Index

A

action_size (bnelearn.experiment.combinatorial_experiment.LLGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLGFullExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLGGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLRRGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LocalGlobalExperiment attribute) (bnelearn.experiment.experiment.Experiment attribute) (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute)

add_hooks() (in module bnelearn.util.autograd_hacks) add_hparams() (bnelearn.util.logging.CustomSummaryWriter method) add_metrics_dict() (bnelearn.util.logging.CustomSummaryWriter method) AESPGLearner (class in bnelearn.learner) AffiliatedObservationsExperiment (class in bnelearn.experiment.single_item_experiment) AffiliatedValuationObservationSampler (class in bnelearn.sampler.samplers_non_pv) AllPayAuction (class in bnelearn.mechanism.auctions_single_item) apply_average_dynamic_mini_batching() (in module bnelearn.util.tensor_util) apply_with_dynamic_mini_batching() (in module bnelearn.util.tensor_util) assert_nn_initialization() (in module bnelearn.tests.test_strategies_nn) AuctionEnvironment (class in bnelearn.environment)

B

b_opt (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute) backprop_hess() (in module bnelearn.util.autograd_hacks) batch_size (bnelearn.experiment.configurations.LearningConfig attribute) batched_index_select() (in module bnelearn.util.tensor_util) BattleOfTheSexes (class in bnelearn.mechanism.matrix_games) BattleOfTheSexesMod (class in bnelearn.mechanism.matrix_games) BernoulliWeightsCorrelatedSymmetricUniformPVSampler (class in bnelearn.sampler.samplers_correlated_pv) best_response (bnelearn.experiment.configurations.LoggingConfig attribute) BetaSymmetricIPVSampler (class in bnelearn.sampler.samplers_ipv) bias (bnelearn.experiment.configurations.LearningConfig attribute) Bidder (class in bnelearn.bidder) bidders (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute) bne1_kaplan_zhamir() (in module bnelearn.experiment.equilibria) bne2_kaplan_zhamir() (in module bnelearn.experiment.equilibria) bne3_kaplan_zhamir() (in module bnelearn.experiment.equilibria) bne_2p_affiliated_values() (in module bnelearn.experiment.equilibria) bne_3p_mineral_rights() (in module bnelearn.experiment.equilibria) bne_crowdsourcing_symmetric_uniform_cost() (in module bnelearn.experiment.equilibria) bne_crowdsourcing_symmetric_uniform_value() (in module bnelearn.experiment.equilibria) bne_env (bnelearn.experiment.combinatorial_experiment.LLGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLGFullExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLGGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLRRGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LocalGlobalExperiment attribute) (bnelearn.experiment.experiment.Experiment attribute) (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute) bne_fpsb_ipv_asymmetric_uniform_overlapping_priors_risk_neutral() (in module bnelearn.experiment.equilibria) bne_fpsb_ipv_symmetric_generic_prior_risk_neutral() (in module bnelearn.experiment.equilibria) bne_fpsb_ipv_symmetric_uniform_prior() (in module bnelearn.experiment.equilibria) bne_splitaward_2x2_1_factory() (in module bnelearn.experiment.equilibria) bne_splitaward_2x2_2_factory() (in module bnelearn.experiment.equilibria) bne_symmetric_all_pay_uniform_prior() (in module bnelearn.experiment.equilibria) bne_utilities (bnelearn.experiment.combinatorial_experiment.LLGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLGFullExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLGGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLRRGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LocalGlobalExperiment attribute) (bnelearn.experiment.experiment.Experiment attribute) (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute) bnelearn module bnelearn.bidder module bnelearn.environment module bnelearn.experiment module bnelearn.experiment.combinatorial_experiment module bnelearn.experiment.configuration_manager module bnelearn.experiment.configurations module bnelearn.experiment.equilibria module bnelearn.experiment.experiment module bnelearn.experiment.multi_unit_experiment module bnelearn.experiment.single_item_experiment module bnelearn.learner module bnelearn.mechanism module

bnelearn.mechanism.auctions_combinatorial module bnelearn.mechanism.auctions_multiunit module bnelearn.mechanism.auctions_single_item module bnelearn.mechanism.auctions_single_player module bnelearn.mechanism.contests_single_item module bnelearn.mechanism.data module bnelearn.mechanism.matrix_games module bnelearn.mechanism.mechanism module bnelearn.sampler module bnelearn.sampler.base module bnelearn.sampler.samplers_correlated_pv module bnelearn.sampler.samplers_ipv module bnelearn.sampler.samplers_non_pv module bnelearn.strategy module bnelearn.tests module bnelearn.tests.conftest module bnelearn.tests.test_auction_environment module bnelearn.tests.test_auction_learning module bnelearn.tests.test_bne_database module bnelearn.tests.test_combinatorial_auctions module bnelearn.tests.test_experiment_serialization module bnelearn.tests.test_learners module bnelearn.tests.test_llg_auctions module bnelearn.tests.test_llllgg_auctions module bnelearn.tests.test_llllgg_core_solver_comp module bnelearn.tests.test_market_outcomes module bnelearn.tests.test_matrix_FP module bnelearn.tests.test_matrix_game_training module bnelearn.tests.test_matrix_games module bnelearn.tests.test_multi_unit_auctions module bnelearn.tests.test_reverse_auctions module bnelearn.tests.test_samplers module bnelearn.tests.test_samplers.test_affiliated_value module bnelearn.tests.test_samplers.test_composite_samplers module bnelearn.tests.test_samplers.test_correlated_pv module bnelearn.tests.test_samplers.test_ipv module bnelearn.tests.test_samplers.test_mineral_rights module bnelearn.tests.test_samplers.test_multi_unit module bnelearn.tests.test_single_item_auctions module bnelearn.tests.test_single_item_contests module bnelearn.tests.test_strategies_and_bidders module bnelearn.tests.test_strategies_nn module bnelearn.tests.test_util_loss_estimator module bnelearn.tests.test_zzz_experiment_runtime module bnelearn.util module bnelearn.util.autograd_hacks module bnelearn.util.distribution_util module bnelearn.util.integration module bnelearn.util.logging module bnelearn.util.metrics module bnelearn.util.mpc module bnelearn.util.tensor_util module bundles (bnelearn.mechanism.data.LLGData attribute)

