 375 score: 8.90701609166
bwd_pass use 3.010
fwd_infer use 0.124
[318 309 347 376 66 67 55 69 202 8 33 293 301 30 319 34 315 31
317 47]
count 20
forward_pass use 1.083
try `* char: 00063 win: 318 score: -3.30155725393
try .* char: 00013 win: 66 score: -2.79474472673
try .* char: 00013 win: 67 score: -2.71548623825
try '* char: 00006 win: 33 score: -1.36940995711
try [* char: 00058 win: 293 score: -0.414964177207
try ]* char: 00060 win: 301 score: 1.01898060975
try `* char: 00063 win: 315 score: 1.72634450339
try `* char: 00063 win: 317 score: 3.42497456928
try ** char: 00009 win: 47 score: 9.35050913957
bwd_pass use 1.571
fwd_infer use 0.121
[318 309 347 376 66 67 55 69 202 8 33 293 301 30 319 34 315 31
317 47]
count 20
forward_pass use 0.994
try `* char: 00063 win: 318 score: -3.38719573315
try .* char: 00013 win: 66 score: -2.95161023627
try .* char: 00013 win: 67 score: -2.58222300969
try '* char: 00006 win: 33 score: -1.41855543962
try [* char: 00058 win: 293 score: -0.663139154343
try ]* char: 00060 win: 301 score: 1.08570295683
try `* char: 00063 win: 315 score: 1.8847834244
try `* char: 00063 win: 317 score: 3.27033732453
try ** char: 00009 win: 47 score: 9.18971682758
bwd_pass use 1.463
fwd_infer use 0.097
[364 203 450 387 54 50 410 440 461 162 42 219 332 205 458 216 204 303
52 451]
count 20
forward_pass use 1.013
try i+ char: 00072 win: 364 score: 4.10980551509
try ++ char: 00010 win: 54 score: 7.32806891042
try ++ char: 00010 win: 52 score: 11.5137955595
bwd_pass use 2.749
fwd_infer use 0.110
[ 60 375 415 365 446 359 201 54 320 416 363 136 362 377 325 82 418 437
49 438]
count 20
forward_pass use 0.995
try -+ char: 00012 win: 60 score: 3.35814435036
try ++ char: 00010 win: 54 score: 6.63189527749
try *+ char: 00009 win: 49 score: 6.86648414186
bwd_pass use 4.106
fwd_infer use 0.105
[ 61 58 309 128 133 314 69 55 331 293 126 301 311 127 310 313 67 66
68 65]
count 20
forward_pass use 0.966
try -, char: 00012 win: 61 score: -4.65763911787
try ,, char: 00011 win: 58 score: -3.87999317711
try :, char: 00025 win: 128 score: -3.04445575748
try ;, char: 00026 win: 133 score: -2.83792183585
try c, char: 00066 win: 331 score: -1.90682682292
try :, char: 00025 win: 126 score: -1.79929591159
try :, char: 00025 win: 127 score: 0.371868271035
try ., char: 00013 win: 67 score: 1.7946728183
try ., char: 00013 win: 66 score: 3.55865733131
try ., char: 00013 win: 68 score: 3.83107448348
try ., char: 00013 win: 65 score: 4.06217671565
bwd_pass use 2.030
fwd_infer use 0.107
[301 129 378 293 368 133 40 55 69 67 369 361 131 132 130 58 134 59
56 57]
count 20
forward_pass use 0.980
try ], char: 00060 win: 301 score: -2.27730550937
try :, char: 00025 win: 129 score: -0.586452953449
try [, char: 00058 win: 293 score: 0.331256431489
try ;, char: 00026 win: 133 score: 0.387410210044
try ,, char: 00011 win: 55 score: 3.34157153016
try ,, char: 00011 win: 58 score: 4.0879664472
try ,, char: 00011 win: 59 score: 4.950342422
try ,, char: 00011 win: 57 score: 5.15653015057
bwd_pass use 1.931
fwd_infer use 0.104
[125 66 67 69 140 55 32 293 136 48 301 466 467 318 64 413 61 63
62 60]
count 20
forward_pass use 0.974
try :- char: 00025 win: 125 score: -3.53503254108
try .- char: 00013 win: 66 score: -3.28560650643
try .- char: 00013 win: 67 score: -2.87198379975
try '- char: 00006 win: 32 score: -0.322359151807
try ~- char: 00093 win: 467 score: 0.182659966809
try `- char: 00063 win: 318 score: 2.45406519257
try -- char: 00012 win: 61 score: 4.73683961817
try -- char: 00012 win: 62 score: 5.14908933979
try -- char: 00012 win: 60 score: 5.5915552954
