AlphaZero-Style MCTS Training Metrics (103 Iterations)

Policy loss, value error, game length, and MCTS agreement metrics across 103 self-play training iterations.
# iteration
loss_policy_train
loss_policy_val
loss_wdl_train
loss_wdl_val
loss_aux_value_train
loss_aux_value_val
loss_aux_value_0_train
loss_aux_value_0_val
loss_aux_value_1_train
loss_aux_value_1_val
loss_aux_value_2_train
loss_aux_value_2_val
loss_aux_value_3_train
loss_aux_value_3_val
gradient_steps
game_length_avg
game_length_stddev
game_length_min
game_length_max
game_wins
game_losses
game_draws
policy_entropy_avg
policy_max_prob_avg
policy_entropy_high_branch_avg
policy_max_prob_high_branch_avg
policy_agreement_avg
policy_agreement_high_branch_avg
value_z_avg
value_q_avg
value_z_stddev
value_q_stddev
value_correction_avg
value_correction_high_branch_avg
value_q_spread_avg
value_q_spread_high_branch_avg
value_error_early_avg
value_error_mid_avg
value_error_late_avg
value_network_stddev
lr
q_weight
mcts_sims
replay_samples
samples_iter
replay_buffer_games
time_selfplay_secs
time_train_secs
+
1 1 2.688928 2.646901 0.406752 0.395143 0.002767 0.001519 0.004032 0.001688 0.002087 0.001136 0.002181 0.001733 0.0 0.0 80 1124.43956 354.824278 478 2001 89 83 10 1.243428 0.51169 1.689955 0.373272 0.267301 0.136479 0.244479 0.002811 0.93043 0.061424 0.057563 0.057903 0.019265 0.025156 0.920882 0.924167 0.912453 0.010076 0.0005 0.014167 400 50127 50127 182 300.906289 48.314695
2 2 2.378477 2.361385 0.47762 0.417776 0.029891 0.027564 0.038091 0.034557 0.031452 0.030028 0.020129 0.018108 0.0 0.0 158 1530.157025 453.672562 507 2001 42 41 38 1.143192 0.551394 1.565463 0.423254 0.288803 0.160949 0.075 0.05097 0.778583 0.346356 0.090549 0.084495 0.029063 0.038493 0.62084 0.610401 0.621655 0.360552 0.0005 0.028333 400 100580 50453 303 158.239305 56.053552
3 3 2.038731 2.044343 0.353534 0.302657 0.057846 0.053383 0.065719 0.060987 0.060174 0.054994 0.047646 0.044169 0.0 0.0 236 1677.747368 405.803685 718 2001 22 27 46 0.854161 0.665323 1.221574 0.559886 0.38812 0.260089 0.084202 0.158601 0.673822 0.573239 0.153153 0.142352 0.048936 0.068234 0.489152 0.485595 0.547082 0.580159 0.0005 0.0425 400 150781 50201 398 110.435514 83.020866
4 4 1.82263 1.872825 0.279388 0.29156 0.066674 0.064875 0.071662 0.069378 0.068213 0.066464 0.060148 0.058783 0.0 0.0 316 1475.946237 424.472357 403 2001 40 33 20 0.799791 0.6893 1.110139 0.609898 0.418002 0.331543 0.146706 0.202319 0.836882 0.684015 0.153548 0.152195 0.052414 0.073824 0.677151 0.593895 0.467502 0.691299 0.0005 0.056667 400 201154 50373 491 52.954972 110.606711
5 5 1.72318 1.744422 0.261463 0.268343 0.066769 0.062151 0.068831 0.063265 0.067718 0.06267 0.063757 0.060518 0.0 0.0 394 1132.221239 416.386387 476 2001 53 52 8 0.774353 0.701028 1.06718 0.631506 0.416505 0.321936 0.141456 0.19725 0.930642 0.741749 0.173892 0.183155 0.063978 0.088376 0.726841 0.502633 0.3935 0.762153 0.0005 0.070833 400 251516 50362 604 53.270203 138.809921
6 6 1.648448 1.713908 0.257812 0.259718 0.064734 0.063901 0.065637 0.066694 0.065353 0.064666 0.063212 0.060342 0.0 0.0 472 1028.512397 384.381936 482 2001 61 53 7 0.829676 0.679697 1.123098 0.616523 0.428851 0.329992 0.151557 0.223116 0.931792 0.766537 0.160813 0.169655 0.063 0.088019 0.711677 0.52483 0.418172 0.790775 0.0005 0.085 400 301629 50113 725 71.010793 165.779338
7 7 1.580561 1.627557 0.258531 0.28555 0.062601 0.061219 0.062031 0.059696 0.062953 0.061315 0.062819 0.062645 0.0 0.0 548 1079.754386 403.899948 512 2001 55 53 6 0.849102 0.671935 1.160699 0.607027 0.447597 0.334287 0.12805 0.228314 0.941527 0.78187 0.169353 0.177612 0.064652 0.091351 0.74718 0.612334 0.447751 0.797597 0.0005 0.099167 400 349929 50293 827 36.934746 192.188883
8 8 1.505524 1.562634 0.257532 0.262034 0.062101 0.059654 0.060818 0.058666 0.062071 0.059515 0.063414 0.060782 0.0 0.0 548 1000.859504 406.112355 491 2001 57 58 6 0.737413 0.714145 1.017456 0.647244 0.426518 0.301177 0.081287 0.170766 0.939936 0.748167 0.220147 0.233869 0.082364 0.115182 0.89256 0.7586 0.593819 0.772249 0.0005 0.113333 400 349718 50094 772 13.168893 192.006859
9 9 1.452099 1.512264 0.251512 0.244716 0.063867 0.060793 0.062161 0.059086 0.063901 0.0612 0.065539 0.062092 0.0 0.0 548 898.5 317.844604 383 2001 64 70 4 0.737894 0.715764 1.019498 0.646732 0.414247 0.306013 0.117698 0.166371 0.957875 0.742222 0.221632 0.225699 0.088503 0.121589 0.826709 0.630592 0.422914 0.811589 0.0005 0.1275 400 349738 50086 791 51.668388 192.179484
10 10 1.428562 1.506468 0.241575 0.249995 0.062207 0.061175 0.058701 0.055572 0.06199 0.059927 0.065931 0.068027 0.0 0.0 548 956.691667 396.006035 355 2000 62 56 2 0.749371 0.708668 1.004583 0.657679 0.435336 0.334177 0.097315 0.174752 0.976777 0.75953 0.208253 0.22516 0.08267 0.11722 0.826187 0.663826 0.414421 0.814815 0.0005 0.141667 400 349623 50198 817 42.95879 192.303814
11 11 1.406507 1.477824 0.24047 0.237776 0.06217 0.061779 0.057659 0.055698 0.061665 0.0609 0.067185 0.068739 0.0 0.0 546 988.853448 367.582392 392 2000 60 53 3 0.79822 0.692642 1.07938 0.641002 0.459663 0.361592 0.150315 0.209919 0.96237 0.779652 0.170697 0.185206 0.067342 0.095474 0.753265 0.56797 0.409192 0.809655 0.0005 0.155833 400 349175 50128 839 24.170981 191.804107