C

cache_eval_actions (bnelearn.experiment.configurations.LoggingConfig attribute) cached_observations (bnelearn.bidder.Bidder property) cached_valuations (bnelearn.bidder.Bidder property) calculate_expected_action_payoffs() (bnelearn.mechanism.matrix_games.MatrixGame method) check_gurobi() (in module bnelearn.tests.conftest) check_validity() (in module bnelearn.tests.test_samplers.test_correlated_pv) (in module bnelearn.tests.test_samplers.test_ipv) check_validity_of_conditional_sampler() (in module bnelearn.tests.test_samplers.test_correlated_pv) clear_backprops() (in module bnelearn.util.autograd_hacks) ClosureStrategy (class in bnelearn.strategy) CombinatorialAuction (class in bnelearn.mechanism.auctions_combinatorial) CombinatorialAuctionData (class in bnelearn.mechanism.data) CombinatorialBidder (class in bnelearn.bidder) common_prior (bnelearn.experiment.configurations.SettingConfig attribute) compare_two_experiment_configs() (bnelearn.experiment.configuration_manager.ConfigurationManager static method) CompositeValuationObservationSampler (class in bnelearn.sampler.base) compute_grad1() (in module bnelearn.util.autograd_hacks) compute_hess() (in module bnelearn.util.autograd_hacks)

ConfigurationManager (class in bnelearn.experiment.configuration_manager) constant_marginal_values (bnelearn.experiment.configurations.SettingConfig attribute) ConstantWeightCorrelatedSymmetricUniformPVSampler (class in bnelearn.sampler.samplers_correlated_pv) Contestant (class in bnelearn.bidder) ContestExperiment (class in bnelearn.experiment.single_item_experiment) copy_dist_to_device() (in module bnelearn.util.distribution_util) core_solver (bnelearn.experiment.configurations.SettingConfig attribute) CorrelatedSymmetricUniformPVSampler (class in bnelearn.sampler.samplers_correlated_pv) correlation() (in module bnelearn.tests.test_samplers.test_correlated_pv) (in module bnelearn.tests.test_samplers.test_ipv) correlation_coefficients (bnelearn.experiment.configurations.SettingConfig attribute) correlation_groups (bnelearn.experiment.configurations.SettingConfig attribute) correlation_types (bnelearn.experiment.configurations.SettingConfig attribute) crowdsourcing_values (bnelearn.experiment.configurations.SettingConfig attribute) CrowdsourcingContest (class in bnelearn.mechanism.contests_single_item) CrowdsourcingContestant (class in bnelearn.bidder) cuda (bnelearn.experiment.configurations.HardwareConfig attribute) cumulatively_integrate() (in module bnelearn.util.integration) CustomSummaryWriter (class in bnelearn.util.logging)

D

DDPGLearner (class in bnelearn.learner) default() (bnelearn.experiment.configurations.EnhancedJSONEncoder method) default_batch_size (bnelearn.sampler.samplers_ipv.UniformSymmetricIPVSampler attribute) default_device (bnelearn.sampler.samplers_ipv.UniformSymmetricIPVSampler attribute) device (bnelearn.experiment.configurations.HardwareConfig attribute) disable_hooks() (in module bnelearn.util.autograd_hacks) DPGLearner (class in bnelearn.learner) draw_conditional_profiles() (bnelearn.sampler.base.CompositeValuationObservationSampler method) (bnelearn.sampler.base.FlushedWrappedSampler method) (bnelearn.sampler.base.ValuationObservationSampler method) (bnelearn.sampler.samplers_correlated_pv.BernoulliWeightsCorrelatedSymmetricUniformPVSampler method) (bnelearn.sampler.samplers_correlated_pv.ConstantWeightCorrelatedSymmetricUniformPVSampler method) (bnelearn.sampler.samplers_ipv.SymmetricIPVSampler method) (bnelearn.sampler.samplers_non_pv.AffiliatedValuationObservationSampler method) (bnelearn.sampler.samplers_non_pv.MineralRightsValuationObservationSampler method)

draw_conditionals() (bnelearn.environment.AuctionEnvironment method) draw_profiles() (bnelearn.sampler.base.CompositeValuationObservationSampler method) (bnelearn.sampler.base.FlushedWrappedSampler method) (bnelearn.sampler.base.PVSampler method) (bnelearn.sampler.base.ValuationObservationSampler method) (bnelearn.sampler.samplers_non_pv.AffiliatedValuationObservationSampler method) (bnelearn.sampler.samplers_non_pv.MineralRightsValuationObservationSampler method) draw_valuations() (bnelearn.environment.AuctionEnvironment method) DummyNonLearner (class in bnelearn.learner)

E

efficiency_parameter (bnelearn.experiment.configurations.SettingConfig attribute) efficient_allocations_dense() (bnelearn.mechanism.data.CombinatorialAuctionData class method) efficient_allocations_semisparse (bnelearn.mechanism.data.LLLLGGData attribute) (bnelearn.mechanism.data.LLLLRRGData attribute) enable_hooks() (in module bnelearn.util.autograd_hacks) enable_logging (bnelearn.experiment.configurations.LoggingConfig attribute) EnhancedJSONEncoder (class in bnelearn.experiment.configurations) env (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute) Environment (class in bnelearn.environment) epoch (bnelearn.experiment.combinatorial_experiment.LLGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLGFullExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLGGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLRRGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LocalGlobalExperiment attribute) (bnelearn.experiment.experiment.Experiment attribute) (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute)

