Module Expr Str Import alias Import alias ImportFrom alias ImportFrom alias alias ImportFrom alias ImportFrom alias ImportFrom alias Import alias identifier ImportFrom alias Assign NameStore Dict Str Str Str Str Str Call AttributeLoad NameLoad attr Str Num Num Num Call AttributeLoad NameLoad attr Str Call AttributeLoad NameLoad attr Num Call AttributeLoad NameLoad attr Num Call AttributeLoad NameLoad attr Str Num Num Call AttributeLoad NameLoad attr Str Call AttributeLoad NameLoad attr Num Call AttributeLoad NameLoad attr Num Call AttributeLoad NameLoad attr Str Call AttributeLoad NameLoad attr Num Call AttributeLoad NameLoad attr Num FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam NameParam defaults Num Str Num Num Num Num Num body Assign NameStore Dict Assign SubscriptStore NameLoad Index Str NameLoad Assign SubscriptStore NameLoad Index Str NameLoad Assign SubscriptStore NameLoad Index Str Num Assign SubscriptStore NameLoad Index Str Num Assign SubscriptStore NameLoad Index Str Num Assign NameStore NameLoad Assign NameStore Call NameLoad Assign SubscriptStore NameLoad Index Str NameLoad Assign NameStore Call NameLoad NameLoad keyword NameLoad Assign NameStore Call NameLoad NameLoad NameLoad NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword Num Assign SubscriptStore NameLoad Index Str Call NameLoad NameLoad NameLoad keyword AttributeLoad NameLoad attr keyword NameLoad keyword NameLoad keyword Str keyword NameLoad Assign NameStore Call NameLoad NameLoad Return NameLoad decorator_list If CompareEq NameLoad Str body Assign NameStore Call NameLoad Num Expr Call AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr
N/A N/A 
Cart-pole balancing with iFDD+
 N/A sys N/A os rlpy.Domains PuddleWorld rlpy.Agents SARSA Q_LEARNING rlpy.Representations * rlpy.Policies eGreedy rlpy.Experiments Experiment N/A numpy np hyperopt hp N/A param_space N/A discretization discover_threshold lambda_ boyan_N0 initial_learn_rate N/A N/A hp quniform discretization 5 40 1 N/A N/A hp loguniform discover_threshold N/A N/A np log 0.01 N/A N/A np log 10.0 N/A N/A hp uniform lambda_ 0.0 1.0 N/A N/A hp loguniform boyan_N0 N/A N/A np log 10.0 N/A N/A np log 100000.0 N/A N/A hp loguniform initial_learn_rate N/A N/A np log 0.001 N/A N/A np log 1 make_experiment N/A N/A exp_id path discover_threshold lambda_ boyan_N0 initial_learn_rate discretization N/A 1 ./Results/Temp/{domain}/{agent}/{representation}/ 8.63917 0.42 202.0 0.7442 18.0 N/A N/A opt N/A N/A N/A opt N/A path path N/A N/A opt N/A exp_id exp_id N/A N/A opt N/A max_steps 40000 N/A N/A opt N/A num_policy_checks 20 N/A N/A opt N/A checks_per_policy 100 N/A sparsify True N/A domain N/A PuddleWorld N/A N/A opt N/A domain domain N/A initial_rep N/A IndependentDiscretization domain discretization discretization N/A representation N/A iFDD domain discover_threshold initial_rep sparsify sparsify discretization discretization useCache True iFDDPlus True N/A policy N/A eGreedy representation epsilon 0.1 N/A N/A opt N/A agent N/A Q_LEARNING policy representation discount_factor N/A domain discount_factor lambda_ lambda_ initial_learn_rate initial_learn_rate learn_rate_decay_mode boyan boyan_N0 boyan_N0 N/A experiment N/A Experiment opt N/A experiment N/A N/A N/A __name__ __main__ N/A N/A experiment N/A make_experiment 1 N/A N/A N/A experiment run N/A N/A N/A experiment save