12 12 1.371454 1.463082 0.249323 0.248271 0.060739 0.057629 0.05517 0.05249 0.05966 0.05701 0.067386 0.063389 0.0 0.0 546 1039.790476 422.310193 427 2001 47 50 8 0.838779 0.67482 1.114308 0.633476 0.474995 0.385779 0.156187 0.219957 0.901524 0.806851 0.148849 0.167423 0.061408 0.092157 0.691479 0.552497 0.463246 0.841554 0.0005 0.17 400 349159 50350 830 46.756368 192.096316
13 13 1.346779 1.46148 0.255808 0.252446 0.062114 0.061724 0.058746 0.058276 0.061162 0.060653 0.066435 0.066242 0.0 0.0 548 979.651786 366.278185 467 2000 49 60 3 0.713728 0.723159 0.973664 0.671014 0.463678 0.353585 0.101651 0.163667 0.966989 0.762853 0.201549 0.217366 0.086756 0.120594 0.757453 0.64238 0.457553 0.820738 0.0005 0.184167 400 349861 50093 822 19.063852 192.150826
14 14 1.321484 1.430226 0.263784 0.263196 0.059628 0.05962 0.056732 0.055163 0.058593 0.058611 0.06356 0.065087 0.0 0.0 548 927.113821 371.639002 429 2000 64 55 4 0.832385 0.678618 1.112494 0.628419 0.467932 0.371772 0.184139 0.236799 0.941398 0.788841 0.16118 0.175532 0.065964 0.094745 0.698942 0.523423 0.371252 0.816293 0.0005 0.198333 400 349966 50174 832 7.169047 192.093117
15 15 1.436545 1.568661 0.313792 0.285453 0.086176 0.077414 0.095246 0.083535 0.090466 0.081559 0.072816 0.067149 0.0 0.0 158 673.314815 139.667373 308 992 144 180 0 0.559296 0.785508 0.781042 0.729478 0.471969 0.34133 0.0905 0.108949 0.995896 0.710114 0.239626 0.247025 0.103962 0.138922 0.804203 0.662799 0.479047 0.77786 0.0005 0.2125 400 100066 100066 324 509.78443 67.797122
16 16 1.368449 1.492766 0.287628 0.286848 0.075394 0.077129 0.076983 0.078796 0.077239 0.078951 0.071961 0.07364 0.0 0.0 314 808.683398 225.886431 353 1437 114 145 0 0.660007 0.747418 0.919793 0.688758 0.492315 0.36622 0.111806 0.158241 0.99373 0.765769 0.183336 0.194119 0.080195 0.111678 0.822514 0.623141 0.393606 0.812501 0.0005 0.226667 400 200195 100129 583 170.072359 110.066994
17 17 1.35092 1.450106 0.275844 0.272597 0.068533 0.067204 0.068452 0.067351 0.06968 0.068186 0.067468 0.066076 0.0 0.0 470 774.188406 291.261986 358 1797 146 130 0 0.69742 0.731222 0.940492 0.681633 0.48768 0.369226 0.137499 0.175725 0.990502 0.770406 0.160709 0.171868 0.073008 0.102159 0.739938 0.553921 0.393415 0.813454 0.0005 0.240833 400 300232 100037 859 184.414991 164.897109
18 18 1.339547 1.443738 0.267761 0.268111 0.063196 0.066161 0.061707 0.065733 0.063892 0.067963 0.063988 0.064786 0.0 0.0 548 765.10989 285.009021 356 2001 133 137 3 0.691774 0.733985 0.927677 0.685906 0.494507 0.38735 0.151414 0.18954 0.973203 0.758014 0.15877 0.168976 0.074363 0.10211 0.768514 0.563941 0.390758 0.807336 0.0005 0.255 400 349848 100037 942 118.982037 191.885022
19 19 1.356421 1.481252 0.264129 0.263135 0.059944 0.06147 0.057889 0.060559 0.060727 0.062545 0.061215 0.061304 0.0 0.0 548 748.075862 265.602635 347 2000 162 127 1 0.734208 0.716489 0.958809 0.675852 0.473988 0.37685 0.153785 0.197113 0.983191 0.761037 0.164454 0.175439 0.070584 0.100657 0.75614 0.552557 0.350669 0.79977 0.0005 0.269167 400 349724 100049 972 131.837361 191.805946
20 20 1.363616 1.48021 0.264819 0.264409 0.056167 0.056774 0.053077 0.054675 0.056919 0.057901 0.058505 0.057746 0.0 0.0 548 757.067568 273.228908 347 2000 149 145 2 0.761764 0.707566 1.004797 0.659256 0.460245 0.359802 0.154667 0.200637 0.977464 0.767193 0.17285 0.180697 0.069801 0.098769 0.77124 0.543068 0.333244 0.794937 0.0005 0.283333 400 349695 100377 991 134.180076 192.02067
21 21 1.365054 1.476789 0.262654 0.257419 0.055737 0.053415 0.051913 0.0495 0.056194 0.05409 0.059104 0.056654 0.0 0.0 548 767.340136 284.702817 309 2000 138 153 3 0.782438 0.699249 1.031783 0.651168 0.455596 0.357039 0.178593 0.222373 0.969452 0.764692 0.17178 0.18161 0.068004 0.098723 0.702528 0.49489 0.345913 0.785439 0.0005 0.2975 400 349980 100396 1015 137.927853 193.100053
22 22 1.366094 1.504656 0.260379 0.262818 0.054611 0.053636 0.050635 0.049765 0.055049 0.053909 0.058149 0.057233 0.0 0.0 548 738.801325 268.825851 329 1732 157 145 0 0.768467 0.705303 1.007148 0.659392 0.464721 0.373082 0.197525 0.214228 0.980298 0.770507 0.160774 0.171797 0.067154 0.096235 0.701403 0.462708 0.310503 0.80016 0.0005 0.311667 400 349758 100215 1034 110.026632 192.767355
23 23 1.362945 1.475708 0.255637 0.255316 0.05322 0.051349 0.049138 0.047031 0.053954 0.051819 0.056566 0.055196 0.0 0.0 548 709.242138 254.47198 259 2000 164 153 1 0.785994 0.6996 1.032728 0.651962 0.466119 0.366524 0.199886 0.220515 0.974762 0.775039 0.1438 0.152124 0.060827 0.086423 0.687823 0.421564 0.279365 0.801748 0.0005 0.325833 400 349632 100262 1059 134.897844 192.618648
24 24 1.361767 1.454292 0.255419 0.254154 0.051454 0.05084 0.046464 0.04535 0.052314 0.051916 0.055583 0.055256 0.0 0.0 548 697.926154 261.221075 309 2001 161 162 2 0.828021 0.68271 1.083059 0.635107 0.453357 0.359304 0.189234 0.244273 0.970929 0.770408 0.146174 0.154623 0.059317 0.084101 0.683257 0.4776 0.305246 0.788977 0.0005 0.34 400 349522 100241 1083 110.646255 193.176783
