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Code Issues Projects Releases Wiki Activity

Trace tests update

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Shadi Endrawis
2018-08-20 13:01:17 +03:00
parent c1f428666e
commit 3abb6cd415
99 changed files with 12876 additions and 39 deletions
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rl_coach/traces/Atari_DDQN_breakout/trace.csv Normal file
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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,Q/Mean,Q/Stdev,Q/Max,Q/Min
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183,1109.0,0.0,5465.0,5465.0,24.0,5465.0,0.9956073700000954,0.0,0.0,0.0,,,,0.005799823702545837,0.00727931094773334,0.017120234668254852,0.0006049781222827733,0.00025,0.0,0.00025,0.00025,0.033164155,0.0121123055,0.050649386,0.02301332,,,,
184,1123.0,0.0,5521.0,5521.0,56.0,5521.0,0.9955519300000966,1.0,1.0,0.0,,,,0.005235953611970347,0.007274872748801077,0.017641359940171242,0.0002943959552794695,0.0002500000000000001,1.0842021724855042e-19,0.00025,0.00025,0.030810103,0.016169658,0.058385607,0.012566958999999999,-0.016747285,0.006360089,-0.009678520999999999,-0.025362667000000002
185,1129.0,0.0,5545.0,5545.0,24.0,5545.0,0.9955281700000972,0.0,0.0,0.0,,,,0.00829820982956638,0.010471086937713628,0.028869155794382095,0.0012460744474083185,0.00025,0.0,0.00025,0.00025,0.039147347,0.011739973999999999,0.061289206,0.021547936,,,,
186,1131.0,0.0,5553.0,5553.0,8.0,5553.0,0.9955202500000973,0.0,0.0,0.0,,,,0.008201563498005271,0.007004888029769063,0.015206451527774334,0.001196675468236208,0.00025,0.0,0.00025,0.00025,0.03755865,0.004789494,0.042348143,0.032769155,,,,
187,1137.0,0.0,5577.0,5577.0,24.0,5577.0,0.9954964900000978,0.0,0.0,0.0,,,,0.010166031076854171,0.01119877227486339,0.030346127226948738,6.535290594911203e-05,0.00025,0.0,0.00025,0.00025,0.030359022000000003,0.023929073999999998,0.07687862,0.0067692962,,,,
188,1143.0,0.0,5601.0,5601.0,24.0,5601.0,0.9954727300000984,0.0,0.0,0.0,,,,0.002597984268504661,0.0056292335464015525,0.015185254625976087,5.157815030543134e-05,0.00025,0.0,0.00025,0.00025,0.013089462,0.010614521000000002,0.036494333,0.005900014,,,,
189,1149.0,0.0,5625.0,5625.0,24.0,5625.0,0.9954489700000988,0.0,0.0,0.0,,,,9.788162545495044e-05,1.2211891847703121e-05,0.0001196958328364417,8.073374920058995e-05,0.00025,0.0,0.00025,0.00025,0.009731245999999999,0.0006444131,0.010514246000000001,0.008584673499999999,,,,
190,1162.0,0.0,5677.0,5677.0,52.0,5677.0,0.9953974900001,1.0,1.0,0.0,,,,0.0015007456601709307,0.004032164383841654,0.015412473119795322,3.8819413020974025e-05,0.0002500000000000001,1.0842021724855042e-19,0.00025,0.00025,0.015696358,0.01066175,0.037208042999999996,0.0055052022999999995,,,,
191,1168.0,0.0,5701.0,5701.0,24.0,5701.0,0.9953737300001004,0.0,0.0,0.0,,,,0.010241176782680364,0.010854272442404706,0.02965553104877472,0.00016088163829408586,0.00025,0.0,0.00025,0.00025,0.02986622,0.013777003999999999,0.04738153,0.0077510597,,,,
