[+] General Parameters: Training data: /bos/usr0/cx/tmp/knowledge4ir/cv/coorascent/cw12_lm_ir_everything.coorascent/kfolds/Fold6/train.txt Test data: /bos/usr0/cx/tmp/knowledge4ir/cv/coorascent/cw12_lm_ir_everything.coorascent/kfolds/Fold6/test.txt Feature vector representation: Dense. Ranking method: Coordinate Ascent Feature description file: Unspecified. All features will be used. Train metric: map Test metric: NDCG@20 Feature normalization: No Model file: /bos/usr0/cx/tmp/knowledge4ir/cv/coorascent/cw12_lm_ir_everything.coorascent/cv_dir/Fold6/predict.model [+] Coordinate Ascent's Parameters: No. of random restarts: 5 No. of iterations to search in each direction: 25 Tolerance: 0.001 Regularization: No Reading feature file [/bos/usr0/cx/tmp/knowledge4ir/cv/coorascent/cw12_lm_ir_everything.coorascent/kfolds/Fold6/train.txt]: 0... Reading feature file [/bos/usr0/cx/tmp/knowledge4ir/cv/coorascent/cw12_lm_ir_everything.coorascent/kfolds/Fold6/train.txt]... [Done.] (90 ranked lists, 8184 entries read) Reading feature file [/bos/usr0/cx/tmp/knowledge4ir/cv/coorascent/cw12_lm_ir_everything.coorascent/kfolds/Fold6/test.txt]: 0... Reading feature file [/bos/usr0/cx/tmp/knowledge4ir/cv/coorascent/cw12_lm_ir_everything.coorascent/kfolds/Fold6/test.txt]... [Done.] (10 ranked lists, 877 entries read) Initializing... [Done] --------------------------- Training starts... --------------------------- [+] Random restart #1/5... Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 13 | +0.0536 | 0.2813 | 15 | +0.0536 | 0.2814 | 15 | +0.0556 | 0.2814 | 15 | +0.0596 | 0.2819 | 15 | +0.0676 | 0.2825 | 15 | +0.0836 | 0.2829 | 15 | +1.0756 | 0.2845 | 15 | +2.0996 | 0.2851 | 17 | +0.0203 | 0.2851 | 17 | +0.0243 | 0.2851 | 17 | +0.0323 | 0.2851 | 17 | +0.0483 | 0.2852 | 17 | +0.0803 | 0.2856 | 7 | -1.0068 | 0.2856 | 7 | -2.0308 | 0.2856 | 12 | +0.0084 | 0.2856 | 12 | +0.0204 | 0.2899 | 16 | +0.0083 | 0.2901 | 3 | +0.0063 | 0.2901 | 3 | +0.0083 | 0.2901 | 2 | +0.0363 | 0.2901 | 1 | +0.0061 | 0.2901 | 1 | +0.0081 | 0.2903 | 1 | +0.0121 | 0.292 | 1 | +0.0201 | 0.2922 | 1 | +0.0361 | 0.2931 | 1 | +0.1321 | 0.2947 | 1 | +0.2601 | 0.2959 | 1 | +0.5161 | 0.3092 | 1 | +2.0521 | 0.3114 | 11 | +0.0018 | 0.3114 | 11 | +0.0023 | 0.3121 | 5 | +0.007 | 0.3122 | 5 | +0.0123 | 0.3123 | 6 | +0.0441 | 0.3123 | 6 | +0.0866 | 0.3123 | 6 | +0.3416 | 0.3123 | 4 | +0.0051 | 0.3123 | 4 | +0.0091 | 0.3125 | 4 | +0.0329 | 0.3133 | 4 | +0.0646 | 0.3158 | 8 | +0.0012 | 0.3158 | 8 | +0.0013 | 0.3159 | 8 | +0.002 | 0.3159 | 8 | +0.003 | 0.3161 | 8 | +0.0048 | 0.3161 | 8 | +0.0086 | 0.3163 | 8 | +0.0309 | 0.3173 | 8 | +0.0608 | 0.3229 | 8 | +0.2397 | 0.3247 | 8 | +0.4783 | 0.33 | 8 | +0.9556 | 0.3328 | 8 | +1.91 | 0.3331 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 16 | +0.0016 | 0.3336 | 16 | +0.0026 | 0.3337 | 16 | +0.0046 | 0.3341 | 16 | +0.0166 | 0.3349 | 3 | +0.0045 | 0.3354 | 1 | +0.1565 | 0.3358 | 1 | +0.1545 | 0.3361 | 1 | +0.1505 | 0.3363 | 1 | +0.1425 | 0.3364 | 1 | +0.0305 | 0.3434 | 2 | +0.0021 | 0.3435 | 2 | +1.0E-4 | 0.3437 | 2 | -0.0119 | 0.348 | 11 | +0.0015 | 0.3493 | 17 | +0.0031 | 0.3494 | 5 | +0.5143 | 0.3501 | 5 | +1.0263 | 0.3601 | 9 | +4.0E-4 | 0.3602 | 9 | +9.0E-4 | 0.3602 | 9 | +0.0016 | 0.3602 | 9 | +0.0115 | 0.3602 | 7 | -0.0282 | 0.3603 | 7 | -0.0342 | 0.3603 | 7 | -0.0422 | 0.3604 | 7 | -0.0582 | 0.3604 | 15 | +0.0114 | 0.3622 | 12 | +0.0011 | 0.3623 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 18 | +4.0E-4 | 0.3623 | 2 | -0.0046 | 0.3624 | 12 | +0.0012 | 0.3624 | 17 | +0.006 | 0.3628 | 7 | -0.0571 | 0.3628 | 7 | -0.0871 | 0.3632 | 1 | +0.0168 | 0.3632 | 9 | +0.0116 | 0.3632 | 9 | +0.0136 | 0.3633 | 19 | +2.0E-4 | 0.3636 | 11 | +7.0E-4 | 0.3637 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 17 | +0.0048 | 0.364 | 13 | +3.0E-4 | 0.364 | 14 | +2.0E-4 | 0.364 | 7 | -0.0872 | 0.364 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 2 | -0.0034 | 0.3641 | 19 | +3.0E-4 | 0.3643 | 19 | +4.0E-4 | 0.3643 | 13 | +0.0012 | 0.3645 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ ------------------------------ [+] Random restart #2/5... Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 2 | +0.0556 | 0.2813 | 2 | +0.0676 | 0.2814 | 2 | +0.0836 | 0.2818 | 2 | +0.1156 | 0.2826 | 2 | +0.1796 | 0.2831 | 2 | +2.0996 | 0.2848 | 9 | +0.0183 | 0.2849 | 9 | +0.0203 | 0.285 | 9 | +0.0243 | 0.2853 | 9 | +0.0323 | 0.2858 | 9 | +0.0803 | 0.2869 | 9 | +0.1443 | 0.2889 | 18 | +0.0143 | 0.2891 | 18 | +0.0123 | 0.2893 | 18 | +0.0083 | 0.2893 | 18 | +3.0E-4 | 0.2899 | 18 | -0.0157 | 0.2906 | 18 | -0.0477 | 0.2941 | 18 | -0.1117 | 0.3039 | 18 | -0.2397 | 0.3149 | 13 | +0.0095 | 0.3149 | 13 | +0.0055 | 0.3153 | 13 | -0.0505 | 0.3158 | 13 | -0.1145 | 0.3169 | 8 | +0.0124 | 0.3169 | 8 | +0.0144 | 0.3172 | 8 | +0.0184 | 0.3173 | 8 | +0.0264 | 0.3178 | 8 | +0.0424 | 0.3191 | 8 | +0.0744 | 0.3191 | 8 | +0.1384 | 0.3225 | 8 | +0.2664 | 0.3286 | 8 | +0.5224 | 0.3347 | 8 | +1.0344 | 0.3377 | 16 | +0.0086 | 0.3385 | 16 | +0.0126 | 0.3421 | 16 | +0.0206 | 0.3485 | 5 | +0.2605 | 0.3494 | 5 | +0.5165 | 0.3595 | 10 | +0.0027 | 0.3625 | 10 | +7.0E-4 | 0.3665 | 14 | +0.0047 | 0.3665 | 4 | -0.0273 | 0.3665 | 4 | -0.0593 | 0.3665 | 1 | +0.0045 | 0.3681 | 1 | +0.0065 | 0.3687 | 1 | +0.0185 | 0.3695 | 17 | +0.0024 | 0.3696 | 12 | +0.0044 | 0.3699 | 3 | -0.0036 | 0.3728 | 7 | +4.0E-4 | 0.3732 | 7 | -0.0036 | 0.3743 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 17 | -6.0E-4 | 0.3745 | 14 | +0.0034 | 0.3759 | 14 | +0.0014 | 0.377 | 2 | +0.1362 | 0.377 | 2 | +0.1342 | 0.3772 | 2 | +0.1302 | 0.3773 | 2 | +0.1222 | 0.3773 | 2 | +0.0742 | 0.3775 | 18 | -0.0564 | 0.3776 | 7 | +0.0032 | 0.3779 | 1 | +0.0205 | 0.3779 | 1 | +0.0225 | 0.3786 | 12 | +0.0037 | 0.3791 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 14 | +0.0015 | 0.3791 | 13 | -0.0346 | 0.3791 | 18 | -0.0573 | 0.3793 | 17 | -6.0E-4 | 0.3794 | 17 | -5.0E-4 | 0.3794 | 7 | +0.0042 | 0.3795 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 1 | +0.0234 | 0.3796 | 10 | +7.0E-4 | 0.3796 | 17 | -3.0E-4 | 0.3796 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 17 | -3.0E-4 | 0.3796 | 10 | +7.0E-4 | 0.3797 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ ------------------------------ [+] Random restart #3/5... Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 7 | +0.0496 | 0.2814 | 7 | +0.0216 | 0.2814 | 7 | -0.0104 | 0.2814 | 7 | -0.0744 | 0.2816 | 7 | -0.2024 | 0.2819 | 7 | -0.4584 | 0.2821 | 7 | -0.9704 | 0.2828 | 17 | +0.0304 | 0.2829 | 2 | +0.0284 | 0.2829 | 2 | +0.0304 | 0.2829 | 2 | +0.0424 | 0.2838 | 2 | +1.0504 | 0.2852 | 5 | +0.0145 | 0.2852 | 5 | +0.0165 | 0.2853 | 5 | +0.0205 | 0.2855 | 5 | +0.0285 | 0.2859 | 5 | +0.0445 | 0.2863 | 5 | +0.0765 | 0.2866 | 5 | +0.1405 | 0.2867 | 5 | +0.5245 | 0.2869 | 18 | +0.01 | 0.287 | 12 | +0.0099 | 0.287 | 12 | +0.0119 | 0.2874 | 12 | +0.0399 | 0.2928 | 4 | +0.0097 | 0.2929 | 4 | +0.0117 | 0.2929 | 4 | +0.0157 | 0.2955 | 4 | +0.0237 | 0.2955 | 4 | +0.0397 | 0.2956 | 4 | +0.2637 | 0.3006 | 10 | +0.0039 | 0.3064 | 10 | -1.0E-4 | 0.3079 | 10 | -0.0081 | 0.317 | 9 | +0.0079 | 0.3175 | 9 | +0.0099 | 0.3179 | 9 | +0.0379 | 0.3179 | 9 | +0.0699 | 0.3198 | 1 | +0.0075 | 0.3208 | 1 | +0.0135 | 0.3226 | 1 | +0.0375 | 0.3259 | 1 | +0.0695 | 0.3285 | 1 | +0.2615 | 0.3293 | 13 | +0.0042 | 0.3294 | 13 | +0.0022 | 0.3295 | 13 | -0.0018 | 0.3321 | 13 | -0.0098 | 0.3322 | 13 | -0.0258 | 0.333 | 13 | -0.1218 | 0.3338 | 14 | +0.0036 | 0.3347 | 14 | +0.0016 | 0.3365 | 14 | -0.0024 | 0.3387 | 14 | -0.0104 | 0.3394 | 11 | +0.0036 | 0.3404 | 11 | +0.0016 | 0.3416 | 8 | +0.0056 | 0.3417 | 8 | +0.0076 | 0.3421 | 8 | +0.0116 | 0.3426 | 8 | +0.0196 | 0.3454 | 8 | +0.0356 | 0.3457 | 8 | +0.0676 | 0.3475 | 8 | +0.1316 | 0.3515 | 8 | +0.2596 | 0.3555 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 15 | +0.0027 | 0.3566 | 17 | -0.0029 | 0.3567 | 14 | -0.0013 | 0.36 | 1 | +0.1506 | 0.3601 | 1 | +0.1526 | 0.3602 | 16 | +0.0047 | 0.3611 | 16 | +0.0067 | 0.3616 | 11 | +0.0014 | 0.3617 | 11 | +0.0015 | 0.3621 | 11 | +0.0033 | 0.3621 | 18 | +0.0011 | 0.3622 | 18 | -0.0109 | 0.3629 | 8 | +0.1987 | 0.3629 | 7 | -0.061 | 0.363 | 5 | +0.655 | 0.3704 | 2 | +0.0933 | 0.3705 | 4 | +0.0678 | 0.3705 | 4 | +0.0438 | 0.3706 | 4 | +0.0118 | 0.3708 | 12 | +0.0107 | 0.371 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 8 | +0.1416 | 0.371 | 1 | +0.1071 | 0.371 | 12 | +0.0098 | 0.3711 | 18 | -0.0088 | 0.3711 | 18 | -0.0708 | 0.3732 | 19 | +0.0035 | 0.3735 | 17 | -0.0019 | 0.3736 | 14 | -8.0E-4 | 0.3736 | 2 | +0.0951 | 0.3736 | 2 | +0.0971 | 0.3738 | 2 | +0.1251 | 0.3743 | 13 | -0.0556 | 0.3746 | 13 | -0.0496 | 0.3754 | 7 | -0.039 | 0.3754 | 7 | -0.033 | 0.3761 | 7 | -0.009 | 0.3763 | 4 | +0.013 | 0.3763 | 4 | +0.019 | 0.3766 | 3 | -5.0E-4 | 0.379 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 17 | +0.001 | 0.379 | 12 | +0.0082 | 0.3804 | 12 | +0.0062 | 0.381 | 15 | +0.0019 | 0.3811 | 8 | +0.1334 | 0.3811 | 8 | +0.1314 | 0.3811 | 8 | +0.1274 | 0.3812 | 8 | +0.1194 | 0.3812 | 1 | +0.1021 | 0.3813 | 1 | +0.0961 | 0.3817 | 2 | +0.1298 | 0.3817 | 2 | +0.1318 | 0.3817 | 3 | -3.0E-4 | 0.3817 | 4 | +0.0183 | 0.3818 | 4 | +0.0163 | 0.3818 | 4 | +0.0123 | 0.3818 | 4 | +0.0043 | 0.3819 | 7 | +0.0214 | 0.3821 | 13 | -0.0537 | 0.3822 | 16 | +0.0036 | 0.3823 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 8 | +0.1232 | 0.3823 | 8 | +0.1532 | 0.3823 | 9 | +0.0261 | 0.3824 | 7 | +0.0195 | 0.3825 | 4 | +0.0032 | 0.3825 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ ------------------------------ [+] Random restart #4/5... Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 14 | +0.0516 | 0.2814 | 14 | +0.0496 | 0.2815 | 14 | +0.0456 | 0.2825 | 14 | +0.0376 | 0.2836 | 14 | +0.0216 | 0.29 | 14 | -0.0104 | 0.2933 | 14 | -0.0744 | 0.2971 | 11 | +0.0525 | 0.2974 | 11 | +0.0825 | 0.2999 | 19 | +0.051 | 0.2999 | 10 | +0.0489 | 0.3001 | 13 | +0.051 | 0.3002 | 13 | +0.057 | 0.3008 | 8 | +0.1766 | 0.301 | 8 | +0.3046 | 0.3031 | 8 | +0.5606 | 0.3099 | 8 | +1.0726 | 0.31 | 8 | +2.0966 | 0.3188 | 8 | +4.1446 | 0.3215 | 7 | +0.0247 | 0.3215 | 7 | +0.0407 | 0.3215 | 5 | +0.5204 | 0.3216 | 5 | +1.0324 | 0.3318 | 1 | +0.0077 | 0.3319 | 1 | +0.0117 | 0.3327 | 1 | +0.0357 | 0.3394 | 1 | +0.1317 | 0.3409 | 18 | +0.0051 | 0.3409 | 2 | +0.0351 | 0.3431 | 2 | +0.0671 | 0.3444 | 2 | +0.1311 | 0.3493 | 12 | +0.0067 | 0.3496 | 3 | +0.0047 | 0.3508 | 4 | -0.0033 | 0.3508 | 4 | -0.0113 | 0.3508 | 16 | +0.0026 | 0.351 | 16 | +6.0E-4 | 0.3515 | 9 | +0.0046 | 0.3517 | 9 | +0.0066 | 0.352 | 17 | -0.0274 | 0.359 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 10 | +5.0E-4 | 0.3592 | 3 | +0.0035 | 0.3608 | 3 | +0.0015 | 0.3649 | 13 | +0.0051 | 0.365 | 13 | +0.0071 | 0.3655 | 8 | +0.2661 | 0.3655 | 8 | +0.2341 | 0.3656 | 8 | +0.1701 | 0.3657 | 9 | +0.0084 | 0.3658 | 17 | -0.0377 | 0.3666 | 12 | +0.0063 | 0.3668 | 12 | +3.0E-4 | 0.3674 | 11 | +0.0055 | 0.3675 | 11 | +0.0035 | 0.3698 | 7 | +0.0141 | 0.3698 | 7 | +0.0101 | 0.3705 | 1 | +0.1469 | 0.3724 | 4 | -0.0754 | 0.3726 | 4 | -0.1394 | 0.374 | 18 | +0.0034 | 0.3741 | 18 | +0.0014 | 0.3743 | 18 | -0.0106 | 0.3746 | 18 | -0.0266 | 0.3748 | 18 | -0.0586 | 0.3754 | 16 | +7.0E-4 | 0.3755 | 16 | +8.0E-4 | 0.3755 | 16 | +0.008 | 0.3757 | 14 | -0.0017 | 0.3774 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 11 | +0.0039 | 0.3775 | 14 | -0.0016 | 0.3775 | 9 | +0.0079 | 0.3778 | 9 | +0.0099 | 0.3782 | 9 | +0.0219 | 0.3791 | 1 | +0.1246 | 0.3797 | 17 | -0.0312 | 0.3798 | 8 | +0.187 | 0.3805 | 10 | +4.0E-4 | 0.3805 | 4 | -0.1116 | 0.3805 | 4 | -0.1736 | 0.3811 | 12 | +3.0E-4 | 0.3811 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 12 | +4.0E-4 | 0.3811 | 10 | +5.0E-4 | 0.3811 | 1 | +0.0977 | 0.3813 | 7 | +0.0065 | 0.3815 | 18 | -0.0511 | 0.3817 | 4 | -0.1648 | 0.3818 | 8 | +0.1744 | 0.3819 | 13 | +0.007 | 0.382 | 5 | +0.075 | 0.3841 | 2 | +0.1294 | 0.3844 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 18 | -0.0754 | 0.3846 | 9 | +0.0254 | 0.3848 | 17 | -0.0375 | 0.3848 | 7 | +0.0076 | 0.385 | 5 | +0.0931 | 0.3851 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 1 | +0.1323 | 0.3852 | 12 | +6.0E-4 | 0.3852 | 12 | +9.0E-4 | 0.3853 | 18 | -0.0767 | 0.3853 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 5 | +0.0928 | 0.3854 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 18 | -0.0757 | 0.3854 | 13 | +0.0084 | 0.3855 | 7 | +0.0087 | 0.3856 | 10 | +7.0E-4 | 0.3856 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ ------------------------------ [+] Random restart #5/5... Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 12 | +0.1796 | 0.2821 | 12 | +0.3076 | 0.287 | 3 | +0.0429 | 0.287 | 4 | +0.0449 | 0.2871 | 4 | +0.0489 | 0.2871 | 4 | +0.0569 | 0.2871 | 4 | +0.0729 | 0.2871 | 4 | +0.1049 | 0.2874 | 4 | +0.1689 | 0.2876 | 4 | +0.5529 | 0.2879 | 5 | +0.0287 | 0.288 | 5 | +0.0347 | 0.288 | 5 | +0.0427 | 0.2881 | 5 | +0.0587 | 0.2882 | 5 | +0.0907 | 0.2885 | 5 | +0.1547 | 0.2887 | 5 | +0.2827 | 0.2887 | 5 | +0.5387 | 0.2889 | 14 | +0.0254 | 0.2945 | 14 | +0.0334 | 0.2952 | 17 | -0.1089 | 0.296 | 8 | +0.0176 | 0.2961 | 8 | +0.0196 | 0.2962 | 8 | +0.0236 | 0.2974 | 8 | +0.0316 | 0.2978 | 8 | +0.0476 | 0.3004 | 8 | +0.0796 | 0.3028 | 8 | +0.1436 | 0.3073 | 8 | +0.2716 | 0.3141 | 8 | +0.5276 | 0.3148 | 8 | +1.0396 | 0.3163 | 13 | +0.0092 | 0.3166 | 13 | +0.0112 | 0.3166 | 13 | +0.0152 | 0.3169 | 13 | +0.0232 | 0.3173 | 1 | +0.0091 | 0.3176 | 1 | +0.0111 | 0.3234 | 1 | +0.0151 | 0.3251 | 1 | +0.0231 | 0.3278 | 1 | +0.0711 | 0.3301 | 1 | +0.2631 | 0.3335 | 18 | +0.0094 | 0.3335 | 11 | +0.0094 | 0.3378 | 10 | +0.0074 | 0.3383 | 9 | -6.0E-4 | 0.3388 | 2 | +0.0074 | 0.3389 | 7 | +0.0054 | 0.339 | 7 | +0.0034 | 0.339 | 7 | -6.0E-4 | 0.3392 | 7 | -0.0086 | 0.3398 | 7 | -0.0246 | 0.3411 | 7 | -0.0566 | 0.3426 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 13 | +0.0143 | 0.3431 | 13 | +0.0023 | 0.3444 | 13 | -0.0137 | 0.3472 | 15 | +0.0071 | 0.3472 | 12 | +0.0208 | 0.3479 | 3 | +0.0054 | 0.348 | 7 | -0.0539 | 0.3481 | 7 | -0.0479 | 0.3482 | 16 | +0.0053 | 0.3482 | 17 | -0.0528 | 0.3482 | 5 | +0.6311 | 0.3509 | 11 | +0.007 | 0.3511 | 18 | +0.007 | 0.3513 | 1 | +0.1301 | 0.3517 | 2 | +0.0057 | 0.3518 | 2 | +0.0117 | 0.352 | 2 | +0.0197 | 0.352 | 4 | +0.0223 | 0.352 | 4 | -0.0097 | 0.3521 | 9 | -3.0E-4 | 0.3521 | 9 | -1.0E-4 | 0.3521 | 9 | +2.0E-4 | 0.3522 | 9 | +0.0022 | 0.3525 | 9 | +0.0048 | 0.3528 | 9 | +0.0099 | 0.3535 | 9 | +0.0203 | 0.3548 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 14 | +0.0045 | 0.3559 | 7 | -0.0349 | 0.3562 | 17 | -0.0318 | 0.3566 | 9 | +0.027 | 0.3566 | 3 | +6.0E-4 | 0.3567 | 13 | -0.0083 | 0.3568 | 18 | +0.0061 | 0.3574 | 18 | +0.0041 | 0.3581 | 18 | +1.0E-4 | 0.3586 | 18 | -0.0079 | 0.3603 | 18 | -0.0239 | 0.3617 | 