[okazaki@mlesna CoNLL2000]$ time ../../frontend/crfsuite learn -m sgd.dense.model -p feature.possible_states=1 -p feature.possible_transitions=1 -p algorithm=sgd -p regularization.sigma=1 -p sgd.max_iterations=100 train.crfsuite.txt > & log.sgd.dense.txt
CRFsuite 0.6  Copyright (c) 2007-2009 Naoaki Okazaki

Start time of the training: 2009-03-01T06:32:01Z

Reading the training data
0....1....2....3....4....5....6....7....8....9....10
Number of instances: 8936
Total number of items: 211727
Number of attributes: 338547
Number of labels: 22
Seconds required: 5.570

Training first-order linear-chain CRFs (trainer.crf1m)

Feature generation
feature.minfreq: 0.000000
feature.possible_states: 1
feature.possible_transitions: 1
feature.bos_eos: 1
0....1....2....3....4....5....6....7....8....9....10
Number of features: 7448562
Seconds required: 36.300

Stochastic Gradient Descent (SGD)
regularization.sigma: 1.000000
sgd.max_iterations: 100
sgd.period: 10
sgd.delta: 0.000001

Calibrating the learning rate (eta)
sgd.calibration.eta: 0.100000
sgd.calibration.rate: 2.000000
sgd.calibration.samples: 1000
sgd.calibration.candidates: 10
Initial Log-likelihood: -76605.305122
Trial #1 (eta = 0.100000): -6357.747048
Trial #2 (eta = 0.200000): -6626.755294
Trial #3 (eta = 0.400000): -9850.705869
Trial #4 (eta = 0.800000): -18339.649799
Trial #5 (eta = 1.600000): -37136.017885
Trial #6 (eta = 3.200000): -79583.469499 (worse)
Trial #7 (eta = 0.050000): -7343.741430
Trial #8 (eta = 0.025000): -9241.731775
Trial #9 (eta = 0.012500): -12150.131418
Trial #10 (eta = 0.006250): -16364.748766
Trial #11 (eta = 0.003125): -22272.425806
Best learning rate (eta): 0.100000
Seconds required: 7.140

***** Epoch #1 *****
Log-likelihood: -33105.316713
Feature L2-norm: 61.047755
Learning rate (eta): 0.090910
Total number of feature updates: 8936
Seconds required for this iteration: 5.130

***** Epoch #2 *****
Log-likelihood: -17319.346790
Feature L2-norm: 73.679287
Learning rate (eta): 0.083334
Total number of feature updates: 17872
Seconds required for this iteration: 5.130

***** Epoch #3 *****
Log-likelihood: -13056.505696
Feature L2-norm: 80.956026
Learning rate (eta): 0.076924
Total number of feature updates: 26808
Seconds required for this iteration: 5.120

***** Epoch #4 *****
Log-likelihood: -11051.893406
Feature L2-norm: 85.493932
Learning rate (eta): 0.071429
Total number of feature updates: 35744
Seconds required for this iteration: 5.130

***** Epoch #5 *****
Log-likelihood: -10009.266057
Feature L2-norm: 88.438362
Learning rate (eta): 0.066667
Total number of feature updates: 44680
Seconds required for this iteration: 5.120

***** Epoch #6 *****
Log-likelihood: -9446.271670
Feature L2-norm: 90.473945
Learning rate (eta): 0.062500
Total number of feature updates: 53616
Seconds required for this iteration: 5.130

***** Epoch #7 *****
Log-likelihood: -9049.000111
Feature L2-norm: 91.862580
Learning rate (eta): 0.058824
Total number of feature updates: 62552
Seconds required for this iteration: 5.120

***** Epoch #8 *****
Log-likelihood: -8833.828220
Feature L2-norm: 92.909487
Learning rate (eta): 0.055556
Total number of feature updates: 71488
Seconds required for this iteration: 5.130

