Index

_

__del__() (dacbench.logger.Logger method) (dacbench.logger.ModuleLogger method) __delattr__() (dacbench.abstract_benchmark.objdict method) __eq__() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.abstract_benchmark.objdict method) __getattr__() (dacbench.abstract_benchmark.objdict method) __getattribute__() (dacbench.wrappers.ActionFrequencyWrapper method) (dacbench.wrappers.EpisodeTimeWrapper method) (dacbench.wrappers.InstanceSamplingWrapper method) (dacbench.wrappers.ObservationWrapper method) (dacbench.wrappers.PerformanceTrackingWrapper method) (dacbench.wrappers.PolicyProgressWrapper method) (dacbench.wrappers.RewardNoiseWrapper method) (dacbench.wrappers.StateTrackingWrapper method)

__ne__() (dacbench.abstract_benchmark.objdict method) __setattr__() (dacbench.abstract_benchmark.objdict method) (dacbench.wrappers.ActionFrequencyWrapper method) (dacbench.wrappers.EpisodeTimeWrapper method) (dacbench.wrappers.InstanceSamplingWrapper method) (dacbench.wrappers.ObservationWrapper method) (dacbench.wrappers.PerformanceTrackingWrapper method) (dacbench.wrappers.PolicyProgressWrapper method) (dacbench.wrappers.RewardNoiseWrapper method) (dacbench.wrappers.StateTrackingWrapper method)

A

AbstractBenchmark (class in dacbench.abstract_benchmark) AbstractEnv (class in dacbench.abstract_env), [1] AbstractLogger (class in dacbench.logger) AbstractMADACEnv (class in dacbench.abstract_env), [1] ActionFrequencyWrapper (class in dacbench.wrappers) add_agent() (dacbench.logger.Logger method)

add_benchmark() (dacbench.logger.Logger method) add_module() (dacbench.logger.Logger method) add_multi_level_ticks() (in module dacbench.plotting) add_noise() (dacbench.wrappers.RewardNoiseWrapper method) additional_info (dacbench.logger.AbstractLogger property) agent_selection (dacbench.abstract_env.AbstractMADACEnv property), [1]

B

BinaryProblem (class in dacbench.envs.theory)

C

class_to_str() (dacbench.abstract_benchmark.AbstractBenchmark class method) close() (dacbench.envs.cma_es.CMAESEnv method) (dacbench.envs.fast_downward.FastDownwardEnv method) (dacbench.envs.function_approximation.FunctionApproximationEnv method) (dacbench.envs.luby.LubyEnv method) (dacbench.envs.theory.TheoryEnv method) (dacbench.envs.toysgd.ToySGDEnv method) (dacbench.logger.AbstractLogger method) (dacbench.logger.Logger method) (dacbench.logger.ModuleLogger method)

CMAESBenchmark (class in dacbench.benchmarks.cma_benchmark) CMAESEnv (class in dacbench.envs.cma_es) CMAESInstance (class in dacbench.envs.cma_es) combine() (dacbench.envs.theory.BinaryProblem method) copy() (dacbench.abstract_benchmark.objdict method) create_observation_space_from_description() (dacbench.benchmarks.theory_benchmark.TheoryBenchmark method) crossover() (dacbench.envs.theory.BinaryProblem method)

D

dacbench.abstract_benchmark module dacbench.abstract_env module, [1] dacbench.benchmarks.cma_benchmark module dacbench.benchmarks.function_approximation_benchmark module dacbench.benchmarks.luby_benchmark module dacbench.benchmarks.sgd_benchmark module dacbench.benchmarks.theory_benchmark module dacbench.benchmarks.toysgd_benchmark module dacbench.envs.cma_es module dacbench.envs.fast_downward module

dacbench.envs.function_approximation module dacbench.envs.luby module dacbench.envs.sgd module dacbench.envs.theory module dacbench.envs.toysgd module dacbench.logger module dacbench.plotting module dacbench.wrappers module dejson_wrappers() (dacbench.abstract_benchmark.AbstractBenchmark method) dictify_json() (dacbench.abstract_benchmark.AbstractBenchmark method)

E

EpisodeTimeWrapper (class in dacbench.wrappers)

eval() (dacbench.envs.theory.BinaryProblem method) (dacbench.envs.theory.LeadingOne method)