25 25 1.353898 1.468846 0.26925 0.265287 0.052927 0.052034 0.047729 0.046897 0.054505 0.053364 0.056548 0.055841 0.0 0.0 548 688.678571 227.247605 317 2000 160 175 1 0.773568 0.703883 0.999298 0.661321 0.457523 0.36625 0.188704 0.224932 0.976564 0.751157 0.162291 0.168763 0.063938 0.08995 0.751178 0.545285 0.362005 0.765488 0.0005 0.354167 400 349653 100067 1136 148.124052 193.041865
26 26 1.337573 1.447271 0.273548 0.276077 0.052218 0.057565 0.046192 0.050942 0.053758 0.059511 0.056705 0.062242 0.0 0.0 548 718.003195 239.62174 288 2001 145 167 1 0.78611 0.697968 1.008827 0.657972 0.465366 0.383433 0.188748 0.221759 0.976752 0.762134 0.143619 0.149341 0.057872 0.08205 0.743021 0.474293 0.307722 0.778832 0.0005 0.368333 400 349778 100192 1133 135.071802 193.120167
27 27 1.315375 1.445614 0.268826 0.268325 0.050121 0.049082 0.043486 0.042322 0.051314 0.049972 0.055563 0.054952 0.0 0.0 548 700.349359 267.398297 276 2001 160 151 1 0.808193 0.690673 1.046392 0.648592 0.483272 0.396994 0.231702 0.256722 0.967771 0.770579 0.127521 0.134466 0.053819 0.076459 0.619237 0.376863 0.276784 0.786331 0.0005 0.3825 400 349773 100163 1123 116.94578 192.879894
28 28 1.301261 1.413259 0.271858 0.272089 0.048883 0.048885 0.042131 0.042965 0.050124 0.049974 0.054395 0.053715 0.0 0.0 548 673.056716 230.082321 344 2000 180 154 1 0.769289 0.706922 1.011309 0.659825 0.477885 0.381774 0.202322 0.233819 0.974071 0.749634 0.147546 0.15388 0.059399 0.082988 0.706336 0.490831 0.312894 0.76128 0.0005 0.396667 400 349714 100271 1128 135.919483 193.023868
29 29 1.295613 1.414372 0.268986 0.268655 0.046956 0.046664 0.04065 0.04073 0.047918 0.047497 0.052299 0.051765 0.0 0.0 548 679.287879 215.458072 289 1986 182 148 0 0.796308 0.695381 1.029299 0.654274 0.473595 0.387806 0.201964 0.238867 0.979393 0.755105 0.139563 0.148464 0.055719 0.079213 0.706732 0.474381 0.305653 0.762704 0.0005 0.410833 400 349982 100191 1130 121.507124 192.949405
30 30 1.286217 1.407016 0.276646 0.277969 0.047136 0.046998 0.040768 0.041014 0.048409 0.048396 0.052232 0.051583 0.0 0.0 548 649.755162 207.017454 287 1657 174 165 0 0.750973 0.713773 0.979717 0.669897 0.479653 0.391941 0.206169 0.227544 0.978516 0.739375 0.138459 0.142328 0.056363 0.078578 0.710499 0.434677 0.266974 0.752988 0.0005 0.425 400 349748 100185 1161 138.101419 192.808874
31 31 1.276338 1.406098 0.288413 0.288934 0.048359 0.049143 0.041321 0.042538 0.050166 0.050697 0.053591 0.054195 0.0 0.0 548 632.008902 224.851886 272 1683 173 164 0 0.706318 0.72853 0.906269 0.692071 0.480501 0.389615 0.16529 0.188633 0.986245 0.744522 0.136358 0.142625 0.057621 0.081255 0.754517 0.503446 0.338973 0.75981 0.0005 0.439167 400 349721 100133 1174 133.468893 192.808776
32 32 1.25809 1.377516 0.29201 0.29083 0.04837 0.047517 0.040148 0.038895 0.049929 0.048894 0.055032 0.05476 0.0 0.0 548 624.792683 163.544541 335 1578 157 171 0 0.710411 0.728228 0.922262 0.687488 0.496569 0.410921 0.174573 0.203414 0.984644 0.754502 0.127259 0.131246 0.057493 0.079843 0.702168 0.445322 0.315929 0.777628 0.0005 0.453333 400 349974 100256 1173 129.851225 192.822087
33 33 1.256055 1.374292 0.303775 0.30285 0.048553 0.047555 0.040299 0.039659 0.050076 0.049236 0.055283 0.05377 0.0 0.0 548 638.684685 195.517346 240 1533 186 147 0 0.686166 0.736062 0.886145 0.697267 0.488047 0.397916 0.193359 0.202148 0.981128 0.722962 0.138393 0.144036 0.060079 0.084059 0.731115 0.475382 0.319507 0.744735 0.0005 0.4675 400 349956 100099 1162 113.914447 192.618616
34 34 1.252605 1.383282 0.311792 0.312441 0.047495 0.049305 0.039801 0.041319 0.049273 0.051011 0.053411 0.055586 0.0 0.0 548 613.444126 200.321176 296 2000 167 181 1 0.689111 0.736 0.888511 0.696493 0.48427 0.397141 0.183885 0.205535 0.977568 0.719101 0.132669 0.137089 0.058491 0.081096 0.729672 0.510331 0.328621 0.74009 0.0005 0.481667 400 349869 100128 1180 137.774529 192.653716
35 35 1.244542 1.378549 0.321791 0.321628 0.047439 0.04708 0.039391 0.039136 0.04905 0.048793 0.053876 0.053311 0.0 0.0 548 600.179191 185.702143 265 1508 159 187 0 0.643177 0.753469 0.843119 0.710011 0.510129 0.409452 0.165446 0.189182 0.986219 0.718461 0.131579 0.136857 0.060096 0.083863 0.788964 0.55318 0.333874 0.742567 0.0005 0.495833 400 349748 100063 1186 127.968455 192.479599
36 36 1.231885 1.369513 0.332948 0.33353 0.04657 0.045812 0.038647 0.038363 0.04855 0.047896 0.052513 0.051176 0.0 0.0 548 592.230769 176.372262 293 1779 182 169 0 0.648458 0.752565 0.85481 0.70734 0.504362 0.406284 0.179691 0.191914 0.983723 0.713216 0.128796 0.134206 0.059214 0.082035 0.740788 0.505949 0.337291 0.73876 0.0005 0.51 400 349951 100194 1212 136.243177 193.002035
37 37 1.225326 1.373284 0.333486 0.331606 0.045539 0.045758 0.037163 0.037282 0.047194 0.047269 0.05226 0.052722 0.0 0.0 548 613.719764 166.575807 283 1730 167 172 0 0.675566 0.74066 0.873927 0.700693 0.505529 0.409966 0.204315 0.207822 0.978905 0.722493 0.121663 0.128801 0.05448 0.076301 0.709359 0.439745 0.283367 0.740555 0.0005 0.524167 400 349942 100012 1215 117.872648 192.866358
38 38 1.218964 1.343044 0.330932 0.330209 0.044334 0.044339 0.035588 0.035635 0.046005 0.046182 0.051408 0.051201 0.0 0.0 548 578.387363 154.757843 284 1336 185 179 0 0.636983 0.758019 0.861344 0.705108 0.511135 0.398165 0.184544 0.185554 0.982824 0.707616 0.125076 0.128947 0.05729 0.078071 0.751189 0.475589 0.292621 0.731922 0.0005 0.538333 400 349787 100361 1224 146.979219 192.8744