18 | -0.0559 | 0.3632 | 12 | +0.0124 | 0.3635 | 8 | +0.2407 | 0.3635 | 8 | +0.2327 | 0.3635 | 16 | +0.0104 | 0.3637 | 16 | +0.0184 | 0.3645 | 4 | -0.0025 | 0.3646 | 4 | +0.0055 | 0.3651 | 2 | +0.0201 | 0.3651 | 2 | +0.0341 | 0.3655 | 19 | +0.0029 | 0.3657 | 19 | +9.0E-4 | 0.3659 | 1 | +0.1278 | 0.366 | 1 | +0.1398 | 0.3668 | 1 | +0.1878 | 0.3676 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 18 | -0.0508 | 0.3676 | 18 | -0.0648 | 0.3681 | 18 | -0.0808 | 0.3689 | 18 | -0.1128 | 0.3721 | 18 | -0.1768 | 0.3757 | 1 | +0.1558 | 0.3765 | 8 | +0.1859 | 0.3767 | 8 | +0.1779 | 0.3768 | 2 | +0.0276 | 0.3769 | 2 | +0.0256 | 0.3769 | 3 | +6.0E-4 | 0.3771 | 3 | +8.0E-4 | 0.3776 | 3 | +0.0011 | 0.3784 | 14 | +0.0046 | 0.3789 | 11 | +0.0067 | 0.3789 | 12 | +0.0135 | 0.3796 | 7 | -0.0209 | 0.3798 | 4 | +0.0056 | 0.3799 | 4 | +0.0076 | 0.38 | 5 | +0.3088 | 0.38 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 4 | -0.0552 | 0.3804 | 4 | -0.1192 | 0.3834 | 8 | +0.171 | 0.3835 | 7 | -0.0164 | 0.3848 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 8 | +0.17 | 0.3848 | 8 | +0.14 | 0.3858 | 8 | +0.108 | 0.3872 | 4 | -0.1214 | 0.3877 | 5 | +0.2729 | 0.3878 | 5 | +0.2409 | 0.3879 | 5 | +0.1769 | 0.3895 | 7 | -0.019 | 0.3898 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 5 | +0.2018 | 0.3898 | 5 | +0.1998 | 0.3898 | 5 | +0.1958 | 0.3899 | 5 | +0.1878 | 0.39 | 5 | +0.1718 | 0.3901 | 5 | +0.1398 | 0.3911 | 7 | -0.0173 | 0.3911 | 4 | -0.147 | 0.3911 | 16 | +0.0154 | 0.3912 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 5 | +0.1473 | 0.3914 | 5 | +0.1433 | 0.3914 | 5 | +0.1353 | 0.3918 | 18 | -0.1976 | 0.3918 | 1 | +0.198 | 0.3919 | 13 | -0.0092 | 0.3919 | 19 | +0.001 | 0.3919 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 1 | +0.1982 | 0.392 | 5 | +0.1355 | 0.3921 | 5 | +0.1335 | 0.3924 | 18 | -0.198 | 0.3924 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ 5 | +0.1328 | 0.3924 | 1 | +0.1976 | 0.3925 | 19 | +0.001 | 0.3925 | ------------------------------ Shuffling features' order... [Done.] Optimizing weight vector... ------------------------------ Feature | weight | MAP | ------------------------------ ------------------------------ --------------------------------- Finished sucessfully. MAP on training data: 0.3925 --------------------------------- NDCG@20 on test data: 0.4309 Model saved to: /bos/usr0/cx/tmp/knowledge4ir/cv/coorascent/cw12_lm_ir_everything.coorascent/cv_dir/Fold6/predict.model