Module ImportFrom alias ImportFrom alias alias ImportFrom alias alias ImportFrom alias alias ClassDef bases body Assign NameStore NameLoad Assign NameStore Str Assign NameStore Str Assign NameStore Str Assign NameStore ListLoad Assign NameStore ListLoad FunctionDef arguments args NameParam NameParam NameParam NameParam defaults Num Num Str body Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Call NameLoad NameLoad Assign AttributeStore AttributeLoad AttributeLoad NameLoad attr attr attr Call NameLoad NameLoad Expr Call AttributeLoad NameLoad attr Expr Call AttributeLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assign AttributeStore AttributeLoad AttributeLoad NameLoad attr attr attr Num Expr Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Assign NameStore Call NameLoad NameLoad Str Expr Call NameLoad NameLoad NameLoad Expr Call AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Assign NameStore Call NameLoad NameLoad Str Expr Call NameLoad NameLoad NameLoad Expr Call AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults body If CompareEq AttributeLoad NameLoad attr Str body Assign NameStore Call NameLoad NameLoad Assign NameStore BinOpDiv Call AttributeLoad Call NameLoad NameLoad attr NameLoad Expr Call NameLoad TupleLoad Str Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Expr Call NameLoad TupleLoad Str NameLoad Str BinOpMult BinOpMult BinOpAdd NameLoad Num AttributeLoad NameLoad attr AttributeLoad NameLoad attr Str AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Str NameLoad Expr Call NameLoad Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad orelse Assign NameStore NameLoad Expr Call NameLoad TupleLoad Str NameLoad Str BinOpMult BinOpMult BinOpAdd NameLoad Num AttributeLoad NameLoad attr AttributeLoad NameLoad attr Str NameLoad Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr ListLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call NameLoad AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr Call NameLoad AttributeLoad NameLoad attr Assign NameStore BinOpDiv Call AttributeLoad AttributeLoad NameLoad attr attr keyword Num NameLoad Assign NameStore BinOpSub AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad BinOpPow NameLoad Num attr keyword Num Assign NameStore BinOpDiv NameLoad NameLoad Assign NameStore Call NameLoad NameLoad Expr Call NameLoad BinOpAdd BinOpMult BinOpMult Call NameLoad Call NameLoad Call NameLoad Call NameLoad SubscriptLoad AttributeLoad NameLoad attr Index Num AttributeLoad NameLoad attr AttributeLoad NameLoad attr BinOpMult AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad NameLoad Expr Call NameLoad decorator_list decorator_list
N/A __future__ print_function pickle load dump scipy array sqrt pylab errorbar show ExTools N/A N/A N/A agent None N/A loadName none.wgt N/A saveName none.wgt N/A resuName none.dat N/A rl N/A N/A rll N/A __init__ N/A N/A self batch prnts kind N/A 2 1 optimizer N/A N/A N/A self batch batch N/A N/A self prnts prnts N/A N/A self kind kind N/A loadWeights N/A N/A self filename N/A N/A N/A filepointer N/A open filename N/A N/A N/A N/A self agent learner current N/A load filepointer N/A N/A N/A filepointer close N/A N/A N/A N/A N/A N/A self agent learner gd init N/A N/A N/A self agent learner current N/A N/A N/A N/A self agent learner epsilon 0.2 N/A N/A N/A N/A N/A self agent learner initSigmas N/A saveWeights N/A N/A self filename w N/A N/A N/A filepointer N/A open filename w+ N/A N/A dump w filepointer N/A N/A N/A filepointer close N/A saveResults N/A N/A self filename results N/A N/A N/A filepointer N/A open filename w+ N/A N/A dump results filepointer N/A N/A N/A filepointer close N/A printResults N/A N/A self resList runs updates N/A N/A N/A N/A N/A self kind optimizer N/A N/A rLen N/A len resList N/A avReward N/A N/A N/A N/A array resList sum rLen N/A N/A print N/A Parameters: N/A N/A N/A N/A self agent learner _bestFound N/A N/A print N/A Experiment: runs  Evaluation: N/A N/A N/A updates 1 N/A self batch N/A self prnts  BestReward: N/A N/A N/A self agent learner bestEvaluation  AverageReward: avReward N/A N/A print N/A N/A N/A N/A self rl append avReward N/A N/A avReward resList N/A N/A print N/A Step:  runs / N/A N/A N/A updates 1 N/A self batch N/A self prnts Base:  avReward N/A N/A N/A N/A self rl append avReward N/A addExps N/A N/A self N/A N/A N/A N/A N/A N/A self rll append N/A self rl N/A N/A self rl N/A N/A showExps N/A N/A self N/A N/A N/A nEx N/A len N/A self rll N/A N/A self rll N/A array N/A self rll N/A r N/A N/A N/A N/A self rll sum axis 0 nEx N/A d N/A N/A self rll r N/A v N/A N/A N/A d 2 sum axis 0 N/A v N/A v nEx N/A stand N/A sqrt v N/A N/A errorbar N/A N/A N/A N/A array N/A list N/A range N/A len N/A N/A self rll N/A 0 N/A self prnts N/A self batch N/A N/A self prnts N/A self batch r stand N/A N/A show N/A N/A