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@mthrok
Last active September 6, 2016 20:38
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epoch phase steps nr_games average_reward min_game_reward max_game_reward last_exploration_rate total_train_steps replay_memory_count meanq meancost weight_updates total_time epoch_time steps_per_second
0 random 50000 277 1.1407942238267148 0 6 1 0 50000 0.112446 0 0 52.50241 52.502328 952.3387229610086
1 train 250000 1377 1.1946259985475687 0 8 0.7750009 250000 300000 0.171563 0.0018099111913436672 62500 787.659543 735.131274 340.0753155823432
1 test 125000 188 8.835106382978726 1 12 0.05 250000 300000 0.171563 0 62500 1135.233281 347.5609679999999 359.64913068144074
2 train 250000 1320 1.4469696969696961 0 10 0.5500008999999999 500000 550000 0.251034 0.00028861318585622896 125000 1935.7828510000002 800.547384 312.28632432830483
2 test 125000 574 0.11324041811846683 0 3 0.05 500000 550000 0.251034 0 125000 2292.1107629999997 356.31553599999984 350.81265723984615
3 train 250000 1257 2.1113762927605424 0 13 0.32500090000000004 750000 800000 0.363649 0.00017119690073510134 187500 3186.594698 894.4817389999998 279.4914519769755
3 test 125000 767 1.3220338983050852 1 4 0.05 750000 800000 0.363649 0 187500 3549.221029 362.61400300000014 344.7191751169079
4 train 250000 1056 3.8285984848484875 0 11 0.10000090000000006 1000000 1000000 0.444472 0.00020966616051742382 250000 4533.538823000001 984.3156070000005 253.98357825692779
4 test 125000 566 3.146643109540634 2 8 0.05 1000000 1000000 0.444472 0 250000 4890.531393 356.9803030000003 350.1593756000591
5 train 250000 813 5.981549815498152 1 20 0.1 1250000 1000000 0.607451 0.00023391475638271273 312500 5913.3709690000005 1022.837383 244.41812956302556
5 test 125000 339 7.681415929203542 3 28 0.05 1250000 1000000 0.607451 0 312500 6265.291481 351.9083350000001 355.20613627977855
6 train 250000 488 13.129098360655735 3 36 0.1 1500000 1000000 1.04457 0.00050129493033644926 375000 7280.9147140000005 1015.6210440000004 246.15480496089435
6 test 125000 179 23.0782122905028 12 42 0.05 1500000 1000000 1.04457 0 375000 7629.518432000001 348.5914990000001 358.5859103236478
7 train 250000 348 23.160919540229898 5 54 0.1 1750000 1000000 1.12366 0.00037868422496708105 437500 8642.064027999999 1012.5433839999996 246.90300084959134
7 test 125000 148 30.074324324324326 14 55 0.05 1750000 1000000 1.12366 0 437500 8989.466000999999 347.3897219999999 359.82641996529776
8 train 250000 320 24.70624999999998 7 47 0.1 2000000 1000000 1.33712 0.00017507213508162955 500000 10000.400986999999 1010.9327919999996 247.29636033015348
8 test 125000 159 22.918238993710684 8 50 0.05 2000000 1000000 1.33712 0 500000 10347.830162999999 347.4170149999991 359.798152085327
9 train 250000 322 24.673913043478265 1 56 0.1 2250000 1000000 1.30131 0.00014890152345476128 562500 11359.469675 1011.6373130000011 247.12413904408817
9 test 125000 157 22.554140127388532 1 73 0.05 2250000 1000000 1.30131 0 562500 11707.084601999999 347.6026579999998 359.60599587820207
10 train 250000 263 33.93536121673 10 83 0.1 2500000 1000000 1.47636 0.00014631834493237597 625000 12717.383785 1010.2969810000013 247.45199154465223
10 test 125000 112 43.35714285714287 17 84 0.05 2500000 1000000 1.47636 0 625000 13063.619965 346.22397600000113 361.0379657820104
11 train 250000 241 41.28215767634853 9 118 0.1 2750000 1000000 1.49973 0.00015721968834751858 687500 14072.688463999999 1009.0663009999989 247.75378956986918
