$ /home/okazaki/projects/crfsuite/frontend/crfsuite learn -a l2sgd -p feature.possible_states=0 -p feature.possible_transitions=0 -m crfsuite/l2sgd-sparse.model train.crfsuite > crfsuite/l2sgd-sparse.tr.log CRFSuite 0.11.2 Copyright (c) 2007-2011 Naoaki Okazaki Start time of the training: 2011-07-01T06:04:41Z Reading the data set(s) [1] train.crfsuite 0....1....2....3....4....5....6....7....8....9....10 Number of instances: 8937 Seconds required: 5.070 Statistics the data set(s) Number of data sets (groups): 1 Number of instances: 8936 Number of items: 211727 Number of attributes: 335674 Number of labels: 22 Feature generation type: CRF1d feature.minfreq: 0.000000 feature.possible_states: 0 feature.possible_transitions: 0 0....1....2....3....4....5....6....7....8....9....10 Number of features: 452755 Seconds required: 1.900 Stochastic Gradient Descent (SGD) c2: 1.000000 max_iterations: 1000 period: 10 delta: 0.000001 Calibrating the learning rate (eta) calibration.eta: 0.100000 calibration.rate: 2.000000 calibration.samples: 1000 calibration.candidates: 10 calibration.max_trials: 20 Initial loss: 72503.491786 Trial #1 (eta = 0.100000): 6691.980175 Trial #2 (eta = 0.200000): 6852.437555 Trial #3 (eta = 0.400000): 9731.631648 Trial #4 (eta = 0.800000): 19013.662689 Trial #5 (eta = 1.600000): 39847.711815 Trial #6 (eta = 3.200000): 80545.285150 (worse) Trial #7 (eta = 0.050000): 7740.201159 Trial #8 (eta = 0.025000): 9659.767524 Trial #9 (eta = 0.012500): 12582.624821 Trial #10 (eta = 0.006250): 16857.914015 Trial #11 (eta = 0.003125): 22840.935328 Trial #12 (eta = 0.001563): 30952.729113 Trial #13 (eta = 0.000781): 40993.266634 Trial #14 (eta = 0.000391): 51981.196139 Trial #15 (eta = 0.000195): 61119.734742 Trial #16 (eta = 0.000098): 66621.900818 Best learning rate (eta): 0.100000 Seconds required: 3.140 ***** Epoch #1 ***** Loss: 36139.776894 Feature L2-norm: 57.078930 Learning rate (eta): 0.083335 Total number of feature updates: 8936 Seconds required for this iteration: 1.690 ***** Epoch #2 ***** Loss: 22072.486251 Feature L2-norm: 66.184562 Learning rate (eta): 0.071430 Total number of feature updates: 17872 Seconds required for this iteration: 1.700 ***** Epoch #3 ***** Loss: 18495.804131 Feature L2-norm: 71.198900 Learning rate (eta): 0.062501 Total number of feature updates: 26808 Seconds required for this iteration: 1.690 ***** Epoch #4 ***** Loss: 16838.348764 Feature L2-norm: 74.264539 Learning rate (eta): 0.055556 Total number of feature updates: 35744 Seconds required for this iteration: 1.700 ***** Epoch #5 ***** Loss: 15884.794747 Feature L2-norm: 76.266627 Learning rate (eta): 0.050001 Total number of feature updates: 44680 Seconds required for this iteration: 1.710 ***** Epoch #6 ***** Loss: 15315.798036 Feature L2-norm: 77.619102 Learning rate (eta): 0.045455 Total number of feature updates: 53616 Seconds required for this iteration: 1.700 ***** Epoch #7 ***** Loss: 14944.070732 Feature L2-norm: 78.574144 Learning rate (eta): 0.041667 Total number of feature updates: 62552 Seconds required for this iteration: 1.700 ***** Epoch #8 ***** Loss: 14707.020915 Feature L2-norm: 79.238186 Learning rate (eta): 0.038462 Total number of feature updates: 71488 Seconds required for this iteration: 1.710 ***** Epoch #9 ***** Loss: 14488.537701 Feature L2-norm: 79.789659 Learning rate (eta): 0.035715 Total number of feature updates: 80424 Seconds required for this iteration: 1.690 ***** Epoch #10 ***** Loss: 14346.523115 Feature L2-norm: 80.186867 Learning rate (eta): 0.033334 Total number of feature updates: 89360 Seconds required for this iteration: 1.700 ***** Epoch #11 ***** Loss: 14235.029522 Improvement ratio: 1.538792 Feature L2-norm: 80.476738 Learning rate (eta): 0.031250 Total number of feature updates: 98296 Seconds required for this iteration: 1.700 ***** Epoch #12 ***** Loss: 14129.508462 Improvement ratio: 0.562155 Feature L2-norm: 80.731643 Learning rate (eta): 0.029412 Total number of feature updates: 107232 Seconds required for this iteration: 1.710 ***** Epoch #13 ***** Loss: 14062.104911 Improvement ratio: 0.315294 Feature L2-norm: 80.925548 Learning rate (eta): 0.027778 Total number of feature updates: 116168 Seconds required for this iteration: 1.700 ***** Epoch #14 ***** Loss: 13974.766200 Improvement ratio: 0.204911 Feature L2-norm: 81.068466 Learning rate (eta): 0.026316 Total number of feature updates: 125104 Seconds required for this iteration: 1.700 ***** Epoch #15 ***** Loss: 13920.128880 Improvement ratio: 0.141138 Feature L2-norm: 81.184668 Learning rate (eta): 0.025000 Total number of feature updates: 134040 Seconds required for this iteration: 1.700 ***** Epoch #16 ***** Loss: 13873.645217 Improvement ratio: 0.103949 Feature L2-norm: 81.277880 Learning rate (eta): 0.023810 Total number of feature updates: 142976 Seconds required for this iteration: 1.710 ***** Epoch #17 ***** Loss: 13839.670938 Improvement ratio: 0.079800 Feature L2-norm: 81.351890 Learning rate (eta): 0.022727 Total number of feature updates: 151912 Seconds required for this iteration: 1.690 ***** Epoch #18 ***** Loss: 13804.988805 Improvement ratio: 0.065341 Feature L2-norm: 81.410288 Learning rate (eta): 0.021739 Total number of feature updates: 160848 Seconds required for this iteration: 1.700 ***** Epoch #19 ***** Loss: 13764.461266 Improvement ratio: 0.052605 Feature L2-norm: 81.473627 Learning rate (eta): 0.020833 Total number of feature updates: 169784 Seconds required for this iteration: 1.700 ***** Epoch #20 ***** Loss: 13737.874300 Improvement ratio: 0.044304 Feature L2-norm: 81.518455 Learning rate (eta): 0.020000 Total number of feature updates: 178720 Seconds required for this iteration: 1.700 ***** Epoch #21 ***** Loss: 13708.346349 Improvement ratio: 0.038421 Feature L2-norm: 81.548444 Learning rate (eta): 0.019231 Total number of feature updates: 187656 Seconds required for this iteration: 1.700 ***** Epoch #22 ***** Loss: 13681.152531 Improvement ratio: 0.032772 Feature L2-norm: 81.591880 Learning rate (eta): 0.018519 Total number of feature updates: 196592 Seconds required for this iteration: 1.690 ***** Epoch #23 ***** Loss: 13651.975199 Improvement ratio: 0.030042 Feature L2-norm: 81.622893 Learning rate (eta): 0.017857 Total number of feature updates: 205528 Seconds required for this iteration: 1.700 ***** Epoch #24 ***** Loss: 13648.441903 Improvement ratio: 0.023909 Feature L2-norm: 81.643349 Learning rate (eta): 0.017241 Total number of feature updates: 214464 Seconds required for this iteration: 1.700 ***** Epoch #25 ***** Loss: 13622.898747 Improvement ratio: 0.021818 Feature L2-norm: 81.664214 Learning rate (eta): 0.016667 Total number of feature updates: 223400 Seconds required for this iteration: 1.700 ***** Epoch #26 ***** Loss: 13606.557697 Improvement ratio: 0.019629 Feature L2-norm: 81.672908 Learning rate (eta): 0.016129 Total number of feature updates: 232336 Seconds required for this iteration: 1.700 ***** Epoch #27 ***** Loss: 13595.075005 Improvement ratio: 0.017992 Feature L2-norm: 81.693446 Learning rate (eta): 0.015625 Total number of feature updates: 241272 Seconds required for this iteration: 1.690 ***** Epoch #28 ***** Loss: 13576.303503 Improvement ratio: 0.016844 Feature L2-norm: 81.698151 Learning rate (eta): 0.015152 Total number of feature updates: 250208 Seconds required for this iteration: 1.700 ***** Epoch #29 ***** Loss: 13566.803194 Improvement ratio: 0.014569 Feature L2-norm: 81.704523 Learning rate (eta): 0.014706 Total number of feature updates: 259144 Seconds required for this iteration: 1.700 ***** Epoch #30 ***** Loss: 13543.677832 Improvement ratio: 0.014339 Feature L2-norm: 81.716558 Learning rate (eta): 0.014286 Total number of feature updates: 268080 Seconds required for this iteration: 1.710 ***** Epoch #31 ***** Loss: 13533.348612 Improvement ratio: 0.012931 Feature L2-norm: 81.714289 Learning rate (eta): 0.013889 Total number of feature updates: 277016 Seconds required for this iteration: 1.690 ***** Epoch #32 ***** Loss: 13527.663001 Improvement ratio: 0.011346 Feature L2-norm: 81.719074 Learning rate (eta): 0.013514 Total number of feature updates: 285952 Seconds required for this iteration: 1.700 ***** Epoch #33 ***** Loss: 13514.685481 Improvement ratio: 0.010159 Feature L2-norm: 81.724752 Learning rate (eta): 0.013158 Total number of feature updates: 294888 Seconds required for this iteration: 1.700 ***** Epoch #34 ***** Loss: 13504.880745 Improvement ratio: 0.010630 Feature L2-norm: 81.725573 Learning rate (eta): 0.012821 Total number of feature updates: 303824 Seconds required for this iteration: 1.700 ***** Epoch #35 ***** Loss: 13492.435599 Improvement ratio: 0.009669 Feature L2-norm: 81.721950 Learning rate (eta): 0.012500 Total number of feature updates: 312760 Seconds required for this iteration: 1.690 ***** Epoch #36 ***** Loss: 13483.879651 Improvement ratio: 0.009098 Feature L2-norm: 81.718454 Learning rate (eta): 0.012195 Total number of feature updates: 321696 Seconds required for this iteration: 1.700 ***** Epoch #37 ***** Loss: 13479.668257 Improvement ratio: 0.008562 Feature L2-norm: 81.723408 Learning rate (eta): 0.011905 Total number of feature updates: 330632 Seconds required for this iteration: 1.700 ***** Epoch #38 ***** Loss: 13471.220115 Improvement