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

Start time of the training: 2009-03-01T06:21:46Z

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: 5.460

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

Feature generation
feature.minfreq: 0.000000
feature.possible_states: 0
feature.possible_transitions: 0
feature.bos_eos: 1
0....1....2....3....4....5....6....7....8....9....10
Number of features: 456480
Seconds required: 1.990

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): -6623.108179
Trial #2 (eta = 0.200000): -6873.450936
Trial #3 (eta = 0.400000): -10029.334638
Trial #4 (eta = 0.800000): -18669.847481
Trial #5 (eta = 1.600000): -38247.315166
Trial #6 (eta = 3.200000): -78219.082553 (worse)
Trial #7 (eta = 0.050000): -7634.555036
Trial #8 (eta = 0.025000): -9569.328973
Trial #9 (eta = 0.012500): -12527.306825
Trial #10 (eta = 0.006250): -16806.006907
Trial #11 (eta = 0.003125): -22786.974365
Best learning rate (eta): 0.100000
Seconds required: 3.570

***** Epoch #1 *****
Log-likelihood: -34859.817510
Feature L2-norm: 60.093859
Learning rate (eta): 0.090910
Total number of feature updates: 8936
Seconds required for this iteration: 2.620

***** Epoch #2 *****
Log-likelihood: -19771.318518
Feature L2-norm: 72.981343
Learning rate (eta): 0.083334
Total number of feature updates: 17872
Seconds required for this iteration: 2.600

***** Epoch #3 *****
Log-likelihood: -15543.196175
Feature L2-norm: 80.858328
Learning rate (eta): 0.076924
Total number of feature updates: 26808
Seconds required for this iteration: 2.600

***** Epoch #4 *****
Log-likelihood: -13340.511534
Feature L2-norm: 86.045713
Learning rate (eta): 0.071429
Total number of feature updates: 35744
Seconds required for this iteration: 2.610

***** Epoch #5 *****
Log-likelihood: -12072.825722
Feature L2-norm: 89.572215
Learning rate (eta): 0.066667
Total number of feature updates: 44680
Seconds required for this iteration: 2.590

***** Epoch #6 *****
Log-likelihood: -11351.657992
Feature L2-norm: 92.106474
Learning rate (eta): 0.062500
Total number of feature updates: 53616
Seconds required for this iteration: 2.590

***** Epoch #7 *****
Log-likelihood: -10831.924009
Feature L2-norm: 93.903206
Learning rate (eta): 0.058824
Total number of feature updates: 62552
Seconds required for this iteration: 2.590

***** Epoch #8 *****
Log-likelihood: -10508.623967
Feature L2-norm: 94.947144
Learning rate (eta): 0.055556
Total number of feature updates: 71488
Seconds required for this iteration: 2.590

***** Epoch #9 *****
Log-likelihood: -10289.096472
Feature L2-norm: 95.537437
Learning rate (eta): 0.052632
Total number of feature updates: 80424
Seconds required for this iteration: 2.590

***** Epoch #10 *****
Log-likelihood: -10136.885894
Feature L2-norm: 96.085887
Learning rate (eta): 0.050000
Total number of feature updates: 89360
Seconds required for this iteration: 2.590

***** Epoch #11 *****
Log-likelihood: -9999.906616
Improvement ratio: 2.486014
Feature L2-norm: 96.503953
Learning rate (eta): 0.047619
Total number of feature updates: 98296
Seconds required for this iteration: 2.610

***** Epoch #12 *****
Log-likelihood: -9906.804646
Improvement ratio: 0.995731
Feature L2-norm: 96.909117
Learning rate (eta): 0.045455
Total number of feature updates: 107232
Seconds required for this iteration: 2.620

***** Epoch #13 *****
Log-likelihood: -9823.408758
Improvement ratio: 0.582261
Feature L2-norm: 97.239639
Learning rate (eta): 0.043478
Total number of feature updates: 116168
Seconds required for this iteration: 2.620

***** Epoch #14 *****
Log-likelihood: -9756.266793
Improvement ratio: 0.367379
Feature L2-norm: 97.528360
Learning rate (eta): 0.041667
Total number of feature updates: 125104
Seconds required for this iteration: 2.620

***** Epoch #15 *****
Log-likelihood: -9680.587678
Improvement ratio: 0.247117
Feature L2-norm: 97.794253
Learning rate (eta): 0.040000
Total number of feature updates: 134040
Seconds required for this iteration: 2.590