ESPGLearner (class in bnelearn.learner) eval_batch_size (bnelearn.experiment.configurations.LoggingConfig attribute) eval_frequency (bnelearn.experiment.configurations.LoggingConfig attribute) ex_interim_util_loss() (in module bnelearn.util.metrics) ex_interim_utility() (in module bnelearn.util.metrics) ex_post_util_loss() (in module bnelearn.util.metrics) Experiment (class in bnelearn.experiment.experiment) experiment_class (bnelearn.experiment.configurations.ExperimentConfig attribute) experiment_config_could_be_saved_properly() (bnelearn.experiment.configuration_manager.ConfigurationManager static method) experiment_dir (bnelearn.experiment.configurations.LoggingConfig attribute) experiment_name (bnelearn.experiment.configurations.LoggingConfig attribute) experiment_types (bnelearn.experiment.configuration_manager.ConfigurationManager attribute) ExperimentConfig (class in bnelearn.experiment.configurations) export_step_wise_linear_bid_function_size (bnelearn.experiment.configurations.LoggingConfig attribute) export_stepwise_linear_bid() (in module bnelearn.util.logging)

F

fallback (bnelearn.experiment.configurations.HardwareConfig attribute) FictitiousNeuralPlayStrategy (class in bnelearn.strategy) FictitiousPlayMixedStrategy (class in bnelearn.strategy) FictitiousPlaySmoothStrategy (class in bnelearn.strategy) FictitiousPlayStrategy (class in bnelearn.strategy) FirstPriceSealedBidAuction (class in bnelearn.mechanism.auctions_single_item) FixedManualIPVSampler (class in bnelearn.sampler.samplers_ipv)

FlushedWrappedSampler (class in bnelearn.sampler.base) forward() (bnelearn.strategy.FictitiousNeuralPlayStrategy method) (bnelearn.strategy.MatrixGameStrategy method) (bnelearn.strategy.NeuralNetStrategy method) (bnelearn.strategy.TruthfulStrategy method) (bnelearn.util.tensor_util.GaussLayer method) (bnelearn.util.tensor_util.UniformLayer method) FPSBSplitAwardAuction (class in bnelearn.mechanism.auctions_multiunit)

G

Game (class in bnelearn.mechanism.mechanism) gamma (bnelearn.experiment.configurations.SettingConfig attribute) GaussianSymmetricIPVSampler (class in bnelearn.sampler.samplers_ipv) GaussianSymmetricPriorSingleItemExperiment (class in bnelearn.experiment.single_item_experiment) GaussLayer (class in bnelearn.util.tensor_util) generate_action_grid() (bnelearn.sampler.base.CompositeValuationObservationSampler method) (bnelearn.sampler.base.ValuationObservationSampler method) (bnelearn.sampler.samplers_correlated_pv.LLGFullSampler method) (bnelearn.sampler.samplers_ipv.SplitAwardValuationObservationSampler method) generate_cell_partition() (bnelearn.sampler.base.CompositeValuationObservationSampler method) (bnelearn.sampler.base.ValuationObservationSampler method) (bnelearn.sampler.samplers_ipv.MultiUnitValuationObservationSampler method) generate_reduced_grid() (bnelearn.sampler.base.CompositeValuationObservationSampler method) (bnelearn.sampler.base.ValuationObservationSampler method) (bnelearn.sampler.samplers_correlated_pv.LLGFullSampler method) generate_valuation_grid() (bnelearn.sampler.base.CompositeValuationObservationSampler method) (bnelearn.sampler.base.ValuationObservationSampler method) (bnelearn.sampler.samplers_correlated_pv.LLGFullSampler method) (bnelearn.sampler.samplers_ipv.MultiUnitValuationObservationSampler method) (bnelearn.sampler.samplers_ipv.SplitAwardValuationObservationSampler method) (bnelearn.sampler.samplers_non_pv.MineralRightsValuationObservationSampler method) get_action() (bnelearn.bidder.Bidder method) (bnelearn.bidder.MatrixGamePlayer method) (bnelearn.bidder.Player method) get_action_name() (bnelearn.mechanism.matrix_games.MatrixGame method)

get_allocation() (bnelearn.environment.AuctionEnvironment method) get_best_responses_among_alternatives() (in module bnelearn.util.metrics) get_class_by_experiment_type() (bnelearn.experiment.configuration_manager.ConfigurationManager static method) get_config() (bnelearn.experiment.configuration_manager.ConfigurationManager method) get_default_config_members() (bnelearn.experiment.configuration_manager.ConfigurationManager static method) get_efficiency() (bnelearn.environment.AuctionEnvironment method) get_gradient_norm() (bnelearn.strategy.NeuralNetStrategy method) get_player_name() (bnelearn.mechanism.matrix_games.MatrixGame method) get_revenue() (bnelearn.environment.AuctionEnvironment method) get_reward() (bnelearn.environment.AuctionEnvironment method) (bnelearn.environment.Environment method) (bnelearn.environment.MatrixGameEnvironment method) get_risk_profile() (bnelearn.experiment.single_item_experiment.SingleItemExperiment static method) get_strategy_action_and_reward() (bnelearn.environment.Environment method) get_strategy_reward() (bnelearn.environment.Environment method) get_utility() (bnelearn.bidder.Bidder method) (bnelearn.bidder.Contestant method) (bnelearn.bidder.CrowdsourcingContestant method) (bnelearn.bidder.MatrixGamePlayer method) (bnelearn.bidder.Player method) (bnelearn.bidder.ReverseBidder method) get_welfare() (bnelearn.bidder.Bidder method) (bnelearn.bidder.CombinatorialBidder method) (bnelearn.bidder.Contestant method) GradientBasedLearner (class in bnelearn.learner)

H

hardware (bnelearn.experiment.configurations.ExperimentConfig attribute) HardwareConfig (class in bnelearn.experiment.configurations)

hidden_activations (bnelearn.experiment.configurations.LearningConfig attribute) hidden_nodes (bnelearn.experiment.configurations.LearningConfig attribute)