39 39 1.215184 1.362619 0.334621 0.33322 0.044655 0.043155 0.035655 0.034464 0.046654 0.045021 0.051657 0.049979 0.0 0.0 548 578.186301 173.41196 318 1536 213 152 0 0.635803 0.75853 0.841668 0.712307 0.510222 0.403356 0.190768 0.18668 0.981635 0.696321 0.125679 0.129881 0.057597 0.078502 0.764225 0.500031 0.306766 0.719967 0.0005 0.5525 400 349777 100221 1242 117.049757 192.737442
40 40 1.212323 1.342651 0.336469 0.337195 0.043503 0.042025 0.034009 0.033025 0.045474 0.04393 0.051027 0.049119 0.0 0.0 548 556.760108 179.207297 284 2001 185 185 1 0.670605 0.746029 0.871757 0.703101 0.517002 0.417905 0.198695 0.200167 0.974933 0.714515 0.112189 0.116957 0.051496 0.070463 0.746189 0.459839 0.271529 0.732859 0.0005 0.566667 400 349896 100048 1268 132.483914 193.06664
41 41 1.196328 1.327657 0.349757 0.346696 0.044012 0.043788 0.033559 0.03375 0.046347 0.046228 0.05213 0.051386 0.0 0.0 548 553.753927 156.273412 255 1611 199 183 0 0.665539 0.748187 0.872718 0.702301 0.514822 0.41515 0.180267 0.191256 0.983618 0.705668 0.108718 0.111995 0.049265 0.066972 0.788185 0.49436 0.307571 0.71862 0.0005 0.580833 400 349920 100462 1302 131.833893 192.892097
42 42 1.180253 1.336817 0.343316 0.339957 0.042809 0.042421 0.031612 0.0325 0.045156 0.044937 0.051659 0.049826 0.0 0.0 548 562.19346 165.249702 295 1456 192 175 0 0.693906 0.738042 0.912297 0.690746 0.520849 0.417627 0.206732 0.21232 0.978398 0.720064 0.103792 0.108762 0.045948 0.063831 0.717464 0.437694 0.310113 0.72591 0.0005 0.595 400 349740 100004 1302 134.66526 192.895523
43 43 1.153961 1.299582 0.328546 0.329521 0.041391 0.041351 0.029359 0.030066 0.043374 0.043517 0.051442 0.050471 0.0 0.0 548 571.016807 193.337051 280 1980 182 175 0 0.729831 0.723265 0.939733 0.682643 0.53016 0.434614 0.245103 0.250416 0.969497 0.736975 0.089569 0.095118 0.040099 0.056165 0.684497 0.375589 0.240867 0.739124 0.0005 0.609167 400 349858 100117 1287 128.697044 193.180455
44 44 1.148062 1.270514 0.324178 0.323221 0.040576 0.040621 0.028445 0.028796 0.042391 0.04261 0.050891 0.050458 0.0 0.0 548 553.840849 176.671303 281 1673 193 184 0 0.708778 0.731438 0.912218 0.689485 0.528509 0.434669 0.235416 0.252387 0.971895 0.71546 0.094269 0.099721 0.042269 0.057485 0.719781 0.431584 0.290407 0.717891 0.0005 0.623333 400 349942 100057 1289 170.777593 193.243256
45 45 1.139882 1.269022 0.329563 0.329422 0.039648 0.039634 0.027226 0.027329 0.041024 0.041117 0.050693 0.050457 0.0 0.0 548 577.950437 209.264254 260 2000 181 160 2 0.659589 0.748939 0.843223 0.713152 0.54285 0.450687 0.218451 0.229834 0.964793 0.705382 0.090623 0.095015 0.043422 0.059547 0.727031 0.45109 0.319442 0.716596 0.0005 0.6375 400 349970 100361 1263 104.651117 193.019149
46 46 1.141945 1.271243 0.337395 0.336023 0.038813 0.038145 0.025982 0.025318 0.039971 0.039098 0.050487 0.050019 0.0 0.0 548 552.712676 210.431647 265 2000 194 160 1 0.659382 0.748684 0.843936 0.711848 0.547331 0.454451 0.208876 0.221214 0.971983 0.712791 0.08591 0.090901 0.043049 0.059072 0.735878 0.452158 0.305698 0.724884 0.0005 0.651667 400 349866 100610 1248 132.181499 192.956596
47 47 1.124828 1.25861 0.350861 0.352738 0.039043 0.039501 0.025864 0.02638 0.040484 0.041131 0.050782 0.050992 0.0 0.0 548 523.306069 167.736919 270 1458 200 179 0 0.658788 0.749779 0.850202 0.71022 0.550074 0.457113 0.231754 0.223378 0.972774 0.698139 0.082732 0.087026 0.042364 0.057917 0.740392 0.43632 0.306869 0.708857 0.0005 0.665833 400 349797 100132 1259 114.067567 192.87572
48 48 1.121802 1.24558 0.348868 0.347537 0.039372 0.039135 0.025173 0.024448 0.040954 0.040495 0.05199 0.052463 0.0 0.0 548 530.086842 185.821676 266 1977 208 172 0 0.677108 0.744323 0.892839 0.695769 0.547296 0.449992 0.227965 0.223054 0.973669 0.693557 0.082105 0.084901 0.039745 0.053899 0.742029 0.452392 0.283044 0.700189 0.0005 0.68 400 349960 100125 1279 121.660423 192.974013
49 49 1.098635 1.242984 0.342512 0.342409 0.038862 0.038587 0.024265 0.024371 0.040782 0.040522 0.05154 0.050868 0.0 0.0 548 503.365672 145.942785 243 1327 198 204 0 0.70128 0.735239 0.913104 0.689432 0.560727 0.464351 0.261531 0.242544 0.965195 0.701664 0.072313 0.075137 0.035584 0.04802 0.705752 0.371589 0.254747 0.705048 0.0005 0.694167 400 349788 100145 1328 126.918986 192.888953
50 50 1.075764 1.207718 0.345076 0.344617 0.039407 0.039626 0.024233 0.024562 0.041586 0.041715 0.052401 0.0526 0.0 0.0 548 495.366995 145.629416 252 1446 206 200 0 0.673648 0.746419 0.895215 0.694664 0.563165 0.459059 0.232211 0.217188 0.972665 0.706688 0.073367 0.077368 0.036386 0.049336 0.723975 0.367498 0.251161 0.71036 0.0005 0.708333 400 349953 100301 1384 150.826766 192.999726
51 51 1.067723 1.171128 0.343333 0.34613 0.038381 0.040408 0.023319 0.02518 0.040442 0.042801 0.051382 0.053241 0.0 0.0 548 507.594388 153.03133 229 2000 202 189 1 0.672652 0.746235 0.873326 0.702645 0.554835 0.461523 0.241317 0.218945 0.964432 0.698792 0.074751 0.07823 0.037249 0.050026 0.724943 0.396498 0.263904 0.699688 0.0005 0.7225 400 349910 100109 1386 125.706867 192.716678