bwd_pass use 1.987
fwd_infer use 0.113
[125 66 67 69 140 55 32 293 136 48 301 466 467 318 64 413 61 63
62 60]
count 20
forward_pass use 0.954
try :- char: 00025 win: 125 score: -3.75794941891
try .- char: 00013 win: 66 score: -3.16364722088
try ,- char: 00011 win: 55 score: -2.98164167532
try '- char: 00006 win: 32 score: -0.500365658694
try `- char: 00063 win: 318 score: 2.2443209634
try -- char: 00012 win: 61 score: 4.537935624
try -- char: 00012 win: 62 score: 4.94768660434
try -- char: 00012 win: 60 score: 5.35474018592
bwd_pass use 1.952
fwd_infer use 0.097
[134 132 66 446 126 131 293 341 129 301 133 62 64 55 67 57 69 59
58 56]
count 20
forward_pass use 1.018
try ;. char: 00026 win: 134 score: -4.31482661828
try ;. char: 00026 win: 132 score: -2.36182982996
try :. char: 00025 win: 126 score: -0.831830543588
try :. char: 00025 win: 129 score: 0.187019822896
try -. char: 00012 win: 62 score: 1.07336478175
try -. char: 00012 win: 64 score: 1.80131195816
try ,. char: 00011 win: 55 score: 3.55235789811
bwd_pass use 1.482
fwd_infer use 0.101
[ 62 318 61 316 309 310 58 59 311 67 55 66 293 331 128 301 69 127
65 68]
count 20
forward_pass use 0.947
try -. char: 00012 win: 62 score: -4.38426517914
try `. char: 00063 win: 316 score: -4.26312816795
try ^. char: 00061 win: 309 score: -4.17469591643
try ,. char: 00011 win: 58 score: -3.12946519484
try _. char: 00062 win: 311 score: -2.48107814105
try c. char: 00066 win: 331 score: -0.253626122628
try :. char: 00025 win: 128 score: -0.227268850832
try :. char: 00025 win: 127 score: 0.239104832236
try .. char: 00013 win: 68 score: 3.34643169247
bwd_pass use 1.387
fwd_infer use 0.103
[347 112 111 365 415 363 362 39 292 416 70 454 73 376 201 452 464 37
71 377]
count 20
forward_pass use 0.983
try f/ char: 00069 win: 347 score: 3.41370959271
try 7/ char: 00022 win: 112 score: 4.94204198287
try 7/ char: 00022 win: 111 score: 5.52095257106
try t/ char: 00083 win: 415 score: 6.14441530895
try i/ char: 00072 win: 363 score: 7.69396840073
try i/ char: 00072 win: 362 score: 7.79550108713
try // char: 00014 win: 70 score: 8.41377993654
try // char: 00014 win: 73 score: 9.02430607589
bwd_pass use 2.517
fwd_infer use 0.102
[452 458 454 82 460 375 365 464 295 377 201 459 349 379 203 44 71 457
43 456]
count 20
forward_pass use 0.983
try {/ char: 00090 win: 452 score: 8.92316079453
try 1/ char: 00016 win: 82 score: 9.41627855425
try j/ char: 00073 win: 365 score: 11.7598081191
try // char: 00014 win: 71 score: 11.9460179293
try )/ char: 00008 win: 43 score: 12.2644079705
try |/ char: 00091 win: 456 score: 14.4612853786
bwd_pass use 3.404
fwd_infer use 0.103
[122 244 178 106 237 123 335 108 241 221 171 388 266 269 243 79 77 75
76 234]
count 20
forward_pass use 0.982
try 90 char: 00024 win: 122 score: 15.5719875704
try 60 char: 00021 win: 106 score: 16.303983257
try 60 char: 00021 win: 108 score: 17.0057121055
try C0 char: 00034 win: 171 score: 17.3341551361
try n0 char: 00077 win: 388 score: 17.8778168618
try 00 char: 00015 win: 79 score: 21.9256930155
try 00 char: 00015 win: 77 score: 24.4363401918
try O0 char: 00046 win: 234 score: 24.685676109
bwd_pass use 5.342
fwd_infer use 0.100
[336 396 105 166 231 199 120 121 355 170 394 395 260 261 177 175 263 78
262 230]
count 20
forward_pass use 0.977
try d0 char: 00067 win: 336 score: 17.8125274601
try 60 char: 00021 win: 105 score: 18.5400296588
try o0 char: 00078 win: 394 score: 23.7201660181
bwd_pass use 6.479
fwd_infer use 0.100
[204 279 86 89 209 284 91 88 114 0 205 303 42 442 72 41 289 83
81 84]
count 20
forward_pass use 0.951
try I1 char: 00040 win: 204 score: 3.19747036435
