Index

A

action_choice() (InflGame.MARL.IQL_async.IQL_async method) (InflGame.MARL.IQL_sync.IQL_sync method) AdaptiveEnv (class in InflGame.adaptive.grad_func_env) add_rl_example_script_args() (in module InflGame.MARL.utils.my_parse) adjusted_episodes() (in module InflGame.MARL.utils.IQL_utils) adjusted_epsilon() (in module InflGame.MARL.utils.IQL_utils) adjusted_temperature() (in module InflGame.MARL.utils.IQL_utils) agent_optimal_position_setup() (in module InflGame.utils.general)

agent_parameter_setup() (in module InflGame.utils.general) agent_position_setup() (in module InflGame.utils.general) analyze_grid_search_results() (InflGame.adaptive.monte_search.search_env method) analyze_near_critical_point() (InflGame.adaptive.visualization.Shell method) analyze_unique_equilibria() (in module InflGame.adaptive.monte_search) analyze_zero_crossings() (InflGame.adaptive.visualization.Shell method) async_game module

B

ba2xy() (in module InflGame.domains.simplex.simplex_utils) ba2xy_vectorized() (in module InflGame.domains.simplex.simplex_utils) beta_distribution() (in module InflGame.domains.rd) bifurcation_analysis module

bifurcation_plot_AD_MARL() (InflGame.adaptive.visualization.Shell method) bifurcation_type_helper() (in module InflGame.domains.one_d.one_utils) BifurcationEnv (class in InflGame.adaptive.bifurcation_analysis)

C

calc_direction_and_strength() (InflGame.adaptive.visualization.Shell method) calc_infl_dist() (InflGame.adaptive.visualization.Shell method) classify_equilibrium_type() (in module InflGame.domains.one_d.one_utils) (InflGame.adaptive.monte_search.search_env method) close() (InflGame.MARL.async_game.influencer_env_async method) (InflGame.MARL.sync_game.influencer_env_sync method)

compute_jacobian_optimized() (in module InflGame.adaptive.jacobian) cosine_annealing_distance_dependent() (in module InflGame.MARL.utils.IQL_utils) cov_matrix() (in module InflGame.kernels.MV_gauss) cov_matrix_vectorized() (in module InflGame.kernels.MV_gauss) create_gradient_vector_field_plot_clipped() (in module InflGame.domains.one_d.one_plots) critical_values_plot() (in module InflGame.domains.one_d.one_utils)

D

d_ln_f() (in module InflGame.kernels.diric) (in module InflGame.kernels.gauss) (in module InflGame.kernels.jones) (in module InflGame.kernels.MV_gauss) d_ln_f_vectorized() (in module InflGame.kernels.diric) (in module InflGame.kernels.gauss) (in module InflGame.kernels.jones) (in module InflGame.kernels.MV_gauss) d_lnf_matrix() (InflGame.adaptive.grad_func_env.AdaptiveEnv method) d_torch() (InflGame.adaptive.grad_func_env.AdaptiveEnv method) data_directory() (in module InflGame.utils.data_management) data_final_name() (in module InflGame.utils.data_management) data_management module data_name() (in module InflGame.utils.data_management) data_parameters() (in module InflGame.utils.data_management) dd_lnf_matrix() (in module InflGame.adaptive.jacobian)

detect_approximate_cycles() (InflGame.adaptive.monte_search.search_env method) direction_strength_1d() (in module InflGame.domains.one_d.one_utils) direction_strength_1d_OLD() (in module InflGame.domains.one_d.one_utils) diric module dirichlet_distribution() (in module InflGame.domains.rd) discrete_covariance() (in module InflGame.utils.general) discrete_mean() (in module InflGame.utils.general) discrete_variance() (in module InflGame.utils.general) dist_and_pos_plot_1d() (in module InflGame.domains.one_d.one_plots) dist_and_pos_plot_2d_simple() (in module InflGame.domains.two_d.two_plots) dist_and_pos_plot_simplex() (in module InflGame.domains.simplex.simplex_plots) dist_plot() (InflGame.adaptive.visualization.Shell method) dist_plot_2d() (in module InflGame.domains.two_d.two_plots) dist_plot_simplex() (in module InflGame.domains.simplex.simplex_plots) dist_pos_gif() (InflGame.adaptive.visualization.Shell method) dist_pos_plot() (InflGame.adaptive.visualization.Shell method)