52 52 1.050381 1.172609 0.351328 0.353358 0.038438 0.039348 0.023614 0.025183 0.040847 0.041716 0.050854 0.051145 0.0 0.0 548 495.503759 146.230461 247 1320 194 205 0 0.656189 0.754068 0.860818 0.708219 0.56251 0.465722 0.214037 0.210238 0.976825 0.690006 0.072826 0.075191 0.038252 0.050533 0.749145 0.454598 0.31257 0.69335 0.0005 0.736667 400 349987 100048 1397 131.623792 192.716029
53 53 1.046441 1.17085 0.363144 0.362899 0.039105 0.03917 0.023953 0.024008 0.041645 0.041719 0.051717 0.051783 0.0 0.0 548 484.647815 138.774259 265 1362 203 186 0 0.596766 0.774742 0.770491 0.735667 0.580114 0.482911 0.170166 0.177455 0.985415 0.687608 0.072091 0.074901 0.042425 0.056879 0.786398 0.503796 0.357047 0.698971 0.0005 0.750833 400 349926 100032 1379 130.864872 192.948524
54 54 1.038199 1.162776 0.378447 0.377685 0.038969 0.039056 0.023971 0.023938 0.041817 0.041959 0.051119 0.051271 0.0 0.0 548 481.875949 131.391953 235 1027 202 193 0 0.549077 0.791655 0.712363 0.752756 0.586775 0.490762 0.158352 0.149721 0.987383 0.673584 0.075018 0.077148 0.04468 0.059752 0.769333 0.5062 0.330131 0.688035 0.0005 0.765 400 349993 100144 1377 125.198964 192.853985
55 55 1.022568 1.136383 0.39513 0.394805 0.038913 0.038569 0.02361 0.023455 0.041654 0.041337 0.051474 0.050916 0.0 0.0 548 475.513716 121.92085 253 1032 211 190 0 0.566809 0.786035 0.744674 0.742902 0.589093 0.491462 0.162853 0.168195 0.98665 0.670564 0.070715 0.072052 0.041209 0.05451 0.816693 0.544717 0.373244 0.683104 0.0005 0.779167 400 349983 100047 1384 120.89422 192.565673
56 56 1.006569 1.123067 0.3929 0.393043 0.039112 0.039363 0.023439 0.023796 0.042053 0.042314 0.051843 0.051979 0.0 0.0 548 465.433962 119.654654 242 1169 212 212 0 0.599331 0.774598 0.785731 0.728877 0.588063 0.495045 0.189731 0.175468 0.981836 0.678982 0.067523 0.069331 0.037671 0.049907 0.767738 0.45956 0.294834 0.683056 0.0005 0.793333 400 349872 100105 1417 131.690071 192.770575
57 57 0.985687 1.130529 0.397153 0.396318 0.038743 0.038663 0.023207 0.023388 0.041666 0.041624 0.051357 0.050976 0.0 0.0 548 467.262911 158.088245 240 2000 224 200 2 0.595994 0.776192 0.785924 0.729515 0.587515 0.495366 0.190574 0.17603 0.970682 0.67249 0.067148 0.068689 0.037475 0.048839 0.779702 0.481903 0.30396 0.676127 0.0005 0.8075 400 349932 100103 1441 135.371461 192.507171
58 58 0.991454 1.115555 0.389337 0.388224 0.038125 0.038223 0.022881 0.022931 0.041192 0.041337 0.050302 0.050402 0.0 0.0 548 476.434783 172.001051 221 2000 206 207 1 0.629068 0.762619 0.808713 0.7223 0.589548 0.498814 0.22326 0.20529 0.96937 0.688458 0.061995 0.064034 0.035735 0.047415 0.731955 0.429952 0.288436 0.694228 0.0005 0.821667 400 349836 100036 1465 123.27188 192.52548
59 59 0.982374 1.111022 0.381613 0.38187 0.037821 0.037405 0.022562 0.02208 0.04094 0.04047 0.04996 0.049666 0.0 0.0 548 466.74359 119.910785 263 1004 205 224 0 0.620686 0.766599 0.805755 0.722724 0.590945 0.503499 0.223908 0.201234 0.97461 0.680956 0.059694 0.061243 0.034452 0.045344 0.75223 0.418601 0.281331 0.687199 0.0005 0.835833 400 349981 100050 1477 121.12783 192.579863
60 60 0.969371 1.105681 0.391299 0.391592 0.037704 0.037256 0.022807 0.02227 0.041129 0.040637 0.049178 0.048861 0.0 0.0 548 443.780702 114.876574 234 1177 224 232 0 0.595404 0.7775 0.783052 0.73037 0.599044 0.505242 0.187869 0.173538 0.982194 0.663239 0.063113 0.064505 0.03589 0.046441 0.795204 0.489259 0.318474 0.666524 0.0005 0.85 400 349820 100011 1507 141.541931 192.758333
61 61 0.95231 1.077734 0.388852 0.388141 0.03807 0.03784 0.02253 0.022463 0.041477 0.041188 0.050203 0.049871 0.0 0.0 548 457.84 132.938297 237 1451 194 231 0 0.587307 0.779748 0.77469 0.733812 0.607767 0.515413 0.196046 0.178887 0.980595 0.673165 0.05722 0.058394 0.033898 0.043896 0.792833 0.457813 0.286064 0.676835 0.0005 0.85 400 349902 100058 1518 122.876301 192.753559
62 62 0.933002 1.057208 0.385355 0.385534 0.037605 0.038238 0.021871 0.022954 0.040993 0.041568 0.049953 0.050192 0.0 0.0 548 457.055556 129.190936 235 1018 218 214 0 0.632905 0.762123 0.822254 0.718564 0.607882 0.518823 0.226083 0.199647 0.974108 0.691526 0.053277 0.055354 0.030172 0.039739 0.740115 0.398335 0.249737 0.690662 0.0005 0.85 400 349845 100003 1528 129.536608 192.673084
63 63 0.925421 1.025463 0.383078 0.383986 0.037099 0.037112 0.021597 0.021782 0.040538 0.040587 0.049163 0.048965 0.0 0.0 548 449.30137 105.523247 216 861 230 208 0 0.593524 0.777086 0.767342 0.735759 0.608467 0.521164 0.196541 0.176494 0.980496 0.679025 0.056095 0.057095 0.034106 0.044301 0.755063 0.444338 0.286921 0.682207 0.0005 0.85 400 349994 100035 1520 131.765929 192.553269
64 64 0.920533 1.040551 0.375994 0.377051 0.037232 0.03663 0.021632 0.021186 0.040653 0.039934 0.049411 0.04877 0.0 0.0 548 442.132287 118.728174 208 1425 227 219 0 0.593013 0.776113 0.74951 0.740364 0.60694 0.521869 0.21524 0.190647 0.976561 0.691065 0.054006 0.055879 0.034151 0.045569 0.760144 0.424533 0.262512 0.69834 0.0005 0.85 400 349753 100028 1528 115.330684 192.625322
65 65 0.908078 1.021436 0.379932 0.377001 0.037321 0.03726 0.022018 0.021596 0.04099 0.040905 0.048955 0.049279 0.0 0.0 548 445.103371 125.062566 244 2000 217 227 1 0.591925 0.778324 0.765776 0.736995 0.615375 0.527422 0.198037 0.189919 0.974213 0.68306 0.0547 0.05593 0.03345 0.043859 0.771426 0.454171 0.296555 0.687398 0.0005 0.85 400 349845 100173 1546 138.935863 192.655819