192,1174.0,0.0,5725.0,5725.0,24.0,5725.0,0.9953499700001008,0.0,0.0,0.0,,,,0.0032049410425922056,0.006276236196558056,0.017229888588190082,4.61787058156915e-05,0.00025,0.0,0.00025,0.00025,0.021291797999999997,0.016047642,0.052153934000000006,0.0014658999,,,,
193,1180.0,0.0,5749.0,5749.0,24.0,5749.0,0.9953262100001016,0.0,0.0,0.0,,,,0.0005086556921014561,4.501399486947121e-05,0.0005597989074885845,0.00042804435361176735,0.00025,0.0,0.00025,0.00025,0.020710446,0.0014002586,0.022434786,0.018598493,,,,
194,1186.0,0.0,5773.0,5773.0,24.0,5773.0,0.9953024500001021,0.0,0.0,0.0,,,,0.003102740146763002,0.00605093413514253,0.016632480546832085,0.00030638763564638793,0.00025,0.0,0.00025,0.00025,0.022735259,0.011009912,0.047063544000000006,0.014950348,,,,
195,1192.0,0.0,5797.0,5797.0,24.0,5797.0,0.9952786900001024,0.0,0.0,0.0,,,,0.005709405961776308,0.007703891965761756,0.016847919672727585,0.00023012499150354415,0.00025,0.0,0.00025,0.00025,0.025569767,0.015732503999999998,0.050475396,0.013905646,,,,
196,1198.0,0.0,5821.0,5821.0,24.0,5821.0,0.995254930000103,0.0,0.0,0.0,,,,0.002786985011577296,0.005889743984559606,0.015956705436110497,0.00011292431736364958,0.00025,0.0,0.00025,0.00025,0.016882593,0.012463832,0.04462837,0.009468856,,,,
197,1204.0,0.0,5845.0,5845.0,24.0,5845.0,0.9952311700001036,0.0,0.0,0.0,,,,7.532278929526608e-05,1.4653557848118105e-05,9.247679554391651e-05,4.797954170498997e-05,0.00025,0.0,0.00025,0.00025,0.008174202,0.0011177321,0.009267568,0.0063005765,,,,
198,1210.0,0.0,5869.0,5869.0,24.0,5869.0,0.995207410000104,0.0,0.0,0.0,,,,3.4581769189874954e-05,1.0410403486125303e-05,5.3443996876012534e-05,2.358187884965446e-05,0.00025,0.0,0.00025,0.00025,0.0052862675,0.0010119166,0.007068751999999999,0.004133013499999999,,,,
199,1216.0,0.0,5893.0,5893.0,24.0,5893.0,0.9951836500001046,0.0,0.0,0.0,,,,0.002638681475824948,0.005863875920828401,0.01575070433318615,9.890630281006453e-06,0.00025,0.0,0.00025,0.00025,0.009910167,0.0142638,0.041789304,0.0026551832000000003,,,,
200,1222.0,0.0,5917.0,5917.0,24.0,5917.0,0.9951598900001052,0.0,0.0,0.0,,,,8.079251756498708e-06,1.2192601192924752e-06,1.0251231287838893e-05,6.474388101196382e-06,0.00025,0.0,0.00025,0.00025,0.0022342345,0.00034419977,0.0028841096999999995,0.0018201887,,,,
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 Q/Mean Q/Stdev Q/Max Q/Min
2 1 0.0 1.0 24.0 24.0 24.0 24.0 1.0 0.0
3 2 0.0 1.0 43.0 43.0 19.0 43.0 1.0 0.0
4 3 0.0 1.0 67.0 67.0 24.0 67.0 1.0 0.0
5 4 0.0 1.0 119.0 119.0 52.0 119.0 1.0 0.0
6 5 0.0 1.0 143.0 143.0 24.0 143.0 1.0 0.0
7 6 0.0 1.0 167.0 167.0 24.0 167.0 1.0 0.0
8 7 0.0 1.0 191.0 191.0 24.0 191.0 1.0 0.0
9 8 0.0 1.0 215.0 215.0 24.0 215.0 1.0 0.0
10 9 0.0 1.0 239.0 239.0 24.0 239.0 1.0 0.0
11 10 0.0 1.0 258.0 258.0 19.0 258.0 1.0 0.0
12 11 0.0 1.0 282.0 282.0 24.0 282.0 1.0 0.0
13 12 0.0 1.0 306.0 306.0 24.0 306.0 1.0 0.0
14 13 0.0 1.0 330.0 330.0 24.0 330.0 1.0 0.0
15 14 0.0 1.0 354.0 354.0 24.0 354.0 1.0 0.0
16 15 0.0 1.0 378.0 378.0 24.0 378.0 1.0 0.0
17 16 0.0 1.0 402.0 402.0 24.0 402.0 1.0 0.0
18 17 0.0 1.0 454.0 454.0 52.0 454.0 1.0 0.0
19 18 0.0 1.0 478.0 478.0 24.0 478.0 1.0 0.0