11 test 125000 100 59.72000000000002 22 102 0.05 2750000 1000000 1.49973 0 687500 14418.70775 346.0070259999993 361.2643403374134
12 train 250000 203 56.2167487684729 15 105 0.1 3000000 1000000 1.65706 0.00014521180381032086 750000 15426.889379 1008.1794450000016 247.97172888205392
12 test 125000 99 60.09090909090909 26 103 0.05 3000000 1000000 1.65706 0 750000 15773.335202 346.4335750000009 360.8195308436824
13 train 250000 196 61.545918367346935 12 330 0.1 3250000 1000000 1.79031 0.00013252136310471074 812500 16780.879277 1007.5418730000001 248.12864526971373
13 test 125000 90 74.36666666666662 40 126 0.05 3250000 1000000 1.79031 0 812500 17126.778728999998 345.88728999999876 361.3893994196793
14 train 250000 195 67.12820512820515 15 325 0.1 3500000 1000000 1.78266 0.00011269523166331304 875000 18134.788434 1008.0075079999988 248.01402570505488
14 test 125000 85 96.87058823529411 50 309 0.05 3500000 1000000 1.78266 0 875000 18480.45095 345.6502999999975 361.63718069968667
15 train 250000 199 66.99999999999994 25 268 0.1 3750000 1000000 1.88373 0.00010493177861467229 937500 19488.318076 1007.8649289999994 248.0491113507137
15 test 125000 86 91.55813953488374 48 220 0.05 3750000 1000000 1.88373 0 937500 19834.029547 345.69925499999954 361.58596870566055
16 train 250000 200 70.92500000000007 11 322 0.1 4000000 1000000 1.87665 9.967738479403549e-05 1000000 20842.764923 1008.7331750000012 247.8356082618178
16 test 125000 87 103.55172413793105 43 316 0.05 4000000 1000000 1.87665 0 1000000 21188.679127 345.90204200000153 361.37398691621325
17 train 250000 195 78.3230769230769 15 291 0.1 4250000 1000000 1.98953 0.00011077364395943732 1062500 22197.051756 1008.3704380000017 247.92476115806122
17 test 125000 88 103.72727272727273 37 306 0.05 4250000 1000000 1.98953 0 1062500 22542.673262 345.609338000002 361.6800423372799
18 train 250000 186 94.68279569892472 8 387 0.1 4500000 1000000 2.22267 0.00011885073611485641 1125000 23550.214938 1007.5394870000018 248.12923287442285
18 test 125000 80 172.11250000000007 30 386 0.05 4500000 1000000 2.22267 0 1125000 23895.645571999998 345.4184179999975 361.8799504779184
19 train 250000 176 118.80681818181819 22 319 0.1 4750000 1000000 2.32092 0.00015916646125866066 1187500 24903.573752 1007.9259779999993 248.0340872809612
19 test 125000 80 173.22500000000002 31 359 0.05 4750000 1000000 2.32092 0 1187500 25248.705728 345.11978400000226 362.1930871398528
20 train 250000 183 110.74316939890716 8 313 0.1 5000000 1000000 2.30321 0.00021052261867031974 1250000 26256.587266 1007.8793430000005 248.0455639222282
20 test 125000 72 207.77777777777771 44 358 0.05 5000000 1000000 2.30321 0 1250000 26601.683846 345.0844240000006 362.230200224858
21 train 250000 172 118.79069767441868 22 350 0.1 5250000 1000000 2.42807 0.00022483219059998028 1312500 27608.698496 1007.0124460000006 248.259096491842
21 test 125000 69 170.33333333333331 28 375 0.05 5250000 1000000 2.42807 0 1312500 27953.514162 344.8034980000011 362.5253244965618
22 train 250000 184 106.4782608695652 11 381 0.1 5500000 1000000 2.44105 0.00026669576699157432 1375000 28960.380154 1006.8637930000004 248.29574937352018
22 test 125000 73 206.0136986301371 59 377 0.05 5500000 1000000 2.44105 0 1375000 29305.333476 344.94116099999883 362.3806438107293
23 train 250000 187 105.07486631016047 5 367 0.1 5750000 1000000 2.74851 0.00025381962885355377 1437500 30312.70944 1007.3737739999997 248.1700501367232
