Index

A

act() (algos.player.NormalFormPlayer method) (algos.player.Player method) (imperfecto.algos.player.NormalFormPlayer method) (imperfecto.algos.player.Player method) actions (games.bar_crowding.BarCrowdingGame attribute) (games.game.ExtensiveFormGame attribute), [1] (games.kuhn_poker.KuhnPokerGame attribute) (games.prisoner_dilemma.PrisonerDilemmaGame attribute) (games.rock_paper_scissor.RockPaperScissorGame attribute) (imperfecto.games.bar_crowding.BarCrowdingGame attribute) (imperfecto.games.game.ExtensiveFormGame attribute), [1] (imperfecto.games.kuhn_poker.KuhnPokerGame attribute) (imperfecto.games.prisoner_dilemma.PrisonerDilemmaGame attribute) (imperfecto.games.rock_paper_scissor.RockPaperScissorGame attribute)

algos module algos.cfr module algos.player module algos.regret_matching module AsymmetricRockPaperScissorGame (class in games.rock_paper_scissor) (class in imperfecto.games.rock_paper_scissor) avg_payoffs (imperfecto.misc.trainer.NormalFormTrainer property) (misc.trainer.NormalFormTrainer property) avg_strategies (imperfecto.misc.trainer.NormalFormTrainer property) (misc.trainer.NormalFormTrainer property)

B

BAR_CROWDING_ACTIONS (class in games.bar_crowding) (class in imperfecto.games.bar_crowding) BarCrowdingGame (class in games.bar_crowding) (class in imperfecto.games.bar_crowding)

BET (games.kuhn_poker.KUHN_POKER_ACTIONS attribute) (imperfecto.games.kuhn_poker.KUHN_POKER_ACTIONS attribute)

C

cfr() (algos.cfr.counterfactualRegretMinimizerTrainer method) (imperfecto.algos.cfr.counterfactualRegretMinimizerTrainer method) chance_action() (games.kuhn_poker.KuhnPokerGame method) (imperfecto.games.kuhn_poker.KuhnPokerGame method) chance_actions (games.kuhn_poker.KuhnPokerGame attribute) (imperfecto.games.kuhn_poker.KuhnPokerGame attribute) CounterFactualRegretMinimizerPlayer (class in algos.cfr) (class in imperfecto.algos.cfr)

counterfactualRegretMinimizerTrainer (class in algos.cfr) (class in imperfecto.algos.cfr) cum_regrets (algos.cfr.CounterFactualRegretMinimizerPlayer attribute) (algos.regret_matching.RegretMatchingPlayer attribute) (imperfecto.algos.cfr.CounterFactualRegretMinimizerPlayer attribute) (imperfecto.algos.regret_matching.RegretMatchingPlayer attribute)

D

demos module demos.cfr_demo module

demos.regret_matching_demo module display_status_bar (imperfecto.misc.trainer.NormalFormTrainer attribute) (misc.trainer.NormalFormTrainer attribute)

E

ep_payoffs (imperfecto.misc.trainer.NormalFormTrainer attribute) (misc.trainer.NormalFormTrainer attribute) ep_strategies (imperfecto.misc.trainer.NormalFormTrainer attribute) (misc.trainer.NormalFormTrainer attribute)

evaluate_strategies() (in module imperfecto.misc.evaluate) (in module misc.evaluate) ExtensiveFormGame (class in games.game) (class in imperfecto.games.game)

F

FixedPolicyPlayer (class in algos.player) (class in imperfecto.algos.player)

G

game (algos.cfr.counterfactualRegretMinimizerTrainer attribute) (algos.player.Player property) (imperfecto.algos.cfr.counterfactualRegretMinimizerTrainer attribute) (imperfecto.algos.player.Player property) (imperfecto.misc.trainer.NormalFormTrainer attribute) (misc.trainer.NormalFormTrainer attribute) games module games.bar_crowding module games.game module games.kuhn_poker module games.prisoner_dilemma module games.rock_paper_scissor module generate_random_prob_dist() (in module demos.regret_matching_demo) (in module imperfecto.demos.regret_matching_demo) get_action() (in module imperfecto.misc.utils) (in module misc.utils) get_active_player() (games.game.ExtensiveFormGame method) (games.game.NormalFormGame method) (games.kuhn_poker.KuhnPokerGame method) (imperfecto.games.game.ExtensiveFormGame method) (imperfecto.games.game.NormalFormGame method) (imperfecto.games.kuhn_poker.KuhnPokerGame method)

