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Itaicaspi/episode reset refactoring (#105)
* reordering of the episode reset operation and allowing to store episodes only when they are terminated * reordering of the episode reset operation and allowing to store episodes only when they are terminated * revert tensorflow-gpu to 1.9.0 + bug fix in should_train() * tests readme file and refactoring of policy optimization agent train function * Update README.md * Update README.md * additional policy optimization train function simplifications * Updated the traces after the reordering of the environment reset * docker and jenkins files * updated the traces to the ones from within the docker container * updated traces and added control suite to the docker * updated jenkins file with the intel proxy + updated doom basic a3c test params * updated line breaks in jenkins file * added a missing line break in jenkins file * refining trace tests ignored presets + adding a configurable beta entropy value * switch the order of trace and golden tests in jenkins + fix golden tests processes not killed issue * updated benchmarks for dueling ddqn breakout and pong * allowing dynamic updates to the loss weights + bug fix in episode.update_returns * remove docker and jenkins 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,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
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1,0.0,1.0,772.0,1.0,772.0,772.0,0.0,,,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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2,0.0,1.0,821.0,1.0,821.0,1593.0,0.0,,,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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3,40.0,0.0,798.0,1.0,798.0,2391.0,0.0,-21.0,-21.0,0.0,,,,,,,,,,,,1.6925433,1.56166,5.4782605,0.011157283,1.7178073,0.09590818,1.7916279,1.4786046,-1.1788440822140267,1.255206542380211,1.0642428398132324,-3.2777271270751958,-1.3811463,1.9222080000000001,-0.023936661,-5.8730206,0.34145027,0.439121,2.7880993,0.00036954717000000004,-0.13185489,0.9237273000000001,0.9732863000000002,-4.1131425
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4,78.0,0.0,755.0,1.0,755.0,3146.0,0.0,-21.0,-21.0,0.0,,,,,,,,,,,,2.4706511000000004,4.6726856,30.583601,0.67071736,1.5111907,0.024124695,1.5492108999999998,1.439797,0.24763718664174345,0.8147690823204996,4.918219566345215,-0.9567646980285645,-4.656093599999999,0.40140057,-2.9237971000000003,-5.8753314,0.443355,1.7042981,10.802688999999999,0.08576387,0.41162340000000003,1.3014139999999998,7.6323996,-0.8151264
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5,116.0,0.0,756.0,1.0,756.0,3902.0,0.0,-21.0,-21.0,0.0,,,,,,,,,,,,1.850646,2.4202513999999997,16.295288,0.4290005,1.3224964,0.050945385999999995,1.4303273,1.2031558,0.14155570039685988,0.5814409942921325,3.3915529251098637,-0.8861622810363771,-3.0170727000000004,0.6280401999999999,-2.1003609,-4.3324237,0.22347862,0.839418,5.326185,0.05343006,0.22746566,0.82214487,4.685924,-0.7187973000000001
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3,47.0,0.0,960.0,1.0,960.0,2553.0,0.0,-20.0,-20.0,0.0,,,,,,,,,,,,1.1341655000000002,1.3580534,5.892931,0.0023950292,1.7183144000000001,0.11223783,1.7917048999999998,1.2778816000000002,0.04575298835242915,0.4587136251645712,1.7850174903869631,-1.000868558883667,-2.1548557,1.8245186999999998,0.0046853945000000004,-5.0325212,0.2002191,0.18291572,0.6043339,3.6701476e-06,0.053236503,0.61648566,1.385742,-1.489837
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4,88.0,0.0,802.0,1.0,802.0,3355.0,0.0,-21.0,-21.0,0.0,,,,,,,,,,,,1.3043066,0.5805045999999999,3.1598291,0.34928647,0.9577253000000001,0.112086765,1.7206139999999999,0.84311396,0.06997428238391876,0.3966030207984067,0.8193864822387695,-0.957106113433838,-3.1394837000000004,0.53956544,-2.564023,-4.4771279999999996,0.10647102,0.06113237,0.296035,0.04434104,0.07748371,0.32128,0.67603266,-0.5327814999999999
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5,129.0,0.0,815.0,1.0,815.0,4170.0,0.0,-21.0,-21.0,0.0,,,,,,,,,,,,1.392543,0.8525935,3.4830544000000003,0.1963895,0.90076345,0.08584659,1.5318372,0.77205926,-0.06867338344454765,0.4191816209286624,0.5097661018371582,-0.9805699586868286,-2.2598412,0.26356682,-1.9182776999999998,-2.800033,0.09539665,0.07594069999999999,0.25968197,0.031170906,-0.07717073,0.33031166,0.287632,-0.91986656
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