try X1 char: 00055 win: 279 score: 3.8788501758
try 21 char: 00017 win: 86 score: 6.68281918752
try 31 char: 00018 win: 91 score: 7.41260082905
try J1 char: 00041 win: 205 score: 8.43985322388
try Z1 char: 00057 win: 289 score: 8.45719384669
try 11 char: 00016 win: 83 score: 14.2647610583
try 11 char: 00016 win: 81 score: 15.0979450237
try 11 char: 00016 win: 84 score: 15.4239333862
bwd_pass use 2.915
fwd_infer use 0.099
[112 416 338 299 415 360 37 218 292 208 111 82 377 202 376 201 300 113
215 464]
count 20
forward_pass use 0.962
try 71 char: 00022 win: 112 score: 3.37313227995
try t1 char: 00083 win: 416 score: 5.18701137105
try d1 char: 00067 win: 338 score: 7.50551367085
try t1 char: 00083 win: 415 score: 7.93821543034
try l1 char: 00075 win: 377 score: 8.34987008831
try l1 char: 00075 win: 376 score: 9.24774918888
try I1 char: 00040 win: 201 score: 9.93398165805
try }1 char: 00092 win: 464 score: 11.9631241669
bwd_pass use 2.517
fwd_infer use 0.099
[ 82 75 207 112 184 239 377 113 365 44 90 93 154 151 206 71 285 215
286 87]
count 20
forward_pass use 0.984
try 12 char: 00016 win: 82 score: -inf
try 02 char: 00015 win: 75 score: -inf
try J2 char: 00041 win: 207 score: 6.68031737887
try P2 char: 00047 win: 239 score: 7.83095522324
try l2 char: 00075 win: 377 score: 8.3834121411
try j2 char: 00073 win: 365 score: 9.75899619973
try 32 char: 00018 win: 90 score: 10.9670265847
try 32 char: 00018 win: 93 score: 11.3847623231
try Z2 char: 00057 win: 285 score: 14.4596110396
try 22 char: 00017 win: 87 score: 19.7895084953
bwd_pass use 6.427
fwd_infer use 0.101
[110 235 153 79 386 385 288 448 86 120 176 152 175 177 77 205 89 287
240 85]
count 20
forward_pass use 0.973
try 72 char: 00022 win: 110 score: 8.97087988785
try ?2 char: 00030 win: 153 score: 13.4895322305
try Z2 char: 00057 win: 287 score: 16.0198867111
try 22 char: 00017 win: 85 score: 20.5880134122
bwd_pass use 5.492
fwd_infer use 0.100
[414 44 464 206 102 106 286 113 191 108 18 253 119 116 300 392 98 123
335 93]
count 20
forward_pass use 0.973
try s3 char: 00082 win: 414 score: 9.13726009224
try 63 char: 00021 win: 106 score: 9.86566350862
try S3 char: 00050 win: 253 score: 12.8005887901
try 83 char: 00023 win: 119 score: 13.2904129745
try 83 char: 00023 win: 116 score: 13.7975748296
try 33 char: 00018 win: 93 score: 19.8627258489
bwd_pass use 4.650
fwd_infer use 0.100
[414 335 16 411 234 85 96 108 18 41 122 87 116 119 191 286 123 254
92 93]
count 20
forward_pass use 0.975
try s3 char: 00082 win: 414 score: -inf
try d3 char: 00067 win: 335 score: 6.05346723911
try s3 char: 00082 win: 411 score: 11.1807400867
try 23 char: 00017 win: 87 score: 12.0575654918
try 83 char: 00023 win: 116 score: 12.8692198551
try 83 char: 00023 win: 119 score: 13.0670614072
try S3 char: 00050 win: 254 score: 15.2259705874
try 33 char: 00018 win: 92 score: 17.033799142
try 33 char: 00018 win: 93 score: 20.8006791993
bwd_pass use 5.589
fwd_infer use 0.099
[424 13 248 199 120 308 105 196 339 336 306 373 305 160 121 78 198 77
99 95]
count 20
forward_pass use 0.968
try u4 char: 00084 win: 424 score: 2.83354694843
try 94 char: 00024 win: 120 score: 4.22236835471
try ^4 char: 00061 win: 308 score: 8.33258831618
try ^4 char: 00061 win: 306 score: 8.78780288966
try ^4 char: 00061 win: 305 score: 9.75489135174
try 44 char: 00019 win: 99 score: 20.45764748
try 44 char: 00019 win: 95 score: 20.5007418711
bwd_pass use 7.357
fwd_infer use 0.100
[232 245 337 248 246 399 329 162 105 193 396 394 424 175 177 336 77 95
99 400]
count 20
forward_pass use 0.973
try O4 char: 00046 win: 232 score: 5.68782784978