I

impact_function (bnelearn.experiment.configurations.SettingConfig attribute) impact_function() (in module bnelearn.tests.test_single_item_contests) init_setup() (in module bnelearn.tests.test_matrix_FP) input_length (bnelearn.experiment.combinatorial_experiment.LLGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLGFullExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLGGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLRRGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LocalGlobalExperiment attribute) (bnelearn.experiment.experiment.Experiment attribute) (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute)

IPVSampler (class in bnelearn.sampler.base) is_empty() (bnelearn.environment.Environment method) is_pd() (bnelearn.util.mpc.MpcSolver static method) is_supported() (in module bnelearn.util.autograd_hacks) item_interest_limit (bnelearn.experiment.configurations.SettingConfig attribute)

J

JordanGame (class in bnelearn.mechanism.matrix_games)

L

Learner (class in bnelearn.learner) learner_hyperparams (bnelearn.experiment.configurations.LearningConfig attribute) learner_type (bnelearn.experiment.configurations.LearningConfig attribute) learners (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute) learning (bnelearn.experiment.configurations.ExperimentConfig attribute) LearningConfig (class in bnelearn.experiment.configurations) legal_allocations_dense (bnelearn.mechanism.data.LLGData attribute) legal_allocations_dense() (bnelearn.mechanism.data.CombinatorialAuctionData class method) legal_allocations_sparse (bnelearn.mechanism.data.LLGData attribute) legal_allocations_sparse() (bnelearn.mechanism.data.CombinatorialAuctionData class method) LLGAuction (class in bnelearn.mechanism.auctions_combinatorial) LLGData (class in bnelearn.mechanism.data)

LLGExperiment (class in bnelearn.experiment.combinatorial_experiment) LLGFullAuction (class in bnelearn.mechanism.auctions_combinatorial) LLGFullExperiment (class in bnelearn.experiment.combinatorial_experiment) LLGFullSampler (class in bnelearn.sampler.samplers_correlated_pv) LLGSampler (class in bnelearn.sampler.samplers_correlated_pv) LLLLGGAuction (class in bnelearn.mechanism.auctions_combinatorial) LLLLGGData (class in bnelearn.mechanism.data) LLLLGGExperiment (class in bnelearn.experiment.combinatorial_experiment) LLLLGGSampler (class in bnelearn.sampler.samplers_correlated_pv) LLLLRRGAuction (class in bnelearn.mechanism.auctions_combinatorial) LLLLRRGData (class in bnelearn.mechanism.data) LLLLRRGExperiment (class in bnelearn.experiment.combinatorial_experiment) LLLLRRGSampler (class in bnelearn.sampler.samplers_correlated_pv) load() (bnelearn.strategy.NeuralNetStrategy class method) load_experiment_config() (bnelearn.experiment.configuration_manager.ConfigurationManager static method) LocalGlobalCompositePVSampler (class in bnelearn.sampler.samplers_correlated_pv) LocalGlobalExperiment (class in bnelearn.experiment.combinatorial_experiment) log_componentwise_norm (bnelearn.experiment.configurations.LoggingConfig attribute) log_git_commit_hash() (in module bnelearn.util.logging) log_metrics (bnelearn.experiment.configurations.LoggingConfig attribute) log_root_dir (bnelearn.experiment.configurations.LoggingConfig attribute) logging (bnelearn.experiment.configurations.ExperimentConfig attribute) LoggingConfig (class in bnelearn.experiment.configurations)

M

MatchingPennies (class in bnelearn.mechanism.matrix_games) MatrixGame (class in bnelearn.mechanism.matrix_games) MatrixGameEnvironment (class in bnelearn.environment) MatrixGamePlayer (class in bnelearn.bidder) MatrixGameStrategy (class in bnelearn.strategy) max_cpu_threads (bnelearn.experiment.configurations.HardwareConfig attribute) mechanism (bnelearn.experiment.combinatorial_experiment.LLGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLGFullExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLGGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLRRGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LocalGlobalExperiment attribute) (bnelearn.experiment.experiment.Experiment attribute) (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute) Mechanism (class in bnelearn.mechanism.mechanism) MineralRightsExperiment (class in bnelearn.experiment.single_item_experiment) MineralRightsValuationObservationSampler (class in bnelearn.sampler.samplers_non_pv) mixed_strategy (bnelearn.experiment.configurations.LearningConfig attribute) model_sharing (bnelearn.experiment.configurations.LearningConfig attribute) models (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute) module bnelearn bnelearn.bidder bnelearn.environment bnelearn.experiment bnelearn.experiment.combinatorial_experiment bnelearn.experiment.configuration_manager bnelearn.experiment.configurations bnelearn.experiment.equilibria bnelearn.experiment.experiment bnelearn.experiment.multi_unit_experiment bnelearn.experiment.single_item_experiment bnelearn.learner bnelearn.mechanism bnelearn.mechanism.auctions_combinatorial bnelearn.mechanism.auctions_multiunit bnelearn.mechanism.auctions_single_item bnelearn.mechanism.auctions_single_player bnelearn.mechanism.contests_single_item bnelearn.mechanism.data bnelearn.mechanism.matrix_games bnelearn.mechanism.mechanism bnelearn.sampler bnelearn.sampler.base bnelearn.sampler.samplers_correlated_pv bnelearn.sampler.samplers_ipv bnelearn.sampler.samplers_non_pv bnelearn.strategy bnelearn.tests bnelearn.tests.conftest bnelearn.tests.test_auction_environment bnelearn.tests.test_auction_learning bnelearn.tests.test_bne_database bnelearn.tests.test_combinatorial_auctions bnelearn.tests.test_experiment_serialization bnelearn.tests.test_learners bnelearn.tests.test_llg_auctions bnelearn.tests.test_llllgg_auctions bnelearn.tests.test_llllgg_core_solver_comp bnelearn.tests.test_market_outcomes bnelearn.tests.test_matrix_FP bnelearn.tests.test_matrix_game_training bnelearn.tests.test_matrix_games bnelearn.tests.test_multi_unit_auctions bnelearn.tests.test_reverse_auctions bnelearn.tests.test_samplers bnelearn.tests.test_samplers.test_affiliated_value bnelearn.tests.test_samplers.test_composite_samplers bnelearn.tests.test_samplers.test_correlated_pv bnelearn.tests.test_samplers.test_ipv bnelearn.tests.test_samplers.test_mineral_rights bnelearn.tests.test_samplers.test_multi_unit bnelearn.tests.test_single_item_auctions bnelearn.tests.test_single_item_contests bnelearn.tests.test_strategies_and_bidders bnelearn.tests.test_strategies_nn bnelearn.tests.test_util_loss_estimator bnelearn.tests.test_zzz_experiment_runtime bnelearn.util bnelearn.util.autograd_hacks bnelearn.util.distribution_util bnelearn.util.integration bnelearn.util.logging bnelearn.util.metrics bnelearn.util.mpc bnelearn.util.tensor_util