ratio: 0.007801 Feature L2-norm: 81.721614 Learning rate (eta): 0.011628 Total number of feature updates: 339568 Seconds required for this iteration: 1.700 ***** Epoch #39 ***** Loss: 13456.177055 Improvement ratio: 0.008221 Feature L2-norm: 81.719105 Learning rate (eta): 0.011364 Total number of feature updates: 348504 Seconds required for this iteration: 1.700 ***** Epoch #40 ***** Loss: 13451.289958 Improvement ratio: 0.006868 Feature L2-norm: 81.716235 Learning rate (eta): 0.011111 Total number of feature updates: 357440 Seconds required for this iteration: 1.690 ***** Epoch #41 ***** Loss: 13442.241508 Improvement ratio: 0.006778 Feature L2-norm: 81.715361 Learning rate (eta): 0.010870 Total number of feature updates: 366376 Seconds required for this iteration: 1.710 ***** Epoch #42 ***** Loss: 13444.904223 Improvement ratio: 0.006155 Feature L2-norm: 81.715271 Learning rate (eta): 0.010638 Total number of feature updates: 375312 Seconds required for this iteration: 1.700 ***** Epoch #43 ***** Loss: 13428.804289 Improvement ratio: 0.006395 Feature L2-norm: 81.710427 Learning rate (eta): 0.010417 Total number of feature updates: 384248 Seconds required for this iteration: 1.700 ***** Epoch #44 ***** Loss: 13430.117107 Improvement ratio: 0.005567 Feature L2-norm: 81.706576 Learning rate (eta): 0.010204 Total number of feature updates: 393184 Seconds required for this iteration: 1.690 ***** Epoch #45 ***** Loss: 13418.632185 Improvement ratio: 0.005500 Feature L2-norm: 81.698255 Learning rate (eta): 0.010000 Total number of feature updates: 402120 Seconds required for this iteration: 1.710 ***** Epoch #46 ***** Loss: 13418.144971 Improvement ratio: 0.004899 Feature L2-norm: 81.697375 Learning rate (eta): 0.009804 Total number of feature updates: 411056 Seconds required for this iteration: 1.690 ***** Epoch #47 ***** Loss: 13411.586159 Improvement ratio: 0.005076 Feature L2-norm: 81.694750 Learning rate (eta): 0.009615 Total number of feature updates: 419992 Seconds required for this iteration: 1.700 ***** Epoch #48 ***** Loss: 13402.467358 Improvement ratio: 0.005130 Feature L2-norm: 81.688761 Learning rate (eta): 0.009434 Total number of feature updates: 428928 Seconds required for this iteration: 1.690 ***** Epoch #49 ***** Loss: 13396.869219 Improvement ratio: 0.004427 Feature L2-norm: 81.680711 Learning rate (eta): 0.009259 Total number of feature updates: 437864 Seconds required for this iteration: 1.710 ***** Epoch #50 ***** Loss: 13397.542395 Improvement ratio: 0.004012 Feature L2-norm: 81.678392 Learning rate (eta): 0.009091 Total number of feature updates: 446800 Seconds required for this iteration: 1.690 ***** Epoch #51 ***** Loss: 13391.377603 Improvement ratio: 0.003798 Feature L2-norm: 81.671110 Learning rate (eta): 0.008929 Total number of feature updates: 455736 Seconds required for this iteration: 1.700 ***** Epoch #52 ***** Loss: 13383.657974 Improvement ratio: 0.004576 Feature L2-norm: 81.670016 Learning rate (eta): 0.008772 Total number of feature updates: 464672 Seconds required for this iteration: 1.690 ***** Epoch #53 ***** Loss: 13380.838111 Improvement ratio: 0.003585 Feature L2-norm: 81.660420 Learning rate (eta): 0.008621 Total number of feature updates: 473608 Seconds required for this iteration: 1.710 ***** Epoch #54 ***** Loss: 13380.230170 Improvement ratio: 0.003728 Feature L2-norm: 81.660624 Learning rate (eta): 0.008475 Total number of feature updates: 482544 Seconds required for this iteration: 1.700 ***** Epoch #55 ***** Loss: 13376.316149 Improvement ratio: 0.003164 Feature L2-norm: 81.656690 Learning rate (eta): 0.008333 Total number of feature updates: 491480 Seconds required for this iteration: 1.700 ***** Epoch #56 ***** Loss: 13373.448873 Improvement ratio: 0.003342 Feature L2-norm: 81.651007 Learning rate (eta): 0.008197 Total number of feature updates: 500416 Seconds required for this iteration: 1.700 ***** Epoch #57 ***** Loss: 13366.946834 Improvement ratio: 0.003340 Feature L2-norm: 81.649901 Learning rate (eta): 0.008065 Total number of feature updates: 509352 Seconds required for this iteration: 1.710 ***** Epoch #58 ***** Loss: 13361.927968 Improvement ratio: 0.003034 Feature L2-norm: 81.645830 Learning rate (eta): 0.007937 Total number of feature updates: 518288 Seconds required for this iteration: 1.700 ***** Epoch #59 ***** Loss: 13359.594518 Improvement ratio: 0.002790 Feature L2-norm: 81.642868 Learning rate (eta): 0.007813 Total number of feature updates: 527224 Seconds required for this iteration: 1.700 ***** Epoch #60 ***** Loss: 13354.417506 Improvement ratio: 0.003229 Feature L2-norm: 81.634111 Learning rate (eta): 0.007692 Total number of feature updates: 536160 Seconds required for this iteration: 1.700 ***** Epoch #61 ***** Loss: 13352.337109 Improvement ratio: 0.002924 Feature L2-norm: 81.631698 Learning rate (eta): 0.007576 Total number of feature updates: 545096 Seconds required for this iteration: 1.690 ***** Epoch #62 ***** Loss: 13351.027283 Improvement ratio: 0.002444 Feature L2-norm: 81.630403 Learning rate (eta): 0.007463 Total number of feature updates: 554032 Seconds required for this iteration: 1.710 ***** Epoch #63 ***** Loss: 13348.499432 Improvement ratio: 0.002423 Feature L2-norm: 81.623544 Learning rate (eta): 0.007353 Total number of feature updates: 562968 Seconds required for this iteration: 1.710 ***** Epoch #64 ***** Loss: 13343.575264 Improvement ratio: 0.002747 Feature L2-norm: 81.617071 Learning rate (eta): 0.007246 Total number of feature updates: 571904 Seconds required for this iteration: 1.700 ***** Epoch #65 ***** Loss: 13339.156432 Improvement ratio: 0.002786 Feature L2-norm: 81.614103 Learning rate (eta): 0.007143 Total number of feature updates: 580840 Seconds required for this iteration: 1.700 ***** Epoch #66 ***** Loss: 13339.771587 Improvement ratio: 0.002525 Feature L2-norm: 81.612226 Learning rate (eta): 0.007042 Total number of feature updates: 589776 Seconds required for this iteration: 1.690 ***** Epoch #67 ***** Loss: 13338.646741 Improvement ratio: 0.002122 Feature L2-norm: 81.607874 Learning rate (eta): 0.006944 Total number of feature updates: 598712 Seconds required for this iteration: 1.710 ***** Epoch #68 ***** Loss: 13332.739628 Improvement ratio: 0.002189 Feature L2-norm: 81.603824 Learning rate (eta): 0.006849 Total number of feature updates: 607648 Seconds required for this iteration: 1.700 ***** Epoch #69 ***** Loss: 13331.820273 Improvement ratio: 0.002083 Feature L2-norm: 81.600262 Learning rate (eta): 0.006757 Total number of feature updates: 616584 Seconds required for this iteration: 1.700 ***** Epoch #70 ***** Loss: 13329.165484 Improvement ratio: 0.001894 Feature L2-norm: 81.596532 Learning rate (eta): 0.006667 Total number of feature updates: 625520 Seconds required for this iteration: 1.700 ***** Epoch #71 ***** Loss: 13328.673178 Improvement ratio: 0.001775 Feature L2-norm: 81.594877 Learning rate (eta): 0.006579 Total number of feature updates: 634456 Seconds required for this iteration: 1.690 ***** Epoch #72 ***** Loss: 13322.132278 Improvement ratio: 0.002169 Feature L2-norm: 81.586489 Learning rate (eta): 0.006494 Total number of feature updates: 643392 Seconds required for this iteration: 1.700 ***** Epoch #73 ***** Loss: 13318.810894 Improvement ratio: 0.002229 Feature L2-norm: 81.583881 Learning rate (eta): 0.006410 Total number of feature updates: 652328 Seconds required for this iteration: 1.700 ***** Epoch #74 ***** Loss: 13320.688958 Improvement ratio: 0.001718 Feature L2-norm: 81.579821 Learning rate (eta): 0.006329 Total number of feature updates: 661264 Seconds required for this iteration: 1.700 ***** Epoch #75 ***** Loss: 13316.587602 Improvement ratio: 0.001695 Feature L2-norm: 81.575503 Learning rate (eta): 0.006250 Total number of feature updates: 670200 Seconds required for this iteration: 1.690 ***** Epoch #76 ***** Loss: 13317.825874 Improvement ratio: 0.001648 Feature L2-norm: 81.573444 Learning rate (eta): 0.006173 Total number of feature updates: 679136 Seconds required for this iteration: 1.690 ***** Epoch #77 ***** Loss: 13311.037523 Improvement ratio: 0.002074 Feature L2-norm: 81.570459 Learning rate (eta): 0.006098 Total number of feature updates: 688072 Seconds required for this iteration: 1.700 ***** Epoch #78 ***** Loss: 13312.139324 Improvement ratio: 0.001547 Feature L2-norm: 81.567467 Learning rate (eta): 0.006024 Total number of feature updates: 697008 Seconds required for this iteration: 1.700 ***** Epoch #79 ***** Loss: 13306.625237 Improvement ratio: 0.001893 Feature L2-norm: 81.562979 Learning rate (eta): 0.005952 Total number of feature updates: 705944 Seconds required for this iteration: 1.700 ***** Epoch #80 ***** Loss: 13308.037857 Improvement ratio: 0.001588 Feature L2-norm: 81.556573 Learning rate (eta): 0.005882 Total number of feature updates: 714880 Seconds required for this iteration: 1.700 ***** Epoch #81 ***** Loss: 13304.034116 Improvement ratio: 0.001852 Feature L2-norm: 81.553065 Learning rate (eta): 0.005814 Total number of feature updates: 723816 Seconds required for this iteration: 1.690 ***** Epoch #82 ***** Loss: 13302.343052 Improvement ratio: 0.001488 Feature L2-norm: 81.549259 Learning rate (eta): 0.005747 Total number of feature updates: 732752 Seconds