try R4 char: 00049 win: 245 score: 8.58443601634
try R4 char: 00049 win: 248 score: 9.70497337598
try u4 char: 00084 win: 424 score: 10.6334876836
try 44 char: 00019 win: 95 score: 20.204015941
try 44 char: 00019 win: 99 score: 21.5928870198
bwd_pass use 7.500
fwd_infer use 0.101
[197 264 121 100 251 391 176 120 326 168 260 92 17 16 329 232 104 105
254 103]
count 20
forward_pass use 0.968
try H5 char: 00039 win: 197 score: 8.30563122138
try 55 char: 00020 win: 100 score: 11.2976289393
try B5 char: 00033 win: 168 score: 13.1535520286
try 35 char: 00018 win: 92 score: 14.2605196587
try $5 char: 00003 win: 17 score: 15.8677908149
try 55 char: 00020 win: 104 score: 19.2596156918
try S5 char: 00050 win: 254 score: 21.4422279054
try 55 char: 00020 win: 103 score: 22.5110041037
bwd_pass use 4.802
fwd_infer use 0.100
[123 98 252 254 92 90 328 75 119 116 414 107 180 106 184 18 108 191
102 253]
count 20
forward_pass use 0.972
try 95 char: 00024 win: 123 score: 12.5351721607
try S5 char: 00050 win: 254 score: 13.7722278632
try 85 char: 00023 win: 119 score: 15.3398216604
try s5 char: 00082 win: 414 score: 20.7069768789
try 55 char: 00020 win: 102 score: 22.2325701859
try S5 char: 00050 win: 253 score: 22.5099591728
bwd_pass use 3.659
fwd_infer use 0.099
[397 455 37 403 124 200 338 390 36 191 236 107 108 328 392 39 389 75
359 356]
count 20
forward_pass use 0.973
try p6 char: 00079 win: 397 score: 7.01918279776
try (6 char: 00007 win: 37 score: 8.10322386303
try q6 char: 00080 win: 403 score: 8.33974734669
try I6 char: 00040 win: 200 score: 8.69538777016
try o6 char: 00078 win: 390 score: 11.6392672451
try 66 char: 00021 win: 108 score: 11.7664384145
try o6 char: 00078 win: 392 score: 12.6432653376
try h6 char: 00071 win: 359 score: 14.3752623822
try h6 char: 00071 win: 356 score: 14.3862823423
bwd_pass use 4.267
fwd_infer use 0.098
[261 336 78 196 179 186 104 170 168 394 193 357 391 103 251 329 194 232
182 105]
count 20
forward_pass use 0.970
try U6 char: 00052 win: 261 score: 9.6810195228
try d6 char: 00067 win: 336 score: 13.3626999425
try 06 char: 00015 win: 78 score: 16.448970743
try F6 char: 00037 win: 186 score: 16.4901734975
try 56 char: 00020 win: 104 score: 20.1781281894
try 66 char: 00021 win: 105 score: 24.5409513133
bwd_pass use 5.193
fwd_infer use 0.100
[294 82 151 255 378 154 112 416 201 452 457 292 113 377 257 456 37 454
291 39]
count 20
forward_pass use 0.968
try [7 char: 00058 win: 294 score: 5.21536818398
try 17 char: 00016 win: 82 score: 10.1608641873
try ?7 char: 00030 win: 151 score: 12.0755317133
try 77 char: 00022 win: 113 score: 12.9040237088
bwd_pass use 3.154
fwd_infer use 0.097
[407 442 110 287 281 209 259 256 72 204 81 303 74 284 88 153 289 147
152 114]
count 20
forward_pass use 0.956
try r7 char: 00081 win: 407 score: 7.48112012417
try Z7 char: 00057 win: 287 score: 10.3640168589
try T7 char: 00051 win: 259 score: 10.5902327295
try ?7 char: 00030 win: 153 score: 14.5820902585
bwd_pass use 4.355
fwd_infer use 0.097
[371 401 120 195 176 160 235 254 27 249 335 26 163 92 276 28 248 165
168 246]
count 20
forward_pass use 0.982
try k8 char: 00074 win: 371 score: 10.7221746521
try 98 char: 00024 win: 120 score: 12.2512478421
try H8 char: 00039 win: 195 score: 12.6741741997
try &8 char: 00005 win: 27 score: 17.155928113
try 38 char: 00018 win: 92 score: 17.9153467703
try B8 char: 00033 win: 165 score: 20.004329377
bwd_pass use 9.493
fwd_infer use 0.106
[117 352 25 335 328 253 356 90 237 75 327 239 93 191 180 351 108 184
119 116]
count 20
forward_pass use 0.994
try 88 char: 00023 win: 117 score: 19.2860532181