get_avg_strategies() (algos.cfr.CounterFactualRegretMinimizerPlayer method) (imperfecto.algos.cfr.CounterFactualRegretMinimizerPlayer method) get_card() (games.kuhn_poker.KuhnPokerGame method) (imperfecto.games.kuhn_poker.KuhnPokerGame method) get_infostate() (games.game.ExtensiveFormGame method) (games.game.NormalFormGame method) (games.kuhn_poker.KuhnPokerGame method) (imperfecto.games.game.ExtensiveFormGame method) (imperfecto.games.game.NormalFormGame method) (imperfecto.games.kuhn_poker.KuhnPokerGame method) get_payoffs() (games.bar_crowding.BarCrowdingGame method) (games.game.ExtensiveFormGame method) (games.kuhn_poker.KuhnPokerGame method) (games.prisoner_dilemma.PrisonerDilemmaGame method) (games.rock_paper_scissor.AsymmetricRockPaperScissorGame method) (games.rock_paper_scissor.RockPaperScissorGame method) (imperfecto.games.bar_crowding.BarCrowdingGame method) (imperfecto.games.game.ExtensiveFormGame method) (imperfecto.games.kuhn_poker.KuhnPokerGame method) (imperfecto.games.prisoner_dilemma.PrisonerDilemmaGame method) (imperfecto.games.rock_paper_scissor.AsymmetricRockPaperScissorGame method) (imperfecto.games.rock_paper_scissor.RockPaperScissorGame method) get_winner() (games.kuhn_poker.KuhnPokerGame method) (imperfecto.games.kuhn_poker.KuhnPokerGame method) GO_TO_BAR (games.bar_crowding.BAR_CROWDING_ACTIONS attribute) (imperfecto.games.bar_crowding.BAR_CROWDING_ACTIONS attribute)

H

has_chance_player (games.kuhn_poker.KuhnPokerGame attribute) (imperfecto.games.kuhn_poker.KuhnPokerGame attribute)

history_to_str() (games.game.ExtensiveFormGame method) (imperfecto.games.game.ExtensiveFormGame method)

I

imperfecto.algos.cfr module imperfecto.algos.player module imperfecto.algos.regret_matching module imperfecto.demos.cfr_demo module imperfecto.demos.regret_matching_demo module imperfecto.games.bar_crowding module imperfecto.games.game module imperfecto.games.kuhn_poker module

imperfecto.games.prisoner_dilemma module imperfecto.games.rock_paper_scissor module imperfecto.misc.evaluate module imperfecto.misc.trainer module imperfecto.misc.utils module is_terminal() (games.game.ExtensiveFormGame method) (games.game.NormalFormGame method) (games.kuhn_poker.KuhnPokerGame method) (imperfecto.games.game.ExtensiveFormGame method) (imperfecto.games.game.NormalFormGame method) (imperfecto.games.kuhn_poker.KuhnPokerGame method)

J

JK (games.kuhn_poker.KUHN_POKER_CHANCE_ACTIONS attribute) (imperfecto.games.kuhn_poker.KUHN_POKER_CHANCE_ACTIONS attribute)

JQ (games.kuhn_poker.KUHN_POKER_CHANCE_ACTIONS attribute) (imperfecto.games.kuhn_poker.KUHN_POKER_CHANCE_ACTIONS attribute)

K

KJ (games.kuhn_poker.KUHN_POKER_CHANCE_ACTIONS attribute) (imperfecto.games.kuhn_poker.KUHN_POKER_CHANCE_ACTIONS attribute) KQ (games.kuhn_poker.KUHN_POKER_CHANCE_ACTIONS attribute) (imperfecto.games.kuhn_poker.KUHN_POKER_CHANCE_ACTIONS attribute) KUHN_POKER_ACTIONS (class in games.kuhn_poker) (class in imperfecto.games.kuhn_poker)

KUHN_POKER_CHANCE_ACTIONS (class in games.kuhn_poker) (class in imperfecto.games.kuhn_poker) KuhnPokerGame (class in games.kuhn_poker) (class in imperfecto.games.kuhn_poker)

L

lessVerboseEnum (class in imperfecto.misc.utils) (class in misc.utils)

