Index

_

__init__() (c4.C4 method) (game_runner.GameRunner method) (gomoku.Gomoku method) (mcts.MCTS method) (mcts.State method) (mctsnc.MCTSNC method) (utils.Logger method) __module__ (c4.C4 attribute) (game_runner.GameRunner attribute) (gomoku.Gomoku attribute) (mcts.MCTS attribute) (mcts.State attribute) (mctsnc.MCTSNC attribute) (utils.Logger attribute) __repr__() (mcts.MCTS method) (mctsnc.MCTSNC method) __str__() (c4.C4 method) (gomoku.Gomoku method) (mcts.MCTS method) (mcts.State method) (mctsnc.MCTSNC method) _backup() (mcts.MCTS method) _backup_1_acp_prodigal() (mctsnc.MCTSNC static method) _backup_1_acp_thrifty() (mctsnc.MCTSNC static method) _backup_2_acp() (mctsnc.MCTSNC static method) _backup_ocp() (mctsnc.MCTSNC static method) _best_action() (mcts.MCTS method) _best_action_ucb() (mcts.MCTS method) _expand() (mcts.MCTS method) _expand_1_acp_prodigal() (mctsnc.MCTSNC static method) _expand_1_acp_thrifty() (mctsnc.MCTSNC static method) _expand_1_ocp_prodigal() (mctsnc.MCTSNC static method)

_expand_1_ocp_thrifty() (mctsnc.MCTSNC static method) _expand_2_prodigal() (mctsnc.MCTSNC static method) _expand_2_thrifty() (mctsnc.MCTSNC static method) _flatten_trees_actions_expanded_thrifty() (mctsnc.MCTSNC method) _json_dump() (mctsnc.MCTSNC method) _make_actions_info() (mcts.MCTS method) _make_actions_info_prodigal() (mctsnc.MCTSNC method) _make_actions_info_thrifty() (mctsnc.MCTSNC method) _make_performance_info() (mcts.MCTS method) (mctsnc.MCTSNC method) _memorize_root_actions_expanded() (mctsnc.MCTSNC static method) _playout() (mcts.MCTS method) _playout_acp_prodigal() (mctsnc.MCTSNC static method) _playout_acp_thrifty() (mctsnc.MCTSNC static method) _playout_ocp() (mctsnc.MCTSNC static method) _reduce_over_actions() (mcts.MCTS method) _reduce_over_actions_prodigal() (mctsnc.MCTSNC static method) _reduce_over_actions_thrifty() (mctsnc.MCTSNC static method) _reduce_over_trees_prodigal() (mctsnc.MCTSNC static method) _reduce_over_trees_thrifty() (mctsnc.MCTSNC static method) _reset() (mctsnc.MCTSNC static method) _run_acp_prodigal() (mctsnc.MCTSNC method) _run_acp_thrifty() (mctsnc.MCTSNC method) _run_ocp_prodigal() (mctsnc.MCTSNC method) _run_ocp_thrifty() (mctsnc.MCTSNC method) _select() (mcts.MCTS method) (mctsnc.MCTSNC static method) _set_cuda_constants() (mctsnc.MCTSNC method) _subtree_depths() (mcts.State method) _subtree_max_depth() (mcts.State method) _subtree_size() (mcts.State method) _validate_param() (mctsnc.MCTSNC method)

A

action_index_to_name() (c4.C4 static method) (gomoku.Gomoku static method) (mcts.State static method) action_name_to_index() (c4.C4 static method) (gomoku.Gomoku static method) (mcts.State static method) averages_printout_30s_acp_prodigal_gomoku() (in module plots) averages_printout_30s_acp_thrifty_gomoku() (in module plots)

averages_printout_30s_ocp_prodigal_gomoku() (in module plots) averages_printout_30s_ocp_thrifty_gomoku() (in module plots) averages_printout_30s_vanilla_gomoku() (in module plots) averages_printout_5s_acp_prodigal_c4() (in module plots) averages_printout_5s_acp_thrifty_c4() (in module plots) averages_printout_5s_ocp_prodigal_c4() (in module plots) averages_printout_5s_ocp_thrifty_c4() (in module plots) averages_printout_5s_vanilla_c4() (in module plots) averages_printout_generator() (in module plots)

B

best_action_plot() (in module plots)

best_action_plot_generator() (in module plots)

C

c4 module C4 (class in c4) class_repr() (c4.C4 static method) (gomoku.Gomoku static method) (mcts.State static method) compute_outcome() (in module mctsnc_game_mechanics) (mcts.State method)

compute_outcome_c4() (in module mctsnc_game_mechanics) compute_outcome_gomoku() (in module mctsnc_game_mechanics) compute_outcome_job() (c4.C4 method) (gomoku.Gomoku method) (mcts.State method) compute_outcome_job_numba_jit() (c4.C4 static method) (gomoku.Gomoku static method) cpu_and_system_props() (in module utils)