***** Epoch #9 *****
Log-likelihood: -8655.211131
Feature L2-norm: 93.650874
Learning rate (eta): 0.052632
Total number of feature updates: 80424
Seconds required for this iteration: 5.160

***** Epoch #10 *****
Log-likelihood: -8534.646890
Feature L2-norm: 94.246257
Learning rate (eta): 0.050000
Total number of feature updates: 89360
Seconds required for this iteration: 5.180

***** Epoch #11 *****
Log-likelihood: -8425.550660
Improvement ratio: 2.929158
Feature L2-norm: 94.602511
Learning rate (eta): 0.047619
Total number of feature updates: 98296
Seconds required for this iteration: 5.150

***** Epoch #12 *****
Log-likelihood: -8365.418103
Improvement ratio: 1.070350
Feature L2-norm: 94.798426
Learning rate (eta): 0.045455
Total number of feature updates: 107232
Seconds required for this iteration: 5.120

***** Epoch #13 *****
Log-likelihood: -8306.758958
Improvement ratio: 0.571793
Feature L2-norm: 94.950191
Learning rate (eta): 0.043478
Total number of feature updates: 116168
Seconds required for this iteration: 5.130

***** Epoch #14 *****
Log-likelihood: -8261.691136
Improvement ratio: 0.337728
Feature L2-norm: 95.079126
Learning rate (eta): 0.041667
Total number of feature updates: 125104
Seconds required for this iteration: 5.130

***** Epoch #15 *****
Log-likelihood: -8214.497739
Improvement ratio: 0.218488
Feature L2-norm: 95.190201
Learning rate (eta): 0.040000
Total number of feature updates: 134040
Seconds required for this iteration: 5.120

***** Epoch #16 *****
Log-likelihood: -8184.546422
Improvement ratio: 0.154159
Feature L2-norm: 95.299412
Learning rate (eta): 0.038462
Total number of feature updates: 142976
Seconds required for this iteration: 5.130

***** Epoch #17 *****
Log-likelihood: -8167.526097
Improvement ratio: 0.107924
Feature L2-norm: 95.393555
Learning rate (eta): 0.037037
Total number of feature updates: 151912
Seconds required for this iteration: 5.130

***** Epoch #18 *****
Log-likelihood: -8136.405182
Improvement ratio: 0.085716
Feature L2-norm: 95.473219
Learning rate (eta): 0.035714
Total number of feature updates: 160848
Seconds required for this iteration: 5.120

***** Epoch #19 *****
Log-likelihood: -8117.823976
Improvement ratio: 0.066198
Feature L2-norm: 95.544154
Learning rate (eta): 0.034483
Total number of feature updates: 169784
Seconds required for this iteration: 5.130

***** Epoch #20 *****
Log-likelihood: -8100.956638
Improvement ratio: 0.053536
Feature L2-norm: 95.600238
Learning rate (eta): 0.033333
Total number of feature updates: 178720
Seconds required for this iteration: 5.120

***** Epoch #21 *****
Log-likelihood: -8081.415228
Improvement ratio: 0.042584
Feature L2-norm: 95.684172
Learning rate (eta): 0.032258
Total number of feature updates: 187656
Seconds required for this iteration: 5.130

***** Epoch #22 *****
Log-likelihood: -8068.040950
Improvement ratio: 0.036859
Feature L2-norm: 95.750915
Learning rate (eta): 0.031250
Total number of feature updates: 196592
Seconds required for this iteration: 5.130

***** Epoch #23 *****
Log-likelihood: -8052.054485
Improvement ratio: 0.031632
Feature L2-norm: 95.786185
Learning rate (eta): 0.030303
Total number of feature updates: 205528
Seconds required for this iteration: 5.120

***** Epoch #24 *****
Log-likelihood: -8037.497302
Improvement ratio: 0.027893
Feature L2-norm: 95.810949
Learning rate (eta): 0.029412
Total number of feature updates: 214464
Seconds required for this iteration: 5.130