MpcSolver (class in bnelearn.util.mpc) multiunit_bne_factory() (in module bnelearn.experiment.equilibria) MultiUnitAuction (class in bnelearn.mechanism.auctions_multiunit) MultiUnitDiscriminatoryAuction (class in bnelearn.mechanism.auctions_multiunit) MultiUnitExperiment (class in bnelearn.experiment.multi_unit_experiment) MultiUnitUniformPriceAuction (class in bnelearn.mechanism.auctions_multiunit) MultiUnitValuationObservationSampler (class in bnelearn.sampler.samplers_ipv) MultiUnitVickreyAuction (class in bnelearn.mechanism.auctions_multiunit)

N

n_bundles (bnelearn.mechanism.data.CombinatorialAuctionData property) (bnelearn.mechanism.data.LLLLGGData attribute) (bnelearn.mechanism.data.LLLLRRGData attribute) n_epochs (bnelearn.experiment.configurations.RunningConfig attribute) n_items (bnelearn.experiment.configurations.SettingConfig attribute) n_legal_allocations (bnelearn.mechanism.data.CombinatorialAuctionData property) (bnelearn.mechanism.data.LLLLGGData attribute) (bnelearn.mechanism.data.LLLLRRGData attribute) n_models (bnelearn.experiment.combinatorial_experiment.LLGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLGFullExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLGGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLRRGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LocalGlobalExperiment attribute) (bnelearn.experiment.experiment.Experiment attribute) (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute)

n_players (bnelearn.experiment.configurations.SettingConfig attribute) (bnelearn.sampler.samplers_ipv.UniformSymmetricIPVSampler attribute) n_runs (bnelearn.experiment.configurations.RunningConfig attribute) NeuralNetStrategy (class in bnelearn.strategy) norm_actions() (in module bnelearn.util.metrics) norm_strategies() (in module bnelearn.util.metrics) norm_strategy_and_actions() (in module bnelearn.util.metrics)

O

observation_size (bnelearn.experiment.combinatorial_experiment.LLGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLGFullExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLGGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLRRGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LocalGlobalExperiment attribute) (bnelearn.experiment.experiment.Experiment attribute) (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute) (bnelearn.sampler.samplers_ipv.UniformSymmetricIPVSampler attribute)

optimizer_hyperparams (bnelearn.experiment.configurations.LearningConfig attribute) optimizer_type (bnelearn.experiment.configurations.LearningConfig attribute)

P

PaulTestGame (class in bnelearn.mechanism.matrix_games) payment_rule (bnelearn.experiment.configurations.SettingConfig attribute) PGLearner (class in bnelearn.learner) play() (bnelearn.mechanism.matrix_games.MatrixGame method) (bnelearn.mechanism.mechanism.Game method) (bnelearn.mechanism.mechanism.Mechanism method) (bnelearn.strategy.ClosureStrategy method) (bnelearn.strategy.FictitiousPlayMixedStrategy method) (bnelearn.strategy.FictitiousPlaySmoothStrategy method) (bnelearn.strategy.FictitiousPlayStrategy method) (bnelearn.strategy.MatrixGameStrategy method) (bnelearn.strategy.NeuralNetStrategy method) (bnelearn.strategy.Strategy method) (bnelearn.strategy.TruthfulStrategy method) play_mixed() (bnelearn.mechanism.matrix_games.MatrixGame method) Player (class in bnelearn.bidder) player_bundles() (bnelearn.mechanism.data.CombinatorialAuctionData class method) plot_frequency (bnelearn.experiment.configurations.LoggingConfig attribute) plot_points (bnelearn.experiment.configurations.LoggingConfig attribute) plot_show_inline (bnelearn.experiment.configurations.LoggingConfig attribute) plot_xmax (bnelearn.experiment.combinatorial_experiment.LLGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLGFullExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLGGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLRRGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LocalGlobalExperiment attribute) (bnelearn.experiment.experiment.Experiment attribute) (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute) plot_xmin (bnelearn.experiment.combinatorial_experiment.LLGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLGFullExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLGGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLRRGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LocalGlobalExperiment attribute) (bnelearn.experiment.experiment.Experiment attribute) (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute) plot_ymax (bnelearn.experiment.combinatorial_experiment.LLGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLGFullExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLGGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLRRGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LocalGlobalExperiment attribute) (bnelearn.experiment.experiment.Experiment attribute) (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute)