D

DEFAULT_DEVICE_MEMORY (mctsnc.MCTSNC attribute) DEFAULT_N_PLAYOUTS (mctsnc.MCTSNC attribute) DEFAULT_N_TREES (mctsnc.MCTSNC attribute) DEFAULT_SEARCH_STEPS_LIMIT (mcts.MCTS attribute) (mctsnc.MCTSNC attribute) DEFAULT_SEARCH_TIME_LIMIT (mcts.MCTS attribute) (mctsnc.MCTSNC attribute) DEFAULT_SEED (mcts.MCTS attribute) (mctsnc.MCTSNC attribute) DEFAULT_UCB_C (mcts.MCTS attribute) (mctsnc.MCTSNC attribute)

DEFAULT_VANILLA (mcts.MCTS attribute) DEFAULT_VARIANT (mctsnc.MCTSNC attribute) DEFAULT_VERBOSE_DEBUG (mcts.MCTS attribute) (mctsnc.MCTSNC attribute) DEFAULT_VERBOSE_INFO (mcts.MCTS attribute) (mctsnc.MCTSNC attribute) depths_plot() (in module plots) depths_plot_generator() (in module plots) dict_to_str() (in module utils)

E

expand() (mcts.State method)

experiment_hash_str() (in module utils)

F

flush() (utils.Logger method)

G

game_runner module GameRunner (class in game_runner) get_board() (c4.C4 method) (gomoku.Gomoku method) (mcts.State method) get_board_shape() (c4.C4 static method) (gomoku.Gomoku static method) (mcts.State static method) get_extra_info() (c4.C4 method) (gomoku.Gomoku method) (mcts.State method)

get_extra_info_memory() (c4.C4 static method) (gomoku.Gomoku static method) (mcts.State static method) get_max_actions() (c4.C4 static method) (gomoku.Gomoku static method) (mcts.State static method) get_turn() (mcts.State method) gomoku module Gomoku (class in gomoku) gpu_props() (in module utils)

H

hash_function() (in module utils)

hash_str() (in module utils)

I

init_device_side_arrays() (mctsnc.MCTSNC method) is_action_legal() (in module mctsnc_game_mechanics)

is_action_legal_c4() (in module mctsnc_game_mechanics) is_action_legal_gomoku() (in module mctsnc_game_mechanics)

L

legal_actions_playout() (in module mctsnc_game_mechanics) legal_actions_playout_c4() (in module mctsnc_game_mechanics)

legal_actions_playout_gomoku() (in module mctsnc_game_mechanics) list_to_str() (in module utils) Logger (class in utils)

M

M (c4.C4 attribute) (gomoku.Gomoku attribute) main module MAX_N_PLAYOUTS (mctsnc.MCTSNC attribute) MAX_N_TREES (mctsnc.MCTSNC attribute) MAX_STATE_BOARD_SHAPE (mctsnc.MCTSNC attribute) MAX_STATE_EXTRA_INFO_MEMORY (mctsnc.MCTSNC attribute) MAX_STATE_MAX_ACTIONS (mctsnc.MCTSNC attribute) MAX_TREE_DEPTH (mctsnc.MCTSNC attribute) MAX_TREE_SIZE (mctsnc.MCTSNC attribute) mcts module MCTS (class in mcts)

mctsnc module MCTSNC (class in mctsnc) mctsnc_game_mechanics module module c4 game_runner gomoku main mcts mctsnc mctsnc_game_mechanics plots utils

N

N (c4.C4 attribute) (gomoku.Gomoku attribute)

O

OUTCOME_MESSAGES (game_runner.GameRunner attribute)

P

pickle_objects() (in module utils)

plots module

R

run() (game_runner.GameRunner method) (mcts.MCTS method) (mctsnc.MCTSNC method)

S

save_and_zip_experiment() (in module utils) scores_array_plot() (in module plots) scores_array_plot_acp_prodigal_vs_vanilla() (in module plots) scores_array_plot_acp_thrifty_vs_vanilla_c4() (in module plots) scores_array_plot_generator() (in module plots)

scores_array_plot_ocp_prodigal_vs_vanilla_c4() (in module plots) scores_array_plot_ocp_thrifty_vs_vanilla_c4() (in module plots) State (class in mcts) SYMBOLS (c4.C4 attribute) (gomoku.Gomoku attribute)

T

take_action() (in module mctsnc_game_mechanics) (mcts.State method) take_action_c4() (in module mctsnc_game_mechanics) take_action_gomoku() (in module mctsnc_game_mechanics) take_action_job() (c4.C4 method) (gomoku.Gomoku method) (mcts.State method)

take_action_playout() (in module mctsnc_game_mechanics) take_action_playout_c4() (in module mctsnc_game_mechanics) take_action_playout_gomoku() (in module mctsnc_game_mechanics) take_random_action_playout() (c4.C4 method) (gomoku.Gomoku method) (mcts.State method)

U

unpickle_objects() (in module utils) unzip_and_load_experiment() (in module utils)

utils module

V

VARIANTS (mctsnc.MCTSNC attribute)

W

write() (utils.Logger method)