M

make_df() (imperfecto.misc.trainer.NormalFormTrainer method) (misc.trainer.NormalFormTrainer method) manager (imperfecto.misc.trainer.NormalFormTrainer attribute) (misc.trainer.NormalFormTrainer attribute) misc module misc.evaluate module misc.trainer module misc.utils module module algos algos.cfr algos.player algos.regret_matching demos demos.cfr_demo demos.regret_matching_demo games games.bar_crowding games.game games.kuhn_poker games.prisoner_dilemma games.rock_paper_scissor imperfecto.algos.cfr imperfecto.algos.player imperfecto.algos.regret_matching imperfecto.demos.cfr_demo imperfecto.demos.regret_matching_demo imperfecto.games.bar_crowding imperfecto.games.game imperfecto.games.kuhn_poker imperfecto.games.prisoner_dilemma imperfecto.games.rock_paper_scissor imperfecto.misc.evaluate imperfecto.misc.trainer imperfecto.misc.utils misc misc.evaluate misc.trainer misc.utils

moving_avg() (imperfecto.misc.trainer.NormalFormTrainer method) (misc.trainer.NormalFormTrainer method)

N

n_actions (algos.regret_matching.RegretMatchingPlayer attribute) (imperfecto.algos.regret_matching.RegretMatchingPlayer attribute) n_iter (imperfecto.misc.trainer.NormalFormTrainer attribute) (misc.trainer.NormalFormTrainer attribute) n_iters (algos.cfr.counterfactualRegretMinimizerTrainer attribute) (imperfecto.algos.cfr.counterfactualRegretMinimizerTrainer attribute) n_players (games.bar_crowding.BarCrowdingGame attribute) (games.game.ExtensiveFormGame attribute), [1] (games.kuhn_poker.KuhnPokerGame attribute) (games.prisoner_dilemma.PrisonerDilemmaGame attribute) (games.rock_paper_scissor.RockPaperScissorGame attribute) (imperfecto.games.bar_crowding.BarCrowdingGame attribute) (imperfecto.games.game.ExtensiveFormGame attribute), [1] (imperfecto.games.kuhn_poker.KuhnPokerGame attribute) (imperfecto.games.prisoner_dilemma.PrisonerDilemmaGame attribute) (imperfecto.games.rock_paper_scissor.RockPaperScissorGame attribute)

name (algos.player.FixedPolicyPlayer attribute) (algos.player.Player attribute) (algos.regret_matching.RegretMatchingPlayer attribute) (imperfecto.algos.player.FixedPolicyPlayer attribute) (imperfecto.algos.player.Player attribute) (imperfecto.algos.regret_matching.RegretMatchingPlayer attribute) NormalFormGame (class in games.game) (class in imperfecto.games.game) NormalFormPlayer (class in algos.player) (class in imperfecto.algos.player) NormalFormTrainer (class in imperfecto.misc.trainer) (class in misc.trainer)

P

PAPER (games.rock_paper_scissor.ROCK_PAPER_SCISSOR_ACTIONS attribute) (imperfecto.games.rock_paper_scissor.ROCK_PAPER_SCISSOR_ACTIONS attribute) PASS (games.kuhn_poker.KUHN_POKER_ACTIONS attribute) (imperfecto.games.kuhn_poker.KUHN_POKER_ACTIONS attribute) pbar (imperfecto.misc.trainer.NormalFormTrainer attribute) (misc.trainer.NormalFormTrainer attribute) play() (games.game.ExtensiveFormGame method) (imperfecto.games.game.ExtensiveFormGame method) Player (class in algos.player) (class in imperfecto.algos.player)

player_id (algos.cfr.CounterFactualRegretMinimizerPlayer attribute) (imperfecto.algos.cfr.CounterFactualRegretMinimizerPlayer attribute) players (games.game.ExtensiveFormGame attribute) (games.game.ExtensiveFormGame property) (imperfecto.games.game.ExtensiveFormGame attribute) (imperfecto.games.game.ExtensiveFormGame property) PRISONER_DILEMMA_ACTIONS (class in games.prisoner_dilemma) (class in imperfecto.games.prisoner_dilemma) PrisonerDilemmaGame (class in games.prisoner_dilemma) (class in imperfecto.games.prisoner_dilemma)

Q

QJ (games.kuhn_poker.KUHN_POKER_CHANCE_ACTIONS attribute) (imperfecto.games.kuhn_poker.KUHN_POKER_CHANCE_ACTIONS attribute)