***** Epoch #25 *****
Log-likelihood: -8031.682338
Improvement ratio: 0.022762
Feature L2-norm: 95.837235
Learning rate (eta): 0.028572
Total number of feature updates: 223400
Seconds required for this iteration: 5.180

***** Epoch #26 *****
Log-likelihood: -8019.466307
Improvement ratio: 0.020585
Feature L2-norm: 95.867506
Learning rate (eta): 0.027778
Total number of feature updates: 232336
Seconds required for this iteration: 5.180

***** Epoch #27 *****
Log-likelihood: -8009.791997
Improvement ratio: 0.019693
Feature L2-norm: 95.880176
Learning rate (eta): 0.027027
Total number of feature updates: 241272
Seconds required for this iteration: 5.130

***** Epoch #28 *****
Log-likelihood: -7992.857264
Improvement ratio: 0.017960
Feature L2-norm: 95.876061
Learning rate (eta): 0.026316
Total number of feature updates: 250208
Seconds required for this iteration: 5.130

***** Epoch #29 *****
Log-likelihood: -7988.701827
Improvement ratio: 0.016163
Feature L2-norm: 95.892181
Learning rate (eta): 0.025641
Total number of feature updates: 259144
Seconds required for this iteration: 5.120

***** Epoch #30 *****
Log-likelihood: -7974.881882
Improvement ratio: 0.015809
Feature L2-norm: 95.899649
Learning rate (eta): 0.025000
Total number of feature updates: 268080
Seconds required for this iteration: 5.130

***** Epoch #31 *****
Log-likelihood: -7969.440725
Improvement ratio: 0.014050
Feature L2-norm: 95.920198
Learning rate (eta): 0.024390
Total number of feature updates: 277016
Seconds required for this iteration: 5.130

***** Epoch #32 *****
Log-likelihood: -7960.357634
Improvement ratio: 0.013527
Feature L2-norm: 95.924680
Learning rate (eta): 0.023810
Total number of feature updates: 285952
Seconds required for this iteration: 5.130

***** Epoch #33 *****
Log-likelihood: -7952.773082
Improvement ratio: 0.012484
Feature L2-norm: 95.930124
Learning rate (eta): 0.023256
Total number of feature updates: 294888
Seconds required for this iteration: 5.120

***** Epoch #34 *****
Log-likelihood: -7943.234219
Improvement ratio: 0.011867
Feature L2-norm: 95.945854
Learning rate (eta): 0.022727
Total number of feature updates: 303824
Seconds required for this iteration: 5.130

***** Epoch #35 *****
Log-likelihood: -7940.741647
Improvement ratio: 0.011452
Feature L2-norm: 95.954457
Learning rate (eta): 0.022222
Total number of feature updates: 312760
Seconds required for this iteration: 5.130

***** Epoch #36 *****
Log-likelihood: -7936.505569
Improvement ratio: 0.010453
Feature L2-norm: 95.941984
Learning rate (eta): 0.021739
Total number of feature updates: 321696
Seconds required for this iteration: 5.120

***** Epoch #37 *****
Log-likelihood: -7931.679065
Improvement ratio: 0.009848
Feature L2-norm: 95.945428
Learning rate (eta): 0.021277
Total number of feature updates: 330632
Seconds required for this iteration: 5.130

***** Epoch #38 *****
Log-likelihood: -7921.041140
Improvement ratio: 0.009067
Feature L2-norm: 95.962306
Learning rate (eta): 0.020833
Total number of feature updates: 339568
Seconds required for this iteration: 5.130

***** Epoch #39 *****
Log-likelihood: -7926.064525
Improvement ratio: 0.007903
Feature L2-norm: 95.973301
Learning rate (eta): 0.020408
Total number of feature updates: 348504
Seconds required for this iteration: 5.090

***** Epoch #40 *****
Log-likelihood: -7913.615621
Improvement ratio: 0.007742
Feature L2-norm: 95.975543
Learning rate (eta): 0.020000
Total number of feature updates: 357440
Seconds required for this iteration: 5.150