66 66 0.906327 1.03613 0.389135 0.389953 0.037927 0.038783 0.022685 0.02393 0.041795 0.042799 0.049299 0.049621 0.0 0.0 548 436.393478 114.749669 205 1390 254 206 0 0.570338 0.786477 0.733215 0.746636 0.611938 0.526376 0.183516 0.165887 0.983017 0.659228 0.059181 0.061944 0.035466 0.046236 0.794342 0.484625 0.342277 0.661738 0.0005 0.85 400 349917 100100 1571 127.920317 192.654367
67 67 0.900979 1.008575 0.393044 0.392482 0.038121 0.037732 0.022983 0.023008 0.042269 0.041852 0.049113 0.048334 0.0 0.0 548 439.519824 103.646397 229 1242 236 218 0 0.565666 0.787955 0.720614 0.750622 0.614774 0.533478 0.186441 0.167913 0.982466 0.668146 0.056636 0.057824 0.034745 0.044854 0.807096 0.497162 0.327233 0.671051 0.0005 0.85 400 349716 100214 1579 134.625742 192.514034
68 68 0.892399 1.015679 0.403056 0.404142 0.03828 0.038985 0.023104 0.023471 0.042575 0.043116 0.04916 0.050368 0.0 0.0 548 435.728285 108.734314 244 1025 225 224 0 0.521426 0.802121 0.647659 0.773802 0.615878 0.539035 0.168363 0.154448 0.985725 0.664136 0.057688 0.057967 0.037531 0.049296 0.802101 0.50367 0.337177 0.671976 0.0005 0.85 400 349871 100010 1587 122.840615 192.763483
69 69 0.889441 1.004057 0.397179 0.397413 0.038747 0.040774 0.022501 0.025269 0.042898 0.045116 0.05084 0.051937 0.0 0.0 548 434.331111 99.479709 227 964 231 219 0 0.54039 0.795891 0.672118 0.766145 0.624976 0.549362 0.184698 0.163915 0.982795 0.685353 0.05181 0.052142 0.034704 0.045369 0.796569 0.432252 0.283791 0.692038 0.0005 0.85 400 349834 100039 1580 136.285353 192.418621
70 70 0.87829 1.010982 0.400883 0.400794 0.038718 0.038117 0.022552 0.022331 0.042769 0.041871 0.050832 0.050151 0.0 0.0 548 435.2949 105.835309 234 911 235 216 0 0.518296 0.80397 0.650913 0.772542 0.631812 0.55407 0.15839 0.144405 0.987377 0.667162 0.055132 0.056112 0.036334 0.047512 0.788381 0.496883 0.331128 0.673717 0.0005 0.85 400 349816 100101 1570 128.446606 192.542185
71 71 0.878865 1.006616 0.395111 0.394546 0.039136 0.039441 0.02287 0.023106 0.043331 0.04378 0.051208 0.051436 0.0 0.0 548 422.493644 100.428299 214 1036 244 228 0 0.545621 0.795293 0.697623 0.75842 0.6258 0.548423 0.187229 0.164435 0.982316 0.680302 0.053052 0.053776 0.034656 0.044803 0.80893 0.444966 0.279498 0.685893 0.0005 0.85 400 349980 100262 1597 123.336893 192.692741
72 72 0.877017 1.005729 0.395762 0.397363 0.038843 0.038954 0.022911 0.022912 0.043475 0.043215 0.050142 0.050736 0.0 0.0 548 414.133874 97.958297 228 929 256 237 0 0.545509 0.794796 0.69594 0.757351 0.622339 0.546635 0.189888 0.169805 0.981806 0.657743 0.054034 0.054863 0.034626 0.044899 0.816402 0.478252 0.304255 0.661628 0.0005 0.85 400 349873 100238 1636 130.365919 192.540247
73 73 0.866619 0.977541 0.395237 0.393954 0.038856 0.038959 0.023007 0.023156 0.043803 0.04392 0.04976 0.049801 0.0 0.0 548 413.462322 96.124178 213 893 264 227 0 0.547294 0.794371 0.688872 0.75999 0.627725 0.550689 0.195399 0.16964 0.980724 0.675427 0.050585 0.051203 0.033612 0.043343 0.798315 0.447613 0.265704 0.680317 0.0005 0.85 400 349769 100149 1674 131.857674 192.436908
74 74 0.855989 0.990779 0.391761 0.389112 0.03865 0.038459 0.023058 0.02319 0.043798 0.043493 0.049092 0.048693 0.0 0.0 548 422.174274 118.538029 242 2000 253 228 1 0.565193 0.789059 0.731545 0.747305 0.624975 0.541972 0.199864 0.177185 0.973549 0.681996 0.052227 0.053101 0.031799 0.040661 0.785846 0.436659 0.260243 0.682613 0.0005 0.85 400 349778 100028 1694 126.451986 192.366525
75 75 0.847239 0.972535 0.389749 0.391216 0.038334 0.039273 0.022937 0.023432 0.043457 0.04474 0.048607 0.049649 0.0 0.0 548 417.738866 100.855945 219 836 256 238 0 0.555227 0.793419 0.711371 0.754993 0.625144 0.547801 0.200304 0.175373 0.979734 0.672298 0.053691 0.054516 0.032221 0.040607 0.807786 0.446459 0.294617 0.671068 0.0005 0.85 400 349908 100073 1707 123.523518 192.655458
76 76 0.838951 0.952829 0.387164 0.385695 0.037956 0.037807 0.022622 0.02242 0.043135 0.042972 0.048113 0.04803 0.0 0.0 548 404.350598 90.267402 212 823 253 249 0 0.536477 0.79854 0.673486 0.766354 0.63112 0.554247 0.18441 0.163803 0.982849 0.675251 0.052656 0.054295 0.034054 0.044093 0.800763 0.450401 0.287619 0.677463 0.0005 0.85 400 349985 100038 1721 134.759324 192.954551
77 77 0.839448 0.947304 0.387002 0.388699 0.037929 0.038234 0.022544 0.022052 0.042982 0.043649 0.048261 0.049 0.0 0.0 548 411.511387 95.842852 241 1044 241 242 0 0.522487 0.804303 0.664115 0.769765 0.634625 0.557658 0.167889 0.148627 0.985806 0.682137 0.051789 0.052731 0.034533 0.044892 0.796351 0.45137 0.275837 0.687532 0.0005 0.85 400 349983 100078 1713 134.347177 192.778655
78 78 0.83896 0.949174 0.389013 0.389059 0.038331 0.038236 0.022745 0.022586 0.043405 0.043357 0.048843 0.048766 0.0 0.0 548 418.397516 101.45343 244 1324 241 242 0 0.522973 0.803291 0.659158 0.77027 0.636425 0.558984 0.181517 0.159949 0.983388 0.666053 0.053108 0.053908 0.035056 0.045155 0.79048 0.45753 0.305808 0.670885 0.0005 0.85 400 349870 100029 1715 123.492197 192.074828