F

FastDownwardEnv (class in dacbench.envs.fast_downward) fit_dist() (dacbench.wrappers.InstanceSamplingWrapper method) flatten() (dacbench.wrappers.ObservationWrapper method) flatten_log_entry() (in module dacbench.logger) flip() (dacbench.envs.theory.BinaryProblem method)

forward_backward() (in module dacbench.envs.sgd) from_json() (dacbench.abstract_benchmark.AbstractBenchmark class method) FunctionApproximationBenchmark (class in dacbench.benchmarks.function_approximation_benchmark) FunctionApproximationEnv (class in dacbench.envs.function_approximation) FunctionApproximationInstance (class in dacbench.envs.function_approximation)

G

generate_global_step() (in module dacbench.plotting) get_actions() (dacbench.wrappers.ActionFrequencyWrapper method) get_benchmark() (dacbench.benchmarks.function_approximation_benchmark.FunctionApproximationBenchmark method) (dacbench.benchmarks.luby_benchmark.LubyBenchmark method) (dacbench.benchmarks.sgd_benchmark.SGDBenchmark method) get_config() (dacbench.abstract_benchmark.AbstractBenchmark method) get_default_reward() (dacbench.envs.cma_es.CMAESEnv method) (dacbench.envs.function_approximation.FunctionApproximationEnv method) (dacbench.envs.luby.LubyEnv method) (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.toysgd.ToySGDEnv method) get_default_state() (dacbench.envs.cma_es.CMAESEnv method) (dacbench.envs.function_approximation.FunctionApproximationEnv method) (dacbench.envs.luby.LubyEnv method) (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.toysgd.ToySGDEnv method) get_environment() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.benchmarks.cma_benchmark.CMAESBenchmark method) (dacbench.benchmarks.function_approximation_benchmark.FunctionApproximationBenchmark method) (dacbench.benchmarks.luby_benchmark.LubyBenchmark method) (dacbench.benchmarks.sgd_benchmark.SGDBenchmark method) (dacbench.benchmarks.theory_benchmark.TheoryBenchmark method) (dacbench.benchmarks.toysgd_benchmark.ToySGDBenchmark method)

get_fitness_after_crossover() (dacbench.envs.theory.BinaryProblem method) (dacbench.envs.theory.LeadingOne method) get_fitness_after_flipping() (dacbench.envs.theory.BinaryProblem method) (dacbench.envs.theory.LeadingOne method) get_inst_id() (dacbench.abstract_env.AbstractEnv method), [1] get_instance() (dacbench.abstract_env.AbstractEnv method), [1] get_instance_set() (dacbench.abstract_env.AbstractEnv method), [1] get_logfile() (dacbench.logger.ModuleLogger method) get_normalized_reward() (dacbench.envs.cma_es.CMAESEnv method) get_obs_domain_from_name() (dacbench.envs.theory.TheoryEnv static method) get_optimal() (dacbench.envs.theory.BinaryProblem method) (dacbench.envs.theory.LeadingOne method) get_performance() (dacbench.wrappers.PerformanceTrackingWrapper method) get_state() (dacbench.envs.theory.TheoryEnv method) get_states() (dacbench.wrappers.StateTrackingWrapper method) get_sum_reward() (dacbench.envs.function_approximation.FunctionApproximationEnv method) get_times() (dacbench.wrappers.EpisodeTimeWrapper method)

I

infos (dacbench.abstract_env.AbstractMADACEnv property), [1] initialise_with_fixed_number_of_bits() (dacbench.envs.theory.BinaryProblem method) instance_mapper() (in module dacbench.logger)

InstanceSamplingWrapper (class in dacbench.wrappers) is_of_valid_type() (dacbench.logger.AbstractLogger method) is_optimal() (dacbench.envs.theory.BinaryProblem method) (dacbench.envs.theory.LeadingOne method)

J

jsonify_dict_space() (dacbench.abstract_benchmark.AbstractBenchmark method)

jsonify_wrappers() (dacbench.abstract_benchmark.AbstractBenchmark method)

K

kill_connection() (dacbench.envs.fast_downward.FastDownwardEnv method)

L

last() (dacbench.abstract_env.AbstractMADACEnv method), [1] LeadingOne (class in dacbench.envs.theory) list_to_space() (dacbench.abstract_benchmark.AbstractBenchmark method) list_to_tuple() (in module dacbench.logger) load_config() (dacbench.abstract_benchmark.AbstractBenchmark method) load_logs() (in module dacbench.logger) log() (dacbench.logger.AbstractLogger method) (dacbench.logger.Logger method) (dacbench.logger.ModuleLogger method) log2dataframe() (in module dacbench.logger)

log_dict() (dacbench.logger.AbstractLogger method) (dacbench.logger.Logger method) (dacbench.logger.ModuleLogger method) log_space() (dacbench.logger.AbstractLogger method) (dacbench.logger.Logger method) (dacbench.logger.ModuleLogger method) Logger (class in dacbench.logger) luby_gen() (in module dacbench.envs.luby) LubyBenchmark (class in dacbench.benchmarks.luby_benchmark) LubyEnv (class in dacbench.envs.luby) LubyInstance (class in dacbench.envs.luby)