23 test 125000 75 222.84 44 365 0.05 5750000 1000000 2.74851 0 1437500 30657.879198 345.157607000001 362.15339736087475
24 train 250000 180 127.71666666666671 19 379 0.1 6000000 1000000 2.77979 0.00030455160717549756 1500000 31665.297382 1007.415986 248.15965149872062
24 test 125000 72 210.48611111111106 47 415 0.05 6000000 1000000 2.77979 0 1500000 32010.116636 344.8070740000003 362.5215647402869
25 train 250000 179 126.0782122905027 15 372 0.1 6250000 1000000 2.92035 0.00036349665992208377 1562500 33017.823101 1007.7042679999977 248.0886584872543
25 test 125000 83 155.0240963855422 14 356 0.05 6250000 1000000 2.92035 0 1562500 33362.959948 345.1246899999969 362.1879385099951
26 train 250000 190 104.17368421052636 13 361 0.1 6500000 1000000 2.94149 0.0004233348281871021 1625000 34371.13534 1008.1731979999968 247.97326540315427
26 test 125000 76 161.2368421052632 20 373 0.05 6500000 1000000 2.94149 0 1625000 34716.337832000005 345.1903650000022 362.11902959689854
27 train 250000 194 91.32989690721645 10 367 0.1 6750000 1000000 2.98071 0.00037529850547802075 1687500 35724.413783 1008.0737510000035 247.99772809479603
27 test 125000 82 172.98780487804873 19 375 0.05 6750000 1000000 2.98071 0 1687500 36070.040807000005 345.61489200000506 361.67423017176634
28 train 250000 182 118.40109890109895 13 369 0.1 7000000 1000000 3.26807 0.00039104617858764802 1750000 37077.082367 1007.0393540000005 248.2524630313503
28 test 125000 72 223.87499999999991 70 401 0.05 7000000 1000000 3.26807 0 1750000 37421.70731400001 344.61275800000294 362.7259789377819
29 train 250000 174 143.55172413793102 20 420 0.1 7250000 1000000 3.41819 0.00041120044516550317 1812500 38428.812604000006 1007.1030880000035 248.2367525021422
29 test 125000 70 245.10000000000002 57 380 0.05 7250000 1000000 3.41819 0 1812500 38773.855604000004 345.0308809999988 362.2864122704438
30 train 250000 177 120.71751412429381 20 343 0.1 7500000 1000000 3.39646 0.00044185632072761544 1875000 39781.460224 1007.6024350000007 248.1137314837869
30 test 125000 87 133.80459770114942 28 329 0.05 7500000 1000000 3.39646 0 1875000 40127.242011 345.76963099999557 361.51237353751753
31 train 250000 181 122.98895027624303 15 396 0.1 7750000 1000000 3.58921 0.00052778373676916682 1937500 41134.676377 1007.4321740000014 248.15566392661157
31 test 125000 78 201.55128205128202 22 427 0.05 7750000 1000000 3.58921 0 1937500 41480.108077000004 345.4195600000021 361.87875405781665
32 train 250000 198 98.17171717171722 12 369 0.1 8000000 1000000 3.70755 0.00051470857915997888 2000000 42487.755368000006 1007.6450990000012 248.1032262729238
32 test 125000 84 145.15476190476184 13 335 0.05 8000000 1000000 3.70755 0 2000000 42833.408678 345.6411619999999 361.6467415996016
33 train 250000 217 74.98617511520737 8 362 0.1 8250000 1000000 3.78844 0.00044866103267838809 2062500 43841.283615 1007.8727389999985 248.0471892195909
33 test 125000 105 90.25714285714281 3 357 0.05 8250000 1000000 3.78844 0 2062500 44187.274606000006 345.9788520000002 361.2937590763494
34 train 250000 202 81.1138613861386 1 333 0.1 8500000 1000000 3.74725 0.00041122712672899114 2125000 45195.133636000006 1007.8568360000063 248.051103162829
34 test 125000 76 148.2236842105263 27 388 0.05 8500000 1000000 3.74725 0 2125000 45540.224418000005 345.0785720000058 362.236343089996
35 train 250000 188 102.8670212765957 11 343 0.1 8750000 1000000 3.85972 0.00034093912437363857 2187500 46548.003464 1007.7768529999958 248.07078993309747