required for this iteration: 1.710 ***** Epoch #83 ***** Loss: 13299.293219 Improvement ratio: 0.001468 Feature L2-norm: 81.545267 Learning rate (eta): 0.005682 Total number of feature updates: 741688 Seconds required for this iteration: 1.690 ***** Epoch #84 ***** Loss: 13298.161120 Improvement ratio: 0.001694 Feature L2-norm: 81.546952 Learning rate (eta): 0.005618 Total number of feature updates: 750624 Seconds required for this iteration: 1.710 ***** Epoch #85 ***** Loss: 13296.393359 Improvement ratio: 0.001519 Feature L2-norm: 81.538990 Learning rate (eta): 0.005556 Total number of feature updates: 759560 Seconds required for this iteration: 1.700 ***** Epoch #86 ***** Loss: 13294.011810 Improvement ratio: 0.001791 Feature L2-norm: 81.537409 Learning rate (eta): 0.005495 Total number of feature updates: 768496 Seconds required for this iteration: 1.700 ***** Epoch #87 ***** Loss: 13296.221775 Improvement ratio: 0.001114 Feature L2-norm: 81.534414 Learning rate (eta): 0.005435 Total number of feature updates: 777432 Seconds required for this iteration: 1.700 ***** Epoch #88 ***** Loss: 13291.837008 Improvement ratio: 0.001527 Feature L2-norm: 81.532015 Learning rate (eta): 0.005376 Total number of feature updates: 786368 Seconds required for this iteration: 1.710 ***** Epoch #89 ***** Loss: 13290.688103 Improvement ratio: 0.001199 Feature L2-norm: 81.529331 Learning rate (eta): 0.005319 Total number of feature updates: 795304 Seconds required for this iteration: 1.690 ***** Epoch #90 ***** Loss: 13285.721505 Improvement ratio: 0.001680 Feature L2-norm: 81.524986 Learning rate (eta): 0.005263 Total number of feature updates: 804240 Seconds required for this iteration: 1.700 ***** Epoch #91 ***** Loss: 13287.160867 Improvement ratio: 0.001270 Feature L2-norm: 81.521882 Learning rate (eta): 0.005208 Total number of feature updates: 813176 Seconds required for this iteration: 1.710 ***** Epoch #92 ***** Loss: 13286.501530 Improvement ratio: 0.001192 Feature L2-norm: 81.519300 Learning rate (eta): 0.005155 Total number of feature updates: 822112 Seconds required for this iteration: 1.700 ***** Epoch #93 ***** Loss: 13283.884751 Improvement ratio: 0.001160 Feature L2-norm: 81.517606 Learning rate (eta): 0.005102 Total number of feature updates: 831048 Seconds required for this iteration: 1.700 ***** Epoch #94 ***** Loss: 13284.631338 Improvement ratio: 0.001018 Feature L2-norm: 81.512351 Learning rate (eta): 0.005051 Total number of feature updates: 839984 Seconds required for this iteration: 1.700 ***** Epoch #95 ***** Loss: 13281.613233 Improvement ratio: 0.001113 Feature L2-norm: 81.510031 Learning rate (eta): 0.005000 Total number of feature updates: 848920 Seconds required for this iteration: 1.700 ***** Epoch #96 ***** Loss: 13280.883366 Improvement ratio: 0.000989 Feature L2-norm: 81.506093 Learning rate (eta): 0.004951 Total number of feature updates: 857856 Seconds required for this iteration: 1.700 ***** Epoch #97 ***** Loss: 13280.115885 Improvement ratio: 0.001213 Feature L2-norm: 81.503581 Learning rate (eta): 0.004902 Total number of feature updates: 866792 Seconds required for this iteration: 1.700 ***** Epoch #98 ***** Loss: 13279.301050 Improvement ratio: 0.000944 Feature L2-norm: 81.503361 Learning rate (eta): 0.004854 Total number of feature updates: 875728 Seconds required for this iteration: 1.690 ***** Epoch #99 ***** Loss: 13277.381713 Improvement ratio: 0.001002 Feature L2-norm: 81.499566 Learning rate (eta): 0.004808 Total number of feature updates: 884664 Seconds required for this iteration: 1.690 ***** Epoch #100 ***** Loss: 13273.941448 Improvement ratio: 0.000887 Feature L2-norm: 81.498521 Learning rate (eta): 0.004762 Total number of feature updates: 893600 Seconds required for this iteration: 1.700 ***** Epoch #101 ***** Loss: 13273.275210 Improvement ratio: 0.001046 Feature L2-norm: 81.494500 Learning rate (eta): 0.004717 Total number of feature updates: 902536 Seconds required for this iteration: 1.700 ***** Epoch #102 ***** Loss: 13274.634551 Improvement ratio: 0.000894 Feature L2-norm: 81.492832 Learning rate (eta): 0.004673 Total number of feature updates: 911472 Seconds required for this iteration: 1.700 ***** Epoch #103 ***** Loss: 13272.180735 Improvement ratio: 0.000882 Feature L2-norm: 81.489586 Learning rate (eta): 0.004630 Total number of feature updates: 920408 Seconds required for this iteration: 1.700 ***** Epoch #104 ***** Loss: 13269.235932 Improvement ratio: 0.001160 Feature L2-norm: 81.487705 Learning rate (eta): 0.004587 Total number of feature updates: 929344 Seconds required for this iteration: 1.700 ***** Epoch #105 ***** Loss: 13269.433129 Improvement ratio: 0.000918 Feature L2-norm: 81.484218 Learning rate (eta): 0.004545 Total number of feature updates: 938280 Seconds required for this iteration: 1.700 ***** Epoch #106 ***** Loss: 13270.117242 Improvement ratio: 0.000811 Feature L2-norm: 81.479762 Learning rate (eta): 0.004505 Total number of feature updates: 947216 Seconds required for this iteration: 1.690 ***** Epoch #107 ***** Loss: 13266.192119 Improvement ratio: 0.001050 Feature L2-norm: 81.477769 Learning rate (eta): 0.004464 Total number of feature updates: 956152 Seconds required for this iteration: 1.700 ***** Epoch #108 ***** Loss: 13266.367704 Improvement ratio: 0.000975 Feature L2-norm: 81.476153 Learning rate (eta): 0.004425 Total number of feature updates: 965088 Seconds required for this iteration: 1.700 ***** Epoch #109 ***** Loss: 13263.881890 Improvement ratio: 0.001018 Feature L2-norm: 81.473787 Learning rate (eta): 0.004386 Total number of feature updates: 974024 Seconds required for this iteration: 1.700 ***** Epoch #110 ***** Loss: 13262.449219 Improvement ratio: 0.000867 Feature L2-norm: 81.470686 Learning rate (eta): 0.004348 Total number of feature updates: 982960 Seconds required for this iteration: 1.700 ***** Epoch #111 ***** Loss: 13260.095660 Improvement ratio: 0.000994 Feature L2-norm: 81.469491 Learning rate (eta): 0.004310 Total number of feature updates: 991896 Seconds required for this iteration: 1.710 ***** Epoch #112 ***** Loss: 13259.840574 Improvement ratio: 0.001116 Feature L2-norm: 81.465043 Learning rate (eta): 0.004274 Total number of feature updates: 1000832 Seconds required for this iteration: 1.700 ***** Epoch #113 ***** Loss: 13260.426556 Improvement ratio: 0.000886 Feature L2-norm: 81.464160 Learning rate (eta): 0.004237 Total number of feature updates: 1009768 Seconds required for this iteration: 1.700 ***** Epoch #114 ***** Loss: 13259.054787 Improvement ratio: 0.000768 Feature L2-norm: 81.460426 Learning rate (eta): 0.004202 Total number of feature updates: 1018704 Seconds required for this iteration: 1.690 ***** Epoch #115 ***** Loss: 13259.489968 Improvement ratio: 0.000750 Feature L2-norm: 81.457057 Learning rate (eta): 0.004167 Total number of feature updates: 1027640 Seconds required for this iteration: 1.700 ***** Epoch #116 ***** Loss: 13258.589625 Improvement ratio: 0.000869 Feature L2-norm: 81.458499 Learning rate (eta): 0.004132 Total number of feature updates: 1036576 Seconds required for this iteration: 1.690 ***** Epoch #117 ***** Loss: 13257.279114 Improvement ratio: 0.000672 Feature L2-norm: 81.454540 Learning rate (eta): 0.004098 Total number of feature updates: 1045512 Seconds required for this iteration: 1.700 ***** Epoch #118 ***** Loss: 13255.561742 Improvement ratio: 0.000815 Feature L2-norm: 81.452827 Learning rate (eta): 0.004065 Total number of feature updates: 1054448 Seconds required for this iteration: 1.700 ***** Epoch #119 ***** Loss: 13255.748472 Improvement ratio: 0.000614 Feature L2-norm: 81.452030 Learning rate (eta): 0.004032 Total number of feature updates: 1063384 Seconds required for this iteration: 1.690 ***** Epoch #120 ***** Loss: 13253.694097 Improvement ratio: 0.000661 Feature L2-norm: 81.448619 Learning rate (eta): 0.004000 Total number of feature updates: 1072320 Seconds required for this iteration: 1.700 ***** Epoch #121 ***** Loss: 13252.179958 Improvement ratio: 0.000597 Feature L2-norm: 81.445617 Learning rate (eta): 0.003968 Total number of feature updates: 1081256 Seconds required for this iteration: 1.700 ***** Epoch #122 ***** Loss: 13251.977267 Improvement ratio: 0.000593 Feature L2-norm: 81.445771 Learning rate (eta): 0.003937 Total number of feature updates: 1090192 Seconds required for this iteration: 1.710 ***** Epoch #123 ***** Loss: 13253.509825 Improvement ratio: 0.000522 Feature L2-norm: 81.443336 Learning rate (eta): 0.003906 Total number of feature updates: 1099128 Seconds required for this iteration: 1.680 ***** Epoch #124 ***** Loss: 13250.969249 Improvement ratio: 0.000610 Feature L2-norm: 81.441587 Learning rate (eta): 0.003876 Total number of feature updates: 1108064 Seconds required for this iteration: 1.700 ***** Epoch #125 ***** Loss: 13250.410886 Improvement ratio: 0.000685 Feature L2-norm: 81.439193 Learning rate (eta): 0.003846 Total number of feature updates: 1117000 Seconds required for this iteration: 1.710 ***** Epoch #126 ***** Loss: 13249.059866 Improvement ratio: 0.000719 Feature L2-norm: 81.436973 Learning rate (eta): 0.003817 Total number of feature updates: 1125936 Seconds required for this iteration: 1.700 ***** Epoch #127 ***** Loss: 13248.885977 