***** Epoch #16 *****
Log-likelihood: -9634.254589
Improvement ratio: 0.178260
Feature L2-norm: 98.035519
Learning rate (eta): 0.038462
Total number of feature updates: 142976
Seconds required for this iteration: 2.590

***** Epoch #17 *****
Log-likelihood: -9600.803321
Improvement ratio: 0.128231
Feature L2-norm: 98.250137
Learning rate (eta): 0.037037
Total number of feature updates: 151912
Seconds required for this iteration: 2.590

***** Epoch #18 *****
Log-likelihood: -9555.906496
Improvement ratio: 0.099699
Feature L2-norm: 98.433249
Learning rate (eta): 0.035714
Total number of feature updates: 160848
Seconds required for this iteration: 2.600

***** Epoch #19 *****
Log-likelihood: -9527.520213
Improvement ratio: 0.079934
Feature L2-norm: 98.604161
Learning rate (eta): 0.034483
Total number of feature updates: 169784
Seconds required for this iteration: 2.630

***** Epoch #20 *****
Log-likelihood: -9500.451447
Improvement ratio: 0.066990
Feature L2-norm: 98.749295
Learning rate (eta): 0.033333
Total number of feature updates: 178720
Seconds required for this iteration: 2.590

***** Epoch #21 *****
Log-likelihood: -9471.393990
Improvement ratio: 0.055801
Feature L2-norm: 98.922208
Learning rate (eta): 0.032258
Total number of feature updates: 187656
Seconds required for this iteration: 2.590

***** Epoch #22 *****
Log-likelihood: -9450.294059
Improvement ratio: 0.048306
Feature L2-norm: 99.066699
Learning rate (eta): 0.031250
Total number of feature updates: 196592
Seconds required for this iteration: 2.590

***** Epoch #23 *****
Log-likelihood: -9425.362382
Improvement ratio: 0.042231
Feature L2-norm: 99.173850
Learning rate (eta): 0.030303
Total number of feature updates: 205528
Seconds required for this iteration: 2.590

***** Epoch #24 *****
Log-likelihood: -9405.489094
Improvement ratio: 0.037295
Feature L2-norm: 99.260672
Learning rate (eta): 0.029412
Total number of feature updates: 214464
Seconds required for this iteration: 2.600

***** Epoch #25 *****
Log-likelihood: -9393.539633
Improvement ratio: 0.030558
Feature L2-norm: 99.344662
Learning rate (eta): 0.028572
Total number of feature updates: 223400
Seconds required for this iteration: 2.630

***** Epoch #26 *****
Log-likelihood: -9375.842628
Improvement ratio: 0.027561
Feature L2-norm: 99.428393
Learning rate (eta): 0.027778
Total number of feature updates: 232336
Seconds required for this iteration: 2.590

***** Epoch #27 *****
Log-likelihood: -9362.370938
Improvement ratio: 0.025467
Feature L2-norm: 99.492944
Learning rate (eta): 0.027027
Total number of feature updates: 241272
Seconds required for this iteration: 2.600

***** Epoch #28 *****
Log-likelihood: -9337.249382
Improvement ratio: 0.023418
Feature L2-norm: 99.533366
Learning rate (eta): 0.026316
Total number of feature updates: 250208
Seconds required for this iteration: 2.590

***** Epoch #29 *****
Log-likelihood: -9329.192703
Improvement ratio: 0.021259
Feature L2-norm: 99.596976
Learning rate (eta): 0.025641
Total number of feature updates: 259144
Seconds required for this iteration: 2.590

***** Epoch #30 *****
Log-likelihood: -9309.815672
Improvement ratio: 0.020477
Feature L2-norm: 99.642630
Learning rate (eta): 0.025000
Total number of feature updates: 268080
Seconds required for this iteration: 2.590

***** Epoch #31 *****
Log-likelihood: -9303.003627
Improvement ratio: 0.018101
Feature L2-norm: 99.703382
Learning rate (eta): 0.024390
Total number of feature updates: 277016
Seconds required for this iteration: 2.600

***** Epoch #32 *****
Log-likelihood: -9288.720948
Improvement ratio: 0.017395
Feature L2-norm: 99.743696
Learning rate (eta): 0.023810
Total number of feature updates: 285952
Seconds required for this iteration: 2.590