plot_ymin (bnelearn.experiment.combinatorial_experiment.LLGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLGFullExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLGGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLRRGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LocalGlobalExperiment attribute) (bnelearn.experiment.experiment.Experiment attribute) (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute) positive_output_point (bnelearn.experiment.combinatorial_experiment.LLGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLGFullExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLGGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLRRGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LocalGlobalExperiment attribute) (bnelearn.experiment.experiment.Experiment attribute) (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute) prepare_iteration() (bnelearn.environment.AuctionEnvironment method) (bnelearn.environment.Environment method) pretrain() (bnelearn.strategy.NeuralNetStrategy method) (bnelearn.strategy.Strategy method) pretrain_iters (bnelearn.experiment.configurations.LearningConfig attribute) pretrain_to_bne (bnelearn.experiment.configurations.LearningConfig attribute) pretrain_transform (bnelearn.experiment.configurations.SettingConfig attribute) pretrain_transform() (bnelearn.experiment.combinatorial_experiment.LLGFullExperiment method) (bnelearn.experiment.experiment.Experiment method) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment method) (bnelearn.experiment.single_item_experiment.ContestExperiment method) print_aggregate_tensorboard_logs() (in module bnelearn.util.logging) print_full_tensorboard_logs() (in module bnelearn.util.logging) PrisonersDilemma (class in bnelearn.mechanism.matrix_games) process_figure() (in module bnelearn.util.logging) PSOLearner (class in bnelearn.learner) PVSampler (class in bnelearn.sampler.base)

R

read_bne_utility_database() (in module bnelearn.util.logging) redraw_every_iteration (bnelearn.experiment.configurations.LearningConfig attribute) ReinforceLearner (class in bnelearn.learner) remove_hooks() (in module bnelearn.util.autograd_hacks) reset() (bnelearn.strategy.NeuralNetStrategy method) ReverseBidder (class in bnelearn.bidder) risk (bnelearn.experiment.configurations.SettingConfig attribute) RockPaperScissors (class in bnelearn.mechanism.matrix_games) run() (bnelearn.experiment.experiment.Experiment method) (bnelearn.mechanism.auctions_combinatorial.CombinatorialAuction method) (bnelearn.mechanism.auctions_combinatorial.LLGAuction method) (bnelearn.mechanism.auctions_combinatorial.LLGFullAuction method) (bnelearn.mechanism.auctions_combinatorial.LLLLGGAuction method) (bnelearn.mechanism.auctions_multiunit.FPSBSplitAwardAuction method) (bnelearn.mechanism.auctions_multiunit.MultiUnitDiscriminatoryAuction method) (bnelearn.mechanism.auctions_multiunit.MultiUnitUniformPriceAuction method) (bnelearn.mechanism.auctions_multiunit.MultiUnitVickreyAuction method) (bnelearn.mechanism.auctions_single_item.AllPayAuction method) (bnelearn.mechanism.auctions_single_item.FirstPriceSealedBidAuction method) (bnelearn.mechanism.auctions_single_item.ThirdPriceSealedBidAuction method) (bnelearn.mechanism.auctions_single_item.VickreyAuction method) (bnelearn.mechanism.auctions_single_player.StaticFunctionMechanism method) (bnelearn.mechanism.auctions_single_player.StaticMechanism method) (bnelearn.mechanism.contests_single_item.CrowdsourcingContest method) (bnelearn.mechanism.contests_single_item.TullockContest method) (bnelearn.mechanism.mechanism.Mechanism method)

run_auction_test() (in module bnelearn.tests.test_zzz_experiment_runtime) run_combinatorial_test() (in module bnelearn.tests.test_combinatorial_auctions) run_efficiency_test() (in module bnelearn.tests.test_market_outcomes) run_llg_test() (in module bnelearn.tests.test_llg_auctions) run_LLLLGG_test() (in module bnelearn.tests.test_llllgg_auctions) (in module bnelearn.tests.test_llllgg_core_solver_comp) running (bnelearn.experiment.configurations.ExperimentConfig attribute) RunningConfig (class in bnelearn.experiment.configurations)

S

sampler (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute) save_experiment_config() (in module bnelearn.util.logging) save_figure_data_to_disk (bnelearn.experiment.configurations.LoggingConfig attribute) save_figure_to_disk_png (bnelearn.experiment.configurations.LoggingConfig attribute) save_figure_to_disk_svg (bnelearn.experiment.configurations.LoggingConfig attribute) save_models (bnelearn.experiment.configurations.LoggingConfig attribute) save_tb_events_to_binary_detailed (bnelearn.experiment.configurations.LoggingConfig attribute) save_tb_events_to_csv_aggregate (bnelearn.experiment.configurations.LoggingConfig attribute) save_tb_events_to_csv_detailed (bnelearn.experiment.configurations.LoggingConfig attribute) scheduler_hyperparams (bnelearn.experiment.configurations.LearningConfig attribute) scheduler_type (bnelearn.experiment.configurations.LearningConfig attribute) seeds (bnelearn.experiment.configurations.RunningConfig attribute) set_hardware() (bnelearn.experiment.configuration_manager.ConfigurationManager method)

set_learning() (bnelearn.experiment.configuration_manager.ConfigurationManager method) set_logging() (bnelearn.experiment.configuration_manager.ConfigurationManager method) set_setting() (bnelearn.experiment.configuration_manager.ConfigurationManager method) set_up_environment() (in module bnelearn.tests.test_learners) setting (bnelearn.experiment.configurations.ExperimentConfig attribute) SettingConfig (class in bnelearn.experiment.configurations) SingleItemExperiment (class in bnelearn.experiment.single_item_experiment) smoothing_temperature (bnelearn.experiment.configurations.LearningConfig attribute) solve() (bnelearn.util.mpc.MpcSolver method) specific_gpu (bnelearn.experiment.configurations.HardwareConfig attribute) SplitAwardExperiment (class in bnelearn.experiment.multi_unit_experiment) SplitAwardValuationObservationSampler (class in bnelearn.sampler.samplers_ipv) StaticFunctionMechanism (class in bnelearn.mechanism.auctions_single_player) StaticMechanism (class in bnelearn.mechanism.auctions_single_player) strat_to_bidder() (in module bnelearn.tests.test_auction_environment) (in module bnelearn.tests.test_auction_learning) (in module bnelearn.tests.test_learners) strat_to_player() (in module bnelearn.tests.test_matrix_FP) Strategy (class in bnelearn.strategy) support_bounds (bnelearn.sampler.samplers_ipv.UniformSymmetricIPVSampler attribute) SymmetricIPVSampler (class in bnelearn.sampler.samplers_ipv) SymmetricPriorSingleItemExperiment (class in bnelearn.experiment.single_item_experiment) symsqrt() (in module bnelearn.util.autograd_hacks)