Improvement ratio: 0.000633 Feature L2-norm: 81.433917 Learning rate (eta): 0.003788 Total number of feature updates: 1134872 Seconds required for this iteration: 1.700 ***** Epoch #128 ***** Loss: 13248.300606 Improvement ratio: 0.000548 Feature L2-norm: 81.431992 Learning rate (eta): 0.003759 Total number of feature updates: 1143808 Seconds required for this iteration: 1.700 ***** Epoch #129 ***** Loss: 13247.316891 Improvement ratio: 0.000636 Feature L2-norm: 81.429957 Learning rate (eta): 0.003731 Total number of feature updates: 1152744 Seconds required for this iteration: 1.690 ***** Epoch #130 ***** Loss: 13244.736156 Improvement ratio: 0.000676 Feature L2-norm: 81.428568 Learning rate (eta): 0.003704 Total number of feature updates: 1161680 Seconds required for this iteration: 1.720 ***** Epoch #131 ***** Loss: 13245.534419 Improvement ratio: 0.000502 Feature L2-norm: 81.427256 Learning rate (eta): 0.003676 Total number of feature updates: 1170616 Seconds required for this iteration: 1.700 ***** Epoch #132 ***** Loss: 13244.114037 Improvement ratio: 0.000594 Feature L2-norm: 81.425577 Learning rate (eta): 0.003650 Total number of feature updates: 1179552 Seconds required for this iteration: 1.700 ***** Epoch #133 ***** Loss: 13244.800404 Improvement ratio: 0.000658 Feature L2-norm: 81.422476 Learning rate (eta): 0.003623 Total number of feature updates: 1188488 Seconds required for this iteration: 1.690 ***** Epoch #134 ***** Loss: 13243.886843 Improvement ratio: 0.000535 Feature L2-norm: 81.418895 Learning rate (eta): 0.003597 Total number of feature updates: 1197424 Seconds required for this iteration: 1.700 ***** Epoch #135 ***** Loss: 13242.344375 Improvement ratio: 0.000609 Feature L2-norm: 81.418422 Learning rate (eta): 0.003571 Total number of feature updates: 1206360 Seconds required for this iteration: 1.710 ***** Epoch #136 ***** Loss: 13242.427699 Improvement ratio: 0.000501 Feature L2-norm: 81.417047 Learning rate (eta): 0.003546 Total number of feature updates: 1215296 Seconds required for this iteration: 1.700 ***** Epoch #137 ***** Loss: 13241.173419 Improvement ratio: 0.000582 Feature L2-norm: 81.416312 Learning rate (eta): 0.003521 Total number of feature updates: 1224232 Seconds required for this iteration: 1.700 ***** Epoch #138 ***** Loss: 13240.546801 Improvement ratio: 0.000586 Feature L2-norm: 81.413688 Learning rate (eta): 0.003497 Total number of feature updates: 1233168 Seconds required for this iteration: 1.710 ***** Epoch #139 ***** Loss: 13239.002753 Improvement ratio: 0.000628 Feature L2-norm: 81.411590 Learning rate (eta): 0.003472 Total number of feature updates: 1242104 Seconds required for this iteration: 1.700 ***** Epoch #140 ***** Loss: 13238.436780 Improvement ratio: 0.000476 Feature L2-norm: 81.409799 Learning rate (eta): 0.003448 Total number of feature updates: 1251040 Seconds required for this iteration: 1.710 ***** Epoch #141 ***** Loss: 13239.226848 Improvement ratio: 0.000476 Feature L2-norm: 81.407387 Learning rate (eta): 0.003425 Total number of feature updates: 1259976 Seconds required for this iteration: 1.690 ***** Epoch #142 ***** Loss: 13238.662820 Improvement ratio: 0.000412 Feature L2-norm: 81.406463 Learning rate (eta): 0.003401 Total number of feature updates: 1268912 Seconds required for this iteration: 1.700 ***** Epoch #143 ***** Loss: 13237.976184 Improvement ratio: 0.000516 Feature L2-norm: 81.404961 Learning rate (eta): 0.003378 Total number of feature updates: 1277848 Seconds required for this iteration: 1.700 ***** Epoch #144 ***** Loss: 13237.313962 Improvement ratio: 0.000497 Feature L2-norm: 81.404457 Learning rate (eta): 0.003356 Total number of feature updates: 1286784 Seconds required for this iteration: 1.690 ***** Epoch #145 ***** Loss: 13235.831900 Improvement ratio: 0.000492 Feature L2-norm: 81.400958 Learning rate (eta): 0.003333 Total number of feature updates: 1295720 Seconds required for this iteration: 1.700 ***** Epoch #146 ***** Loss: 13235.773551 Improvement ratio: 0.000503 Feature L2-norm: 81.399309 Learning rate (eta): 0.003311 Total number of feature updates: 1304656 Seconds required for this iteration: 1.700 ***** Epoch #147 ***** Loss: 13233.191128 Improvement ratio: 0.000603 Feature L2-norm: 81.398599 Learning rate (eta): 0.003289 Total number of feature updates: 1313592 Seconds required for this iteration: 1.680 ***** Epoch #148 ***** Loss: 13231.744087 Improvement ratio: 0.000665 Feature L2-norm: 81.395957 Learning rate (eta): 0.003268 Total number of feature updates: 1322528 Seconds required for this iteration: 1.700 ***** Epoch #149 ***** Loss: 13234.280720 Improvement ratio: 0.000357 Feature L2-norm: 81.394479 Learning rate (eta): 0.003247 Total number of feature updates: 1331464 Seconds required for this iteration: 1.710 ***** Epoch #150 ***** Loss: 13232.351620 Improvement ratio: 0.000460 Feature L2-norm: 81.393305 Learning rate (eta): 0.003226 Total number of feature updates: 1340400 Seconds required for this iteration: 1.700 ***** Epoch #151 ***** Loss: 13230.525156 Improvement ratio: 0.000658 Feature L2-norm: 81.391535 Learning rate (eta): 0.003205 Total number of feature updates: 1349336 Seconds required for this iteration: 1.700 ***** Epoch #152 ***** Loss: 13233.355431 Improvement ratio: 0.000401 Feature L2-norm: 81.390189 Learning rate (eta): 0.003185 Total number of feature updates: 1358272 Seconds required for this iteration: 1.700 ***** Epoch #153 ***** Loss: 13231.389324 Improvement ratio: 0.000498 Feature L2-norm: 81.389290 Learning rate (eta): 0.003165 Total number of feature updates: 1367208 Seconds required for this iteration: 1.700 ***** Epoch #154 ***** Loss: 13230.382785 Improvement ratio: 0.000524 Feature L2-norm: 81.387404 Learning rate (eta): 0.003145 Total number of feature updates: 1376144 Seconds required for this iteration: 1.700 ***** Epoch #155 ***** Loss: 13231.276420 Improvement ratio: 0.000344 Feature L2-norm: 81.386218 Learning rate (eta): 0.003125 Total number of feature updates: 1385080 Seconds required for this iteration: 1.690 ***** Epoch #156 ***** Loss: 13229.306187 Improvement ratio: 0.000489 Feature L2-norm: 81.385006 Learning rate (eta): 0.003106 Total number of feature updates: 1394016 Seconds required for this iteration: 1.700 ***** Epoch #157 ***** Loss: 13229.156740 Improvement ratio: 0.000305 Feature L2-norm: 81.382224 Learning rate (eta): 0.003086 Total number of feature updates: 1402952 Seconds required for this iteration: 1.700 ***** Epoch #158 ***** Loss: 13228.330153 Improvement ratio: 0.000258 Feature L2-norm: 81.380544 Learning rate (eta): 0.003067 Total number of feature updates: 1411888 Seconds required for this iteration: 1.700 ***** Epoch #159 ***** Loss: 13228.933674 Improvement ratio: 0.000404 Feature L2-norm: 81.378950 Learning rate (eta): 0.003049 Total number of feature updates: 1420824 Seconds required for this iteration: 1.690 ***** Epoch #160 ***** Loss: 13227.109148 Improvement ratio: 0.000396 Feature L2-norm: 81.378508 Learning rate (eta): 0.003030 Total number of feature updates: 1429760 Seconds required for this iteration: 1.700 ***** Epoch #161 ***** Loss: 13225.919111 Improvement ratio: 0.000348 Feature L2-norm: 81.377263 Learning rate (eta): 0.003012 Total number of feature updates: 1438696 Seconds required for this iteration: 1.710 ***** Epoch #162 ***** Loss: 13225.904607 Improvement ratio: 0.000563 Feature L2-norm: 81.375461 Learning rate (eta): 0.002994 Total number of feature updates: 1447632 Seconds required for this iteration: 1.690 ***** Epoch #163 ***** Loss: 13227.669746 Improvement ratio: 0.000281 Feature L2-norm: 81.373646 Learning rate (eta): 0.002976 Total number of feature updates: 1456568 Seconds required for this iteration: 1.710 ***** Epoch #164 ***** Loss: 13225.685718 Improvement ratio: 0.000355 Feature L2-norm: 81.373251 Learning rate (eta): 0.002959 Total number of feature updates: 1465504 Seconds required for this iteration: 1.700 ***** Epoch #165 ***** Loss: 13224.121517 Improvement ratio: 0.000541 Feature L2-norm: 81.371833 Learning rate (eta): 0.002941 Total number of feature updates: 1474440 Seconds required for this iteration: 1.710 ***** Epoch #166 ***** Loss: 13224.638902 Improvement ratio: 0.000353 Feature L2-norm: 81.369345 Learning rate (eta): 0.002924 Total number of feature updates: 1483376 Seconds required for this iteration: 1.700 ***** Epoch #167 ***** Loss: 13224.257471 Improvement ratio: 0.000370 Feature L2-norm: 81.368480 Learning rate (eta): 0.002907 Total number of feature updates: 1492312 Seconds required for this iteration: 1.690 ***** Epoch #168 ***** Loss: 13222.637515 Improvement ratio: 0.000431 Feature L2-norm: 81.367909 Learning rate (eta): 0.002890 Total number of feature updates: 1501248 Seconds required for this iteration: 1.700 ***** Epoch #169 ***** Loss: 13223.243463 Improvement ratio: 0.000430 Feature L2-norm: 81.365226 Learning rate (eta): 0.002874 Total number of feature updates: 1510184 Seconds required for this iteration: 1.700 ***** Epoch #170 ***** Loss: 13222.371562 Improvement ratio: 0.000358 Feature L2-norm: 81.365042 Learning rate (eta): 0.002857 Total number of feature updates: 1519120 Seconds required for this iteration: 1.700 ***** Epoch #171 ***** Loss: 13221.792322 Improvement ratio: 0.000312 Feature