Index

A

alternating_variant() (in module ramo.nash.fictitious_play)

array_slice() (in module ramo.utils.helpers)

B

BestResponseAgent (class in ramo.commitment.best_response)

C

c_prune() (in module ramo.pareto.verify) calc_action_probs() (in module ramo.utils.experiments) calc_best_response() (in module ramo.strategy.best_response) calc_com_probs() (in module ramo.utils.experiments) calc_expected_returns() (in module ramo.strategy.best_response) calc_joint_strategy() (ramo.nash.Player.FPPlayer method) calc_nfg_psne() (in module ramo.nash.moqups) calc_returns() (in module ramo.utils.experiments)

calc_utility_from_joint_strat() (in module ramo.strategy.best_response) check_converged() (ramo.nash.Player.Player method) CompActionAgent (class in ramo.commitment.comp_action) constant_u() (in module ramo.utility_function.generators) CoopActionAgent (class in ramo.commitment.coop_action) CoopPolicyAgent (class in ramo.commitment.coop_policy) covariant_monfg() (in module ramo.game.generators) create_agents() (in module ramo.utils.agent_loader) create_game_path() (in module ramo.utils.experiments)

D

discrete_uniform_monfg() (in module ramo.game.generators)

E

enumerate_supports() (in module ramo.strategy.operations) execute_commitment() (in module ramo.commitment.execute_commitment)

execute_learner() (in module ramo.learner.execute_learner) expand_support() (in module ramo.strategy.operations) expand_support_non_support() (in module ramo.strategy.operations)

F

fast_c_prune() (in module ramo.pareto.verify) fast_p_prune() (in module ramo.pareto.verify)

fictitious_play() (in module ramo.nash.fictitious_play) find_weight() (in module ramo.pareto.verify) FPPlayer (class in ramo.nash.Player)

G

get_commitment() (ramo.commitment.best_response.BestResponseAgent method) (ramo.commitment.comp_action.CompActionAgent method) (ramo.commitment.coop_action.CoopActionAgent method) (ramo.commitment.coop_policy.CoopPolicyAgent method) (ramo.commitment.non_stationary.NonStationaryAgent method) (ramo.commitment.optional_com.OptionalComAgent method) get_leader() (in module ramo.commitment.execute_commitment)

get_monfg() (in module ramo.game.example_games) get_non_support() (in module ramo.strategy.operations) get_num_objectives() (ramo.game.monfg.MONFG method) get_payoff_matrix() (ramo.game.monfg.MONFG method) get_payoffs() (in module ramo.utils.experiments) get_support() (in module ramo.strategy.operations) get_u() (in module ramo.utility_function.functions)

I

IBRPlayer (class in ramo.nash.Player) identity_game() (in module ramo.game.generators) in_hull() (in module ramo.pareto.verify) IndependentActorCriticAgent (class in ramo.learner.indep_actor_critic) IndependentQAgent (class in ramo.learner.indep_q) is_concave() (in module ramo.utility_function.checking)

is_convex() (in module ramo.utility_function.checking) is_degenerate_pure() (in module ramo.game.checking) is_linear() (in module ramo.utility_function.checking) is_multilinear() (in module ramo.utility_function.checking) is_strictly_concave() (in module ramo.utility_function.checking) is_strictly_convex() (in module ramo.utility_function.checking) iterated_best_response() (in module ramo.nash.IBR)

J

JointActionActorCriticAgent (class in ramo.learner.ja_actor_critic)

JointActionQAgent (class in ramo.learner.ja_q)

L

load_metadata() (in module ramo.utils.data)