E

equalibirium_bifurication_plot_simplex() (in module InflGame.domains.simplex.simplex_plots) equilibrium_bifurcation_complete() (InflGame.adaptive.bifurcation_analysis.BifurcationEnv method) equilibrium_bifurcation_envelope_plot_1d() (in module InflGame.domains.one_d.one_plots) equilibrium_bifurcation_envelope_plot_1d_COMPLETE() (in module InflGame.domains.one_d.one_plots)

equilibrium_bifurcation_plot() (InflGame.adaptive.visualization.Shell method) equilibrium_bifurcation_plot_1d() (in module InflGame.domains.one_d.one_plots) equilibrium_bifurcation_plot_2d_simple() (in module InflGame.domains.two_d.two_plots) experiments module

F

figure_directory() (in module InflGame.utils.general) figure_final_name() (in module InflGame.utils.general) figure_name() (in module InflGame.utils.general) final_pos_over_reach() (InflGame.adaptive.bifurcation_analysis.BifurcationEnv method) final_pos_over_reach_envelope() (InflGame.adaptive.bifurcation_analysis.BifurcationEnv method) final_position_histogram_1d() (in module InflGame.domains.one_d.one_plots) find_and_analyze_zero_crossings() (InflGame.adaptive.visualization.Shell method)

find_convergence_intersections() (InflGame.adaptive.bifurcation_analysis.BifurcationEnv method) find_second_order_bifs() (InflGame.adaptive.bifurcation_analysis.BifurcationEnv method) find_third_order_bifurcations_refined() (InflGame.adaptive.bifurcation_analysis.BifurcationEnv method) find_zero_crossings() (InflGame.adaptive.visualization.Shell method) first_order_bifurcation_plot() (InflGame.adaptive.bifurcation_analysis.BifurcationEnv method) (InflGame.adaptive.visualization.Shell method) flatten_list() (in module InflGame.utils.general)

G

gauss module gaussian_smooth() (in module InflGame.utils.smoothing) gaussian_symmetric_stability_2d() (in module InflGame.kernels.MV_gauss) general module generate_color_palette() (in module InflGame.utils.general) generate_constrained_2d_points() (in module InflGame.domains.one_d.one_utils) get_color_by_index() (in module InflGame.utils.general) get_wrapper_attr() (InflGame.MARL.async_game.influencer_env_async method) (InflGame.MARL.sync_game.influencer_env_sync method)

grad_func_env module grad_plot() (InflGame.adaptive.visualization.Shell method) gradient() (InflGame.adaptive.grad_func_env.AdaptiveEnv method) gradient_ascent() (InflGame.adaptive.grad_func_env.AdaptiveEnv method) gradient_ascent_monte_carlo() (InflGame.adaptive.monte_search.search_env method) gradient_function() (InflGame.adaptive.grad_func_env.AdaptiveEnv method) gradient_plot_1d() (in module InflGame.domains.one_d.one_plots) grid_search_newton_4player_xyz() (InflGame.adaptive.newton_search.newton_method method) grid_search_newton_4player_xyz_over_reach() (InflGame.adaptive.newton_search.newton_method method)

H

has_wrapper_attr() (InflGame.MARL.async_game.influencer_env_async method) (InflGame.MARL.sync_game.influencer_env_sync method)

I

InflGame module InflGame.adaptive module InflGame.adaptive.bifurcation_analysis module InflGame.adaptive.grad_func_env module InflGame.adaptive.jacobian module InflGame.adaptive.monte_search module InflGame.adaptive.newton_search module InflGame.adaptive.visualization module InflGame.domains module InflGame.domains.one_d module InflGame.domains.one_d.one_plots module InflGame.domains.one_d.one_utils module InflGame.domains.simplex module InflGame.domains.simplex.simplex_plots module InflGame.domains.simplex.simplex_utils module InflGame.domains.two_d module InflGame.domains.two_d.two_plots module InflGame.domains.two_d.two_utils module InflGame.kernels module InflGame.kernels.diric module InflGame.kernels.gauss module InflGame.kernels.jones module InflGame.kernels.MV_gauss module InflGame.MARL module InflGame.MARL.async_game module InflGame.MARL.IQL_async module