***** Epoch #33 *****
Log-likelihood: -9277.252274
Improvement ratio: 0.015965
Feature L2-norm: 99.784146
Learning rate (eta): 0.023256
Total number of feature updates: 294888
Seconds required for this iteration: 2.590

***** Epoch #34 *****
Log-likelihood: -9264.278712
Improvement ratio: 0.015242
Feature L2-norm: 99.833937
Learning rate (eta): 0.022727
Total number of feature updates: 303824
Seconds required for this iteration: 2.600

***** Epoch #35 *****
Log-likelihood: -9258.799419
Improvement ratio: 0.014553
Feature L2-norm: 99.872466
Learning rate (eta): 0.022222
Total number of feature updates: 312760
Seconds required for this iteration: 2.590

***** Epoch #36 *****
Log-likelihood: -9254.150949
Improvement ratio: 0.013150
Feature L2-norm: 99.888442
Learning rate (eta): 0.021739
Total number of feature updates: 321696
Seconds required for this iteration: 2.590

***** Epoch #37 *****
Log-likelihood: -9246.580938
Improvement ratio: 0.012522
Feature L2-norm: 99.917816
Learning rate (eta): 0.021277
Total number of feature updates: 330632
Seconds required for this iteration: 2.590

***** Epoch #38 *****
Log-likelihood: -9232.238991
Improvement ratio: 0.011374
Feature L2-norm: 99.962056
Learning rate (eta): 0.020833
Total number of feature updates: 339568
Seconds required for this iteration: 2.600

***** Epoch #39 *****
Log-likelihood: -9237.465862
Improvement ratio: 0.009930
Feature L2-norm: 99.997177
Learning rate (eta): 0.020408
Total number of feature updates: 348504
Seconds required for this iteration: 2.590

***** Epoch #40 *****
Log-likelihood: -9220.690322
Improvement ratio: 0.009666
Feature L2-norm: 100.020713
Learning rate (eta): 0.020000
Total number of feature updates: 357440
Seconds required for this iteration: 2.590

***** Epoch #41 *****
Log-likelihood: -9214.763210
Improvement ratio: 0.009576
Feature L2-norm: 100.046609
Learning rate (eta): 0.019608
Total number of feature updates: 366376
Seconds required for this iteration: 2.590

***** Epoch #42 *****
Log-likelihood: -9210.884619
Improvement ratio: 0.008450
Feature L2-norm: 100.068546
Learning rate (eta): 0.019231
Total number of feature updates: 375312
Seconds required for this iteration: 2.620

***** Epoch #43 *****
Log-likelihood: -9207.974546
Improvement ratio: 0.007524
Feature L2-norm: 100.088443
Learning rate (eta): 0.018868
Total number of feature updates: 384248
Seconds required for this iteration: 2.620

***** Epoch #44 *****
Log-likelihood: -9198.419068
Improvement ratio: 0.007160
Feature L2-norm: 100.101822
Learning rate (eta): 0.018519
Total number of feature updates: 393184
Seconds required for this iteration: 2.620

***** Epoch #45 *****
Log-likelihood: -9195.321477
Improvement ratio: 0.006903
Feature L2-norm: 100.116109
Learning rate (eta): 0.018182
Total number of feature updates: 402120
Seconds required for this iteration: 2.620

***** Epoch #46 *****
Log-likelihood: -9188.091652
Improvement ratio: 0.007190
Feature L2-norm: 100.119179
Learning rate (eta): 0.017857
Total number of feature updates: 411056
Seconds required for this iteration: 2.590

***** Epoch #47 *****
Log-likelihood: -9183.025759
Improvement ratio: 0.006921
Feature L2-norm: 100.135377
Learning rate (eta): 0.017544
Total number of feature updates: 419992
Seconds required for this iteration: 2.590

***** Epoch #48 *****
Log-likelihood: -9174.711818
Improvement ratio: 0.006270
Feature L2-norm: 100.139431
Learning rate (eta): 0.017241
Total number of feature updates: 428928
Seconds required for this iteration: 2.590

***** Epoch #49 *****
Log-likelihood: -9173.846615
Improvement ratio: 0.006935
Feature L2-norm: 100.147554
Learning rate (eta): 0.016949
Total number of feature updates: 437864
Seconds required for this iteration: 2.590