M

module dacbench.abstract_benchmark dacbench.abstract_env, [1] dacbench.benchmarks.cma_benchmark dacbench.benchmarks.function_approximation_benchmark dacbench.benchmarks.luby_benchmark dacbench.benchmarks.sgd_benchmark dacbench.benchmarks.theory_benchmark dacbench.benchmarks.toysgd_benchmark dacbench.envs.cma_es dacbench.envs.fast_downward dacbench.envs.function_approximation dacbench.envs.luby dacbench.envs.sgd dacbench.envs.theory dacbench.envs.toysgd dacbench.logger dacbench.plotting dacbench.wrappers

ModuleLogger (class in dacbench.logger) multi_agent_reset() (dacbench.abstract_env.AbstractMADACEnv method), [1] multi_agent_step() (dacbench.abstract_env.AbstractMADACEnv method), [1] MultiDiscreteActionWrapper (class in dacbench.wrappers) mutate() (dacbench.envs.theory.BinaryProblem method) mutate_rls() (dacbench.envs.theory.BinaryProblem method)

N

next_episode() (dacbench.logger.AbstractLogger method) (dacbench.logger.Logger method) (dacbench.logger.ModuleLogger method)

next_step() (dacbench.logger.AbstractLogger method) (dacbench.logger.Logger method) (dacbench.logger.ModuleLogger method) num_agents (dacbench.abstract_env.AbstractMADACEnv property), [1]

O

objdict (class in dacbench.abstract_benchmark)

ObservationWrapper (class in dacbench.wrappers)

P

PerformanceTrackingWrapper (class in dacbench.wrappers) plot() (in module dacbench.plotting) plot_action() (in module dacbench.plotting) plot_episode_time() (in module dacbench.plotting) plot_performance() (in module dacbench.plotting)

plot_performance_per_instance() (in module dacbench.plotting) plot_space() (in module dacbench.plotting) plot_state() (in module dacbench.plotting) plot_step_time() (in module dacbench.plotting) PolicyProgressWrapper (class in dacbench.wrappers) port (dacbench.envs.fast_downward.FastDownwardEnv property)

R

read_config_file() (dacbench.abstract_benchmark.AbstractBenchmark method) read_instance_set() (dacbench.benchmarks.cma_benchmark.CMAESBenchmark method) (dacbench.benchmarks.function_approximation_benchmark.FunctionApproximationBenchmark method) (dacbench.benchmarks.luby_benchmark.LubyBenchmark method) (dacbench.benchmarks.sgd_benchmark.SGDBenchmark method) (dacbench.benchmarks.theory_benchmark.TheoryBenchmark method) (dacbench.benchmarks.toysgd_benchmark.ToySGDBenchmark method) recv_msg() (dacbench.envs.fast_downward.FastDownwardEnv method) recvall() (dacbench.envs.fast_downward.FastDownwardEnv method) register_agent() (dacbench.abstract_env.AbstractMADACEnv method), [1] register_wrapper() (dacbench.abstract_benchmark.AbstractBenchmark method) remove_agent() (dacbench.abstract_env.AbstractMADACEnv method), [1] render() (dacbench.envs.cma_es.CMAESEnv method) (dacbench.envs.fast_downward.FastDownwardEnv method) (dacbench.envs.luby.LubyEnv method) (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.toysgd.ToySGDEnv method) render_action_tracking() (dacbench.wrappers.ActionFrequencyWrapper method) render_episode_time() (dacbench.wrappers.EpisodeTimeWrapper method) render_instance_performance() (dacbench.wrappers.PerformanceTrackingWrapper method)