T

tabulate_tensorboard_logs() (in module bnelearn.util.logging) test_action_caching_with_manual_observation_change() (in module bnelearn.tests.test_strategies_and_bidders) test_AESPG_learner_SGD() (in module bnelearn.tests.test_learners) test_affiliated_values() (in module bnelearn.tests.test_samplers.test_affiliated_value) test_all_experiments_serialization() (in module bnelearn.tests.test_experiment_serialization) test_allpay_correctness() (in module bnelearn.tests.test_single_item_auctions) test_allpay_illegal_arguments() (in module bnelearn.tests.test_single_item_auctions) test_auction_environment() (in module bnelearn.tests.test_auction_environment) test_bidder_with_cached_actions() (in module bnelearn.tests.test_strategies_and_bidders) test_bne_utility_database() (in module bnelearn.tests.test_bne_database) test_closure_strategy_basic() (in module bnelearn.tests.test_strategies_and_bidders) test_closure_strategy_invalid_input() (in module bnelearn.tests.test_strategies_and_bidders) test_combinatorial() (in module bnelearn.tests.test_combinatorial_auctions) test_correlated_Bernoulli_weight_pv() (in module bnelearn.tests.test_samplers.test_correlated_pv) test_correlated_constant_weight_pv() (in module bnelearn.tests.test_samplers.test_correlated_pv) test_crowdsourcing_correctness() (in module bnelearn.tests.test_single_item_contests) test_crowdsourcing_illegal_arguments() (in module bnelearn.tests.test_single_item_contests) test_efficiency() (in module bnelearn.tests.test_market_outcomes) test_ES_learner_SGD() (in module bnelearn.tests.test_learners) test_ex_interim_util_loss_estimator_fpsb_bne() (in module bnelearn.tests.test_util_loss_estimator) test_ex_interim_util_loss_estimator_splitaward_bne() (in module bnelearn.tests.test_util_loss_estimator) test_ex_post_util_loss_estimator_truthful() (in module bnelearn.tests.test_util_loss_estimator) test_FictitiousPlayMixedStrategy_BoS() (in module bnelearn.tests.test_matrix_FP) test_FictitiousPlayMixedStrategy_MP() (in module bnelearn.tests.test_matrix_FP) test_FictitiousPlayMixedStrategy_PD() (in module bnelearn.tests.test_matrix_FP) test_FictitiousPlaySmoothStrategy_BoS() (in module bnelearn.tests.test_matrix_FP) test_FictitiousPlaySmoothStrategy_MP() (in module bnelearn.tests.test_matrix_FP) test_FictitiousPlaySmoothStrategy_PD() (in module bnelearn.tests.test_matrix_FP) test_FictitiousPlayStrategy_BoS() (in module bnelearn.tests.test_matrix_FP) test_FictitiousPlayStrategy_MP() (in module bnelearn.tests.test_matrix_FP) test_FictitiousPlayStrategy_PD() (in module bnelearn.tests.test_matrix_FP) test_fpsb_correctness() (in module bnelearn.tests.test_single_item_auctions) test_fpsb_illegal_arguments() (in module bnelearn.tests.test_single_item_auctions) test_fpsbsaa_correctness() (in module bnelearn.tests.test_reverse_auctions) test_gaussian_symmetric_ipv() (in module bnelearn.tests.test_samplers.test_ipv) test_invalid_actions_float() (in module bnelearn.tests.test_matrix_games) test_invalid_actions_out_of_bounds() (in module bnelearn.tests.test_matrix_games) test_invalid_actions_shape() (in module bnelearn.tests.test_matrix_games) test_learning_in_fpsb_environment() (in module bnelearn.tests.test_auction_learning) test_LLG_first_price() (in module bnelearn.tests.test_llg_auctions) test_LLG_full() (in module bnelearn.tests.test_llg_auctions) test_LLG_nearest_bid() (in module bnelearn.tests.test_llg_auctions) test_LLG_nearest_vcg() (in module bnelearn.tests.test_llg_auctions) test_LLG_proxy() (in module bnelearn.tests.test_llg_auctions) test_LLG_vcg() (in module bnelearn.tests.test_llg_auctions) test_LLLLGG() (in module bnelearn.tests.test_llllgg_auctions) test_LLLLGG_gurobi() (in module bnelearn.tests.test_llllgg_auctions) test_LLLLGG_solver_identical_results() (in module bnelearn.tests.test_llllgg_core_solver_comp) test_local_global_auctions() (in module bnelearn.tests.test_zzz_experiment_runtime)