20 19 0.0 1.0 532.0 532.0 54.0 532.0 1.0 0.0
21 20 0.0 1.0 556.0 556.0 24.0 556.0 1.0 0.0
22 21 0.0 1.0 572.0 572.0 16.0 572.0 1.0 0.0
23 22 0.0 1.0 587.0 587.0 15.0 587.0 1.0 0.0
24 23 0.0 1.0 639.0 639.0 52.0 639.0 1.0 0.0
25 24 0.0 1.0 720.0 720.0 81.0 720.0 1.0 0.0
26 25 0.0 1.0 744.0 744.0 24.0 744.0 1.0 0.0
27 26 0.0 1.0 749.0 749.0 5.0 749.0 1.0 0.0
28 27 0.0 1.0 773.0 773.0 24.0 773.0 1.0 0.0
29 28 0.0 1.0 775.0 775.0 2.0 775.0 1.0 0.0
30 29 0.0 1.0 799.0 799.0 24.0 799.0 1.0 0.0
31 30 0.0 1.0 823.0 823.0 24.0 823.0 1.0 0.0
32 31 0.0 1.0 875.0 875.0 52.0 875.0 1.0 0.0
33 32 0.0 1.0 890.0 890.0 15.0 890.0 1.0 0.0
34 33 0.0 1.0 914.0 914.0 24.0 914.0 1.0 0.0
35 34 0.0 1.0 938.0 938.0 24.0 938.0 1.0 0.0
36 35 0.0 1.0 952.0 952.0 14.0 952.0 1.0 0.0
37 36 0.0 1.0 976.0 976.0 24.0 976.0 1.0 0.0
38 37 0.0 1.0 1028.0 1028.0 52.0 1028.0 1.0 0.0
39 38 6.0 0.0 1052.0 1052.0 24.0 1052.0 0.9999762400000004 0.0 0.0 0.0 0.00596409582067281 0.00781461570683759 0.018481984734535217 0.00034960851189680403 0.00025 0.0 0.00025 0.00025 0.07827100000000001 0.040238496 0.15101327 0.043800599999999995
40 39 19.0 0.0 1104.0 1104.0 52.0 1104.0 0.9999247600000016 1.0 1.0 0.0 0.00916322166617297 0.007838282092638676 0.0204579196870327 8.18462431197986e-05 0.0002500000000000001 1.0842021724855042e-19 0.00025 0.00025 0.092913896 0.050310615 0.16959007 0.017850084
41 40 23.0 0.0 1121.0 1121.0 17.0 1121.0 0.9999079300000021 0.0 0.0 0.0 0.0005543434490391519 0.0002785525856779297 0.0009511620737612249 0.0002337195473955944 0.00025 0.0 0.00025 0.00025 0.03954795 0.011617657 0.057482492 0.027625802999999997
42 41 29.0 0.0 1145.0 1145.0 24.0 1145.0 0.9998841700000024 0.0 0.0 0.0 0.003418713650413944 0.0057640898538807075 0.016156461089849472 8.876828360371292e-05 0.00025 0.0 0.00025 0.00025 0.04915629 0.034947738 0.099958435 0.010570844
43 42 32.0 0.0 1154.0 1154.0 9.0 1154.0 0.9998752600000028 0.0 0.0 0.0 0.010740153530302145 0.0065538280965628075 0.015743441879749298 0.0014817110495641828 0.00025 0.0 0.00025 0.00025 0.06792926 0.0026278321 0.070750125 0.06442352400000001
44 43 38.0 0.0 1178.0 1178.0 24.0 1178.0 0.9998515000000032 0.0 0.0 0.0 0.007944129523821175 0.011059769011639187 0.029817136004567143 0.00040680536767467856 0.00025 0.0 0.00025 0.00025 0.05010688 0.014423199 0.07251299 0.025029916
45 44 44.0 0.0 1202.0 1202.0 24.0 1202.0 0.9998277400000036 0.0 0.0 0.0 0.003008776526257861 0.005945056624719358 0.01630155928432941 0.0002162858581868932 0.00025 0.0 0.00025 0.00025 0.03481419 0.019166559 0.07540475 0.013553091000000001
46 45 50.0 0.0 1226.0 1226.0 24.0 1226.0 0.9998039800000044 0.0 0.0 0.0 0.002865237217823354 0.0056811034811860995 0.01556628569960594 0.000211790029425174 0.00025 0.0 0.00025 0.00025 0.03034456 0.014495428000000001 0.062438034 0.020268815
47 46 56.0 0.0 1250.0 1250.0 24.0 1250.0 0.9997802200000048 0.0 0.0 0.0 0.009081240985930586 0.008433226273636123 0.01758442260324955 0.0005313324509188533 0.00025 0.0 0.00025 0.00025 0.056088503 0.025970817 0.09089939 0.027468784