***** Epoch #50 *****
Log-likelihood: -9171.214759
Improvement ratio: 0.005395
Feature L2-norm: 100.168317
Learning rate (eta): 0.016667
Total number of feature updates: 446800
Seconds required for this iteration: 2.590

***** Epoch #51 *****
Log-likelihood: -9166.355797
Improvement ratio: 0.005281
Feature L2-norm: 100.188554
Learning rate (eta): 0.016393
Total number of feature updates: 455736
Seconds required for this iteration: 2.590

***** Epoch #52 *****
Log-likelihood: -9161.678631
Improvement ratio: 0.005371
Feature L2-norm: 100.186352
Learning rate (eta): 0.016129
Total number of feature updates: 464672
Seconds required for this iteration: 2.590

***** Epoch #53 *****
Log-likelihood: -9159.055066
Improvement ratio: 0.005341
Feature L2-norm: 100.192910
Learning rate (eta): 0.015873
Total number of feature updates: 473608
Seconds required for this iteration: 2.590

***** Epoch #54 *****
Log-likelihood: -9153.069149
Improvement ratio: 0.004955
Feature L2-norm: 100.197844
Learning rate (eta): 0.015625
Total number of feature updates: 482544
Seconds required for this iteration: 2.590

***** Epoch #55 *****
Log-likelihood: -9150.691950
Improvement ratio: 0.004877
Feature L2-norm: 100.205538
Learning rate (eta): 0.015385
Total number of feature updates: 491480
Seconds required for this iteration: 2.580

***** Epoch #56 *****
Log-likelihood: -9145.187331
Improvement ratio: 0.004691
Feature L2-norm: 100.220771
Learning rate (eta): 0.015152
Total number of feature updates: 500416
Seconds required for this iteration: 2.610

***** Epoch #57 *****
Log-likelihood: -9143.694555
Improvement ratio: 0.004301
Feature L2-norm: 100.230358
Learning rate (eta): 0.014925
Total number of feature updates: 509352
Seconds required for this iteration: 2.580

***** Epoch #58 *****
Log-likelihood: -9138.862134
Improvement ratio: 0.003923
Feature L2-norm: 100.227609
Learning rate (eta): 0.014706
Total number of feature updates: 518288
Seconds required for this iteration: 2.590

***** Epoch #59 *****
Log-likelihood: -9133.858973
Improvement ratio: 0.004378
Feature L2-norm: 100.231743
Learning rate (eta): 0.014493
Total number of feature updates: 527224
Seconds required for this iteration: 2.590

***** Epoch #60 *****
Log-likelihood: -9134.096984
Improvement ratio: 0.004064
Feature L2-norm: 100.240064
Learning rate (eta): 0.014286
Total number of feature updates: 536160
Seconds required for this iteration: 2.590

***** Epoch #61 *****
Log-likelihood: -9130.487870
Improvement ratio: 0.003928
Feature L2-norm: 100.254202
Learning rate (eta): 0.014085
Total number of feature updates: 545096
Seconds required for this iteration: 2.580

***** Epoch #62 *****
Log-likelihood: -9128.499072
Improvement ratio: 0.003635
Feature L2-norm: 100.257786
Learning rate (eta): 0.013889
Total number of feature updates: 554032
Seconds required for this iteration: 2.590

***** Epoch #63 *****
Log-likelihood: -9126.255443
Improvement ratio: 0.003594
Feature L2-norm: 100.260409
Learning rate (eta): 0.013699
Total number of feature updates: 562968
Seconds required for this iteration: 2.590

***** Epoch #64 *****
Log-likelihood: -9116.893339
Improvement ratio: 0.003968
Feature L2-norm: 100.261669
Learning rate (eta): 0.013514
Total number of feature updates: 571904
Seconds required for this iteration: 2.590

***** Epoch #65 *****
Log-likelihood: -9120.135036
Improvement ratio: 0.003350
Feature L2-norm: 100.263655
Learning rate (eta): 0.013333
Total number of feature updates: 580840
Seconds required for this iteration: 2.580

***** Epoch #66 *****
Log-likelihood: -9123.611434
Improvement ratio: 0.002365
Feature L2-norm: 100.264489
Learning rate (eta): 0.013158
Total number of feature updates: 589776
Seconds required for this iteration: 2.590

***** Epoch #67 *****
Log-likelihood: -9117.800096
Improvement ratio: 0.002840
Feature L2-norm: 100.261078
Learning rate (eta): 0.012987
Total number of feature updates: 598712
Seconds required for this iteration: 2.580