***** Epoch #41 *****
Log-likelihood: -7911.285790
Improvement ratio: 0.007351
Feature L2-norm: 95.979197
Learning rate (eta): 0.019608
Total number of feature updates: 366376
Seconds required for this iteration: 5.180

***** Epoch #42 *****
Log-likelihood: -7907.514145
Improvement ratio: 0.006683
Feature L2-norm: 95.979662
Learning rate (eta): 0.019231
Total number of feature updates: 375312
Seconds required for this iteration: 5.160

***** Epoch #43 *****
Log-likelihood: -7904.692419
Improvement ratio: 0.006083
Feature L2-norm: 95.979000
Learning rate (eta): 0.018868
Total number of feature updates: 384248
Seconds required for this iteration: 5.130

***** Epoch #44 *****
Log-likelihood: -7899.682688
Improvement ratio: 0.005513
Feature L2-norm: 95.974023
Learning rate (eta): 0.018519
Total number of feature updates: 393184
Seconds required for this iteration: 5.120

***** Epoch #45 *****
Log-likelihood: -7896.782689
Improvement ratio: 0.005567
Feature L2-norm: 95.972399
Learning rate (eta): 0.018182
Total number of feature updates: 402120
Seconds required for this iteration: 5.130

***** Epoch #46 *****
Log-likelihood: -7891.325048
Improvement ratio: 0.005725
Feature L2-norm: 95.959434
Learning rate (eta): 0.017857
Total number of feature updates: 411056
Seconds required for this iteration: 5.130

***** Epoch #47 *****
Log-likelihood: -7887.998824
Improvement ratio: 0.005538
Feature L2-norm: 95.959373
Learning rate (eta): 0.017544
Total number of feature updates: 419992
Seconds required for this iteration: 5.130

***** Epoch #48 *****
Log-likelihood: -7882.050395
Improvement ratio: 0.004947
Feature L2-norm: 95.949441
Learning rate (eta): 0.017241
Total number of feature updates: 428928
Seconds required for this iteration: 5.120

***** Epoch #49 *****
Log-likelihood: -7882.179103
Improvement ratio: 0.005568
Feature L2-norm: 95.944439
Learning rate (eta): 0.016949
Total number of feature updates: 437864
Seconds required for this iteration: 5.090

***** Epoch #50 *****
Log-likelihood: -7880.442124
Improvement ratio: 0.004210
Feature L2-norm: 95.949742
Learning rate (eta): 0.016667
Total number of feature updates: 446800
Seconds required for this iteration: 5.120

***** Epoch #51 *****
Log-likelihood: -7876.549648
Improvement ratio: 0.004410
Feature L2-norm: 95.956733
Learning rate (eta): 0.016393
Total number of feature updates: 455736
Seconds required for this iteration: 5.130

***** Epoch #52 *****
Log-likelihood: -7873.492606
Improvement ratio: 0.004321
Feature L2-norm: 95.942876
Learning rate (eta): 0.016129
Total number of feature updates: 464672
Seconds required for this iteration: 5.130

***** Epoch #53 *****
Log-likelihood: -7872.019993
Improvement ratio: 0.004150
Feature L2-norm: 95.937346
Learning rate (eta): 0.015873
Total number of feature updates: 473608
Seconds required for this iteration: 5.130

***** Epoch #54 *****
Log-likelihood: -7867.432955
Improvement ratio: 0.004099
Feature L2-norm: 95.930635
Learning rate (eta): 0.015625
Total number of feature updates: 482544
Seconds required for this iteration: 5.120

***** Epoch #55 *****
Log-likelihood: -7866.233547
Improvement ratio: 0.003884
Feature L2-norm: 95.928322
Learning rate (eta): 0.015385
Total number of feature updates: 491480
Seconds required for this iteration: 5.130