35 test 125000 76 202.9078947368421 16 385 0.05 8750000 1000000 3.85972 0 2187500 46893.173901 345.1582720000006 362.1526996171768
36 train 250000 181 129.44198895027634 15 394 0.1 9000000 1000000 3.91185 0.00033907699926184802 2250000 47900.805547 1007.6294500000004 248.10707944274546
36 test 125000 72 235.87499999999997 53 412 0.05 9000000 1000000 3.91185 0 2250000 48245.559814 344.74210999999923 362.58987914183234
37 train 250000 187 110.85026737967914 15 370 0.1 9250000 1000000 4.28201 0.00033823475137400455 2312500 49253.539193000004 1007.9771820000024 248.02148745466286
37 test 125000 124 57.01612903225805 6 320 0.05 9250000 1000000 4.28201 0 2312500 49600.194482000006 346.64308000000165 360.6014578453417
38 train 250000 190 109.8368421052632 1 348 0.1 9500000 1000000 4.07412 0.00035464322646195566 2375000 50607.938344 1007.7416379999995 248.0794586360042
38 test 125000 63 218.8253968253968 18 366 0.05 9500000 1000000 4.07412 0 2375000 50952.613785 344.66328399999475 362.67280503252533
39 train 250000 189 104.72486772486772 12 369 0.1 9750000 1000000 3.93889 0.00037338316020498434 2437500 51960.270347000005 1007.6543610000008 248.10094579643248
39 test 125000 101 97.65346534653469 12 401 0.05 9750000 1000000 3.93889 0 2437500 52306.26915 345.9866750000001 361.2855899725039
40 train 250000 213 80.7840375586855 4 397 0.1 10000000 1000000 4.57398 0.00040100537179666774 2500000 53314.524656 1008.2533059999987 247.953563367736
40 test 125000 85 167.23529411764707 21 405 0.05 10000000 1000000 4.57398 0 2500000 53659.817144 345.2803439999989 362.0246624870149
41 train 250000 214 88.63084112149534 9 364 0.1 10250000 1000000 4.00705 0.0003946853696482625 2562500 54668.421487 1008.6021529999998 247.86780323281747
41 test 125000 75 185.6533333333333 36 361 0.05 10250000 1000000 4.00705 0 2562500 55013.68127 345.2476549999992 362.0589399803462
42 train 250000 184 114.78804347826089 16 405 0.1 10500000 1000000 4.59058 0.00037265085299561834 2625000 56021.157790000005 1007.4743090000047 248.14528545958072
42 test 125000 70 196.10000000000002 32 372 0.05 10500000 1000000 4.59058 0 2625000 56366.260149 345.09018300000025 362.22415518554436
43 train 250000 196 99.38265306122453 16 392 0.1 10750000 1000000 4.17669 0.00034225136884288642 2687500 57373.942553 1007.6801940000005 248.09458545336844
43 test 125000 73 218.13698630136986 53 407 0.05 10750000 1000000 4.17669 0 2687500 57719.06589400001 345.11103600000206 362.2022681418952
44 train 250000 195 106.8820512820513 14 389 0.1 11000000 1000000 4.48678 0.00037876760914350177 2750000 58726.70793700001 1007.6398430000045 248.10452041642708
44 test 125000 71 223.94366197183098 60 393 0.05 11000000 1000000 4.48678 0 2750000 59071.880989000005 345.16089600000123 362.14994644120856
45 train 250000 208 92.61057692307698 9 375 0.1 11250000 1000000 4.87996 0.00040066973167796462 2812500 60080.672538000006 1008.7893550000008 247.82180616884068
45 test 125000 86 174.79069767441857 24 373 0.05 11250000 1000000 4.87996 0 2812500 60425.887075000006 345.20240800000465 362.10639643046267
46 train 250000 199 109.26130653266333 17 376 0.1 11500000 1000000 4.78907 0.00038743848730469902 2875000 61434.277901 1008.3886199999979 247.92029088943954
46 test 125000 75 200.57333333333332 37 372 0.05 11500000 1000000 4.78907 0 2875000 61779.175623 344.8854809999975 362.4391483154401