***** Epoch #68 *****
Log-likelihood: -9108.147488
Improvement ratio: 0.003372
Feature L2-norm: 100.261712
Learning rate (eta): 0.012821
Total number of feature updates: 607648
Seconds required for this iteration: 2.580

***** Epoch #69 *****
Log-likelihood: -9109.139917
Improvement ratio: 0.002714
Feature L2-norm: 100.269056
Learning rate (eta): 0.012658
Total number of feature updates: 616584
Seconds required for this iteration: 2.590

***** Epoch #70 *****
Log-likelihood: -9107.152430
Improvement ratio: 0.002959
Feature L2-norm: 100.266118
Learning rate (eta): 0.012500
Total number of feature updates: 625520
Seconds required for this iteration: 2.590

***** Epoch #71 *****
Log-likelihood: -9104.678532
Improvement ratio: 0.002835
Feature L2-norm: 100.265737
Learning rate (eta): 0.012346
Total number of feature updates: 634456
Seconds required for this iteration: 2.580

***** Epoch #72 *****
Log-likelihood: -9105.824886
Improvement ratio: 0.002490
Feature L2-norm: 100.266162
Learning rate (eta): 0.012195
Total number of feature updates: 643392
Seconds required for this iteration: 2.590

***** Epoch #73 *****
Log-likelihood: -9100.668378
Improvement ratio: 0.002812
Feature L2-norm: 100.275198
Learning rate (eta): 0.012048
Total number of feature updates: 652328
Seconds required for this iteration: 2.620

***** Epoch #74 *****
Log-likelihood: -9102.395501
Improvement ratio: 0.001593
Feature L2-norm: 100.274299
Learning rate (eta): 0.011905
Total number of feature updates: 661264
Seconds required for this iteration: 2.620

***** Epoch #75 *****
Log-likelihood: -9096.706190
Improvement ratio: 0.002576
Feature L2-norm: 100.269439
Learning rate (eta): 0.011765
Total number of feature updates: 670200
Seconds required for this iteration: 2.610

***** Epoch #76 *****
Log-likelihood: -9092.683173
Improvement ratio: 0.003401
Feature L2-norm: 100.269991
Learning rate (eta): 0.011628
Total number of feature updates: 679136
Seconds required for this iteration: 2.610

***** Epoch #77 *****
Log-likelihood: -9094.557151
Improvement ratio: 0.002556
Feature L2-norm: 100.265865
Learning rate (eta): 0.011494
Total number of feature updates: 688072
Seconds required for this iteration: 2.590

***** Epoch #78 *****
Log-likelihood: -9091.725045
Improvement ratio: 0.001806
Feature L2-norm: 100.267019
Learning rate (eta): 0.011364
Total number of feature updates: 697008
Seconds required for this iteration: 2.590

***** Epoch #79 *****
Log-likelihood: -9089.509902
Improvement ratio: 0.002160
Feature L2-norm: 100.262882
Learning rate (eta): 0.011236
Total number of feature updates: 705944
Seconds required for this iteration: 2.590

***** Epoch #80 *****
Log-likelihood: -9088.402761
Improvement ratio: 0.002063
Feature L2-norm: 100.267766
Learning rate (eta): 0.011111
Total number of feature updates: 714880
Seconds required for this iteration: 2.590

***** Epoch #81 *****
Log-likelihood: -9085.632553
Improvement ratio: 0.002096
Feature L2-norm: 100.260054
Learning rate (eta): 0.010989
Total number of feature updates: 723816
Seconds required for this iteration: 2.590

***** Epoch #82 *****
Log-likelihood: -9084.056907
Improvement ratio: 0.002396
Feature L2-norm: 100.262579
Learning rate (eta): 0.010870
Total number of feature updates: 732752
Seconds required for this iteration: 2.590

***** Epoch #83 *****
Log-likelihood: -9081.604371
Improvement ratio: 0.002099
Feature L2-norm: 100.259830
Learning rate (eta): 0.010753
Total number of feature updates: 741688
Seconds required for this iteration: 2.600

***** Epoch #84 *****
Log-likelihood: -9078.925621
Improvement ratio: 0.002585
Feature L2-norm: 100.256135
Learning rate (eta): 0.010638
Total number of feature updates: 750624
Seconds required for this iteration: 2.590

