Index

_

__buffer_to_file() (dacbench.logger.ModuleLogger method) __call__() (dacbench.envs.sgd.Reward method) __decorate_config_with_functions() (dacbench.abstract_benchmark.AbstractBenchmark static method) (dacbench.AbstractBenchmark static method) __default_loss_function() (in module dacbench.benchmarks.sgd_benchmark) __del__() (dacbench.logger.Logger method) (dacbench.logger.ModuleLogger method) __delattr__() (dacbench.abstract_benchmark.objdict method) __end_step() (dacbench.logger.ModuleLogger method) __getattr__() (dacbench.abstract_benchmark.objdict method) __getattribute__() (dacbench.wrappers.action_tracking_wrapper.ActionFrequencyWrapper method) (dacbench.wrappers.ActionFrequencyWrapper method) (dacbench.wrappers.episode_time_tracker.EpisodeTimeWrapper method) (dacbench.wrappers.EpisodeTimeWrapper method) (dacbench.wrappers.instance_sampling_wrapper.InstanceSamplingWrapper method) (dacbench.wrappers.InstanceSamplingWrapper method) (dacbench.wrappers.observation_wrapper.ObservationWrapper method) (dacbench.wrappers.ObservationWrapper method) (dacbench.wrappers.performance_tracking_wrapper.PerformanceTrackingWrapper method) (dacbench.wrappers.PerformanceTrackingWrapper method) (dacbench.wrappers.policy_progress_wrapper.PolicyProgressWrapper method) (dacbench.wrappers.PolicyProgressWrapper method) (dacbench.wrappers.reward_noise_wrapper.RewardNoiseWrapper method) (dacbench.wrappers.RewardNoiseWrapper method) (dacbench.wrappers.state_tracking_wrapper.StateTrackingWrapper method) (dacbench.wrappers.StateTrackingWrapper method) __import_from() (dacbench.abstract_benchmark.AbstractBenchmark static method) (dacbench.AbstractBenchmark static method) __init_dict() (dacbench.logger.ModuleLogger static method) __json_default() (dacbench.logger.ModuleLogger static method) __log() (dacbench.logger.ModuleLogger method) __reset_step() (dacbench.logger.ModuleLogger method) __setattr__() (dacbench.abstract_benchmark.objdict method) (dacbench.wrappers.action_tracking_wrapper.ActionFrequencyWrapper method) (dacbench.wrappers.ActionFrequencyWrapper method) (dacbench.wrappers.episode_time_tracker.EpisodeTimeWrapper method) (dacbench.wrappers.EpisodeTimeWrapper method) (dacbench.wrappers.instance_sampling_wrapper.InstanceSamplingWrapper method) (dacbench.wrappers.InstanceSamplingWrapper method) (dacbench.wrappers.observation_wrapper.ObservationWrapper method) (dacbench.wrappers.ObservationWrapper method) (dacbench.wrappers.performance_tracking_wrapper.PerformanceTrackingWrapper method) (dacbench.wrappers.PerformanceTrackingWrapper method) (dacbench.wrappers.policy_progress_wrapper.PolicyProgressWrapper method) (dacbench.wrappers.PolicyProgressWrapper method) (dacbench.wrappers.reward_noise_wrapper.RewardNoiseWrapper method) (dacbench.wrappers.RewardNoiseWrapper method) (dacbench.wrappers.state_tracking_wrapper.StateTrackingWrapper method) (dacbench.wrappers.StateTrackingWrapper method)

__space_dict() (dacbench.logger.ModuleLogger static method) __stringify_functions() (dacbench.abstract_benchmark.AbstractBenchmark static method) (dacbench.AbstractBenchmark static method) _architecture_constructor() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) _get_alignment() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) _get_full_training_loss() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) _get_gradients() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) _get_loss_features() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) _get_momentum() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) _get_predictive_change_features() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) _get_validation_loss() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) _get_validation_loss_() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) _init_logging_dir() (dacbench.logger.AbstractLogger static method) _norm() (in module dacbench.envs.cma_es) _pretty_valid_types() (dacbench.logger.AbstractLogger static method) _process_data() (dacbench.envs.fast_downward.FastDownwardEnv method) (dacbench.envs.FastDownwardEnv method) _save_div() (dacbench.envs.fast_downward.FastDownwardEnv static method) (dacbench.envs.FastDownwardEnv static method) _sig() (dacbench.envs.sigmoid.SigmoidEnv method) (dacbench.envs.SigmoidEnv method) _train_batch_() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method)