test_local_global_samplers() (in module bnelearn.tests.test_samplers.test_composite_samplers) test_mida_correctness() (in module bnelearn.tests.test_multi_unit_auctions) test_mineral_rights() (in module bnelearn.tests.test_samplers.test_mineral_rights) test_miup_correctness() (in module bnelearn.tests.test_multi_unit_auctions) test_miva_correctness() (in module bnelearn.tests.test_multi_unit_auctions) test_mixed_strategy_invalid_action_probabilities() (in module bnelearn.tests.test_matrix_games) test_mixed_strategy_invalid_action_shape() (in module bnelearn.tests.test_matrix_games) test_mixed_strategy_playing_2p() (in module bnelearn.tests.test_matrix_games) test_mixed_strategy_playing_3p() (in module bnelearn.tests.test_matrix_games) test_multi_unit_auctions() (in module bnelearn.tests.test_zzz_experiment_runtime) test_nn_initialization() (in module bnelearn.tests.test_strategies_nn) test_output_correctness_2x2() (in module bnelearn.tests.test_matrix_games) test_output_correctness_2x3() (in module bnelearn.tests.test_matrix_games) test_output_correctness_3x2() (in module bnelearn.tests.test_matrix_games) test_output_on_cpu() (in module bnelearn.tests.test_matrix_games) test_output_on_gpu() (in module bnelearn.tests.test_matrix_games) test_output_shapes() (in module bnelearn.tests.test_matrix_games) test_parallel_closure_evaluation() (in module bnelearn.tests.test_strategies_and_bidders) test_PG_learner_SGD() (in module bnelearn.tests.test_learners) test_prisoners_dilemma_training_separate_models() (in module bnelearn.tests.test_matrix_game_training) test_prisoners_dilemma_training_shared_model() (in module bnelearn.tests.test_matrix_game_training) test_PSO_learner_SGD() (in module bnelearn.tests.test_learners) test_revenue() (in module bnelearn.tests.test_market_outcomes) test_single_item_auctions() (in module bnelearn.tests.test_zzz_experiment_runtime) test_static_mechanism() (in module bnelearn.tests.test_learners) test_thirdprice_correctness() (in module bnelearn.tests.test_single_item_auctions) test_thirdprice_illegal_arguments() (in module bnelearn.tests.test_single_item_auctions) test_truthful_strategy() (in module bnelearn.tests.test_strategies_and_bidders) test_tullock_correctness() (in module bnelearn.tests.test_single_item_contests) test_tullock_illegal_arguments() (in module bnelearn.tests.test_single_item_contests) test_uniform_symmetric_ipv() (in module bnelearn.tests.test_samplers.test_ipv) (in module bnelearn.tests.test_samplers.test_multi_unit) test_vickrey_correctness() (in module bnelearn.tests.test_single_item_auctions) ThirdPriceSealedBidAuction (class in bnelearn.mechanism.auctions_single_item) to() (bnelearn.strategy.ClosureStrategy method) (bnelearn.strategy.MatrixGameStrategy method) train() (in module bnelearn.tests.test_matrix_FP) training (bnelearn.strategy.FictitiousNeuralPlayStrategy attribute) (bnelearn.strategy.MatrixGameStrategy attribute) (bnelearn.strategy.NeuralNetStrategy attribute) (bnelearn.strategy.TruthfulStrategy attribute) (bnelearn.util.tensor_util.GaussLayer attribute) (bnelearn.util.tensor_util.UniformLayer attribute) truthful_bid() (in module bnelearn.experiment.equilibria) TruthfulStrategy (class in bnelearn.strategy) tullock_impact_factor (bnelearn.experiment.configurations.SettingConfig attribute) TullockContest (class in bnelearn.mechanism.contests_single_item) TwoPlayerAsymmetricBetaPriorSingleItemExperiment (class in bnelearn.experiment.single_item_experiment) TwoPlayerAsymmetricUniformPriorSingleItemExperiment (class in bnelearn.experiment.single_item_experiment)

U

u_hi (bnelearn.experiment.configurations.SettingConfig attribute) u_lo (bnelearn.experiment.configurations.SettingConfig attribute) UniformLayer (class in bnelearn.util.tensor_util) UniformSymmetricIPVSampler (class in bnelearn.sampler.samplers_ipv) UniformSymmetricPriorSingleItemExperiment (class in bnelearn.experiment.single_item_experiment) update_beliefs() (bnelearn.strategy.FictitiousPlayStrategy method) update_observations() (bnelearn.strategy.FictitiousPlayMixedStrategy method) (bnelearn.strategy.FictitiousPlayStrategy method) update_strategy() (bnelearn.learner.GradientBasedLearner method) (bnelearn.learner.Learner method) (bnelearn.learner.PSOLearner method)

update_strategy_and_evaluate_utility() (bnelearn.learner.GradientBasedLearner method) (bnelearn.learner.Learner method) (bnelearn.learner.PSOLearner method) update_tau() (bnelearn.strategy.FictitiousPlaySmoothStrategy method) UPPER_BOUND_QUARTILE_IF_UNBOUNDED (bnelearn.sampler.samplers_ipv.SymmetricIPVSampler attribute) util_loss_batch_size (bnelearn.experiment.configurations.LoggingConfig attribute) util_loss_grid_size (bnelearn.experiment.configurations.LoggingConfig attribute) util_loss_opponent_batch_size (bnelearn.experiment.configurations.LoggingConfig attribute)

V

v_opt (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute) valuation_mean (bnelearn.experiment.configurations.SettingConfig attribute) valuation_size (bnelearn.experiment.combinatorial_experiment.LLGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLGFullExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLGGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LLLLRRGExperiment attribute) (bnelearn.experiment.combinatorial_experiment.LocalGlobalExperiment attribute) (bnelearn.experiment.experiment.Experiment attribute) (bnelearn.experiment.multi_unit_experiment.MultiUnitExperiment attribute) (bnelearn.experiment.multi_unit_experiment.SplitAwardExperiment attribute) (bnelearn.experiment.single_item_experiment.AffiliatedObservationsExperiment attribute) (bnelearn.experiment.single_item_experiment.ContestExperiment attribute) (bnelearn.experiment.single_item_experiment.GaussianSymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.MineralRightsExperiment attribute) (bnelearn.experiment.single_item_experiment.SingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.SymmetricPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricBetaPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.TwoPlayerAsymmetricUniformPriorSingleItemExperiment attribute) (bnelearn.experiment.single_item_experiment.UniformSymmetricPriorSingleItemExperiment attribute) (bnelearn.sampler.samplers_ipv.UniformSymmetricIPVSampler attribute)

valuation_std (bnelearn.experiment.configurations.SettingConfig attribute) ValuationObservationSampler (class in bnelearn.sampler.base) value_contest (bnelearn.experiment.configurations.LearningConfig attribute) VickreyAuction (class in bnelearn.mechanism.auctions_single_item)

W

write_bne_utility_database() (in module bnelearn.util.logging)