***** Epoch #85 *****
Log-likelihood: -9079.420937
Improvement ratio: 0.001904
Feature L2-norm: 100.254932
Learning rate (eta): 0.010526
Total number of feature updates: 759560
Seconds required for this iteration: 2.580

***** Epoch #86 *****
Log-likelihood: -9076.445887
Improvement ratio: 0.001789
Feature L2-norm: 100.249450
Learning rate (eta): 0.010417
Total number of feature updates: 768496
Seconds required for this iteration: 2.600

***** Epoch #87 *****
Log-likelihood: -9073.830026
Improvement ratio: 0.002284
Feature L2-norm: 100.247986
Learning rate (eta): 0.010309
Total number of feature updates: 777432
Seconds required for this iteration: 2.590

***** Epoch #88 *****
Log-likelihood: -9069.974955
Improvement ratio: 0.002398
Feature L2-norm: 100.245639
Learning rate (eta): 0.010204
Total number of feature updates: 786368
Seconds required for this iteration: 2.590

***** Epoch #89 *****
Log-likelihood: -9072.204119
Improvement ratio: 0.001908
Feature L2-norm: 100.246648
Learning rate (eta): 0.010101
Total number of feature updates: 795304
Seconds required for this iteration: 2.590

***** Epoch #90 *****
Log-likelihood: -9069.987302
Improvement ratio: 0.002030
Feature L2-norm: 100.241011
Learning rate (eta): 0.010000
Total number of feature updates: 804240
Seconds required for this iteration: 2.580

***** Epoch #91 *****
Log-likelihood: -9068.635857
Improvement ratio: 0.001874
Feature L2-norm: 100.244083
Learning rate (eta): 0.009901
Total number of feature updates: 813176
Seconds required for this iteration: 2.590

***** Epoch #92 *****
Log-likelihood: -9068.103110
Improvement ratio: 0.001759
Feature L2-norm: 100.244796
Learning rate (eta): 0.009804
Total number of feature updates: 822112
Seconds required for this iteration: 2.600

***** Epoch #93 *****
Log-likelihood: -9067.497743
Improvement ratio: 0.001556
Feature L2-norm: 100.248336
Learning rate (eta): 0.009709
Total number of feature updates: 831048
Seconds required for this iteration: 2.590

***** Epoch #94 *****
Log-likelihood: -9067.035781
Improvement ratio: 0.001311
Feature L2-norm: 100.248600
Learning rate (eta): 0.009615
Total number of feature updates: 839984
Seconds required for this iteration: 2.590

***** Epoch #95 *****
Log-likelihood: -9066.070601
Improvement ratio: 0.001473
Feature L2-norm: 100.246983
Learning rate (eta): 0.009524
Total number of feature updates: 848920
Seconds required for this iteration: 2.590

***** Epoch #96 *****
Log-likelihood: -9063.052716
Improvement ratio: 0.001478
Feature L2-norm: 100.251579
Learning rate (eta): 0.009434
Total number of feature updates: 857856
Seconds required for this iteration: 2.580

***** Epoch #97 *****
Log-likelihood: -9063.144904
Improvement ratio: 0.001179
Feature L2-norm: 100.248578
Learning rate (eta): 0.009346
Total number of feature updates: 866792
Seconds required for this iteration: 2.590

***** Epoch #98 *****
Log-likelihood: -9061.099465
Improvement ratio: 0.000980
Feature L2-norm: 100.240080
Learning rate (eta): 0.009259
Total number of feature updates: 875728
Seconds required for this iteration: 2.590

***** Epoch #99 *****
Log-likelihood: -9057.596037
Improvement ratio: 0.001613
Feature L2-norm: 100.234073
Learning rate (eta): 0.009174
Total number of feature updates: 884664
Seconds required for this iteration: 2.590

***** Epoch #100 *****
Log-likelihood: -9057.375597
Improvement ratio: 0.001392
Feature L2-norm: 100.236879
Learning rate (eta): 0.009091
Total number of feature updates: 893600
Seconds required for this iteration: 2.580

Log-likelihood: -9057.375597
Total seconds required for SGD: 263.060

Storing the model
Number of active features: 456480 (456480)
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: 0.530

End time of the training: 2009-03-01T06:26:18Z

270.869u 0.424s 4:32.04 99.7%   0+0k 0+0io 0pf+0w