ramo package

Subpackages

• ramo.commitment package
  • Submodules
  • ramo.commitment.best_response module
    • BestResponseAgent
      • BestResponseAgent.get_commitment()
      • BestResponseAgent.make_follower()
      • BestResponseAgent.make_leader()
      • BestResponseAgent.objective_function()
      • BestResponseAgent.select_action()
      • BestResponseAgent.select_committed()
      • BestResponseAgent.select_counter_action()
      • BestResponseAgent.set_leader_utility()
      • BestResponseAgent.update()
      • BestResponseAgent.update_leader_q_table()
      • BestResponseAgent.update_parameters()
      • BestResponseAgent.update_payoffs_table()
  • ramo.commitment.comp_action module
    • CompActionAgent
      • CompActionAgent.get_commitment()
      • CompActionAgent.make_follower()
      • CompActionAgent.make_leader()
      • CompActionAgent.objective_function()
      • CompActionAgent.select_action()
      • CompActionAgent.select_committed()
      • CompActionAgent.select_counter_action()
      • CompActionAgent.update()
      • CompActionAgent.update_leader_q_table()
      • CompActionAgent.update_parameters()
      • CompActionAgent.update_payoffs_table()
  • ramo.commitment.coop_action module
    • CoopActionAgent
      • CoopActionAgent.get_commitment()
      • CoopActionAgent.make_follower()
      • CoopActionAgent.make_leader()
      • CoopActionAgent.objective_function()
      • CoopActionAgent.pre_update_policies()
      • CoopActionAgent.select_action()
      • CoopActionAgent.select_committed()
      • CoopActionAgent.select_counter_action()
      • CoopActionAgent.update()
      • CoopActionAgent.update_parameters()
      • CoopActionAgent.update_q_table()
  • ramo.commitment.coop_policy module
    • CoopPolicyAgent
      • CoopPolicyAgent.get_commitment()
      • CoopPolicyAgent.make_follower()
      • CoopPolicyAgent.make_leader()
      • CoopPolicyAgent.objective_function()
      • CoopPolicyAgent.select_action()
      • CoopPolicyAgent.select_committed()
      • CoopPolicyAgent.select_counter_action()
      • CoopPolicyAgent.update()
      • CoopPolicyAgent.update_parameters()
      • CoopPolicyAgent.update_q_table()
  • ramo.commitment.execute_commitment module
    • execute_commitment()
    • get_leader()
    • select_actions()
    • update()
  • ramo.commitment.non_stationary module
    • NonStationaryAgent
      • NonStationaryAgent.get_commitment()
      • NonStationaryAgent.make_follower()
      • NonStationaryAgent.make_leader()
      • NonStationaryAgent.objective_function_follower()
      • NonStationaryAgent.objective_function_leader()
      • NonStationaryAgent.select_action()
      • NonStationaryAgent.select_committed()
      • NonStationaryAgent.select_counter_action()
      • NonStationaryAgent.set_opponent_actions()
      • NonStationaryAgent.update()
      • NonStationaryAgent.update_leader_q_table()
      • NonStationaryAgent.update_parameters()
      • NonStationaryAgent.update_payoffs_table()
  • ramo.commitment.optional_com module
    • OptionalComAgent
      • OptionalComAgent.get_commitment()
      • OptionalComAgent.make_follower()
      • OptionalComAgent.make_leader()
      • OptionalComAgent.objective_function()
      • OptionalComAgent.select_action()
      • OptionalComAgent.update()
      • OptionalComAgent.update_parameters()
      • OptionalComAgent.update_q_table()
  • Module contents
• ramo.game package
  • Submodules
  • ramo.game.checking module
    • is_degenerate_pure()
  • ramo.game.example_games module
    • get_monfg()
    • payoffs1
    • payoffs10
    • payoffs11
    • payoffs12
    • payoffs13
    • payoffs14
    • payoffs15
    • payoffs16
    • payoffs17
    • payoffs18
    • payoffs19
    • payoffs2
    • payoffs3
    • payoffs4
    • payoffs5
    • payoffs6
    • payoffs7
    • payoffs8
    • payoffs9
  • ramo.game.generators module
    • covariant_monfg()
    • discrete_uniform_monfg()
    • identity_game()
    • normal_distributed_monfg()
    • scalarised_game()
    • uniform_monfg()
    • unique_ps_game()
  • ramo.game.monfg module
    • MONFG
      • MONFG.get_num_objectives()
      • MONFG.get_payoff_matrix()
  • Module contents
• ramo.learner package
  • Submodules
  • ramo.learner.execute_learner module
    • execute_learner()
    • select_actions()
    • update()
  • ramo.learner.indep_actor_critic module
    • IndependentActorCriticAgent
      • IndependentActorCriticAgent.objective_function()
