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trace tests update

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This commit is contained in:
Shadi Endrawis
2018-10-02 17:55:16 +03:00
parent 51726a5b80
commit f7990d4003
79 changed files with 10105 additions and 9539 deletions
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43
rl_coach/traces/Atari_A3C_LSTM_space_invaders/trace.csv
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@@ -5,22 +5,27 @@ Episode #,Training Iter,In Heatup,ER #Transitions,ER #Episodes,Episode Length,To
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16,100.0,0.0,232.0,1.0,232.0,3003.0,0.0,2.0,10.0,0.0,,,,,,,,,,,,0.16482343,0.35503832,1.2752326999999999,0.022478975,0.45029177267820303,0.4197177348117216,1.3310330883210135,0.0,1.7837206,0.0025686915,1.7915583,1.7788869999999999,0.005148372189565139,0.24196540373601536,0.9504172801971436,-0.13010776042938232,0.6456753000000001,0.048038907,0.7289646,0.57959425,0.045316155999999996,0.092702776,0.31885064,0.0053946506,0.008588249000000001,0.3154728,0.9805802,-0.13657857
17,114.0,0.0,263.0,1.0,263.0,3266.0,0.0,1.0,10.0,0.0,,,,,,,,,,,,0.15859403,0.41664425,1.6014137,0.026942853,0.2030871577301164,0.3291722654404221,1.0,0.0,1.7763311999999998,0.004708352,1.7913265999999999,1.7676043999999997,-0.008302561136392446,0.22270432322791744,0.968006670475006,-0.14317667484283447,0.64081454,0.05134289,0.7383968000000001,0.57058036,0.033662584,0.09574595,0.36531943,0.0047015846,-0.015162735,0.35005128,1.1956688999999998,-0.14132895
18,119.0,0.0,90.0,1.0,90.0,3356.0,0.0,2.0,35.0,0.0,,,,,,,,,,,,0.99584854,0.9705681999999999,2.135586,0.0327313,0.8124229268664929,0.6596524455289211,1.7856781408072189,0.0,1.7658342,0.0064437827,1.7909501,1.7576503,0.2908387087285519,0.4467877105109933,0.9755487442016602,-0.1534261703491211,0.77051353,0.039883487,0.84487814,0.73211545,0.19243668,0.18527117,0.40972564,0.0074991053,0.5147201,0.6675354,1.3587703000000002,-0.15439077
19,130.0,0.0,209.0,1.0,209.0,3565.0,0.0,4.0,50.0,0.0,,,,,,,,,,,,0.5660963999999999,0.8534441999999999,2.868005,0.06250619,1.5178406757951433,0.8569879018324037,3.279881172665581,0.0,1.7593337,0.0056817230000000005,1.7906148000000002,1.7489371999999999,0.044801537096500386,0.34034919682818704,0.9900107383728028,-0.2266418933868408,1.1287438,0.11789183,1.3896817,1.013916,0.12611601,0.14952904,0.4575872,0.015016868000000001,0.07396114599999999,0.43413877,1.215942,-0.20843013
20,156.0,0.0,518.0,1.0,518.0,4083.0,0.0,7.0,130.0,0.0,,,,,,,,,,,,0.9353090000000001,1.2858386,3.8660667,0.11725034,1.098791739364709,0.6320419503440284,2.523303015133401,0.0,1.6699091,0.055741128,1.7903702000000001,1.5692837,-0.06757649946212768,0.3195450124164553,0.9396663904190063,-0.5494513511657715,2.2210557,0.6047439,3.5003364,1.4445081,0.1674737,0.17189884,0.50756395,0.036066726,-0.12177686,0.42073590000000005,1.1168726999999998,-0.529899
21,162.0,0.0,103.0,1.0,103.0,4186.0,0.0,1.0,30.0,0.0,,,,,,,,,,,,1.1245039,1.3816309,3.88741,0.40766072,0.28791485922371896,0.4044270844696768,1.0,0.0,1.5755019,0.038972553,1.7804282,1.5525216,-0.20262039422988887,0.3420573312956313,0.7819786071777344,-0.6609947681427002,3.3616974,0.16612557,3.6837413,3.15605,0.18570164,0.14099212,0.46655792,0.10048528,-0.34885046,0.40083793,0.44589615,-0.62824064