47 train 250000 200 96.66000000000001 8 397 0.1 11750000 1000000 4.94182 0.00041028803352341638 2937500 62787.569344 1008.3915269999998 247.91957618263493
47 test 125000 74 190.97297297297294 45 367 0.05 11750000 1000000 4.94182 0 2937500 63132.522215000005 344.940677999999 362.3811512308802
48 train 250000 201 106.7860696517413 13 351 0.1 12000000 1000000 4.71532 0.00043343001176378119 3000000 64140.522062000004 1007.9976519999982 248.0164507367329
48 test 125000 79 198.9746835443037 44 398 0.05 12000000 1000000 4.71532 0 3000000 64486.222211 345.688003999996 361.59773713177924
49 train 250000 202 111.97524752475245 7 397 0.1 12250000 1000000 4.56911 0.00045938735529822136 3062500 65494.48429 1008.2598769999968 247.9519474124634
49 test 125000 80 204.03749999999997 18 401 0.05 12250000 1000000 4.56911 0 3062500 65839.65092 345.154469000001 362.1566899080181
50 train 250000 197 111.43147208121827 16 398 0.1 12500000 1000000 5.09332 0.00050834596732906678 3125000 66847.01095499999 1007.3578429999907 248.17397485632353
50 test 125000 82 223.91463414634146 25 400 0.05 12500000 1000000 5.09332 0 3125000 67191.941326 344.9182720000099 362.4046916250248
51 train 250000 212 87.82075471698109 7 396 0.1 12750000 1000000 5.48424 0.00047296185625329915 3187500 68200.37703999999 1008.4335169999977 247.9092530995284
51 test 125000 72 229.08333333333326 33 395 0.05 12750000 1000000 5.48424 0 3187500 68545.813755 345.4245380000066 361.8735389319609
52 train 250000 215 85.00465116279074 14 384 0.1 13000000 1000000 5.03981 0.00043733971771905419 3250000 69554.450896 1008.6349329999939 247.8597476853417
52 test 125000 81 137.07407407407408 12 425 0.05 13000000 1000000 5.03981 0 3250000 69899.70185499999 345.2388490000012 362.0681750100481
53 train 250000 206 99.8058252427185 6 337 0.1 13250000 1000000 5.31646 0.00041862344599813883 3312500 70907.841969 1008.137922000009 247.98194229618292
53 test 125000 75 228.89333333333332 53 405 0.05 13250000 1000000 5.31646 0 3312500 71252.944106 345.08997600000293 362.22437246336864
54 train 250000 217 95.52534562211983 12 351 0.1 13500000 1000000 5.35654 0.00044684790509187428 3375000 72261.294698 1008.3483980000019 247.93018017964812
54 test 125000 88 104.6818181818182 5 400 0.05 13500000 1000000 5.35654 0 3375000 72607.28139599999 345.9745399999956 361.29826200506426
55 train 250000 227 80.99118942731275 10 358 0.1 13750000 1000000 5.59402 0.00045154030414948923 3437500 73615.797205 1008.5136119999952 247.88956442959858
55 test 125000 84 166.7976190476191 14 394 0.05 13750000 1000000 5.59402 0 3437500 73961.227396 345.4180830000114 361.8803014432683
56 train 250000 240 73.96249999999999 8 390 0.1 14000000 1000000 5.02542 0.00045257815972239615 3500000 74970.23464499999 1009.0050589999883 247.76882709366367
56 test 125000 78 209.3974358974359 26 388 0.05 14000000 1000000 5.02542 0 3500000 75315.24017399999 344.9933630000014 362.32581088813436
57 train 250000 235 78.42978723404248 11 360 0.1 14250000 1000000 5.30411 0.00044706656042581213 3562500 76324.544749 1009.3023739999917 247.69584065201263
57 test 125000 99 133.23232323232327 20 374 0.05 14250000 1000000 5.30411 0 3562500 76670.143923 345.5870699999941 361.7033472924844
58 train 250000 259 62.54440154440158 3 353 0.1 14500000 1000000 4.84494 0.00043809395100718887 3625000 77680.116704 1009.9705830000021 247.53196202745193
58 test 125000 96 172.49999999999994 17 395 0.05 14500000 1000000 4.84494 0 3625000 78025.989149 345.86029399999825 361.41760753837974