***** Epoch #56 *****
Log-likelihood: -7862.051168
Improvement ratio: 0.003723
Feature L2-norm: 95.931719
Learning rate (eta): 0.015152
Total number of feature updates: 500416
Seconds required for this iteration: 5.170

***** Epoch #57 *****
Log-likelihood: -7861.241802
Improvement ratio: 0.003404
Feature L2-norm: 95.931002
Learning rate (eta): 0.014925
Total number of feature updates: 509352
Seconds required for this iteration: 5.190

***** Epoch #58 *****
Log-likelihood: -7857.524547
Improvement ratio: 0.003121
Feature L2-norm: 95.919701
Learning rate (eta): 0.014706
Total number of feature updates: 518288
Seconds required for this iteration: 5.140

***** Epoch #59 *****
Log-likelihood: -7854.126016
Improvement ratio: 0.003572
Feature L2-norm: 95.914014
Learning rate (eta): 0.014493
Total number of feature updates: 527224
Seconds required for this iteration: 5.120

***** Epoch #60 *****
Log-likelihood: -7854.730476
Improvement ratio: 0.003273
Feature L2-norm: 95.912919
Learning rate (eta): 0.014286
Total number of feature updates: 536160
Seconds required for this iteration: 5.090

***** Epoch #61 *****
Log-likelihood: -7852.017459
Improvement ratio: 0.003124
Feature L2-norm: 95.917699
Learning rate (eta): 0.014085
Total number of feature updates: 545096
Seconds required for this iteration: 5.130

***** Epoch #62 *****
Log-likelihood: -7850.115545
Improvement ratio: 0.002978
Feature L2-norm: 95.911932
Learning rate (eta): 0.013889
Total number of feature updates: 554032
Seconds required for this iteration: 5.130

***** Epoch #63 *****
Log-likelihood: -7848.900775
Improvement ratio: 0.002946
Feature L2-norm: 95.905886
Learning rate (eta): 0.013699
Total number of feature updates: 562968
Seconds required for this iteration: 5.120

***** Epoch #64 *****
Log-likelihood: -7842.049718
Improvement ratio: 0.003237
Feature L2-norm: 95.900357
Learning rate (eta): 0.013514
Total number of feature updates: 571904
Seconds required for this iteration: 5.130

***** Epoch #65 *****
Log-likelihood: -7845.028296
Improvement ratio: 0.002703
Feature L2-norm: 95.895495
Learning rate (eta): 0.013333
Total number of feature updates: 580840
Seconds required for this iteration: 5.090

***** Epoch #66 *****
Log-likelihood: -7847.257091
Improvement ratio: 0.001885
Feature L2-norm: 95.889811
Learning rate (eta): 0.013158
Total number of feature updates: 589776
Seconds required for this iteration: 5.080

***** Epoch #67 *****
Log-likelihood: -7843.143954
Improvement ratio: 0.002307
Feature L2-norm: 95.879711
Learning rate (eta): 0.012987
Total number of feature updates: 598712
Seconds required for this iteration: 5.090

***** Epoch #68 *****
Log-likelihood: -7835.804816
Improvement ratio: 0.002772
Feature L2-norm: 95.873542
Learning rate (eta): 0.012821
Total number of feature updates: 607648
Seconds required for this iteration: 5.120

***** Epoch #69 *****
Log-likelihood: -7836.954321
Improvement ratio: 0.002191
Feature L2-norm: 95.874722
Learning rate (eta): 0.012658
Total number of feature updates: 616584
Seconds required for this iteration: 5.100

***** Epoch #70 *****
Log-likelihood: -7835.329058
Improvement ratio: 0.002476
Feature L2-norm: 95.866139
Learning rate (eta): 0.012500
Total number of feature updates: 625520
Seconds required for this iteration: 5.130

***** Epoch #71 *****
Log-likelihood: -7833.442276
Improvement ratio: 0.002371
Feature L2-norm: 95.859518
Learning rate (eta): 0.012346
Total number of feature updates: 634456
Seconds required for this iteration: 5.120