48 47 72.0 0.0 1317.0 1317.0 67.0 1317.0 0.9997138900000062 2.0 2.0 0.0 0.007389178696030284 0.0067160596174406645 0.017053836956620216 0.00033985116169787943 0.00025 0.0 0.00025 0.00025 0.05995984 0.023409832000000002 0.09965559 0.020249913
49 48 78.0 0.0 1341.0 1341.0 24.0 1341.0 0.9996901300000068 0.0 0.0 0.0 0.008078346218098886 0.007318247417114564 0.015756813809275627 0.000416386203141883 0.00025 0.0 0.00025 0.00025 0.04483551 0.012347375 0.05828508 0.027238058
50 49 84.0 0.0 1365.0 1365.0 24.0 1365.0 0.9996663700000072 0.0 0.0 0.0 0.0004583154392700332 0.00013098113875449643 0.000575522892177105 0.00022178223298396915 0.00025 0.0 0.00025 0.00025 0.033475300000000006 0.00887925 0.04157529 0.020543022
51 50 89.0 0.0 1384.0 1384.0 19.0 1384.0 0.9996475600000077 0.0 0.0 0.0 0.006548001628834755 0.007683212050672288 0.016490239650011063 0.00012615678133442998 0.00025 0.0 0.00025 0.00025 0.04403601 0.023849687999999997 0.08320648 0.015973704
52 51 94.0 0.0 1404.0 1404.0 20.0 1404.0 0.999627760000008 0.0 0.0 0.0 0.0032572397278272545 0.0063411598785769905 0.015939490869641304 4.650039772968739e-05 0.00025 0.0 0.00025 0.00025 0.021968206 0.01897286 0.05974598 0.0091664735
53 52 100.0 0.0 1428.0 1428.0 24.0 1428.0 0.9996040000000086 0.0 0.0 0.0 0.005671805770058806 0.006963170636008514 0.015750955790281296 0.00013483376824297008 0.00025 0.0 0.00025 0.00025 0.037318986 0.016471175 0.05248505 0.014814043999999998
54 53 106.0 0.0 1452.0 1452.0 24.0 1452.0 0.9995802400000092 0.0 0.0 0.0 0.003704445941063265 0.00508646932287874 0.015072681009769441 0.0012241387739777565 0.00025 0.0 0.00025 0.00025 0.042005345 0.0055925273 0.051550817 0.035220902000000005
55 54 112.0 0.0 1476.0 1476.0 24.0 1476.0 0.9995564800000096 0.0 0.0 0.0 0.008089995137803877 0.007184915915026371 0.01537520531564951 0.0006755971116945148 0.00025 0.0 0.00025 0.00025 0.040369205 0.0074146540000000006 0.05024066 0.02817201
56 55 133.0 0.0 1559.0 1559.0 83.0 1559.0 0.9994743100000114 2.0 2.0 0.0 0.003157828457395745 0.007810335196321638 0.031813260167837136 6.579944601980969e-05 0.0002500000000000001 5.421010862427521e-20 0.00025 0.00025 0.019930158 0.019450994 0.08696260000000001 0.0059126940000000005
57 56 139.0 0.0 1583.0 1583.0 24.0 1583.0 0.999450550000012 0.0 0.0 0.0 3.3709558313906505e-05 1.159474934920598e-05 5.476958904182538e-05 2.1924935936112888e-05 0.00025 0.0 0.00025 0.00025 0.0055764276 0.0012345961 0.0075543085 0.0041680317
58 57 140.0 0.0 1586.0 1586.0 3.0 1586.0 0.9994475800000121 0.0 0.0 0.0 2.662448605406098e-05 0.0 2.662448605406098e-05 2.662448605406098e-05 0.00025 0.0 0.00025 0.00025 0.003809996 0.0 0.003809996 0.003809996
59 58 153.0 0.0 1638.0 1638.0 52.0 1638.0 0.9993961000000132 1.0 1.0 0.0 0.007165948945699852 0.01155045212500927 0.031185001134872437 1.8456506950315088e-05 0.0002500000000000001 1.0842021724855042e-19 0.00025 0.00025 0.021568702999999998 0.025887027000000003 0.06971121599999999 0.0025625385000000002
60 59 159.0 0.0 1662.0 1662.0 24.0 1662.0 0.9993723400000136 0.0 0.0 0.0 0.006163254642160609 0.007488019038856724 0.01817205175757408 0.00039984605973586435 0.00025 0.0 0.00025 0.00025 0.035394896 0.017043702 0.06454963 0.0073764166