L2-norm: 81.363142 Learning rate (eta): 0.002841 Total number of feature updates: 1528056 Seconds required for this iteration: 1.690 ***** Epoch #172 ***** Loss: 13222.614584 Improvement ratio: 0.000249 Feature L2-norm: 81.361678 Learning rate (eta): 0.002825 Total number of feature updates: 1536992 Seconds required for this iteration: 1.700 ***** Epoch #173 ***** Loss: 13221.498825 Improvement ratio: 0.000467 Feature L2-norm: 81.360354 Learning rate (eta): 0.002809 Total number of feature updates: 1545928 Seconds required for this iteration: 1.700 ***** Epoch #174 ***** Loss: 13220.774762 Improvement ratio: 0.000371 Feature L2-norm: 81.359900 Learning rate (eta): 0.002793 Total number of feature updates: 1554864 Seconds required for this iteration: 1.710 ***** Epoch #175 ***** Loss: 13219.763854 Improvement ratio: 0.000330 Feature L2-norm: 81.357777 Learning rate (eta): 0.002778 Total number of feature updates: 1563800 Seconds required for this iteration: 1.700 ***** Epoch #176 ***** Loss: 13218.967696 Improvement ratio: 0.000429 Feature L2-norm: 81.357815 Learning rate (eta): 0.002762 Total number of feature updates: 1572736 Seconds required for this iteration: 1.690 ***** Epoch #177 ***** Loss: 13218.555937 Improvement ratio: 0.000431 Feature L2-norm: 81.355239 Learning rate (eta): 0.002747 Total number of feature updates: 1581672 Seconds required for this iteration: 1.710 ***** Epoch #178 ***** Loss: 13219.379008 Improvement ratio: 0.000246 Feature L2-norm: 81.354291 Learning rate (eta): 0.002732 Total number of feature updates: 1590608 Seconds required for this iteration: 1.700 ***** Epoch #179 ***** Loss: 13216.697722 Improvement ratio: 0.000495 Feature L2-norm: 81.354214 Learning rate (eta): 0.002717 Total number of feature updates: 1599544 Seconds required for this iteration: 1.700 ***** Epoch #180 ***** Loss: 13217.169862 Improvement ratio: 0.000394 Feature L2-norm: 81.352919 Learning rate (eta): 0.002703 Total number of feature updates: 1608480 Seconds required for this iteration: 1.690 ***** Epoch #181 ***** Loss: 13218.020629 Improvement ratio: 0.000285 Feature L2-norm: 81.351221 Learning rate (eta): 0.002688 Total number of feature updates: 1617416 Seconds required for this iteration: 1.700 ***** Epoch #182 ***** Loss: 13216.158913 Improvement ratio: 0.000488 Feature L2-norm: 81.349081 Learning rate (eta): 0.002674 Total number of feature updates: 1626352 Seconds required for this iteration: 1.710 ***** Epoch #183 ***** Loss: 13216.817117 Improvement ratio: 0.000354 Feature L2-norm: 81.348367 Learning rate (eta): 0.002660 Total number of feature updates: 1635288 Seconds required for this iteration: 1.690 ***** Epoch #184 ***** Loss: 13214.995095 Improvement ratio: 0.000437 Feature L2-norm: 81.346291 Learning rate (eta): 0.002646 Total number of feature updates: 1644224 Seconds required for this iteration: 1.690 ***** Epoch #185 ***** Loss: 13216.114423 Improvement ratio: 0.000276 Feature L2-norm: 81.345969 Learning rate (eta): 0.002632 Total number of feature updates: 1653160 Seconds required for this iteration: 1.710 ***** Epoch #186 ***** Loss: 13215.189728 Improvement ratio: 0.000286 Feature L2-norm: 81.345010 Learning rate (eta): 0.002618 Total number of feature updates: 1662096 Seconds required for this iteration: 1.700 ***** Epoch #187 ***** Loss: 13215.463017 Improvement ratio: 0.000234 Feature L2-norm: 81.344278 Learning rate (eta): 0.002604 Total number of feature updates: 1671032 Seconds required for this iteration: 1.700 ***** Epoch #188 ***** Loss: 13214.595762 Improvement ratio: 0.000362 Feature L2-norm: 81.343169 Learning rate (eta): 0.002591 Total number of feature updates: 1679968 Seconds required for this iteration: 1.700 ***** Epoch #189 ***** Loss: 13213.428295 Improvement ratio: 0.000247 Feature L2-norm: 81.342618 Learning rate (eta): 0.002577 Total number of feature updates: 1688904 Seconds required for this iteration: 1.710 ***** Epoch #190 ***** Loss: 13214.559082 Improvement ratio: 0.000198 Feature L2-norm: 81.340616 Learning rate (eta): 0.002564 Total number of feature updates: 1697840 Seconds required for this iteration: 1.690 ***** Epoch #191 ***** Loss: 13214.270815 Improvement ratio: 0.000284 Feature L2-norm: 81.339782 Learning rate (eta): 0.002551 Total number of feature updates: 1706776 Seconds required for this iteration: 1.700 ***** Epoch #192 ***** Loss: 13213.330847 Improvement ratio: 0.000214 Feature L2-norm: 81.337939 Learning rate (eta): 0.002538 Total number of feature updates: 1715712 Seconds required for this iteration: 1.700 ***** Epoch #193 ***** Loss: 13212.038157 Improvement ratio: 0.000362 Feature L2-norm: 81.337118 Learning rate (eta): 0.002525 Total number of feature updates: 1724648 Seconds required for this iteration: 1.690 ***** Epoch #194 ***** Loss: 13212.490800 Improvement ratio: 0.000190 Feature L2-norm: 81.335173 Learning rate (eta): 0.002513 Total number of feature updates: 1733584 Seconds required for this iteration: 1.710 ***** Epoch #195 ***** Loss: 13212.685099 Improvement ratio: 0.000260 Feature L2-norm: 81.334949 Learning rate (eta): 0.002500 Total number of feature updates: 1742520 Seconds required for this iteration: 1.690 ***** Epoch #196 ***** Loss: 13212.017730 Improvement ratio: 0.000240 Feature L2-norm: 81.334490 Learning rate (eta): 0.002488 Total number of feature updates: 1751456 Seconds required for this iteration: 1.700 ***** Epoch #197 ***** Loss: 13210.753795 Improvement ratio: 0.000356 Feature L2-norm: 81.332299 Learning rate (eta): 0.002475 Total number of feature updates: 1760392 Seconds required for this iteration: 1.710 ***** Epoch #198 ***** Loss: 13212.116158 Improvement ratio: 0.000188 Feature L2-norm: 81.331619 Learning rate (eta): 0.002463 Total number of feature updates: 1769328 Seconds required for this iteration: 1.700 ***** Epoch #199 ***** Loss: 13211.512838 Improvement ratio: 0.000145 Feature L2-norm: 81.330807 Learning rate (eta): 0.002451 Total number of feature updates: 1778264 Seconds required for this iteration: 1.700 ***** Epoch #200 ***** Loss: 13210.713056 Improvement ratio: 0.000291 Feature L2-norm: 81.329910 Learning rate (eta): 0.002439 Total number of feature updates: 1787200 Seconds required for this iteration: 1.700 ***** Epoch #201 ***** Loss: 13210.152273 Improvement ratio: 0.000312 Feature L2-norm: 81.328573 Learning rate (eta): 0.002427 Total number of feature updates: 1796136 Seconds required for this iteration: 1.700 ***** Epoch #202 ***** Loss: 13209.769548 Improvement ratio: 0.000270 Feature L2-norm: 81.328187 Learning rate (eta): 0.002415 Total number of feature updates: 1805072 Seconds required for this iteration: 1.690 ***** Epoch #203 ***** Loss: 13207.638054 Improvement ratio: 0.000333 Feature L2-norm: 81.326205 Learning rate (eta): 0.002404 Total number of feature updates: 1814008 Seconds required for this iteration: 1.700 ***** Epoch #204 ***** Loss: 13209.476956 Improvement ratio: 0.000228 Feature L2-norm: 81.325916 Learning rate (eta): 0.002392 Total number of feature updates: 1822944 Seconds required for this iteration: 1.690 ***** Epoch #205 ***** Loss: 13210.372906 Improvement ratio: 0.000175 Feature L2-norm: 81.323921 Learning rate (eta): 0.002381 Total number of feature updates: 1831880 Seconds required for this iteration: 1.710 ***** Epoch #206 ***** Loss: 13208.616147 Improvement ratio: 0.000258 Feature L2-norm: 81.324001 Learning rate (eta): 0.002370 Total number of feature updates: 1840816 Seconds required for this iteration: 1.700 ***** Epoch #207 ***** Loss: 13208.018344 Improvement ratio: 0.000207 Feature L2-norm: 81.322986 Learning rate (eta): 0.002358 Total number of feature updates: 1849752 Seconds required for this iteration: 1.700 ***** Epoch #208 ***** Loss: 13209.526162 Improvement ratio: 0.000196 Feature L2-norm: 81.321372 Learning rate (eta): 0.002347 Total number of feature updates: 1858688 Seconds required for this iteration: 1.700 ***** Epoch #209 ***** Loss: 13207.572087 Improvement ratio: 0.000298 Feature L2-norm: 81.321314 Learning rate (eta): 0.002336 Total number of feature updates: 1867624 Seconds required for this iteration: 1.700 ***** Epoch #210 ***** Loss: 13206.555695 Improvement ratio: 0.000315 Feature L2-norm: 81.321126 Learning rate (eta): 0.002326 Total number of feature updates: 1876560 Seconds required for this iteration: 1.700 ***** Epoch #211 ***** Loss: 13206.681832 Improvement ratio: 0.000263 Feature L2-norm: 81.320075 Learning rate (eta): 0.002315 Total number of feature updates: 1885496 Seconds required for this iteration: 1.710 ***** Epoch #212 ***** Loss: 13206.921761 Improvement ratio: 0.000216 Feature L2-norm: 81.317902 Learning rate (eta): 0.002304 Total number of feature updates: 1894432 Seconds required for this iteration: 1.690 ***** Epoch #213 ***** Loss: 13206.865086 Improvement ratio: 0.000059 Feature L2-norm: 81.317197 Learning rate (eta): 0.002294 Total number of feature updates: 1903368 Seconds required for this iteration: 1.710 ***** Epoch #214 ***** Loss: 13206.672810 Improvement ratio: 0.000212 Feature L2-norm: 81.316314 Learning rate (eta): 0.002283 Total number of feature updates: 1912304 Seconds required for this iteration: 1.690 ***** Epoch #215 ***** Loss: 13204.720483 Improvement ratio: 0.000428 Feature L2-norm: 81.315539 Learning rate (eta): 