render_performance() (dacbench.wrappers.PerformanceTrackingWrapper method) render_policy_progress() (dacbench.wrappers.PolicyProgressWrapper method) render_state_tracking() (dacbench.wrappers.StateTrackingWrapper method) render_step_time() (dacbench.wrappers.EpisodeTimeWrapper method) reset() (dacbench.abstract_env.AbstractEnv method), [1] (dacbench.envs.cma_es.CMAESEnv method) (dacbench.envs.fast_downward.FastDownwardEnv method) (dacbench.envs.function_approximation.FunctionApproximationEnv method) (dacbench.envs.luby.LubyEnv method) (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.theory.TheoryEnv method) (dacbench.envs.toysgd.ToySGDEnv method) (dacbench.wrappers.InstanceSamplingWrapper method) (dacbench.wrappers.ObservationWrapper method) (dacbench.wrappers.StateTrackingWrapper method) reset_() (dacbench.abstract_env.AbstractEnv method), [1] reset_episode() (dacbench.logger.Logger method) (dacbench.logger.ModuleLogger method) RewardNoiseWrapper (class in dacbench.wrappers) rewards (dacbench.abstract_env.AbstractMADACEnv property), [1] run_epoch() (in module dacbench.envs.sgd)

S

save_config() (dacbench.abstract_benchmark.AbstractBenchmark method) seed() (dacbench.abstract_env.AbstractEnv method), [1] seed_mapper() (in module dacbench.logger) send_msg() (dacbench.envs.fast_downward.FastDownwardEnv method) serialize_config() (dacbench.abstract_benchmark.AbstractBenchmark method) set_action_space() (dacbench.abstract_benchmark.AbstractBenchmark method) set_additional_info() (dacbench.logger.Logger method) (dacbench.logger.ModuleLogger method) set_cutoff() (dacbench.benchmarks.luby_benchmark.LubyBenchmark method) set_env() (dacbench.logger.AbstractLogger method) (dacbench.logger.Logger method) set_history_length() (dacbench.benchmarks.luby_benchmark.LubyBenchmark method) set_inst_id() (dacbench.abstract_env.AbstractEnv method), [1] set_instance() (dacbench.abstract_env.AbstractEnv method), [1] set_instance_set() (dacbench.abstract_env.AbstractEnv method), [1] set_observation_space() (dacbench.abstract_benchmark.AbstractBenchmark method) set_seed() (dacbench.abstract_benchmark.AbstractBenchmark method) SGDBenchmark (class in dacbench.benchmarks.sgd_benchmark) SGDEnv (class in dacbench.envs.sgd) SGDInstance (class in dacbench.envs.sgd) space_sep_upper() (in module dacbench.plotting)

space_to_list() (dacbench.abstract_benchmark.AbstractBenchmark method) split() (in module dacbench.logger) StateTrackingWrapper (class in dacbench.wrappers) StateType (class in dacbench.envs.fast_downward) step() (dacbench.abstract_env.AbstractEnv method), [1] (dacbench.envs.cma_es.CMAESEnv method) (dacbench.envs.fast_downward.FastDownwardEnv method) (dacbench.envs.function_approximation.FunctionApproximationEnv method) (dacbench.envs.luby.LubyEnv method) (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.theory.TheoryEnv method) (dacbench.envs.theory.TheoryEnvDiscrete method) (dacbench.envs.toysgd.ToySGDEnv method) (dacbench.wrappers.ActionFrequencyWrapper method) (dacbench.wrappers.EpisodeTimeWrapper method) (dacbench.wrappers.MultiDiscreteActionWrapper method) (dacbench.wrappers.ObservationWrapper method) (dacbench.wrappers.PerformanceTrackingWrapper method) (dacbench.wrappers.PolicyProgressWrapper method) (dacbench.wrappers.RewardNoiseWrapper method) (dacbench.wrappers.StateTrackingWrapper method) step_() (dacbench.abstract_env.AbstractEnv method), [1]

T

terminations (dacbench.abstract_env.AbstractMADACEnv property), [1] test() (in module dacbench.envs.sgd) TheoryBenchmark (class in dacbench.benchmarks.theory_benchmark) TheoryEnv (class in dacbench.envs.theory) TheoryEnvDiscrete (class in dacbench.envs.theory)

to_json() (dacbench.abstract_benchmark.AbstractBenchmark method) ToySGDBenchmark (class in dacbench.benchmarks.toysgd_benchmark) ToySGDEnv (class in dacbench.envs.toysgd) ToySGDInstance (class in dacbench.envs.toysgd) truncations (dacbench.abstract_env.AbstractMADACEnv property), [1]

U

use_next_instance() (dacbench.abstract_env.AbstractEnv method), [1]

use_test_set() (dacbench.abstract_env.AbstractEnv method), [1] use_training_set() (dacbench.abstract_env.AbstractEnv method), [1]

W

write() (dacbench.logger.AbstractLogger method) (dacbench.logger.Logger method) (dacbench.logger.ModuleLogger method)