22,172.0,0.0,191.0,1.0,191.0,4377.0,0.0,4.0,35.0,0.0,,,,,,,,,,,,1.0493082,0.8931684000000001,2.8788257,0.40921542,1.360820215871854,0.784373317174275,2.6276416239131137,0.0,1.5121492,0.036270477,1.7781756000000002,1.4913622,-0.1084176672829522,0.38656666708586895,1.439842700958252,-0.6016488075256348,2.8675182,0.25318608,3.2926830999999996,2.5298715,0.19097143,0.17252174,0.58011985,0.058588177000000005,-0.16885796,0.43851078,0.66275233,-0.52809024
23,177.0,0.0,84.0,1.0,84.0,4461.0,0.0,2.0,45.0,0.0,,,,,,,,,,,,1.2559823,1.2462946000000001,3.4129782,0.46524242,0.7590341126385189,0.5714559904623038,1.6825545950103868,0.0,1.5744928,0.046586752,1.7830153000000002,1.5274831,-0.0040334612131118774,0.41865952406709256,0.9548516273498536,-0.4455758333206177,2.2548747000000002,0.117815435,2.422201,2.1072755,0.15494695,0.14008166,0.39015853,0.04275903,0.043876007,0.66575617,1.1958548,-0.36775714
24,182.0,0.0,94.0,1.0,94.0,4555.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.43677402,0.022415543,0.47187870000000004,0.41241384,0.0,0.0,0.0,0.0,1.6601015,0.02886555,1.7863803,1.623586,-0.19612670242786406,0.10077536524472708,-0.017804980278015137,-0.3609187602996826,1.8921119999999998,0.09945338,2.0795848,1.7547298999999998,0.035672493,0.0038337493,0.040968943,0.030137222,-0.32919282,0.030663265,-0.28128055,-0.35991377
25,191.0,0.0,168.0,1.0,168.0,4723.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.34642940000000005,0.031286575,0.38121468,0.30028449999999995,0.0,0.0,0.0,0.0,1.711691,0.021477012,1.7870021,1.6728425,-0.14421033672988415,0.0784776205445583,-0.01166987419128418,-0.3196219205856323,1.4310815000000001,0.1909281,1.7374218999999997,1.1538972,0.020933941,0.004734668,0.028576741,0.013943641000000001,-0.2479685,0.03228178,-0.19238672,-0.2879433
26,197.0,0.0,111.0,1.0,111.0,4834.0,0.0,3.0,30.0,0.0,,,,,,,,,,,,0.79219913,0.6585664000000001,1.8361028000000001,0.23683028,0.6851048481354731,0.8585430906034763,2.577892849269104,0.0,1.7532889999999999,0.007889994000000001,1.789348,1.7424953,0.198319748044014,0.41789017518559096,0.9343531131744384,-0.19544732570648196,0.9423574,0.07165401,1.0466307,0.85023546,0.134664,0.11154076,0.27441356,0.0088588325,0.35140955,0.48767257,0.96400595,-0.1610711
27,205.0,0.0,146.0,1.0,146.0,4980.0,0.0,2.0,50.0,0.0,,,,,,,,,,,,0.3835866,0.29479313,0.8498258,0.17240569,0.7474950655330485,0.6391161056582584,1.8179069375972308,0.0,1.7678131000000001,0.0045808293,1.7901799999999999,1.7610288,0.05451156880174365,0.31425528117953666,0.9421547651290894,-0.15150243043899536,0.7046019,0.06271613,0.8096890999999999,0.61898696,0.0591021,0.08257003,0.19253531,0.005577637,0.095768906,0.36126813,0.6872695,-0.1504049
28,218.0,0.0,242.0,1.0,242.0,5222.0,0.0,6.0,80.0,0.0,,,,,,,,,,,,0.7920397,0.79612815,2.63497,0.17391229,1.645187018776334,1.1888275486606186,3.7704337858175982,0.0,1.7655463,0.0030714702000000003,1.7900281000000002,1.7618682,0.2506444845348597,0.4905160603309943,1.8532297611236568,-0.14203763008117676,0.62720054,0.027176457999999997,0.68468654,0.5817806,0.15193503,0.21912470000000003,0.7655721999999999,0.0058864880000000005,0.43411112,0.6935981999999999,1.8189167000000002,-0.12550029999999998