try S8 char: 00050 win: 253 score: 19.2956521146
try 88 char: 00023 win: 119 score: 25.1692009352
try 88 char: 00023 win: 116 score: 25.2824980008
bwd_pass use 6.511
fwd_infer use 0.101
[193 168 159 118 177 262 175 260 350 251 179 232 176 194 77 240 78 120
230 121]
count 20
forward_pass use 0.977
try G9 char: 00038 win: 193 score: 12.3644419443
try B9 char: 00033 win: 168 score: 15.404810712
try 89 char: 00023 win: 118 score: 17.1568900384
try S9 char: 00050 win: 251 score: 18.2598771705
try 99 char: 00024 win: 120 score: 24.1975973021
bwd_pass use 7.767
fwd_infer use 0.099
[333 87 328 392 239 180 351 108 93 122 342 184 102 101 90 388 76 253
75 124]
count 20
forward_pass use 0.979
try c9 char: 00066 win: 333 score: 10.3059211653
try 29 char: 00017 win: 87 score: 11.6247511741
try b9 char: 00065 win: 328 score: 13.5968995901
try o9 char: 00078 win: 392 score: 16.4913442062
try 99 char: 00024 win: 122 score: 18.7128861932
try 99 char: 00024 win: 124 score: 19.4595035446
bwd_pass use 5.259
fwd_infer use 0.104
[408 414 9 48 34 468 33 59 56 415 319 55 1 62 129 318 61 63
64 32]
count 20
forward_pass use 0.954
try r: char: 00081 win: 408 score: 0.53519588281
try ': char: 00006 win: 34 score: 1.55399698689
try t: char: 00083 win: 415 score: 2.95538902485
try ,: char: 00011 win: 55 score: 3.02317657345
try :: char: 00025 win: 129 score: 3.88784189063
bwd_pass use 1.095
fwd_infer use 0.109
[466 405 129 419 139 314 301 67 364 7 445 330 64 66 451 219 68 65
126 127]
count 20
forward_pass use 0.959
try ~: char: 00093 win: 466 score: -1.77160382885
try :: char: 00025 win: 129 score: -0.108922721281
try ": char: 00001 win: 7 score: -0.0484938813875
try -: char: 00012 win: 64 score: 0.239117392855
try .: char: 00013 win: 66 score: 3.14966243865
try .: char: 00013 win: 65 score: 3.63545002998
try :: char: 00025 win: 126 score: 6.61962835764
try :: char: 00025 win: 127 score: 6.7909381921
bwd_pass use 1.733
fwd_infer use 0.099
[133 153 407 127 55 465 405 30 0 67 204 203 330 58 418 66 128 65
68 126]
count 20
forward_pass use 0.968
try ;; char: 00026 win: 133 score: -2.21720908122
try r; char: 00081 win: 407 score: -1.10932015102
try :; char: 00025 win: 127 score: -0.298772112649
try ,; char: 00011 win: 55 score: 2.11086348062
try .; char: 00013 win: 67 score: 3.01223282591
try .; char: 00013 win: 66 score: 3.01666949759
try :; char: 00025 win: 128 score: 6.04796900736
try :; char: 00025 win: 126 score: 6.19804596174
bwd_pass use 1.481
fwd_infer use 0.105
[ 68 7 311 139 33 30 55 128 67 69 66 364 330 57 418 58 129 65
133 126]
count 20
forward_pass use 0.966
try .; char: 00013 win: 68 score: 1.49984831373
try ,; char: 00011 win: 55 score: 3.13309060265
try :; char: 00025 win: 128 score: 3.66587861922
try :; char: 00025 win: 129 score: 6.64508000228
bwd_pass use 1.022
fwd_infer use 0.106
[407 142 434 425 468 53 51 411 147 135 50 100 95 279 469 173 465 251
137 144]
count 20
forward_pass use 0.955
try r< char: 00081 win: 407 score: -0.460931797349
try v< char: 00085 win: 425 score: 0.430749840006
try +< char: 00010 win: 53 score: 0.979522472998
try << char: 00027 win: 135 score: 2.07832571114
try 4< char: 00019 win: 95 score: 3.12588787546
try ~< char: 00093 win: 469 score: 3.28300793348
try ~< char: 00093 win: 465 score: 4.60964972458
try << char: 00027 win: 137 score: 14.3659014015
bwd_pass use 2.851
fwd_infer use 0.098
[429 210 391 109 448 211 405 137 193 433 330 141 447 334 287 332 139 142
250 135]
count 20
forward_pass use 0.963
try v< char: 00085 win: 429 score: 1.41638919415
try 6< char: 00021 win: 109 score: 1.95250972353