0.002273 Total number of feature updates: 1921240 Seconds required for this iteration: 1.700 ***** Epoch #216 ***** Loss: 13205.191470 Improvement ratio: 0.000259 Feature L2-norm: 81.314777 Learning rate (eta): 0.002262 Total number of feature updates: 1930176 Seconds required for this iteration: 1.690 ***** Epoch #217 ***** Loss: 13204.970034 Improvement ratio: 0.000231 Feature L2-norm: 81.313667 Learning rate (eta): 0.002252 Total number of feature updates: 1939112 Seconds required for this iteration: 1.700 ***** Epoch #218 ***** Loss: 13206.463608 Improvement ratio: 0.000232 Feature L2-norm: 81.313573 Learning rate (eta): 0.002242 Total number of feature updates: 1948048 Seconds required for this iteration: 1.710 ***** Epoch #219 ***** Loss: 13204.711335 Improvement ratio: 0.000217 Feature L2-norm: 81.311949 Learning rate (eta): 0.002232 Total number of feature updates: 1956984 Seconds required for this iteration: 1.690 ***** Epoch #220 ***** Loss: 13205.338618 Improvement ratio: 0.000092 Feature L2-norm: 81.310941 Learning rate (eta): 0.002222 Total number of feature updates: 1965920 Seconds required for this iteration: 1.690 ***** Epoch #221 ***** Loss: 13204.154649 Improvement ratio: 0.000191 Feature L2-norm: 81.310880 Learning rate (eta): 0.002212 Total number of feature updates: 1974856 Seconds required for this iteration: 1.700 ***** Epoch #222 ***** Loss: 13204.716091 Improvement ratio: 0.000167 Feature L2-norm: 81.309829 Learning rate (eta): 0.002203 Total number of feature updates: 1983792 Seconds required for this iteration: 1.700 ***** Epoch #223 ***** Loss: 13204.756048 Improvement ratio: 0.000160 Feature L2-norm: 81.308297 Learning rate (eta): 0.002193 Total number of feature updates: 1992728 Seconds required for this iteration: 1.700 ***** Epoch #224 ***** Loss: 13201.268952 Improvement ratio: 0.000409 Feature L2-norm: 81.307538 Learning rate (eta): 0.002183 Total number of feature updates: 2001664 Seconds required for this iteration: 1.690 ***** Epoch #225 ***** Loss: 13202.935238 Improvement ratio: 0.000135 Feature L2-norm: 81.307423 Learning rate (eta): 0.002174 Total number of feature updates: 2010600 Seconds required for this iteration: 1.700 ***** Epoch #226 ***** Loss: 13203.707093 Improvement ratio: 0.000112 Feature L2-norm: 81.305495 Learning rate (eta): 0.002165 Total number of feature updates: 2019536 Seconds required for this iteration: 1.700 ***** Epoch #227 ***** Loss: 13202.588699 Improvement ratio: 0.000180 Feature L2-norm: 81.304360 Learning rate (eta): 0.002155 Total number of feature updates: 2028472 Seconds required for this iteration: 1.700 ***** Epoch #228 ***** Loss: 13203.532366 Improvement ratio: 0.000222 Feature L2-norm: 81.303354 Learning rate (eta): 0.002146 Total number of feature updates: 2037408 Seconds required for this iteration: 1.710 ***** Epoch #229 ***** Loss: 13202.501702 Improvement ratio: 0.000167 Feature L2-norm: 81.302802 Learning rate (eta): 0.002137 Total number of feature updates: 2046344 Seconds required for this iteration: 1.700 ***** Epoch #230 ***** Loss: 13202.429307 Improvement ratio: 0.000220 Feature L2-norm: 81.301600 Learning rate (eta): 0.002128 Total number of feature updates: 2055280 Seconds required for this iteration: 1.700 ***** Epoch #231 ***** Loss: 13201.693733 Improvement ratio: 0.000186 Feature L2-norm: 81.301804 Learning rate (eta): 0.002119 Total number of feature updates: 2064216 Seconds required for this iteration: 1.700 ***** Epoch #232 ***** Loss: 13201.958376 Improvement ratio: 0.000209 Feature L2-norm: 81.301392 Learning rate (eta): 0.002110 Total number of feature updates: 2073152 Seconds required for this iteration: 1.700 ***** Epoch #233 ***** Loss: 13201.290512 Improvement ratio: 0.000263 Feature L2-norm: 81.300093 Learning rate (eta): 0.002101 Total number of feature updates: 2082088 Seconds required for this iteration: 1.700 ***** Epoch #234 ***** Loss: 13200.787685 Improvement ratio: 0.000036 Feature L2-norm: 81.300160 Learning rate (eta): 0.002092 Total number of feature updates: 2091024 Seconds required for this iteration: 1.700 ***** Epoch #235 ***** Loss: 13200.511128 Improvement ratio: 0.000184 Feature L2-norm: 81.299302 Learning rate (eta): 0.002083 Total number of feature updates: 2099960 Seconds required for this iteration: 1.700 ***** Epoch #236 ***** Loss: 13199.468572 Improvement ratio: 0.000321 Feature L2-norm: 81.298288 Learning rate (eta): 0.002075 Total number of feature updates: 2108896 Seconds required for this iteration: 1.700 ***** Epoch #237 ***** Loss: 13200.368101 Improvement ratio: 0.000168 Feature L2-norm: 81.297662 Learning rate (eta): 0.002066 Total number of feature updates: 2117832 Seconds required for this iteration: 1.700 ***** Epoch #238 ***** Loss: 13198.649025 Improvement ratio: 0.000370 Feature L2-norm: 81.297027 Learning rate (eta): 0.002058 Total number of feature updates: 2126768 Seconds required for this iteration: 1.700 ***** Epoch #239 ***** Loss: 13200.252197 Improvement ratio: 0.000170 Feature L2-norm: 81.296437 Learning rate (eta): 0.002049 Total number of feature updates: 2135704 Seconds required for this iteration: 1.700 ***** Epoch #240 ***** Loss: 13198.219947 Improvement ratio: 0.000319 Feature L2-norm: 81.295007 Learning rate (eta): 0.002041 Total number of feature updates: 2144640 Seconds required for this iteration: 1.690 ***** Epoch #241 ***** Loss: 13199.373111 Improvement ratio: 0.000176 Feature L2-norm: 81.295053 Learning rate (eta): 0.002033 Total number of feature updates: 2153576 Seconds required for this iteration: 1.700 ***** Epoch #242 ***** Loss: 13198.589698 Improvement ratio: 0.000255 Feature L2-norm: 81.292985 Learning rate (eta): 0.002024 Total number of feature updates: 2162512 Seconds required for this iteration: 1.710 ***** Epoch #243 ***** Loss: 13198.869059 Improvement ratio: 0.000183 Feature L2-norm: 81.292430 Learning rate (eta): 0.002016 Total number of feature updates: 2171448 Seconds required for this iteration: 1.690 ***** Epoch #244 ***** Loss: 13198.177502 Improvement ratio: 0.000198 Feature L2-norm: 81.291726 Learning rate (eta): 0.002008 Total number of feature updates: 2180384 Seconds required for this iteration: 1.700 ***** Epoch #245 ***** Loss: 13198.494675 Improvement ratio: 0.000153 Feature L2-norm: 81.291562 Learning rate (eta): 0.002000 Total number of feature updates: 2189320 Seconds required for this iteration: 1.690 ***** Epoch #246 ***** Loss: 13198.359958 Improvement ratio: 0.000084 Feature L2-norm: 81.291058 Learning rate (eta): 0.001992 Total number of feature updates: 2198256 Seconds required for this iteration: 1.700 ***** Epoch #247 ***** Loss: 13197.527856 Improvement ratio: 0.000215 Feature L2-norm: 81.290355 Learning rate (eta): 0.001984 Total number of feature updates: 2207192 Seconds required for this iteration: 1.700 ***** Epoch #248 ***** Loss: 13195.628588 Improvement ratio: 0.000229 Feature L2-norm: 81.290699 Learning rate (eta): 0.001976 Total number of feature updates: 2216128 Seconds required for this iteration: 1.700 ***** Epoch #249 ***** Loss: 13197.268008 Improvement ratio: 0.000226 Feature L2-norm: 81.289614 Learning rate (eta): 0.001969 Total number of feature updates: 2225064 Seconds required for this iteration: 1.700 ***** Epoch #250 ***** Loss: 13198.093076 Improvement ratio: 0.000010 Feature L2-norm: 81.288053 Learning rate (eta): 0.001961 Total number of feature updates: 2234000 Seconds required for this iteration: 1.710 ***** Epoch #251 ***** Loss: 13196.887823 Improvement ratio: 0.000188 Feature L2-norm: 81.287245 Learning rate (eta): 0.001953 Total number of feature updates: 2242936 Seconds required for this iteration: 1.700 ***** Epoch #252 ***** Loss: 13196.153697 Improvement ratio: 0.000185 Feature L2-norm: 81.285724 Learning rate (eta): 0.001946 Total number of feature updates: 2251872 Seconds required for this iteration: 1.690 ***** Epoch #253 ***** Loss: 13197.088313 Improvement ratio: 0.000135 Feature L2-norm: 81.285012 Learning rate (eta): 0.001938 Total number of feature updates: 2260808 Seconds required for this iteration: 1.690 ***** Epoch #254 ***** Loss: 13196.786734 Improvement ratio: 0.000105 Feature L2-norm: 81.284680 Learning rate (eta): 0.001931 Total number of feature updates: 2269744 Seconds required for this iteration: 1.700 ***** Epoch #255 ***** Loss: 13196.060249 Improvement ratio: 0.000184 Feature L2-norm: 81.283767 Learning rate (eta): 0.001923 Total number of feature updates: 2278680 Seconds required for this iteration: 1.710 ***** Epoch #256 ***** Loss: 13195.489804 Improvement ratio: 0.000218 Feature L2-norm: 81.283852 Learning rate (eta): 0.001916 Total number of feature updates: 2287616 Seconds required for this iteration: 1.700 ***** Epoch #257 ***** Loss: 13195.894182 Improvement ratio: 0.000124 Feature L2-norm: 81.282654 Learning rate (eta): 0.001908 Total number of feature updates: 2296552 Seconds required for this iteration: 1.690 ***** Epoch #258 ***** Loss: 13195.382311 Improvement ratio: 0.000019 Feature L2-norm: 81.281639 Learning rate (eta): 0.001901 Total number of feature updates: 2305488 Seconds required for this iteration: 1.710 ***** Epoch #259 ***** Loss: 13194.775198 Improvement ratio: 0.000189 Feature L2-norm: 81.281790 Learning rate (eta): 0.001894 Total number of feature