29,235.0,0.0,338.0,1.0,338.0,5560.0,0.0,1.0,30.0,0.0,,,,,,,,,,,,0.30830324,0.39548668,1.8343208,0.13877131,0.12902213300225207,0.2911176081952243,1.0,0.0,1.7481099999999998,0.009228752,1.7902348000000001,1.7353710999999998,-0.027244952507317063,0.20766170336314208,0.965793788433075,-0.15617334842681885,0.7521545999999999,0.05371476,0.86244637,0.68034315,0.02590205,0.07214319,0.3052665,0.005013725,-0.049537443,0.32564682,1.2084311,-0.17644764
30,240.0,0.0,85.0,1.0,85.0,5645.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.18760897,0.04284751,0.22613609,0.1154042,0.0,0.0,0.0,0.0,1.7366872,0.012117143,1.7896880000000002,1.7309592,-0.06574315130710602,0.04403796497891437,0.013423502445220949,-0.15937530994415286,0.7440799,0.01239285,0.7819453000000001,0.72635436,0.006604558000000001,0.00082349975,0.0074465787,0.005253814599999999,-0.11371288,0.025646087,-0.07066831,-0.13479757
1 Episode # Training Iter In Heatup ER #Transitions ER #Episodes Episode Length Total steps Epsilon Shaped Training Reward Training Reward Update Target Network Evaluation Reward Shaped Evaluation Reward Success Rate Loss/Mean Loss/Stdev Loss/Max Loss/Min Learning Rate/Mean Learning Rate/Stdev Learning Rate/Max Learning Rate/Min Grads (unclipped)/Mean Grads (unclipped)/Stdev Grads (unclipped)/Max Grads (unclipped)/Min Discounted Return/Mean Discounted Return/Stdev Discounted Return/Max Discounted Return/Min Entropy/Mean Entropy/Stdev Entropy/Max Entropy/Min Advantages/Mean Advantages/Stdev Advantages/Max Advantages/Min Values/Mean Values/Stdev Values/Max Values/Min Value Loss/Mean Value Loss/Stdev Value Loss/Max Value Loss/Min Policy Loss/Mean Policy Loss/Stdev Policy Loss/Max Policy Loss/Min
5 4 0.0 1.0 187.0 1.0 187.0 646.0 0.0 0.0 0.7890979761079344 0.4557561638352592 1.6825545950103868 0.0
6 5 0.0 1.0 86.0 1.0 86.0 732.0 0.0 0.0 0.6919135855443926 0.7222189379050715 1.8429431933839264 0.0
7 6 0.0 1.0 331.0 1.0 331.0 1063.0 0.0 0.0 1.274934530443537 0.6459615236299282 2.6500575414623486 0.0
8 7 19.0 0.0 397.0 393.0 1.0 397.0 393.0 1460.0 1456.0 0.0 7.0 6.0 95.0 75.0 0.0 0.13294017 0.11421088 0.26560363 0.21380013 0.95947796 0.59680337 0.00017420061 0.0007558507000000001 1.5215566513574144 1.2875349957019866 0.8818366235165885 0.971210061310369 3.39289946333453 3.2939006486552924 0.0 1.7916964 1.7916838 2.4401676e-05 2.6964899999999997e-05 1.7917565 1.7917563000000003 1.7916276000000002 1.7916098000000003 0.16945798030696765 0.14341006539700749 0.4201839883771904 0.3535079829863394 1.9003207683563232 1.8814263343811035 -0.00874817930161953 -0.012832198292016985 0.009627631999999999 0.026738504 0.01605518 0.01983405 0.04531254 0.06478101 -0.012639573999999999 0.0035744433 0.103175715 0.073494285 0.22770043 0.14081275 0.90946233 0.44342685 2.5499614e-07 1.1059151000000002e-06 0.30363909999999994 0.2566254 0.61167854 0.4923233 2.167231 1.3469505 -0.011617951000000001 -0.0116830645