try z< char: 00089 win: 448 score: 2.48596621667
try << char: 00027 win: 137 score: 4.11295523513
try z< char: 00089 win: 447 score: 6.42536887975
try c< char: 00066 win: 334 score: 6.84242511423
try << char: 00027 win: 139 score: 7.50534009641
try S< char: 00050 win: 250 score: 7.71042409632
try << char: 00027 win: 135 score: 14.4293469613
bwd_pass use 3.394
fwd_infer use 0.102
[150 63 413 236 62 60 466 446 64 142 146 148 392 141 340 145 310 343
140 143]
count 20
forward_pass use 0.963
try ?= char: 00030 win: 150 score: 0.398401584622
try -= char: 00012 win: 63 score: 4.10530834564
try z= char: 00089 win: 446 score: 6.67457144967
try >= char: 00029 win: 148 score: 7.13422079746
try == char: 00028 win: 140 score: 8.4660448516
try == char: 00028 win: 143 score: 14.7475438419
bwd_pass use 5.584
fwd_infer use 0.108
[445 405 153 126 410 66 149 311 68 423 141 65 334 127 52 447 332 137
135 142]
count 20
forward_pass use 0.951
try z= char: 00089 win: 445 score: 0.0916263049276
try r= char: 00081 win: 405 score: 1.82876540458
try := char: 00025 win: 126 score: 2.04572077233
try u= char: 00084 win: 423 score: 4.06092318913
try c= char: 00066 win: 334 score: 4.39906876918
try c= char: 00066 win: 332 score: 5.04528442591
try <= char: 00027 win: 135 score: 5.57871400635
try == char: 00028 win: 142 score: 12.4891247628
bwd_pass use 2.029
fwd_infer use 0.098
[343 310 62 446 443 61 65 63 323 252 64 438 102 60 467 145 466 236
146 148]
count 20
forward_pass use 0.968
try e> char: 00068 win: 343 score: -1.25239780923
try _> char: 00062 win: 310 score: 3.9504048688
try >> char: 00029 win: 145 score: 4.22170975816
try ~> char: 00093 win: 466 score: 5.54089272122
try >> char: 00029 win: 146 score: 12.9604041834
bwd_pass use 4.309
fwd_infer use 0.113
[ 90 87 412 239 125 319 62 64 141 333 342 148 18 467 469 468 150 140
414 145]
count 20
forward_pass use 0.962
try 3> char: 00018 win: 90 score: -0.104033264414
try 2> char: 00017 win: 87 score: 3.52661315266
try :> char: 00025 win: 125 score: 3.77995780613
try ~> char: 00093 win: 467 score: 5.93826888507
try => char: 00028 win: 140 score: 7.7977964395
try s> char: 00082 win: 414 score: 9.37293586005
try >> char: 00029 win: 145 score: 13.0045632983
bwd_pass use 2.904
fwd_infer use 0.119
[ 84 284 110 77 204 287 86 442 81 72 89 85 74 147 322 289 88 152
153 114]
count 20
forward_pass use 0.964
try 1? char: 00016 win: 84 score: 4.6077710612
try 7? char: 00022 win: 110 score: 5.54166723986
try I? char: 00040 win: 204 score: 6.78983963851
try Z? char: 00057 win: 287 score: 7.74564080242
try >? char: 00029 win: 147 score: 10.6025555538
try ?? char: 00030 win: 152 score: 15.3105660127
try ?? char: 00030 win: 153 score: 15.9248020929
bwd_pass use 5.571
fwd_infer use 0.100
[ 80 65 426 448 281 189 349 364 141 280 92 407 147 405 88 204 186 110
152 153]
count 20
forward_pass use 0.963
try 1? char: 00016 win: 80 score: 2.84790009479
try .? char: 00013 win: 65 score: 3.36176939357
try i? char: 00072 win: 364 score: 4.11075410858
try r? char: 00081 win: 407 score: 5.77522769989
try ?? char: 00030 win: 152 score: 11.4950885631
bwd_pass use 4.151
fwd_infer use 0.102
[396 176 242 421 21 193 382 230 231 232 24 380 272 155 383 156 240 158
159 157]
count 20
forward_pass use 0.985
try p@ char: 00079 win: 396 score: 8.9430196355
try D@ char: 00035 win: 176 score: 9.68278161796
try u@ char: 00084 win: 421 score: 12.8918116976
try G@ char: 00038 win: 193 score: 14.6772740766
try O@ char: 00046 win: 231 score: 18.560661922
try Q@ char: 00048 win: 240 score: 19.6291672192
try @@ char: 00031 win: 158 score: 37.9006467861