A

ABSDIFF (dacbench.envs.fast_downward.StateType attribute) AbstractBenchmark (class in dacbench) (class in dacbench.abstract_benchmark) AbstractDACBenchAgent (class in dacbench.abstract_agent) AbstractEnv (class in dacbench) (class in dacbench.abstract_env) AbstractLogger (class in dacbench.logger), [1] act() (dacbench.abstract_agent.AbstractDACBenchAgent method) (dacbench.agents.dynamic_random_agent.DynamicRandomAgent method) (dacbench.agents.DynamicRandomAgent method) (dacbench.agents.generic_agent.GenericAgent method) (dacbench.agents.GenericAgent method) (dacbench.agents.RandomAgent method) (dacbench.agents.simple_agents.RandomAgent method) (dacbench.agents.simple_agents.StaticAgent method) (dacbench.agents.StaticAgent method) (dacbench.envs.policies.sgd_ca.CosineAnnealingAgent method)

ACTION_VALUES (in module dacbench.benchmarks.sigmoid_benchmark) ActionFrequencyWrapper (class in dacbench.wrappers), [1] (class in dacbench.wrappers.action_tracking_wrapper) ACTIVE (in module dacbench.benchmarks.modcma_benchmark) add_agent() (dacbench.logger.Logger method), [1] add_benchmark() (dacbench.logger.Logger method), [1] add_module() (dacbench.logger.Logger method), [1] add_multi_level_ticks() (in module dacbench.plotting), [1] add_noise() (dacbench.wrappers.reward_noise_wrapper.RewardNoiseWrapper method) (dacbench.wrappers.RewardNoiseWrapper method), [1] additional_info (dacbench.logger.AbstractLogger property) ALL_POLICIES (in module dacbench.envs.policies) almost_easy_sigmoid() (in module reward_functions) argstring (dacbench.envs.fast_downward.FastDownwardEnv property) (dacbench.envs.FastDownwardEnv property)

B

BASE_SAMPLER (in module dacbench.benchmarks.modcma_benchmark) BinaryProblem (class in dacbench.envs.onell_env)

BOUND_CORRECTION (in module dacbench.benchmarks.modcma_benchmark) build_objective_function() (dacbench.envs.toysgd.ToySGDEnv method)

C

close() (dacbench.envs.cma_es.CMAESEnv method) (dacbench.envs.cma_step_size.CMAStepSizeEnv method) (dacbench.envs.CMAESEnv method) (dacbench.envs.fast_downward.FastDownwardEnv method) (dacbench.envs.FastDownwardEnv method) (dacbench.envs.luby.LubyEnv method) (dacbench.envs.LubyEnv method) (dacbench.envs.modcma.ModCMAEnv method) (dacbench.envs.ModCMAEnv method) (dacbench.envs.modea.ModeaEnv method) (dacbench.envs.onell_env.OneLLEnv method) (dacbench.envs.OneLLEnv method) (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) (dacbench.envs.sigmoid.SigmoidEnv method) (dacbench.envs.SigmoidEnv method) (dacbench.envs.toysgd.ToySGDEnv method) (dacbench.logger.AbstractLogger method), [1] (dacbench.logger.Logger method), [1] (dacbench.logger.ModuleLogger method), [1] CMAES_DEFAULTS (in module dacbench.benchmarks.cma_benchmark) CMAESBenchmark (class in dacbench.benchmarks) (class in dacbench.benchmarks.cma_benchmark)

CMAESEnv (class in dacbench.envs) (class in dacbench.envs.cma_es) CMAStepSizeEnv (class in dacbench.envs.cma_step_size) config (in module dacbench.envs.sigmoid) config_to_json() (in module configs) configs module ContinuousSigmoidEnv (class in dacbench.envs.sigmoid) ContinuousStateSigmoidEnv (class in dacbench.envs.sigmoid) copy() (dacbench.abstract_benchmark.objdict method) CosineAnnealingAgent (class in dacbench.envs.policies.sgd_ca) crash (dacbench.envs.sgd.SGDEnv property) (dacbench.envs.SGDEnv property) create_polynomial_instance_set() (in module dacbench.envs.toysgd) crossover() (dacbench.envs.onell_env.BinaryProblem method) csa() (in module dacbench.envs.policies) (in module dacbench.envs.policies.csa_cma) current_palette (in module dacbench.runner) (in module dacbench.wrappers.action_tracking_wrapper) (in module dacbench.wrappers.episode_time_tracker) (in module dacbench.wrappers.performance_tracking_wrapper) (in module dacbench.wrappers.state_tracking_wrapper) current_validation_loss (dacbench.envs.sgd.SGDEnv property) (dacbench.envs.SGDEnv property)