M

make_action_from_pure_strat() (in module ramo.strategy.operations) make_follower() (ramo.commitment.best_response.BestResponseAgent method) (ramo.commitment.comp_action.CompActionAgent method) (ramo.commitment.coop_action.CoopActionAgent method) (ramo.commitment.coop_policy.CoopPolicyAgent method) (ramo.commitment.non_stationary.NonStationaryAgent method) (ramo.commitment.optional_com.OptionalComAgent method) make_joint_strat() (in module ramo.strategy.operations) make_joint_strat_from_flat() (in module ramo.strategy.operations) make_joint_strat_from_profile() (in module ramo.strategy.operations) make_leader() (ramo.commitment.best_response.BestResponseAgent method) (ramo.commitment.comp_action.CompActionAgent method) (ramo.commitment.coop_action.CoopActionAgent method) (ramo.commitment.coop_policy.CoopPolicyAgent method) (ramo.commitment.non_stationary.NonStationaryAgent method) (ramo.commitment.optional_com.OptionalComAgent method) make_profile_from_pure_joint_strat() (in module ramo.strategy.operations) make_strat_from_action() (in module ramo.strategy.operations) module ramo ramo.commitment ramo.commitment.best_response ramo.commitment.comp_action ramo.commitment.coop_action ramo.commitment.coop_policy ramo.commitment.execute_commitment ramo.commitment.non_stationary ramo.commitment.optional_com ramo.game ramo.game.checking ramo.game.example_games ramo.game.generators ramo.game.monfg ramo.learner ramo.learner.execute_learner ramo.learner.indep_actor_critic ramo.learner.indep_q ramo.learner.ja_actor_critic ramo.learner.ja_q ramo.nash ramo.nash.fictitious_play ramo.nash.IBR ramo.nash.moqups ramo.nash.mose ramo.nash.Player ramo.nash.verify ramo.pareto ramo.pareto.dominance ramo.pareto.pareto_nash ramo.pareto.verify ramo.printing ramo.printing.printing ramo.strategy ramo.strategy.best_response ramo.strategy.operations ramo.strategy.strategies ramo.utility_function ramo.utility_function.checking ramo.utility_function.functions ramo.utility_function.generators ramo.utils ramo.utils.agent_loader ramo.utils.data ramo.utils.experiments ramo.utils.helpers

MONFG (class in ramo.game.monfg) moqups() (in module ramo.nash.moqups) mose() (in module ramo.nash.mose)

N

NonStationaryAgent (class in ramo.commitment.non_stationary) normal_distributed_monfg() (in module ramo.game.generators)

normalise_joint_strat() (in module ramo.strategy.operations) normalise_strat() (in module ramo.strategy.operations)

O

objective() (in module ramo.strategy.best_response) objective_function() (ramo.commitment.best_response.BestResponseAgent method) (ramo.commitment.comp_action.CompActionAgent method) (ramo.commitment.coop_action.CoopActionAgent method) (ramo.commitment.coop_policy.CoopPolicyAgent method) (ramo.commitment.optional_com.OptionalComAgent method) (ramo.learner.indep_actor_critic.IndependentActorCriticAgent method) (ramo.learner.ja_actor_critic.JointActionActorCriticAgent method)

objective_function_follower() (ramo.commitment.non_stationary.NonStationaryAgent method) objective_function_leader() (ramo.commitment.non_stationary.NonStationaryAgent method) optimise_policy() (in module ramo.strategy.best_response) OptionalComAgent (class in ramo.commitment.optional_com)

P

p_prune() (in module ramo.pareto.verify) pareto_dominates() (in module ramo.pareto.dominance) payoffs1 (in module ramo.game.example_games) payoffs10 (in module ramo.game.example_games) payoffs11 (in module ramo.game.example_games) payoffs12 (in module ramo.game.example_games) payoffs13 (in module ramo.game.example_games) payoffs14 (in module ramo.game.example_games) payoffs15 (in module ramo.game.example_games) payoffs16 (in module ramo.game.example_games) payoffs17 (in module ramo.game.example_games) payoffs18 (in module ramo.game.example_games) payoffs19 (in module ramo.game.example_games) payoffs2 (in module ramo.game.example_games) payoffs3 (in module ramo.game.example_games) payoffs4 (in module ramo.game.example_games) payoffs5 (in module ramo.game.example_games) payoffs6 (in module ramo.game.example_games) payoffs7 (in module ramo.game.example_games) payoffs8 (in module ramo.game.example_games)