79 79 0.826385 0.964207 0.386281 0.386638 0.038446 0.038192 0.022697 0.022486 0.043418 0.043111 0.049223 0.048978 0.0 0.0 548 414.927386 100.054658 225 1061 268 214 0 0.540737 0.797818 0.68485 0.763252 0.639297 0.561786 0.187335 0.163347 0.982296 0.689263 0.049751 0.050496 0.032173 0.04134 0.777868 0.426048 0.273156 0.691955 0.0005 0.85 400 349877 100088 1697 139.451489 191.680158
80 80 0.825271 0.936482 0.380134 0.383292 0.037826 0.039184 0.022409 0.023545 0.042533 0.044265 0.048536 0.049743 0.0 0.0 548 417.490605 98.010499 233 823 259 220 0 0.547375 0.794254 0.681811 0.764929 0.639895 0.563166 0.199193 0.175214 0.97996 0.694483 0.048443 0.049939 0.031432 0.041228 0.766808 0.414141 0.248194 0.697006 0.0005 0.85 400 349809 100179 1680 126.366101 191.818283
81 81 0.820576 0.928666 0.377698 0.37721 0.038161 0.038563 0.022442 0.022632 0.042804 0.043414 0.049236 0.049643 0.0 0.0 548 419.378661 105.144138 236 1006 250 228 0 0.530432 0.799187 0.654992 0.772623 0.638521 0.566713 0.192503 0.169742 0.981296 0.688119 0.05015 0.051295 0.03277 0.042973 0.789037 0.435652 0.266546 0.689904 0.0005 0.85 400 349969 100097 1678 130.978986 191.850211
82 82 0.831898 0.946403 0.378002 0.376895 0.038061 0.038252 0.022259 0.022947 0.042571 0.042896 0.049352 0.048913 0.0 0.0 548 424.046908 119.233899 246 2000 241 227 1 0.508499 0.808056 0.629225 0.780351 0.634303 0.564567 0.173864 0.156072 0.978582 0.677282 0.053684 0.053933 0.036055 0.046868 0.787932 0.459346 0.296053 0.68438 0.0005 0.85 400 349969 100009 1660 128.772984 191.707059
83 83 0.837224 0.943427 0.378445 0.376511 0.038252 0.037671 0.022174 0.021394 0.042737 0.042026 0.049845 0.049592 0.0 0.0 548 423.418947 111.207796 216 1031 238 237 0 0.533112 0.799889 0.665587 0.769475 0.637924 0.564114 0.194761 0.177942 0.980851 0.684034 0.050339 0.051222 0.032622 0.042218 0.789504 0.426246 0.271116 0.688117 0.0005 0.85 400 349891 100164 1656 122.209277 192.074313
84 84 0.829014 0.943101 0.383386 0.383453 0.038527 0.038137 0.022546 0.022397 0.043529 0.043257 0.049506 0.048758 0.0 0.0 548 410.890438 91.082719 226 1037 265 237 0 0.54194 0.797201 0.695491 0.758401 0.634054 0.553553 0.183567 0.172393 0.983007 0.686128 0.052416 0.053599 0.031796 0.04094 0.7866 0.441383 0.286962 0.685624 0.0005 0.85 400 349922 100236 1685 125.735765 191.878738
85 85 0.817627 0.938583 0.385074 0.386115 0.039229 0.040127 0.022923 0.023849 0.044575 0.045566 0.05019 0.050965 0.0 0.0 548 408.472112 92.86143 225 884 266 236 0 0.540157 0.798436 0.680503 0.764153 0.635281 0.559612 0.194064 0.173023 0.980989 0.680124 0.0494 0.048944 0.032269 0.041033 0.796089 0.428308 0.274863 0.681995 0.0005 0.85 400 349979 100132 1707 136.587207 191.809912
86 86 0.807336 0.930194 0.378404 0.378944 0.039493 0.040055 0.022977 0.023436 0.044931 0.04542 0.050572 0.051309 0.0 0.0 548 408.370741 90.283215 202 1070 248 251 0 0.535617 0.800221 0.68303 0.763525 0.639673 0.562427 0.19062 0.167939 0.981664 0.685585 0.048274 0.048947 0.031926 0.041089 0.803327 0.426707 0.265912 0.687326 0.0005 0.85 400 349924 100173 1733 121.169603 191.691586
87 87 0.802191 0.932417 0.377042 0.376389 0.039379 0.039121 0.022957 0.023085 0.044969 0.044738 0.050212 0.049539 0.0 0.0 548 404.951172 97.880006 232 1150 243 269 0 0.539383 0.798641 0.680739 0.764715 0.636483 0.562061 0.206908 0.182484 0.97836 0.679341 0.05521 0.056486 0.032972 0.042078 0.80124 0.431115 0.263064 0.677049 0.0005 0.85 400 349820 100122 1756 129.136334 191.744824
88 88 0.80984 0.921635 0.38126 0.381797 0.039491 0.039154 0.023196 0.022988 0.045248 0.04498 0.050028 0.049494 0.0 0.0 548 406.766798 95.53416 227 1064 258 248 0 0.523659 0.802338 0.648911 0.772254 0.633148 0.562456 0.190014 0.174699 0.981781 0.681588 0.05238 0.05281 0.034678 0.044624 0.80661 0.449963 0.290604 0.686491 0.0005 0.85 400 349983 100182 1770 127.532465 191.905094
89 89 0.810055 0.928539 0.384557 0.386029 0.039191 0.039147 0.023194 0.023372 0.045015 0.045009 0.049366 0.049061 0.0 0.0 548 402.058939 93.055302 223 1145 283 226 0 0.520389 0.804834 0.664912 0.7677 0.636642 0.559838 0.171111 0.155626 0.985252 0.671503 0.050891 0.051795 0.033107 0.042596 0.814194 0.460886 0.282748 0.672805 0.0005 0.85 400 349888 100163 1772 124.906331 191.59055
90 90 0.807304 0.920703 0.389488 0.39126 0.040135 0.041687 0.023821 0.025615 0.046348 0.048615 0.050235 0.050832 0.0 0.0 548 399.807466 88.833735 231 1133 271 238 0 0.521416 0.805413 0.667033 0.768556 0.641901 0.565357 0.174003 0.151678 0.984745 0.679085 0.052355 0.052668 0.03362 0.04302 0.810313 0.455623 0.275152 0.680084 0.0005 0.85 400 349943 100073 1777 128.930926 191.634552
91 91 0.797513 0.901843 0.3936 0.394149 0.039959 0.040061 0.023942 0.024459 0.046177 0.046294 0.049758 0.049429 0.0 0.0 548 399.766467 90.055402 200 904 255 246 0 0.483243 0.818168 0.612367 0.785108 0.646833 0.573 0.169413 0.14939 0.985545 0.67032 0.052127 0.051557 0.035663 0.045408 0.792038 0.479704 0.301763 0.673445 0.0005 0.85 400 349909 100134 1765 131.44919 191.687548
92 92 0.807189 0.939445 0.395411 0.395559 0.04032 0.040367 0.024214 0.024055 0.046703 0.046646 0.050042 0.0504 0.0 0.0 548 394.257752 79.665881 219 766 253 263 0 0.474809 0.819662 0.592148 0.789868 0.638095 0.562696 0.172877 0.146912 0.984943 0.665622 0.057701 0.057433 0.039245 0.05104 0.828605 0.464149 0.281162 0.674053 0.0005 0.85 400 349802 100123 1771 123.728601 191.508946