***** Epoch #72 *****
Log-likelihood: -7834.428478
Improvement ratio: 0.002002
Feature L2-norm: 95.853929
Learning rate (eta): 0.012195
Total number of feature updates: 643392
Seconds required for this iteration: 5.090

***** Epoch #73 *****
Log-likelihood: -7830.626785
Improvement ratio: 0.002334
Feature L2-norm: 95.857395
Learning rate (eta): 0.012048
Total number of feature updates: 652328
Seconds required for this iteration: 5.130

***** Epoch #74 *****
Log-likelihood: -7832.019314
Improvement ratio: 0.001281
Feature L2-norm: 95.850610
Learning rate (eta): 0.011905
Total number of feature updates: 661264
Seconds required for this iteration: 5.080

***** Epoch #75 *****
Log-likelihood: -7827.913244
Improvement ratio: 0.002186
Feature L2-norm: 95.840724
Learning rate (eta): 0.011765
Total number of feature updates: 670200
Seconds required for this iteration: 5.130

***** Epoch #76 *****
Log-likelihood: -7825.537990
Improvement ratio: 0.002775
Feature L2-norm: 95.836140
Learning rate (eta): 0.011628
Total number of feature updates: 679136
Seconds required for this iteration: 5.130

***** Epoch #77 *****
Log-likelihood: -7826.464104
Improvement ratio: 0.002131
Feature L2-norm: 95.827525
Learning rate (eta): 0.011494
Total number of feature updates: 688072
Seconds required for this iteration: 5.080

***** Epoch #78 *****
Log-likelihood: -7824.412077
Improvement ratio: 0.001456
Feature L2-norm: 95.823112
Learning rate (eta): 0.011364
Total number of feature updates: 697008
Seconds required for this iteration: 5.130

***** Epoch #79 *****
Log-likelihood: -7822.713907
Improvement ratio: 0.001820
Feature L2-norm: 95.814438
Learning rate (eta): 0.011236
Total number of feature updates: 705944
Seconds required for this iteration: 5.120

***** Epoch #80 *****
Log-likelihood: -7822.093402
Improvement ratio: 0.001692
Feature L2-norm: 95.814799
Learning rate (eta): 0.011111
Total number of feature updates: 714880
Seconds required for this iteration: 5.130

***** Epoch #81 *****
Log-likelihood: -7819.409647
Improvement ratio: 0.001795
Feature L2-norm: 95.803191
Learning rate (eta): 0.010989
Total number of feature updates: 723816
Seconds required for this iteration: 5.130

***** Epoch #82 *****
Log-likelihood: -7818.381845
Improvement ratio: 0.002052
Feature L2-norm: 95.801607
Learning rate (eta): 0.010870
Total number of feature updates: 732752
Seconds required for this iteration: 5.120

***** Epoch #83 *****
Log-likelihood: -7816.942899
Improvement ratio: 0.001751
Feature L2-norm: 95.794815
Learning rate (eta): 0.010753
Total number of feature updates: 741688
Seconds required for this iteration: 5.150

***** Epoch #84 *****
Log-likelihood: -7814.978670
Improvement ratio: 0.002181
Feature L2-norm: 95.787310
Learning rate (eta): 0.010638
Total number of feature updates: 750624
Seconds required for this iteration: 5.190

***** Epoch #85 *****
Log-likelihood: -7815.161550
Improvement ratio: 0.001632
Feature L2-norm: 95.781943
Learning rate (eta): 0.010526
Total number of feature updates: 759560
Seconds required for this iteration: 5.110

***** Epoch #86 *****
Log-likelihood: -7813.235012
Improvement ratio: 0.001575
Feature L2-norm: 95.773213
Learning rate (eta): 0.010417
Total number of feature updates: 768496
Seconds required for this iteration: 5.130