InflGame.MARL.IQL_sync module InflGame.MARL.MARL_plots module InflGame.MARL.sync_game module InflGame.MARL.utils module InflGame.MARL.utils.experiments module InflGame.MARL.utils.IQL_utils module InflGame.MARL.utils.MARL_utils module InflGame.MARL.utils.my_parse module InflGame.utils module InflGame.utils.data_management module InflGame.utils.general module InflGame.utils.plot_utils module InflGame.utils.smoothing module InflGame.utils.validation module influence() (in module InflGame.kernels.diric) (in module InflGame.kernels.gauss) (in module InflGame.kernels.jones) (in module InflGame.kernels.MV_gauss) influence_matrix() (InflGame.adaptive.grad_func_env.AdaptiveEnv method) influence_matrix_optimized() (in module InflGame.MARL.utils.MARL_utils) influence_vectorized() (in module InflGame.kernels.diric) (in module InflGame.kernels.gauss) (in module InflGame.kernels.jones) (in module InflGame.kernels.MV_gauss) influencer_env_async (class in InflGame.MARL.async_game) influencer_env_sync (class in InflGame.MARL.sync_game) initial_position_to_observation() (InflGame.MARL.async_game.influencer_env_async method) (InflGame.MARL.sync_game.influencer_env_sync method) IQL_async module IQL_async (class in InflGame.MARL.IQL_async) IQL_sync module IQL_sync (class in InflGame.MARL.IQL_sync) IQL_utils module

J

jacobian_diag() (in module InflGame.adaptive.jacobian) jacobian_matrix() (in module InflGame.adaptive.jacobian) jacobian_off_diag() (in module InflGame.adaptive.jacobian)

jacobian_stability_fast() (InflGame.adaptive.visualization.Shell method) jones module

L

learning_rate() (in module InflGame.utils.general)

learning_rate_large_end() (InflGame.adaptive.bifurcation_analysis.BifurcationEnv method)

M

MARL_plots module MARL_utils module matrix_builder() (in module InflGame.utils.general) median_smooth() (in module InflGame.utils.smoothing) module async_game bifurcation_analysis data_management diric experiments gauss general grad_func_env InflGame InflGame.adaptive InflGame.adaptive.bifurcation_analysis InflGame.adaptive.grad_func_env InflGame.adaptive.jacobian InflGame.adaptive.monte_search InflGame.adaptive.newton_search InflGame.adaptive.visualization InflGame.domains InflGame.domains.one_d InflGame.domains.one_d.one_plots InflGame.domains.one_d.one_utils InflGame.domains.simplex InflGame.domains.simplex.simplex_plots InflGame.domains.simplex.simplex_utils InflGame.domains.two_d InflGame.domains.two_d.two_plots InflGame.domains.two_d.two_utils InflGame.kernels InflGame.kernels.diric InflGame.kernels.gauss InflGame.kernels.jones InflGame.kernels.MV_gauss InflGame.MARL InflGame.MARL.async_game InflGame.MARL.IQL_async InflGame.MARL.IQL_sync InflGame.MARL.MARL_plots InflGame.MARL.sync_game InflGame.MARL.utils InflGame.MARL.utils.experiments InflGame.MARL.utils.IQL_utils InflGame.MARL.utils.MARL_utils InflGame.MARL.utils.my_parse InflGame.utils InflGame.utils.data_management InflGame.utils.general InflGame.utils.plot_utils InflGame.utils.smoothing InflGame.utils.validation IQL_async IQL_sync IQL_utils jones MARL_plots MARL_utils monte_search MV_gauss my_parse one_plots one_utils plot_utils rd root_finding simplex_plots simplex_utils smoothing sync_game two_plots two_utils validation Visualization

monte_carlo_unit_hypercube() (InflGame.adaptive.monte_search.search_env method) monte_search module multi_modal_gaussian_distribution_1D() (in module InflGame.domains.rd) multi_modal_gaussian_distribution_2D() (in module InflGame.domains.rd) MV_gauss module mv_gradient_ascent() (InflGame.adaptive.grad_func_env.AdaptiveEnv method) my_parse module

N

newton_adaptive() (InflGame.adaptive.newton_search.newton_method method) newton_method (class in InflGame.adaptive.newton_search) newton_root_finder() (InflGame.adaptive.newton_search.newton_method method) newton_trust_region() (InflGame.adaptive.newton_search.newton_method method)

np_random (InflGame.MARL.async_game.influencer_env_async property) (InflGame.MARL.sync_game.influencer_env_sync property) np_random_seed (InflGame.MARL.async_game.influencer_env_async property) (InflGame.MARL.sync_game.influencer_env_sync property)