updates: 2314424 Seconds required for this iteration: 1.700 ***** Epoch #260 ***** Loss: 13194.946331 Improvement ratio: 0.000238 Feature L2-norm: 81.281228 Learning rate (eta): 0.001887 Total number of feature updates: 2323360 Seconds required for this iteration: 1.690 ***** Epoch #261 ***** Loss: 13196.055114 Improvement ratio: 0.000063 Feature L2-norm: 81.279799 Learning rate (eta): 0.001880 Total number of feature updates: 2332296 Seconds required for this iteration: 1.700 ***** Epoch #262 ***** Loss: 13194.676407 Improvement ratio: 0.000112 Feature L2-norm: 81.279441 Learning rate (eta): 0.001873 Total number of feature updates: 2341232 Seconds required for this iteration: 1.700 ***** Epoch #263 ***** Loss: 13194.213986 Improvement ratio: 0.000218 Feature L2-norm: 81.279090 Learning rate (eta): 0.001866 Total number of feature updates: 2350168 Seconds required for this iteration: 1.700 ***** Epoch #264 ***** Loss: 13193.820051 Improvement ratio: 0.000225 Feature L2-norm: 81.278306 Learning rate (eta): 0.001859 Total number of feature updates: 2359104 Seconds required for this iteration: 1.700 ***** Epoch #265 ***** Loss: 13193.393717 Improvement ratio: 0.000202 Feature L2-norm: 81.277663 Learning rate (eta): 0.001852 Total number of feature updates: 2368040 Seconds required for this iteration: 1.710 ***** Epoch #266 ***** Loss: 13193.505373 Improvement ratio: 0.000150 Feature L2-norm: 81.276678 Learning rate (eta): 0.001845 Total number of feature updates: 2376976 Seconds required for this iteration: 1.700 ***** Epoch #267 ***** Loss: 13193.902175 Improvement ratio: 0.000151 Feature L2-norm: 81.276370 Learning rate (eta): 0.001838 Total number of feature updates: 2385912 Seconds required for this iteration: 1.690 ***** Epoch #268 ***** Loss: 13193.424988 Improvement ratio: 0.000148 Feature L2-norm: 81.276174 Learning rate (eta): 0.001832 Total number of feature updates: 2394848 Seconds required for this iteration: 1.700 ***** Epoch #269 ***** Loss: 13192.681445 Improvement ratio: 0.000159 Feature L2-norm: 81.275285 Learning rate (eta): 0.001825 Total number of feature updates: 2403784 Seconds required for this iteration: 1.690 ***** Epoch #270 ***** Loss: 13193.027783 Improvement ratio: 0.000145 Feature L2-norm: 81.274915 Learning rate (eta): 0.001818 Total number of feature updates: 2412720 Seconds required for this iteration: 1.710 ***** Epoch #271 ***** Loss: 13192.166445 Improvement ratio: 0.000295 Feature L2-norm: 81.273697 Learning rate (eta): 0.001812 Total number of feature updates: 2421656 Seconds required for this iteration: 1.710 ***** Epoch #272 ***** Loss: 13192.985605 Improvement ratio: 0.000128 Feature L2-norm: 81.272993 Learning rate (eta): 0.001805 Total number of feature updates: 2430592 Seconds required for this iteration: 1.700 ***** Epoch #273 ***** Loss: 13192.813558 Improvement ratio: 0.000106 Feature L2-norm: 81.272246 Learning rate (eta): 0.001799 Total number of feature updates: 2439528 Seconds required for this iteration: 1.700 ***** Epoch #274 ***** Loss: 13191.335216 Improvement ratio: 0.000188 Feature L2-norm: 81.271506 Learning rate (eta): 0.001792 Total number of feature updates: 2448464 Seconds required for this iteration: 1.700 ***** Epoch #275 ***** Loss: 13192.256534 Improvement ratio: 0.000086 Feature L2-norm: 81.270948 Learning rate (eta): 0.001786 Total number of feature updates: 2457400 Seconds required for this iteration: 1.700 ***** Epoch #276 ***** Loss: 13191.233836 Improvement ratio: 0.000172 Feature L2-norm: 81.269982 Learning rate (eta): 0.001779 Total number of feature updates: 2466336 Seconds required for this iteration: 1.690 ***** Epoch #277 ***** Loss: 13193.345561 Improvement ratio: 0.000042 Feature L2-norm: 81.269569 Learning rate (eta): 0.001773 Total number of feature updates: 2475272 Seconds required for this iteration: 1.700 ***** Epoch #278 ***** Loss: 13192.170774 Improvement ratio: 0.000095 Feature L2-norm: 81.269616 Learning rate (eta): 0.001767 Total number of feature updates: 2484208 Seconds required for this iteration: 1.690 ***** Epoch #279 ***** Loss: 13191.527050 Improvement ratio: 0.000088 Feature L2-norm: 81.269032 Learning rate (eta): 0.001761 Total number of feature updates: 2493144 Seconds required for this iteration: 1.700 ***** Epoch #280 ***** Loss: 13191.299491 Improvement ratio: 0.000131 Feature L2-norm: 81.268596 Learning rate (eta): 0.001754 Total number of feature updates: 2502080 Seconds required for this iteration: 1.700 ***** Epoch #281 ***** Loss: 13190.429016 Improvement ratio: 0.000132 Feature L2-norm: 81.268067 Learning rate (eta): 0.001748 Total number of feature updates: 2511016 Seconds required for this iteration: 1.700 ***** Epoch #282 ***** Loss: 13190.852153 Improvement ratio: 0.000162 Feature L2-norm: 81.267520 Learning rate (eta): 0.001742 Total number of feature updates: 2519952 Seconds required for this iteration: 1.700 ***** Epoch #283 ***** Loss: 13191.013566 Improvement ratio: 0.000136 Feature L2-norm: 81.266199 Learning rate (eta): 0.001736 Total number of feature updates: 2528888 Seconds required for this iteration: 1.690 ***** Epoch #284 ***** Loss: 13190.518338 Improvement ratio: 0.000062 Feature L2-norm: 81.265781 Learning rate (eta): 0.001730 Total number of feature updates: 2537824 Seconds required for this iteration: 1.700 ***** Epoch #285 ***** Loss: 13189.451307 Improvement ratio: 0.000213 Feature L2-norm: 81.264408 Learning rate (eta): 0.001724 Total number of feature updates: 2546760 Seconds required for this iteration: 1.720 ***** Epoch #286 ***** Loss: 13190.406627 Improvement ratio: 0.000063 Feature L2-norm: 81.264847 Learning rate (eta): 0.001718 Total number of feature updates: 2555696 Seconds required for this iteration: 1.690 ***** Epoch #287 ***** Loss: 13190.317826 Improvement ratio: 0.000230 Feature L2-norm: 81.264309 Learning rate (eta): 0.001712 Total number of feature updates: 2564632 Seconds required for this iteration: 1.700 ***** Epoch #288 ***** Loss: 13190.262522 Improvement ratio: 0.000145 Feature L2-norm: 81.262923 Learning rate (eta): 0.001706 Total number of feature updates: 2573568 Seconds required for this iteration: 1.700 ***** Epoch #289 ***** Loss: 13189.878940 Improvement ratio: 0.000125 Feature L2-norm: 81.263234 Learning rate (eta): 0.001701 Total number of feature updates: 2582504 Seconds required for this iteration: 1.700 ***** Epoch #290 ***** Loss: 13189.738517 Improvement ratio: 0.000118 Feature L2-norm: 81.262938 Learning rate (eta): 0.001695 Total number of feature updates: 2591440 Seconds required for this iteration: 1.710 ***** Epoch #291 ***** Loss: 13189.500473 Improvement ratio: 0.000070 Feature L2-norm: 81.262351 Learning rate (eta): 0.001689 Total number of feature updates: 2600376 Seconds required for this iteration: 1.690 ***** Epoch #292 ***** Loss: 13190.546549 Improvement ratio: 0.000023 Feature L2-norm: 81.261663 Learning rate (eta): 0.001684 Total number of feature updates: 2609312 Seconds required for this iteration: 1.700 ***** Epoch #293 ***** Loss: 13188.554870 Improvement ratio: 0.000186 Feature L2-norm: 81.260677 Learning rate (eta): 0.001678 Total number of feature updates: 2618248 Seconds required for this iteration: 1.700 ***** Epoch #294 ***** Loss: 13188.248190 Improvement ratio: 0.000172 Feature L2-norm: 81.260579 Learning rate (eta): 0.001672 Total number of feature updates: 2627184 Seconds required for this iteration: 1.700 ***** Epoch #295 ***** Loss: 13188.058783 Improvement ratio: 0.000106 Feature L2-norm: 81.260622 Learning rate (eta): 0.001667 Total number of feature updates: 2636120 Seconds required for this iteration: 1.690 ***** Epoch #296 ***** Loss: 13189.053972 Improvement ratio: 0.000103 Feature L2-norm: 81.258977 Learning rate (eta): 0.001661 Total number of feature updates: 2645056 Seconds required for this iteration: 1.700 ***** Epoch #297 ***** Loss: 13188.762494 Improvement ratio: 0.000118 Feature L2-norm: 81.258383 Learning rate (eta): 0.001656 Total number of feature updates: 2653992 Seconds required for this iteration: 1.700 ***** Epoch #298 ***** Loss: 13188.613268 Improvement ratio: 0.000125 Feature L2-norm: 81.257866 Learning rate (eta): 0.001650 Total number of feature updates: 2662928 Seconds required for this iteration: 1.690 ***** Epoch #299 ***** Loss: 13188.700647 Improvement ratio: 0.000089 Feature L2-norm: 81.257597 Learning rate (eta): 0.001645 Total number of feature updates: 2671864 Seconds required for this iteration: 1.700 ***** Epoch #300 ***** Loss: 13187.889667 Improvement ratio: 0.000140 Feature L2-norm: 81.257551 Learning rate (eta): 0.001639 Total number of feature updates: 2680800 Seconds required for this iteration: 1.690 ***** Epoch #301 ***** Loss: 13187.430904 Improvement ratio: 0.000157 Feature L2-norm: 81.256819 Learning rate (eta): 0.001634 Total number of feature updates: 2689736 Seconds required for this iteration: 1.710 ***** Epoch #302 ***** Loss: 13185.842923 Improvement ratio: 0.000357 Feature L2-norm: 81.256355 Learning rate (eta): 0.001629 Total number of feature updates: 2698672 Seconds required for this iteration: 1.700 ***** Epoch #303 ***** Loss: 13187.626591 Improvement ratio: 0.000070 Feature L2-norm: 81.255971 Learning rate (eta): 0.001623 Total number of feature updates: 2707608 Seconds required for