61 60 165.0 0.0 1686.0 1686.0 24.0 1686.0 0.999348580000014 0.0 0.0 0.0 0.006498443826179329 0.008007294378693791 0.01803308725357056 0.0006751770852133633 0.00025 0.0 0.00025 0.00025 0.043949972999999996 0.020830113 0.0786634 0.025412181000000002
62 61 171.0 0.0 1710.0 1710.0 24.0 1710.0 0.9993248200000148 0.0 0.0 0.0 0.006039944283353786 0.007846472952200591 0.01737082377076149 0.00038641548599116493 0.00025 0.0 0.00025 0.00025 0.033058595 0.018168565 0.061193343 0.010771542
63 62 184.0 0.0 1764.0 1764.0 54.0 1764.0 0.9992713600000158 1.0 1.0 0.0 0.0033034508994135717 0.008529403488197619 0.032843850553035736 0.00036641134647652507 0.0002500000000000001 1.0842021724855042e-19 0.00025 0.00025 0.036573943 0.02080541 0.10437326 0.01225854
64 63 190.0 0.0 1788.0 1788.0 24.0 1788.0 0.9992476000000164 0.0 0.0 0.0 0.010765295572734129 0.0066454601711655676 0.01569068245589733 0.0005015992792323232 0.00025 0.0 0.00025 0.00025 0.042040985 0.009935476 0.051982783 0.022853669
65 64 196.0 0.0 1812.0 1812.0 24.0 1812.0 0.9992238400000168 0.0 0.0 0.0 0.008590857866996279 0.006894888766091274 0.015629945322871208 0.0013468076940625904 0.00025 0.0 0.00025 0.00025 0.05069543 0.0064129075 0.0636891 0.04427977
66 65 202.0 0.0 1836.0 1836.0 24.0 1836.0 0.9992000800000174 0.0 0.0 0.0 0.00593304955206501 0.0118835438423461 0.03250504657626152 0.0005145716131664814 0.00025 0.0 0.00025 0.00025 0.046227094 0.029099463 0.11081097 0.02787463
67 66 208.0 0.0 1860.0 1860.0 24.0 1860.0 0.999176320000018 0.0 0.0 0.0 0.002950071609423807 0.00580439916449365 0.01592668518424034 0.00020520910038612783 0.00025 0.0 0.00025 0.00025 0.027366376 0.01128776 0.05058178 0.016770871
68 67 214.0 0.0 1884.0 1884.0 24.0 1884.0 0.9991525600000184 0.0 0.0 0.0 9.639849425487529e-05 4.0978359461044955e-05 0.0001642100251046941 5.2547067753039294e-05 0.00025 0.0 0.00025 0.00025 0.010401953 0.0029907667 0.015440133 0.007239951
69 68 227.0 0.0 1936.0 1936.0 52.0 1936.0 0.9991010800000196 1.0 1.0 0.0 0.004847659222063017 0.007246654156749967 0.015903394669294357 4.496831934375223e-06 0.0002500000000000001 1.0842021724855042e-19 0.00025 0.00025 0.016826998 0.01965154 0.05091906 0.0014604479999999998
70 69 233.0 0.0 1960.0 1960.0 24.0 1960.0 0.9990773200000199 0.0 0.0 0.0 0.005201697251171329 0.007343066311025797 0.015771808102726936 8.163498023350257e-06 0.00025 0.0 0.00025 0.00025 0.016199186 0.01880977 0.043280013 0.0023933006
71 70 239.0 0.0 1984.0 1984.0 24.0 1984.0 0.9990535600000204 0.0 0.0 0.0 0.00773990654276228 0.007717319366879157 0.015564674511551857 1.3041890269960275e-05 0.00025 0.0 0.00025 0.00025 0.023004187000000002 0.018706277 0.04203052400000001 0.0030938238
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201 200 1222.0 0.0 5917.0 5917.0 24.0 5917.0 0.9951598900001052 0.0 0.0 0.0 8.079251756498708e-06 1.2192601192924752e-06 1.0251231287838893e-05 6.474388101196382e-06 0.00025 0.0 0.00025 0.00025 0.0022342345 0.00034419977 0.0028841096999999995 0.0018201887