O

observation_initialized() (InflGame.MARL.IQL_async.IQL_async method) (InflGame.MARL.IQL_sync.IQL_sync method) observation_to_position() (in module InflGame.MARL.utils.MARL_utils) (InflGame.MARL.async_game.influencer_env_async method) (InflGame.MARL.sync_game.influencer_env_sync method) observation_update() (InflGame.MARL.async_game.influencer_env_async method) (InflGame.MARL.sync_game.influencer_env_sync method)

one_plots module one_utils module organize_array() (in module InflGame.utils.general)

P

param() (in module InflGame.kernels.diric) param_vectorized() (in module InflGame.kernels.diric) plot_3d_fixed_diagonal_view() (InflGame.adaptive.visualization.Shell method) plot_3d_fixed_diagonal_view_gif() (InflGame.adaptive.visualization.Shell method) plot_3d_gradient_ascent_paths_interactive() (InflGame.adaptive.visualization.Shell method) plot_equilibrium_analysis() (InflGame.adaptive.monte_search.search_env method) plot_utils module policy_deterministically_to_actions() (in module InflGame.MARL.MARL_plots) policy_histogram() (in module InflGame.MARL.MARL_plots) pos_plot() (in module InflGame.MARL.MARL_plots) (InflGame.adaptive.visualization.Shell method) pos_plot_1d() (in module InflGame.domains.one_d.one_plots) pos_plot_simplex() (in module InflGame.domains.simplex.simplex_plots)

position_at_equalibirum_histogram() (InflGame.adaptive.visualization.Shell method) positions_list() (in module InflGame.MARL.utils.MARL_utils) possible_observations() (in module InflGame.MARL.utils.MARL_utils) print_equilibrium_analysis() (in module InflGame.adaptive.monte_search) print_results_summary() (InflGame.adaptive.monte_search.search_env method) prob_matrix() (in module InflGame.MARL.utils.MARL_utils) (InflGame.adaptive.grad_func_env.AdaptiveEnv method) prob_matrix_optimized() (in module InflGame.MARL.utils.MARL_utils) prob_plot() (InflGame.adaptive.visualization.Shell method) prob_plot_1d() (in module InflGame.domains.one_d.one_plots) projection_onto_simplex() (in module InflGame.domains.simplex.simplex_utils) projection_onto_simplex_vectorized() (in module InflGame.domains.simplex.simplex_utils) projection_to_3d_auto_constrained() (in module InflGame.domains.one_d.one_utils) projection_to_plane_coordinates() (in module InflGame.domains.one_d.one_utils)

Q

Q_max_action() (InflGame.MARL.IQL_async.IQL_async method) (InflGame.MARL.IQL_sync.IQL_sync method) Q_soft_max_action() (InflGame.MARL.IQL_async.IQL_async method) (InflGame.MARL.IQL_sync.IQL_sync method) Q_step() (InflGame.MARL.IQL_async.IQL_async method) (InflGame.MARL.IQL_sync.IQL_sync method)

q_table_data_load() (in module InflGame.utils.data_management) Q_table_initiation() (InflGame.MARL.IQL_async.IQL_async method) (InflGame.MARL.IQL_sync.IQL_sync method) Q_table_to_tensor() (in module InflGame.MARL.utils.IQL_utils) q_tables_to_q_tensors() (in module InflGame.MARL.utils.IQL_utils) Q_tensor_to_policy() (in module InflGame.MARL.utils.IQL_utils)

R

rd module remove_all_tuples() (in module InflGame.MARL.utils.MARL_utils) remove_tuples() (in module InflGame.MARL.utils.MARL_utils) render() (InflGame.MARL.async_game.influencer_env_async method) (InflGame.MARL.sync_game.influencer_env_sync method) reset() (InflGame.MARL.async_game.influencer_env_async method) (InflGame.MARL.sync_game.influencer_env_sync method) resource_distribution_choice() (in module InflGame.domains.rd) resource_parameter_setup() (in module InflGame.utils.general) reverse_cosine_annealing() (in module InflGame.MARL.utils.IQL_utils)

reward_dict() (in module InflGame.MARL.utils.MARL_utils) reward_dict_optimized() (in module InflGame.MARL.utils.MARL_utils) reward_F() (InflGame.adaptive.grad_func_env.AdaptiveEnv method) REWARD_MAP() (InflGame.MARL.async_game.influencer_env_async method) (InflGame.MARL.sync_game.influencer_env_sync method) reward_obs() (in module InflGame.MARL.utils.MARL_utils) reward_obs_optimized() (in module InflGame.MARL.utils.MARL_utils) reward_plot() (in module InflGame.MARL.MARL_plots) root_finding module run_experiment() (in module InflGame.MARL.utils.experiments)