***** Epoch #87 *****
Log-likelihood: -7811.239776
Improvement ratio: 0.001949
Feature L2-norm: 95.767965
Learning rate (eta): 0.010309
Total number of feature updates: 777432
Seconds required for this iteration: 5.130

***** Epoch #88 *****
Log-likelihood: -7808.345602
Improvement ratio: 0.002058
Feature L2-norm: 95.762630
Learning rate (eta): 0.010204
Total number of feature updates: 786368
Seconds required for this iteration: 5.120

***** Epoch #89 *****
Log-likelihood: -7810.501171
Improvement ratio: 0.001564
Feature L2-norm: 95.761221
Learning rate (eta): 0.010101
Total number of feature updates: 795304
Seconds required for this iteration: 5.090

***** Epoch #90 *****
Log-likelihood: -7808.636786
Improvement ratio: 0.001723
Feature L2-norm: 95.752401
Learning rate (eta): 0.010000
Total number of feature updates: 804240
Seconds required for this iteration: 5.080

***** Epoch #91 *****
Log-likelihood: -7807.804935
Improvement ratio: 0.001486
Feature L2-norm: 95.752025
Learning rate (eta): 0.009901
Total number of feature updates: 813176
Seconds required for this iteration: 5.130

***** Epoch #92 *****
Log-likelihood: -7807.385733
Improvement ratio: 0.001408
Feature L2-norm: 95.749293
Learning rate (eta): 0.009804
Total number of feature updates: 822112
Seconds required for this iteration: 5.130

***** Epoch #93 *****
Log-likelihood: -7806.769010
Improvement ratio: 0.001303
Feature L2-norm: 95.749338
Learning rate (eta): 0.009709
Total number of feature updates: 831048
Seconds required for this iteration: 5.120

***** Epoch #94 *****
Log-likelihood: -7806.646592
Improvement ratio: 0.001067
Feature L2-norm: 95.746641
Learning rate (eta): 0.009615
Total number of feature updates: 839984
Seconds required for this iteration: 5.130

***** Epoch #95 *****
Log-likelihood: -7806.392239
Improvement ratio: 0.001123
Feature L2-norm: 95.742703
Learning rate (eta): 0.009524
Total number of feature updates: 848920
Seconds required for this iteration: 5.130

***** Epoch #96 *****
Log-likelihood: -7804.020593
Improvement ratio: 0.001181
Feature L2-norm: 95.744025
Learning rate (eta): 0.009434
Total number of feature updates: 857856
Seconds required for this iteration: 5.120

***** Epoch #97 *****
Log-likelihood: -7803.753985
Improvement ratio: 0.000959
Feature L2-norm: 95.738101
Learning rate (eta): 0.009346
Total number of feature updates: 866792
Seconds required for this iteration: 5.130

***** Epoch #98 *****
Log-likelihood: -7802.405842
Improvement ratio: 0.000761
Feature L2-norm: 95.726603
Learning rate (eta): 0.009259
Total number of feature updates: 875728
Seconds required for this iteration: 5.130

***** Epoch #99 *****
Log-likelihood: -7799.623677
Improvement ratio: 0.001395
Feature L2-norm: 95.717907
Learning rate (eta): 0.009174
Total number of feature updates: 884664
Seconds required for this iteration: 5.180

***** Epoch #100 *****
Log-likelihood: -7799.647906
Improvement ratio: 0.001152
Feature L2-norm: 95.717020
Learning rate (eta): 0.009091
Total number of feature updates: 893600
Seconds required for this iteration: 5.140

Log-likelihood: -7799.623677
Total seconds required for SGD: 520.090

Storing the model
Number of active features: 7448562 (7448562)
Number of active attributes: 338547 (338547)
Number of active labels: 22 (22)
Writing labels
Writing attributes
Writing feature references for transitions
Writing feature references for attributes
Seconds required: 1.750

End time of the training: 2009-03-01T06:41:28Z

563.118u 1.204s 9:27.09 99.5%   0+0k 0+0io 0pf+0w