payoffs9 (in module ramo.game.example_games) Player (class in ramo.nash.Player) pre_update_policies() (ramo.commitment.coop_action.CoopActionAgent method) print_all_ne() (in module ramo.printing) (in module ramo.printing.printing) print_monfg() (in module ramo.printing) (in module ramo.printing.printing) print_ne() (in module ramo.printing) (in module ramo.printing.printing) print_payoff_matrices() (in module ramo.printing) (in module ramo.printing.printing) print_psne() (in module ramo.printing) (in module ramo.printing.printing) print_start() (in module ramo.printing) (in module ramo.printing.printing) print_two_player_monfg() (in module ramo.printing) (in module ramo.printing.printing) product_u() (in module ramo.utility_function.functions) psne_to_strats() (in module ramo.nash.moqups) pure_strategy_pne() (in module ramo.pareto.pareto_nash)

R

ramo module ramo.commitment module ramo.commitment.best_response module ramo.commitment.comp_action module ramo.commitment.coop_action module ramo.commitment.coop_policy module ramo.commitment.execute_commitment module ramo.commitment.non_stationary module ramo.commitment.optional_com module ramo.game module ramo.game.checking module ramo.game.example_games module ramo.game.generators module ramo.game.monfg module ramo.learner module ramo.learner.execute_learner module ramo.learner.indep_actor_critic module ramo.learner.indep_q module ramo.learner.ja_actor_critic module ramo.learner.ja_q module ramo.nash module ramo.nash.fictitious_play module ramo.nash.IBR module

ramo.nash.moqups module ramo.nash.mose module ramo.nash.Player module ramo.nash.verify module ramo.pareto module ramo.pareto.dominance module ramo.pareto.pareto_nash module ramo.pareto.verify module ramo.printing module ramo.printing.printing module ramo.strategy module ramo.strategy.best_response module ramo.strategy.operations module ramo.strategy.strategies module ramo.utility_function module ramo.utility_function.checking module ramo.utility_function.functions module ramo.utility_function.generators module ramo.utils module ramo.utils.agent_loader module ramo.utils.data module ramo.utils.experiments module ramo.utils.helpers module reduce_monfg() (in module ramo.nash.moqups)

S

save_logs() (in module ramo.utils.data) save_metadata() (in module ramo.utils.data) scalarised_game() (in module ramo.game.generators) select_action() (ramo.commitment.best_response.BestResponseAgent method) (ramo.commitment.comp_action.CompActionAgent method) (ramo.commitment.coop_action.CoopActionAgent method) (ramo.commitment.coop_policy.CoopPolicyAgent method) (ramo.commitment.non_stationary.NonStationaryAgent method) (ramo.commitment.optional_com.OptionalComAgent method) (ramo.learner.indep_actor_critic.IndependentActorCriticAgent method) (ramo.learner.indep_q.IndependentQAgent method) (ramo.learner.ja_actor_critic.JointActionActorCriticAgent method) (ramo.learner.ja_q.JointActionQAgent method) (ramo.nash.Player.FPPlayer method) select_actions() (in module ramo.commitment.execute_commitment) (in module ramo.learner.execute_learner)

select_committed() (ramo.commitment.best_response.BestResponseAgent method) (ramo.commitment.comp_action.CompActionAgent method) (ramo.commitment.coop_action.CoopActionAgent method) (ramo.commitment.coop_policy.CoopPolicyAgent method) (ramo.commitment.non_stationary.NonStationaryAgent method) select_counter_action() (ramo.commitment.best_response.BestResponseAgent method) (ramo.commitment.comp_action.CompActionAgent method) (ramo.commitment.coop_action.CoopActionAgent method) (ramo.commitment.coop_policy.CoopPolicyAgent method) (ramo.commitment.non_stationary.NonStationaryAgent method) set_leader_utility() (ramo.commitment.best_response.BestResponseAgent method) set_opponent_actions() (ramo.commitment.non_stationary.NonStationaryAgent method) simultaneous_variant() (in module ramo.nash.fictitious_play) softmax_strategy() (in module ramo.strategy.strategies) strict_pareto_dominates() (in module ramo.pareto.dominance) sum_u() (in module ramo.utility_function.functions) supports_diff() (in module ramo.strategy.operations)