      • IndependentActorCriticAgent.select_action()
      • IndependentActorCriticAgent.update()
      • IndependentActorCriticAgent.update_parameters()
      • IndependentActorCriticAgent.update_q_table()
  • ramo.learner.indep_q module
    • IndependentQAgent
      • IndependentQAgent.select_action()
      • IndependentQAgent.update()
      • IndependentQAgent.update_parameters()
      • IndependentQAgent.update_q_table()
  • ramo.learner.ja_actor_critic module
    • JointActionActorCriticAgent
      • JointActionActorCriticAgent.objective_function()
      • JointActionActorCriticAgent.select_action()
      • JointActionActorCriticAgent.update()
      • JointActionActorCriticAgent.update_counts()
      • JointActionActorCriticAgent.update_parameters()
      • JointActionActorCriticAgent.update_policies()
      • JointActionActorCriticAgent.update_q_table()
  • ramo.learner.ja_q module
    • JointActionQAgent
      • JointActionQAgent.select_action()
      • JointActionQAgent.update()
      • JointActionQAgent.update_counts()
      • JointActionQAgent.update_parameters()
      • JointActionQAgent.update_policies()
      • JointActionQAgent.update_q_table()
  • Module contents
• ramo.nash package
  • Submodules
  • ramo.nash.IBR module
    • iterated_best_response()
  • ramo.nash.Player module
    • FPPlayer
      • FPPlayer.calc_joint_strategy()
      • FPPlayer.select_action()
      • FPPlayer.update_empirical_strategy()
      • FPPlayer.update_strategy()
    • IBRPlayer
      • IBRPlayer.update_strategy()
    • Player
      • Player.check_converged()
      • Player.update()
  • ramo.nash.fictitious_play module
    • alternating_variant()
    • fictitious_play()
    • simultaneous_variant()
  • ramo.nash.moqups module
    • calc_nfg_psne()
    • moqups()
    • psne_to_strats()
    • reduce_monfg()
  • ramo.nash.mose module
    • mose()
  • ramo.nash.verify module
    • verify_all_nash()
    • verify_nash()
  • Module contents
• ramo.pareto package
  • Submodules
  • ramo.pareto.dominance module
    • pareto_dominates()
    • strict_pareto_dominates()
  • ramo.pareto.pareto_nash module
    • pure_strategy_pne()
  • ramo.pareto.verify module
    • c_prune()
    • fast_c_prune()
    • fast_p_prune()
    • find_weight()
    • in_hull()
    • p_prune()
    • verify_all_pareto_nash()
    • verify_pareto_nash()
  • Module contents
• ramo.printing package
  • Submodules
  • ramo.printing.printing module
    • print_all_ne()
    • print_monfg()
    • print_ne()
    • print_payoff_matrices()
    • print_psne()
    • print_start()
    • print_two_player_monfg()
  • Module contents
    • print_all_ne()
    • print_monfg()
    • print_ne()
    • print_payoff_matrices()
    • print_psne()
    • print_start()
    • print_two_player_monfg()
• ramo.strategy package
  • Submodules
  • ramo.strategy.best_response module
    • calc_best_response()
    • calc_expected_returns()
    • calc_utility_from_joint_strat()
    • objective()
    • optimise_policy()
  • ramo.strategy.operations module
    • enumerate_supports()
    • expand_support()
    • expand_support_non_support()
    • get_non_support()
    • get_support()
    • make_action_from_pure_strat()
    • make_joint_strat()
    • make_joint_strat_from_flat()
    • make_joint_strat_from_profile()
    • make_profile_from_pure_joint_strat()
    • make_strat_from_action()
    • normalise_joint_strat()
    • normalise_strat()
    • supports_diff()
    • totally_mixed_supports()
  • ramo.strategy.strategies module
    • softmax_strategy()
  • Module contents
• ramo.utility_function package
  • Submodules
  • ramo.utility_function.checking module
    • is_concave()
    • is_convex()
    • is_linear()
    • is_multilinear()
    • is_strictly_concave()
    • is_strictly_convex()
  • ramo.utility_function.functions module
    • get_u()
    • product_u()
    • sum_u()
    • u1()
    • u2()
    • u3()
    • u4()
    • u5()
    • u6()
    • u7()
  • ramo.utility_function.generators module
    • constant_u()
  • Module contents
• ramo.utils package
  • Submodules
  • ramo.utils.agent_loader module
    • create_agents()
  • ramo.utils.data module
    • load_metadata()
    • save_logs()
    • save_metadata()
  • ramo.utils.experiments module
    • calc_action_probs()
    • calc_com_probs()
    • calc_returns()
    • create_game_path()
    • get_payoffs()
  • ramo.utils.helpers module
    • array_slice()
  • Module contents

Module contents