try @@ char: 00031 win: 159 score: 42.2801896306
try @@ char: 00031 win: 157 score: 43.7767600069
bwd_pass use 13.942
fwd_infer use 0.103
[234 391 105 232 231 383 380 263 166 233 381 240 193 194 382 230 159 155
158 157]
count 20
forward_pass use 0.982
try O@ char: 00046 win: 234 score: 11.3852880174
try o@ char: 00078 win: 391 score: 12.52811814
try 6@ char: 00021 win: 105 score: 15.8173284731
try O@ char: 00046 win: 230 score: 18.0502215108
try @@ char: 00031 win: 159 score: 19.574045883
try @@ char: 00031 win: 155 score: 34.0459588027
try @@ char: 00031 win: 158 score: 43.9599187746
try @@ char: 00031 win: 157 score: 45.1474913689
bwd_pass use 10.895
fwd_infer use 0.105
[ 99 122 302 379 458 71 335 97 98 389 461 359 38 388 96 75 161 164
76 160]
count 20
forward_pass use 0.982
try 4A char: 00019 win: 99 score: 10.6013768701
try lA char: 00075 win: 379 score: 10.736971213
try 4A char: 00019 win: 97 score: 11.8849859507
try 4A char: 00019 win: 98 score: 13.6655494391
try 4A char: 00019 win: 96 score: 14.3575305932
try AA char: 00032 win: 161 score: 18.2906956205
bwd_pass use 3.304
fwd_infer use 0.098
[305 188 456 262 95 395 420 72 162 186 336 235 121 247 166 355 199 78
227 226]
count 20
forward_pass use 0.969
try ^A char: 00061 win: 305 score: -inf
try FA char: 00037 win: 188 score: 9.80407129855
try 4A char: 00019 win: 95 score: 10.4157786453
try AA char: 00032 win: 162 score: 19.2547767257
bwd_pass use 6.408
fwd_infer use 0.110
[226 396 395 170 247 121 245 230 251 393 199 115 231 263 118 196 175 177
350 166]
count 20
forward_pass use 1.103
try NB char: 00045 win: 226 score: 8.64436043033
try pB char: 00079 win: 396 score: 16.8429559156
try CB char: 00034 win: 170 score: 17.5160531119
try RB char: 00049 win: 245 score: 17.5573906614
try 8B char: 00023 win: 115 score: 19.2066369015
try 8B char: 00023 win: 118 score: 24.8684837525
try BB char: 00033 win: 166 score: 25.8854245713
bwd_pass use 7.563
fwd_infer use 0.107
[230 160 92 264 171 174 238 193 239 243 232 234 194 249 168 179 197 327
176 165]
count 20
forward_pass use 1.011
try OB char: 00046 win: 230 score: 13.5936079062
try AB char: 00032 win: 160 score: 13.7358053254
try 3B char: 00018 win: 92 score: 17.4875728994
try CB char: 00034 win: 174 score: 19.2911998659
try PB char: 00047 win: 238 score: 19.6323164541
try GB char: 00038 win: 193 score: 21.8608440093
try DB char: 00035 win: 179 score: 22.0759308322
try BB char: 00033 win: 165 score: 27.3252206386
bwd_pass use 4.239
fwd_infer use 0.105
[419 302 391 332 263 246 451 255 314 118 334 115 250 238 179 219 405 193
157 230]
count 20
forward_pass use 1.066
try tC char: 00083 win: 419 score: 6.08745883524
try cC char: 00066 win: 332 score: 7.52754591403
try 8C char: 00023 win: 118 score: 7.88497622542
try cC char: 00066 win: 334 score: 8.42285299826
try SC char: 00050 win: 250 score: 9.46041554946
try LC char: 00043 win: 219 score: 11.7798125758
try rC char: 00081 win: 405 score: 11.8097826131
bwd_pass use 5.311
fwd_infer use 0.111
[349 292 165 298 182 37 218 215 217 290 179 230 240 232 176 171 193 194
172 174]
count 20
forward_pass use 1.001
try fC char: 00069 win: 349 score: 8.30715070628
try EC char: 00036 win: 182 score: 10.0110608581
try LC char: 00043 win: 218 score: 12.149860238
try OC char: 00046 win: 232 score: 13.2131940851
try CC char: 00034 win: 171 score: 17.3330008967
try CC char: 00034 win: 174 score: 18.4419797183
bwd_pass use 3.969
fwd_infer use 0.103
[231 121 424 120 170 77 263 329 166 240 194 261 262 78 260 176 179 175
177 232]
count 20
forward_pass use 1.009
try OD char: 00046 win: 231 score: 18.2545969373