QK (games.kuhn_poker.KUHN_POKER_CHANCE_ACTIONS attribute) (imperfecto.games.kuhn_poker.KUHN_POKER_CHANCE_ACTIONS attribute)

R

regret_matching_strategy() (algos.regret_matching.RegretMatchingPlayer static method) (imperfecto.algos.regret_matching.RegretMatchingPlayer static method) RegretMatchingPlayer (class in algos.regret_matching) (class in imperfecto.algos.regret_matching) ROCK (games.rock_paper_scissor.ROCK_PAPER_SCISSOR_ACTIONS attribute) (imperfecto.games.rock_paper_scissor.ROCK_PAPER_SCISSOR_ACTIONS attribute)

ROCK_PAPER_SCISSOR_ACTIONS (class in games.rock_paper_scissor) (class in imperfecto.games.rock_paper_scissor) RockPaperScissorGame (class in games.rock_paper_scissor) (class in imperfecto.games.rock_paper_scissor)

S

SCISSOR (games.rock_paper_scissor.ROCK_PAPER_SCISSOR_ACTIONS attribute) (imperfecto.games.rock_paper_scissor.ROCK_PAPER_SCISSOR_ACTIONS attribute) shorten_history() (games.game.ExtensiveFormGame static method) (games.kuhn_poker.KuhnPokerGame static method) (imperfecto.games.game.ExtensiveFormGame static method) (imperfecto.games.kuhn_poker.KuhnPokerGame static method) showdown() (games.kuhn_poker.KuhnPokerGame method) (imperfecto.games.kuhn_poker.KuhnPokerGame method) SILENCE (games.prisoner_dilemma.PRISONER_DILEMMA_ACTIONS attribute) (imperfecto.games.prisoner_dilemma.PRISONER_DILEMMA_ACTIONS attribute) SNITCH (games.prisoner_dilemma.PRISONER_DILEMMA_ACTIONS attribute) (imperfecto.games.prisoner_dilemma.PRISONER_DILEMMA_ACTIONS attribute) STAY_HOME (games.bar_crowding.BAR_CROWDING_ACTIONS attribute) (imperfecto.games.bar_crowding.BAR_CROWDING_ACTIONS attribute) store_data() (imperfecto.misc.trainer.NormalFormTrainer method) (misc.trainer.NormalFormTrainer method)

store_histories_payoffs() (imperfecto.misc.trainer.NormalFormTrainer method) (misc.trainer.NormalFormTrainer method) store_strategies() (imperfecto.misc.trainer.NormalFormTrainer method) (misc.trainer.NormalFormTrainer method) strategy (algos.cfr.CounterFactualRegretMinimizerPlayer attribute) (algos.player.FixedPolicyPlayer attribute) (algos.player.NormalFormPlayer property) (algos.player.Player attribute) (algos.player.Player property) (imperfecto.algos.cfr.CounterFactualRegretMinimizerPlayer attribute) (imperfecto.algos.player.FixedPolicyPlayer attribute) (imperfecto.algos.player.NormalFormPlayer property) (imperfecto.algos.player.Player attribute) (imperfecto.algos.player.Player property) strategy_sum (algos.cfr.CounterFactualRegretMinimizerPlayer attribute) (imperfecto.algos.cfr.CounterFactualRegretMinimizerPlayer attribute)

T

to_train_delay_regret_matching() (in module demos.regret_matching_demo) (in module imperfecto.demos.regret_matching_demo) to_train_regret_matching() (in module demos.regret_matching_demo) (in module imperfecto.demos.regret_matching_demo)

train() (algos.cfr.counterfactualRegretMinimizerTrainer method) (imperfecto.algos.cfr.counterfactualRegretMinimizerTrainer method) (imperfecto.misc.trainer.NormalFormTrainer method) (misc.trainer.NormalFormTrainer method)

U

update_strategy() (algos.cfr.CounterFactualRegretMinimizerPlayer method) (algos.player.FixedPolicyPlayer method) (algos.player.Player method) (algos.regret_matching.RegretMatchingPlayer method) (imperfecto.algos.cfr.CounterFactualRegretMinimizerPlayer method) (imperfecto.algos.player.FixedPolicyPlayer method) (imperfecto.algos.player.Player method) (imperfecto.algos.regret_matching.RegretMatchingPlayer method)

V

verify_nash_strategy() (in module demos.regret_matching_demo) (in module imperfecto.demos.regret_matching_demo)