9 8 25.0 28.0 0.0 117.0 176.0 1.0 117.0 176.0 1577.0 1632.0 0.0 1.0 15.0 0.0 0.03459847 0.041054297000000003 0.06251849 0.09770801 0.15962720000000002 0.29955843 0.0020247747 0.0034954806 0.4872743474154752 0.3311813182197609 0.33569100677546404 0.3551902602002647 1.0 0.0 1.7916566000000003 1.7914554 4.586844e-05 9.376556e-05 1.7917542000000002 1.7917509999999999 1.7916076 1.7913146 0.03243804715573788 0.033927604090422385 0.19179319731839725 0.19766873338150195 0.9877235293388368 0.9898095726966858 -0.013366710394620895 -0.020439743995666504 0.06888939 0.09144559 0.0082683535 0.012948282 0.079700746 0.109424695 0.055720896 0.06995269 0.020763937 0.021816997 0.04136547 0.057340953 0.103494875 0.17352688 5.142918e-05 8.623848e-05 0.058279514000000004 0.060463965 0.14101307 0.20118664 0.34029025 0.5926347 -0.014587425 -0.02375073
10 9 40.0 0.0 290.0 230.0 1.0 290.0 230.0 1867.0 1862.0 0.0 6.0 4.0 125.0 95.0 0.0 0.197952 0.13237761 0.29690674 0.22048 0.8451991 0.6586441 0.0032722908 0.0030599121999999998 1.5347843551661826 1.072044354250264 0.9835813996683812 0.6383021624195904 3.292459852881254 2.3444995076996524 0.0 1.7915696 1.7912047999999998 8.654648000000001e-05 0.00016116806 1.7917546999999998 1.7917396 1.7914047 1.7908642 0.20967606950019088 0.1242723337289962 0.4340480766901692 0.3330413540052279 1.8721247911453247 0.9949659705162048 -0.03139287233352661 -0.030232593417167664 0.118590616 0.13943788 0.025857812 0.016380336000000002 0.17259428 0.16490205 0.07850897 0.11253527599999999 0.12374656 0.06914418 0.20499732 0.11354548 0.699171 0.33480042 0.000139082 0.00016573191 0.37619528 0.22288923 0.61407316 0.42013836 1.7494822 1.2402188 -0.030527878999999997 -0.02921468
11 10 67.0 52.0 0.0 541.0 225.0 1.0 541.0 225.0 2408.0 2087.0 0.0 10.0 0.0 150.0 0.0 0.0 0.43392780000000003 0.012380877 0.69018596 0.004703414600000001 2.5103388 0.021775742999999997 0.012690847 0.0075669996 1.5407734345932274 0.0 0.7374308486007165 0.0 3.1913177307618468 0.0 0.0 1.7898676 1.790831 0.0019313908 0.00020312105 1.7917521 1.7917224999999999 1.7838042 1.7905108 0.1368366575584962 -0.022579368271610955 0.3821866825735704 0.013048922208883124 1.6833410263061523 -0.001516878604888916 -0.2266237735748291 -0.05166858434677124 0.5796574999999999 0.23496416 0.29847825 0.033002004 1.2420191999999999 0.29147413 0.20709811 0.19034456 0.12345965 0.000939706 0.19106293 0.00029336357999999995 0.7305510000000001 0.0014079054999999998 0.00086669484 0.0005678356 0.24575645 -0.040449947 0.55341536 0.008927133 1.5624216 -0.027699834 -0.22025344 -0.061478532999999995
12 11 103.0 55.0 0.0 719.0 61.0 1.0 719.0 61.0 3127.0 2148.0 0.0 4.0 2.0 265.0 15.0 0.0 0.7696304 0.34558254 1.0534219999999999 0.10964347 4.5883107 0.45522603 0.20982262 0.23593909 0.5000529664376541 0.4908753215949722 0.3155616701055577 0.6427284120931623 1.2852839300228704 1.8429431933839264 0.0 1.7330086999999998 1.7907859 0.032707155 0.00025409996 1.7916646 1.7917189999999998 1.6918119999999999 1.7906520000000001 -0.1928262794017792 0.2867459513247013 0.3110840395133576 0.44463848004967577 0.9662883281707764 0.963326096534729 -0.7654213905334473 -0.039502725005149834 2.7413027000000003 0.26667840000000004 0.87306994 0.0025177263 4.0872965 0.27123266 1.4272719999999999 0.2611343 0.16251078 0.17366691 0.14811237 0.032627106 0.5942803000000001 0.20629402 0.04653442 0.1410398 -0.3311862 0.5133227 0.44391584 0.121826604 1.0693518999999998 0.6351493 -0.7295906999999999 0.39149609999999996