this iteration: 1.700 ***** Epoch #304 ***** Loss: 13187.342065 Improvement ratio: 0.000069 Feature L2-norm: 81.255362 Learning rate (eta): 0.001618 Total number of feature updates: 2716544 Seconds required for this iteration: 1.700 ***** Epoch #305 ***** Loss: 13187.807021 Improvement ratio: 0.000019 Feature L2-norm: 81.254523 Learning rate (eta): 0.001613 Total number of feature updates: 2725480 Seconds required for this iteration: 1.700 ***** Epoch #306 ***** Loss: 13187.730271 Improvement ratio: 0.000100 Feature L2-norm: 81.253940 Learning rate (eta): 0.001608 Total number of feature updates: 2734416 Seconds required for this iteration: 1.690 ***** Epoch #307 ***** Loss: 13187.147846 Improvement ratio: 0.000122 Feature L2-norm: 81.253148 Learning rate (eta): 0.001603 Total number of feature updates: 2743352 Seconds required for this iteration: 1.700 ***** Epoch #308 ***** Loss: 13187.438474 Improvement ratio: 0.000089 Feature L2-norm: 81.252715 Learning rate (eta): 0.001597 Total number of feature updates: 2752288 Seconds required for this iteration: 1.700 ***** Epoch #309 ***** Loss: 13187.400948 Improvement ratio: 0.000099 Feature L2-norm: 81.252244 Learning rate (eta): 0.001592 Total number of feature updates: 2761224 Seconds required for this iteration: 1.700 ***** Epoch #310 ***** Loss: 13186.792710 Improvement ratio: 0.000083 Feature L2-norm: 81.251693 Learning rate (eta): 0.001587 Total number of feature updates: 2770160 Seconds required for this iteration: 1.690 ***** Epoch #311 ***** Loss: 13186.257062 Improvement ratio: 0.000089 Feature L2-norm: 81.251036 Learning rate (eta): 0.001582 Total number of feature updates: 2779096 Seconds required for this iteration: 1.700 ***** Epoch #312 ***** Loss: 13185.206866 Improvement ratio: 0.000048 Feature L2-norm: 81.250770 Learning rate (eta): 0.001577 Total number of feature updates: 2788032 Seconds required for this iteration: 1.690 ***** Epoch #313 ***** Loss: 13186.301143 Improvement ratio: 0.000101 Feature L2-norm: 81.250956 Learning rate (eta): 0.001572 Total number of feature updates: 2796968 Seconds required for this iteration: 1.710 ***** Epoch #314 ***** Loss: 13185.396745 Improvement ratio: 0.000148 Feature L2-norm: 81.250732 Learning rate (eta): 0.001567 Total number of feature updates: 2805904 Seconds required for this iteration: 1.700 ***** Epoch #315 ***** Loss: 13186.502569 Improvement ratio: 0.000099 Feature L2-norm: 81.250135 Learning rate (eta): 0.001563 Total number of feature updates: 2814840 Seconds required for this iteration: 1.700 ***** Epoch #316 ***** Loss: 13184.724004 Improvement ratio: 0.000228 Feature L2-norm: 81.249499 Learning rate (eta): 0.001558 Total number of feature updates: 2823776 Seconds required for this iteration: 1.690 ***** Epoch #317 ***** Loss: 13186.229389 Improvement ratio: 0.000070 Feature L2-norm: 81.248770 Learning rate (eta): 0.001553 Total number of feature updates: 2832712 Seconds required for this iteration: 1.700 ***** Epoch #318 ***** Loss: 13184.858281 Improvement ratio: 0.000196 Feature L2-norm: 81.248609 Learning rate (eta): 0.001548 Total number of feature updates: 2841648 Seconds required for this iteration: 1.700 ***** Epoch #319 ***** Loss: 13185.366009 Improvement ratio: 0.000154 Feature L2-norm: 81.247878 Learning rate (eta): 0.001543 Total number of feature updates: 2850584 Seconds required for this iteration: 1.700 ***** Epoch #320 ***** Loss: 13185.025964 Improvement ratio: 0.000134 Feature L2-norm: 81.247465 Learning rate (eta): 0.001538 Total number of feature updates: 2859520 Seconds required for this iteration: 1.710 ***** Epoch #321 ***** Loss: 13185.464621 Improvement ratio: 0.000060 Feature L2-norm: 81.246941 Learning rate (eta): 0.001534 Total number of feature updates: 2868456 Seconds required for this iteration: 1.690 ***** Epoch #322 ***** Loss: 13184.948512 Improvement ratio: 0.000020 Feature L2-norm: 81.246806 Learning rate (eta): 0.001529 Total number of feature updates: 2877392 Seconds required for this iteration: 1.690 ***** Epoch #323 ***** Loss: 13185.002735 Improvement ratio: 0.000098 Feature L2-norm: 81.246343 Learning rate (eta): 0.001524 Total number of feature updates: 2886328 Seconds required for this iteration: 1.700 ***** Epoch #324 ***** Loss: 13184.528627 Improvement ratio: 0.000066 Feature L2-norm: 81.245394 Learning rate (eta): 0.001520 Total number of feature updates: 2895264 Seconds required for this iteration: 1.700 ***** Epoch #325 ***** Loss: 13184.784650 Improvement ratio: 0.000130 Feature L2-norm: 81.244441 Learning rate (eta): 0.001515 Total number of feature updates: 2904200 Seconds required for this iteration: 1.700 ***** Epoch #326 ***** Loss: 13184.130916 Improvement ratio: 0.000045 Feature L2-norm: 81.244434 Learning rate (eta): 0.001511 Total number of feature updates: 2913136 Seconds required for this iteration: 1.700 ***** Epoch #327 ***** Loss: 13184.606218 Improvement ratio: 0.000123 Feature L2-norm: 81.244127 Learning rate (eta): 0.001506 Total number of feature updates: 2922072 Seconds required for this iteration: 1.700 ***** Epoch #328 ***** Loss: 13183.073101 Improvement ratio: 0.000135 Feature L2-norm: 81.244113 Learning rate (eta): 0.001502 Total number of feature updates: 2931008 Seconds required for this iteration: 1.700 ***** Epoch #329 ***** Loss: 13184.449761 Improvement ratio: 0.000069 Feature L2-norm: 81.243531 Learning rate (eta): 0.001497 Total number of feature updates: 2939944 Seconds required for this iteration: 1.700 ***** Epoch #330 ***** Loss: 13183.423325 Improvement ratio: 0.000122 Feature L2-norm: 81.243103 Learning rate (eta): 0.001493 Total number of feature updates: 2948880 Seconds required for this iteration: 1.700 ***** Epoch #331 ***** Loss: 13183.658210 Improvement ratio: 0.000137 Feature L2-norm: 81.242629 Learning rate (eta): 0.001488 Total number of feature updates: 2957816 Seconds required for this iteration: 1.700 ***** Epoch #332 ***** Loss: 13183.260543 Improvement ratio: 0.000128 Feature L2-norm: 81.242513 Learning rate (eta): 0.001484 Total number of feature updates: 2966752 Seconds required for this iteration: 1.690 ***** Epoch #333 ***** Loss: 13182.763958 Improvement ratio: 0.000170 Feature L2-norm: 81.242099 Learning rate (eta): 0.001479 Total number of feature updates: 2975688 Seconds required for this iteration: 1.700 ***** Epoch #334 ***** Loss: 13184.278618 Improvement ratio: 0.000019 Feature L2-norm: 81.241305 Learning rate (eta): 0.001475 Total number of feature updates: 2984624 Seconds required for this iteration: 1.710 ***** Epoch #335 ***** Loss: 13182.289627 Improvement ratio: 0.000189 Feature L2-norm: 81.241441 Learning rate (eta): 0.001471 Total number of feature updates: 2993560 Seconds required for this iteration: 1.700 ***** Epoch #336 ***** Loss: 13182.160883 Improvement ratio: 0.000149 Feature L2-norm: 81.240472 Learning rate (eta): 0.001466 Total number of feature updates: 3002496 Seconds required for this iteration: 1.700 ***** Epoch #337 ***** Loss: 13183.209214 Improvement ratio: 0.000106 Feature L2-norm: 81.239644 Learning rate (eta): 0.001462 Total number of feature updates: 3011432 Seconds required for this iteration: 1.700 ***** Epoch #338 ***** Loss: 13182.741639 Improvement ratio: 0.000025 Feature L2-norm: 81.239295 Learning rate (eta): 0.001458 Total number of feature updates: 3020368 Seconds required for this iteration: 1.700 ***** Epoch #339 ***** Loss: 13182.825227 Improvement ratio: 0.000123 Feature L2-norm: 81.238980 Learning rate (eta): 0.001453 Total number of feature updates: 3029304 Seconds required for this iteration: 1.690 ***** Epoch #340 ***** Loss: 13182.534043 Improvement ratio: 0.000067 Feature L2-norm: 81.238703 Learning rate (eta): 0.001449 Total number of feature updates: 3038240 Seconds required for this iteration: 1.690 ***** Epoch #341 ***** Loss: 13182.284930 Improvement ratio: 0.000104 Feature L2-norm: 81.237743 Learning rate (eta): 0.001445 Total number of feature updates: 3047176 Seconds required for this iteration: 1.690 ***** Epoch #342 ***** Loss: 13182.172838 Improvement ratio: 0.000083 Feature L2-norm: 81.237099 Learning rate (eta): 0.001441 Total number of feature updates: 3056112 Seconds required for this iteration: 1.700 ***** Epoch #343 ***** Loss: 13182.121263 Improvement ratio: 0.000049 Feature L2-norm: 81.237065 Learning rate (eta): 0.001437 Total number of feature updates: 3065048 Seconds required for this iteration: 1.700 ***** Epoch #344 ***** Loss: 13181.587152 Improvement ratio: 0.000204 Feature L2-norm: 81.236197 Learning rate (eta): 0.001433 Total number of feature updates: 3073984 Seconds required for this iteration: 1.700 ***** Epoch #345 ***** Loss: 13182.516598 Improvement ratio: -0.000017 Feature L2-norm: 81.236422 Learning rate (eta): 0.001429 Total number of feature updates: 3082920 Seconds required for this iteration: 1.700 SGD terminated with the stopping criteria Loss: 13181.587152 Total seconds required for training: 589.360 Storing the model Number of active features: 452755 (452755) Number of active attributes: 335674 (335674) Number of active labels: 22 (22) Writing labels Writing attributes Writing feature references for transitions Writing feature references for attributes Seconds required: 0.650 End time of the training: 2011-07-01T06:14:39Z