93 93 0.804849 0.931578 0.396021 0.395766 0.040726 0.040438 0.024263 0.023891 0.047121 0.046666 0.050795 0.050756 0.0 0.0 548 399.964427 102.243464 242 2000 248 257 1 0.480409 0.818235 0.600873 0.787607 0.643653 0.568167 0.169262 0.145947 0.97921 0.676626 0.053519 0.052712 0.037136 0.048126 0.819052 0.437592 0.267317 0.683271 0.0005 0.85 400 349915 100259 1772 133.771319 191.542478
94 94 0.80788 0.944862 0.39909 0.399362 0.041111 0.042299 0.024589 0.026583 0.047657 0.04908 0.051087 0.051233 0.0 0.0 548 395.013514 82.460999 202 839 256 262 0 0.47939 0.819694 0.605329 0.787052 0.640193 0.565285 0.161297 0.138369 0.986906 0.660781 0.054398 0.054763 0.036793 0.047145 0.853575 0.508256 0.308597 0.663242 0.0005 0.85 400 349920 100076 1784 125.039814 191.5044
95 95 0.789205 0.930437 0.396115 0.395749 0.04146 0.041358 0.02459 0.024684 0.048027 0.048098 0.051763 0.051293 0.0 0.0 548 400.831703 117.865587 240 2000 265 245 1 0.529183 0.802129 0.666865 0.767954 0.640114 0.568429 0.198642 0.175472 0.974419 0.692298 0.050398 0.051073 0.032551 0.041591 0.775864 0.411542 0.258196 0.690934 0.0005 0.85 400 349942 100004 1795 124.204303 191.515941
96 96 0.782022 0.892714 0.389511 0.390084 0.041536 0.041549 0.024782 0.025136 0.048217 0.048393 0.051609 0.051119 0.0 0.0 548 399.474088 83.659876 246 825 274 247 0 0.525153 0.802257 0.66226 0.767924 0.636331 0.560587 0.196746 0.172109 0.980455 0.686084 0.056953 0.059297 0.033826 0.043128 0.793455 0.448572 0.252953 0.68299 0.0005 0.85 400 349894 100058 1799 125.941597 191.698215
97 97 0.778371 0.899851 0.380586 0.379585 0.041436 0.040814 0.024732 0.024393 0.048147 0.047469 0.05143 0.05058 0.0 0.0 548 395.39499 82.563644 213 762 252 267 0 0.513597 0.807273 0.645864 0.774729 0.645596 0.573895 0.188935 0.16759 0.98199 0.686795 0.050231 0.050523 0.033943 0.043586 0.806676 0.424885 0.241327 0.687284 0.0005 0.85 400 349855 100140 1810 134.161876 191.60705
98 98 0.772814 0.905171 0.376349 0.37755 0.041236 0.041549 0.024568 0.025043 0.047963 0.048221 0.051177 0.051384 0.0 0.0 548 395.409615 86.976033 217 1037 273 247 0 0.514759 0.80729 0.642667 0.775436 0.640651 0.57173 0.189931 0.169635 0.981797 0.681109 0.053701 0.054561 0.034348 0.043481 0.822279 0.44741 0.26357 0.679891 0.0005 0.85 400 349870 100031 1825 125.468609 191.615233
99 99 0.77645 0.877678 0.382222 0.381258 0.040876 0.04132 0.024085 0.024411 0.047314 0.04782 0.051229 0.051727 0.0 0.0 548 394.181641 86.551648 214 904 273 239 0 0.494465 0.813714 0.612468 0.785367 0.647553 0.577709 0.181223 0.159776 0.983442 0.679089 0.04975 0.050345 0.034811 0.045022 0.825217 0.458684 0.277789 0.681409 0.0005 0.85 400 349984 100120 1810 138.955175 191.651979
100 100 0.761532 0.889186 0.378666 0.375809 0.040797 0.040941 0.023842 0.02383 0.046961 0.047162 0.051587 0.051831 0.0 0.0 548 403.054326 86.474936 225 850 266 231 0 0.513258 0.807858 0.639816 0.778029 0.651831 0.581459 0.195374 0.171276 0.980729 0.697366 0.047899 0.047669 0.031993 0.040592 0.778646 0.386926 0.23084 0.697227 0.0005 0.85 400 349940 100121 1786 126.863217 191.580845

AlphaZero-Style MCTS Training Metrics (103 Iterations) — AI Analysis

Policy loss dropped 72% (2.69 → 0.75) over 103 iterations but train-val gap is widening — early signs of overfitting

Games shortened 64% (1,124 → 399 moves) as the agent learned to play decisively with zero draws

Training Summary

  • Policy loss fell from 2.69 to 0.75 (train) but validation loss plateaued at 0.87 — a growing 16% train-val gap suggests overfitting
  • Average game length peaked at 1,678 moves (iter 3) then collapsed to 399 — the agent stopped drifting into long inconclusive games
  • Policy-MCTS agreement climbed from 27% to 65%, meaning the network increasingly agrees with tree search
  • Late-game value error improved dramatically (0.91 → 0.23), but early-game error remains stubbornly high at 0.79
  • Draws vanished entirely after iteration ~20 — the agent learned to force decisive outcomes

Training Summary

  • Policy loss fell 72% over 103 iterations (2.69 → 0.75 train) but validation loss plateaued at ~0.87, creating a growing generalization gap
  • Average game length collapsed from 1,678 moves (peak at iter 3) to ~395 — a 76% reduction — as play became more decisive
  • Policy agreement with MCTS search climbed from 27% to 65%, meaning the network increasingly trusts its own move predictions
  • Value error improved dramatically in late-game positions (0.91 → 0.23) but barely changed for early positions (0.92 → 0.79), suggesting the agent still struggles with opening evaluation
  • Draws vanished entirely after iteration 96 — every game now ends in a decisive win or loss

Visualizations

Win/Draw/Loss Prediction Loss
Value Error by Game Phase
Policy-MCTS Agreement
Average Game Length

This dataset contains 103 records across 49 fields: iteration, loss_policy_train, loss_policy_val, loss_wdl_train, loss_wdl_val, loss_aux_value_train, and 43 more.

103 rows · 49 columns · 2026-03-25

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Alphazero Style Mcts Training Metrics 103 Iterations

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