try uD char: 00084 win: 424 score: 18.5891534141
try CD char: 00034 win: 170 score: 20.4290777059
try 0D char: 00015 win: 77 score: 21.1495208157
try 0D char: 00015 win: 78 score: 25.5363879347
try DD char: 00035 win: 175 score: 26.5920695301
try DD char: 00035 win: 177 score: 26.8066217809
try OD char: 00046 win: 232 score: 26.9604989288
bwd_pass use 6.326
fwd_infer use 0.102
[114 74 288 263 72 251 81 89 88 459 262 182 216 80 284 420 173 170
78 231]
count 20
forward_pass use 0.988
try 7D char: 00022 win: 114 score: 6.44637190846
try SD char: 00050 win: 251 score: 7.6642726673
try 1D char: 00016 win: 81 score: 8.32749492197
try 2D char: 00017 win: 89 score: 8.96464429521
try ED char: 00036 win: 182 score: 9.26285207217
try CD char: 00034 win: 173 score: 21.7211635327
try OD char: 00046 win: 231 score: 29.6077980439
bwd_pass use 7.122
fwd_infer use 0.102
[373 280 349 103 357 172 288 173 247 216 170 196 214 245 329 186 168 181
182 189]
count 20
forward_pass use 1.098
try kE char: 00074 win: 373 score: 11.49515156
try YE char: 00056 win: 280 score: 11.6508600602
try 5E char: 00020 win: 103 score: 11.7709322405
try hE char: 00071 win: 357 score: 13.2010230922
try CE char: 00034 win: 172 score: 15.5108975531
try CE char: 00034 win: 173 score: 16.4548692113
try CE char: 00034 win: 170 score: 16.5492129188
try EE char: 00036 win: 181 score: 23.0886331904
bwd_pass use 5.554
fwd_infer use 0.110
[253 25 392 377 140 119 116 345 183 342 333 102 180 237 328 171 107 108
191 106]
count 20
forward_pass use 1.042
try SE char: 00050 win: 253 score: 10.220906506
try 8E char: 00023 win: 119 score: 12.8126081858
try 8E char: 00023 win: 116 score: 13.3191593903
try 5E char: 00020 win: 102 score: 13.4145604885
try EE char: 00036 win: 180 score: 14.254684334
try CE char: 00034 win: 171 score: 16.1034450579
try 6E char: 00021 win: 108 score: 17.1922826303
try 6E char: 00021 win: 106 score: 17.4815508473
bwd_pass use 3.922
fwd_infer use 0.108
[ 37 208 361 191 40 304 187 36 180 378 39 200 333 369 294 455 239 462
185 184]
count 20
forward_pass use 1.070
try (F char: 00007 win: 37 score: 5.37080372178
try JF char: 00041 win: 208 score: 6.64166559246
try iF char: 00072 win: 361 score: 7.64343501786
try FF char: 00037 win: 187 score: 8.25977536016
try lF char: 00075 win: 378 score: 9.50896176596
try |F char: 00091 win: 455 score: 10.1520010314
try PF char: 00047 win: 239 score: 11.4475332132
try FF char: 00037 win: 185 score: 12.3983179499
bwd_pass use 3.926
fwd_infer use 0.100
[249 454 198 201 452 39 246 377 375 457 349 456 182 292 107 235 168 238
189 186]
count 20
forward_pass use 0.988
try RF char: 00049 win: 249 score: 7.47517172441
try IF char: 00040 win: 201 score: 10.3925134953
try EF char: 00036 win: 182 score: 12.8347715031
try PF char: 00047 win: 238 score: 14.3384410632
try FF char: 00037 win: 189 score: 17.2221032342
try FF char: 00037 win: 186 score: 20.2883911879
bwd_pass use 3.396
fwd_infer use 0.104
[390 18 123 25 16 102 335 92 75 254 392 241 76 107 328 106 171 234
108 191]
count 20
forward_pass use 0.994
try oG char: 00078 win: 390 score: 10.373268045
try 9G char: 00024 win: 123 score: 11.1824394481
try 5G char: 00020 win: 102 score: 13.7595244084
try 6G char: 00021 win: 107 score: 18.3817694084
try 6G char: 00021 win: 106 score: 19.9802839478
try CG char: 00034 win: 171 score: 20.6931548024
try 6G char: 00021 win: 108 score: 23.6728762354
try GG char: 00038 win: 191 score: 26.0696888827
bwd_pass use 12.589
fwd_infer use 0.256
[230 227 226 216 38 159 383 355 78 350 262 251 263 190 192 233 173 170
166 231]
count 20
forward_pass use 2.838