S

search_env (class in InflGame.adaptive.monte_search) search_Eq() (InflGame.adaptive.monte_search.search_env method) set_wrapper_attr() (InflGame.MARL.async_game.influencer_env_async method) (InflGame.MARL.sync_game.influencer_env_sync method) setup_adaptive_env() (InflGame.adaptive.bifurcation_analysis.BifurcationEnv method) (InflGame.adaptive.monte_search.search_env method) (InflGame.adaptive.visualization.Shell method) setup_bifurcation_env() (InflGame.adaptive.visualization.Shell method) Shell (class in InflGame.adaptive.visualization) shift_matrix() (InflGame.adaptive.grad_func_env.AdaptiveEnv method) shift_matrix_jacobian() (in module InflGame.adaptive.jacobian) shift_matrix_jacobian_ii() (in module InflGame.adaptive.jacobian) shift_matrix_jacobian_ij() (in module InflGame.adaptive.jacobian) side_by_side_plots() (in module InflGame.utils.plot_utils) simple_diagonal_test_point() (InflGame.adaptive.visualization.Shell method) simplex_bin_setup() (in module InflGame.domains.simplex.simplex_utils) simplex_bin_setup_vectorized() (in module InflGame.domains.simplex.simplex_utils) simplex_plot_resources() (in module InflGame.domains.simplex.simplex_plots) simplex_plots module

simplex_setup() (in module InflGame.domains.simplex.simplex_utils) simplex_utils module smoothing module smoothing_zeros() (in module InflGame.utils.general) smoothing_zeros_batch() (in module InflGame.utils.general) split_favor_bottom() (in module InflGame.utils.general) step() (InflGame.MARL.async_game.influencer_env_async method) (InflGame.MARL.sync_game.influencer_env_sync method) sv_gradient_ascent() (InflGame.adaptive.grad_func_env.AdaptiveEnv method) symmetric_nash() (in module InflGame.kernels.MV_gauss) symmetric_nash_stability() (in module InflGame.kernels.gauss) (in module InflGame.kernels.MV_gauss) symmetric_nash_stability_vectorized() (in module InflGame.kernels.gauss) symmetric_nash_vectorized() (in module InflGame.kernels.MV_gauss) symmetric_splitting() (in module InflGame.domains.one_d.one_utils) sync_game module

T

three_agent_dynamics() (in module InflGame.domains.one_d.one_plots) three_agent_pos_3A1d() (InflGame.adaptive.visualization.Shell method) three_agent_pos_3d() (InflGame.adaptive.visualization.Shell method) to_base_env() (InflGame.MARL.async_game.influencer_env_async method) (InflGame.MARL.sync_game.influencer_env_sync method) train() (InflGame.MARL.IQL_async.IQL_async method) (InflGame.MARL.IQL_sync.IQL_sync method)

trust_region_learning_rate() (in module InflGame.utils.general) try_import_scipy() (in module InflGame.utils.smoothing) two_dimensional_rectangle_setup() (in module InflGame.domains.two_d.two_utils) two_plots module two_utils module

U

unit_cube_3d() (InflGame.adaptive.monte_search.search_env method)

unwrapped (InflGame.MARL.async_game.influencer_env_async property) (InflGame.MARL.sync_game.influencer_env_sync property)

V

validate_adaptive_config() (in module InflGame.utils.validation) validation module vect_plot() (InflGame.adaptive.visualization.Shell method)

vector_plot_1d() (in module InflGame.domains.one_d.one_plots) Visualization module visualize_equilibrium_clustering() (in module InflGame.adaptive.monte_search)

W

with_agent_groups() (InflGame.MARL.async_game.influencer_env_async method) (InflGame.MARL.sync_game.influencer_env_sync method)

X

xy2ba() (in module InflGame.domains.simplex.simplex_utils)

xy2ba_vectorized() (in module InflGame.domains.simplex.simplex_utils)