T

totally_mixed_supports() (in module ramo.strategy.operations)

U

u1() (in module ramo.utility_function.functions) u2() (in module ramo.utility_function.functions) u3() (in module ramo.utility_function.functions) u4() (in module ramo.utility_function.functions) u5() (in module ramo.utility_function.functions) u6() (in module ramo.utility_function.functions) u7() (in module ramo.utility_function.functions) uniform_monfg() (in module ramo.game.generators) unique_ps_game() (in module ramo.game.generators) update() (in module ramo.commitment.execute_commitment) (in module ramo.learner.execute_learner) (ramo.commitment.best_response.BestResponseAgent method) (ramo.commitment.comp_action.CompActionAgent method) (ramo.commitment.coop_action.CoopActionAgent method) (ramo.commitment.coop_policy.CoopPolicyAgent method) (ramo.commitment.non_stationary.NonStationaryAgent method) (ramo.commitment.optional_com.OptionalComAgent method) (ramo.learner.indep_actor_critic.IndependentActorCriticAgent method) (ramo.learner.indep_q.IndependentQAgent method) (ramo.learner.ja_actor_critic.JointActionActorCriticAgent method) (ramo.learner.ja_q.JointActionQAgent method) (ramo.nash.Player.Player method) update_counts() (ramo.learner.ja_actor_critic.JointActionActorCriticAgent method) (ramo.learner.ja_q.JointActionQAgent method) update_empirical_strategy() (ramo.nash.Player.FPPlayer method) update_leader_q_table() (ramo.commitment.best_response.BestResponseAgent method) (ramo.commitment.comp_action.CompActionAgent method) (ramo.commitment.non_stationary.NonStationaryAgent method)

update_parameters() (ramo.commitment.best_response.BestResponseAgent method) (ramo.commitment.comp_action.CompActionAgent method) (ramo.commitment.coop_action.CoopActionAgent method) (ramo.commitment.coop_policy.CoopPolicyAgent method) (ramo.commitment.non_stationary.NonStationaryAgent method) (ramo.commitment.optional_com.OptionalComAgent method) (ramo.learner.indep_actor_critic.IndependentActorCriticAgent method) (ramo.learner.indep_q.IndependentQAgent method) (ramo.learner.ja_actor_critic.JointActionActorCriticAgent method) (ramo.learner.ja_q.JointActionQAgent method) update_payoffs_table() (ramo.commitment.best_response.BestResponseAgent method) (ramo.commitment.comp_action.CompActionAgent method) (ramo.commitment.non_stationary.NonStationaryAgent method) update_policies() (ramo.learner.ja_actor_critic.JointActionActorCriticAgent method) (ramo.learner.ja_q.JointActionQAgent method) update_q_table() (ramo.commitment.coop_action.CoopActionAgent method) (ramo.commitment.coop_policy.CoopPolicyAgent method) (ramo.commitment.optional_com.OptionalComAgent method) (ramo.learner.indep_actor_critic.IndependentActorCriticAgent method) (ramo.learner.indep_q.IndependentQAgent method) (ramo.learner.ja_actor_critic.JointActionActorCriticAgent method) (ramo.learner.ja_q.JointActionQAgent method) update_strategy() (ramo.nash.Player.FPPlayer method) (ramo.nash.Player.IBRPlayer method)

V

verify_all_nash() (in module ramo.nash.verify) verify_all_pareto_nash() (in module ramo.pareto.verify)

verify_nash() (in module ramo.nash.verify) verify_pareto_nash() (in module ramo.pareto.verify)