59 train 250000 258 66.60852713178296 7 364 0.1 14750000 1000000 5.21541 0.0004172944960201449 3687500 79035.559503 1009.5681579999946 247.63063099698252
59 test 125000 85 141.7294117647059 18 370 0.05 14750000 1000000 5.21541 0 3687500 79380.64113399999 345.06951599998865 362.2458496160064
60 train 250000 243 70.36213991769547 11 392 0.1 15000000 1000000 5.40097 0.00039935008094009504 3750000 80389.470324 1008.8269839999994 247.81256247602528
60 test 125000 82 187.2439024390244 35 411 0.05 15000000 1000000 5.40097 0 3750000 80734.778162 345.2957390000083 362.00852162846115
61 train 250000 235 85.33617021276595 9 360 0.1 15250000 1000000 5.71669 0.00041921719477891218 3812500 81743.545443 1008.765075999996 247.82777075442783
61 test 125000 93 136.0430107526882 19 374 0.05 15250000 1000000 5.71669 0 3812500 82089.546191 345.98857900001167 361.28360179194175
62 train 250000 233 75.68669527896996 14 339 0.1 15500000 1000000 5.56139 0.00041727898273848389 3875000 83098.493282 1008.944896999994 247.78360120889883
62 test 125000 83 186.6385542168674 32 385 0.05 15500000 1000000 5.56139 0 3875000 83443.706771 345.2013489999954 362.1075072913509
63 train 250000 226 94.37168141592926 3 398 0.1 15750000 1000000 6.28697 0.00044026364505847119 3937500 84452.53764699999 1008.8286769999977 247.81214660098382
63 test 125000 89 206.79775280898866 39 415 0.05 15750000 1000000 6.28697 0 3937500 84797.485852 344.9360699999961 362.38599227967495
64 train 250000 232 95.35775862068961 7 404 0.1 16000000 1000000 6.6939 0.00040628043746054676 4000000 85806.333159 1008.845107000001 247.80811074499243
64 test 125000 85 193.55294117647063 51 431 0.05 16000000 1000000 6.6939 0 4000000 86151.40372 345.0584250000102 362.2574930607659
65 train 250000 242 79.92148760330582 10 390 0.1 16250000 1000000 5.56678 0.00040790154591721352 4062500 87160.203037 1008.797132000007 247.81989566560173
65 test 125000 118 81.05084745762713 8 386 0.05 16250000 1000000 5.56678 0 4062500 87506.650419 346.4352450000006 360.81779150386325
66 train 250000 227 109.13656387665198 15 424 0.1 16500000 1000000 6.54427 0.00043223860315055678 4125000 88514.904776 1008.2521620000043 247.95384470497066
66 test 125000 85 176.87058823529406 17 396 0.05 16500000 1000000 6.54427 0 4125000 88860.20586 345.28898100000515 362.01560686351047
67 train 250000 238 87.97899159663866 7 406 0.1 16750000 1000000 6.5379 0.0004498328884660136 4187500 89869.224483 1009.0164220000006 247.76603685445255
67 test 125000 96 80.31250000000001 18 365 0.05 16750000 1000000 6.5379 0 4187500 90214.757161 345.52053700000397 361.7729964340689
68 train 250000 231 94.47186147186147 10 397 0.1 17000000 1000000 5.79574 0.00044254659753254936 4250000 91223.640873 1008.8815089999989 247.7991694463698
68 test 125000 76 226.328947368421 46 422 0.05 17000000 1000000 5.79574 0 4250000 91568.58403 344.9310220000043 362.39129572984143
69 train 250000 237 79.96202531645571 5 381 0.1 17250000 1000000 5.61169 0.00044906149583115874 4312500 92577.67698599999 1009.0907639999932 247.74778336986313
69 test 125000 80 248.04999999999993 32 409 0.05 17250000 1000000 5.61169 0 4312500 92922.92185 345.23274000000674 362.0745819182664
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70 test 125000 127 59.77952755905512 11 387 0.05 17500000 1000000 6.73226 0 4375000 94278.386445 346.39995200000703 360.8545534671363
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