13 12 110.0 63.0 0.0 125.0 154.0 1.0 125.0 154.0 3252.0 2302.0 0.0 0.0 2.0 0.0 15.0 0.0 0.64830524 0.17542875 0.14570446 0.39401492 0.8713232 1.14055 0.40967187 0.011324848 0.0 0.6548848943536648 0.0 0.6938572721285777 0.0 1.886384871716129 0.0 1.7322674999999998 1.790846 0.008331079 0.00020264326 1.7875514 1.7917128 1.7221475 1.7904818 -0.3390433748563131 0.10235221503036362 0.1860952368689896 0.3938365495483697 -0.02489876747131348 1.8367838859558103 -0.7148473262786865 -0.06459653377532959 3.3779035000000004 0.30300424 0.29400957 0.023851900000000002 3.915662 0.34879282 3.0040746 0.2756737 0.102555595 0.09375900000000001 0.017722348 0.22594778 0.13601841 0.6472154 0.08232693 0.0012484822999999999 -0.580518 0.18546264 0.079269625 0.5920849 -0.49676362 1.635689 -0.73393583 -0.06841414400000001
14 13 119.0 77.0 0.0 180.0 274.0 1.0 180.0 274.0 3432.0 2576.0 0.0 2.0 15.0 25.0 0.0 0.4787147 0.15237926 0.07543224 0.36345005 0.62356263 1.3838784 0.39566866 0.017470764 0.30227981965131145 0.5236986524949341 0.5841033464651717 0.3926652750926971 1.8345137614500877 1.3277227574378037 0.0 1.6905703999999997 1.7904897000000002 0.016943384 0.00025717015 1.7857862 1.7916842 1.6741756 1.7899307 -0.2384866982698441 0.032115961382022266 0.1775353277243849 0.2538612215988974 0.5066013336181641 0.9805907011032104 -0.5708379745483398 -0.10343283414840697 2.6603397999999996 0.4437464 0.29259694 0.058837507000000004 3.1815927000000004 0.56583196 2.2532134 0.36453107 0.090995565 0.043060284000000004 0.06636139 0.10292225 0.24196529999999997 0.37266509999999997 0.04350890599999999 0.0020458244 -0.41229284 0.057298996 0.08668608 0.36375105 -0.25544655 1.250245 -0.5747671 -0.101191714
15 14 125.0 83.0 0.0 110.0 103.0 1.0 110.0 103.0 3542.0 2679.0 0.0 2.0 15.0 0.0 0.5603365 0.07037316 0.44900087 0.047356587 1.4505286 0.13836677 0.23346475 0.025409157999999998 0.26726121404740866 0.7845364604064764 0.5678831608822756 0.6820618892781382 1.886384871716129 1.8179069375972308 0.0 1.6766298 1.7897875 0.017514048 0.0005548012999999999 1.7838971999999997 1.7916629000000002 1.6646906000000004 1.7889906999999998 -0.06642887711524964 -0.019784212410449985 0.2906363544921973 0.1886624736866924 0.8124067783355713 0.9033542275428772 -0.3389033079147339 -0.11133238673210144 1.8652021 0.58218044 0.14376438 0.021696111 2.0759795 0.6264901999999999 1.6610593999999996 0.5519036 0.09885417 0.03655105 0.09639954 0.038182367 0.2691703 0.08599932 0.02430382 0.004840155 -0.10850501 -0.03507611 0.30545014 0.08904675 0.49729928 0.079407215 -0.3008583 -0.1215153
16 15 142.0 88.0 0.0 323.0 92.0 1.0 323.0 92.0 3865.0 2771.0 0.0 6.0 0.0 85.0 0.0 0.0 0.2907247 0.033596437 0.22952405 0.0029709726 0.9397981 0.03848647 0.13678089999999998 0.030678531000000002 1.4641280448494032 0.0 0.7886166197229362 0.0 3.3693512112754416 0.0 0.0 1.7060072 1.7880373 0.015372376 0.0009811816 1.7845702 1.7916303 1.6742373 1.7869519 -0.021261883713305 -0.054566520079970364 0.2849333218772128 0.030518596589793445 1.7568998336791992 -0.0007356405258178711 -0.26869165897369385 -0.11018291115760803 1.0191581 0.5583828000000001 0.2351011 0.004107872 1.5227226 0.5690894000000001 0.6685075 0.5528046 0.05634562 0.0047522154999999995 0.08670314400000001 0.0002095685 0.32105459999999997 0.004927455 0.0057951915000000005 0.004409475 -0.030042402000000003 -0.096669495 0.31857806 0.00178767 0.86974585 -0.09435672 -0.23997994 -0.09915057599999999
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