D

dacbench module dacbench.abstract_agent module dacbench.abstract_benchmark module dacbench.abstract_env module dacbench.agents module dacbench.agents.dynamic_random_agent module dacbench.agents.generic_agent module dacbench.agents.simple_agents module dacbench.benchmarks module dacbench.benchmarks.cma_benchmark module dacbench.benchmarks.fast_downward_benchmark module dacbench.benchmarks.luby_benchmark module dacbench.benchmarks.modcma_benchmark module dacbench.benchmarks.modea_benchmark module dacbench.benchmarks.onell_benchmark module dacbench.benchmarks.sgd_benchmark module dacbench.benchmarks.sigmoid_benchmark module dacbench.benchmarks.toysgd_benchmark module dacbench.envs module dacbench.envs.cma_es module dacbench.envs.cma_step_size module dacbench.envs.fast_downward module dacbench.envs.luby module dacbench.envs.modcma module dacbench.envs.modea module dacbench.envs.onell_env module dacbench.envs.policies module dacbench.envs.policies.bestknown_onell module dacbench.envs.policies.csa_cma module

dacbench.envs.policies.optimal_fd module dacbench.envs.policies.optimal_luby module dacbench.envs.policies.optimal_sigmoid module dacbench.envs.policies.sgd_ca module dacbench.envs.sgd module dacbench.envs.sigmoid module dacbench.envs.toysgd module dacbench.logger module, [1] dacbench.plotting module, [1] dacbench.run_baselines module dacbench.runner module dacbench.wrappers module, [1] dacbench.wrappers.action_tracking_wrapper module dacbench.wrappers.episode_time_tracker module dacbench.wrappers.instance_sampling_wrapper module dacbench.wrappers.observation_wrapper module dacbench.wrappers.performance_tracking_wrapper module dacbench.wrappers.policy_progress_wrapper module dacbench.wrappers.reward_noise_wrapper module dacbench.wrappers.state_tracking_wrapper module DEFAULT_CFG_SPACE (in module dacbench.benchmarks.cma_benchmark) (in module dacbench.benchmarks.fast_downward_benchmark) (in module dacbench.benchmarks.luby_benchmark) (in module dacbench.benchmarks.modcma_benchmark) (in module dacbench.benchmarks.sgd_benchmark) (in module dacbench.benchmarks.sigmoid_benchmark) (in module dacbench.benchmarks.toysgd_benchmark) DEFAULTS (in module dacbench.benchmarks.toysgd_benchmark) dejson_wrappers() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method) determineRegime() (dacbench.envs.modea.ModeaEnv method) dictify_json() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method) DIFF (dacbench.envs.fast_downward.StateType attribute) DiffTraining (dacbench.envs.sgd.Reward attribute) DiffValidation (dacbench.envs.sgd.Reward attribute) DISCRETE_ACTIONS (in module dacbench.run_baselines) DynamicRandomAgent (class in dacbench.agents) (class in dacbench.agents.dynamic_random_agent)

E

easy_sigmoid() (in module reward_functions) ELITIST (in module dacbench.benchmarks.modcma_benchmark) end_episode() (dacbench.abstract_agent.AbstractDACBenchAgent method) (dacbench.agents.dynamic_random_agent.DynamicRandomAgent method) (dacbench.agents.DynamicRandomAgent method) (dacbench.agents.generic_agent.GenericAgent method) (dacbench.agents.GenericAgent method) (dacbench.agents.RandomAgent method) (dacbench.agents.simple_agents.RandomAgent method) (dacbench.agents.simple_agents.StaticAgent method) (dacbench.agents.StaticAgent method) (dacbench.envs.policies.sgd_ca.CosineAnnealingAgent method)

ensureFullLengthRepresentation() (dacbench.envs.modea.ModeaEnv method) EpisodeTimeWrapper (class in dacbench.wrappers), [1] (class in dacbench.wrappers.episode_time_tracker) eval() (dacbench.envs.onell_env.BinaryProblem method) (dacbench.envs.onell_env.LeadingOne method) (dacbench.envs.onell_env.OneMax method) export_all_configs_to_json() (in module configs)

F

FastDownwardBenchmark (class in dacbench.benchmarks) (class in dacbench.benchmarks.fast_downward_benchmark) FastDownwardEnv (class in dacbench.envs) (class in dacbench.envs.fast_downward) FD_DEFAULTS (in module dacbench.benchmarks.fast_downward_benchmark) fit_dist() (dacbench.wrappers.instance_sampling_wrapper.InstanceSamplingWrapper method) (dacbench.wrappers.InstanceSamplingWrapper method), [1]

flatten() (dacbench.wrappers.observation_wrapper.ObservationWrapper method) (dacbench.wrappers.ObservationWrapper method) flatten_log_entry() (in module dacbench.logger), [1] from_json() (dacbench.abstract_benchmark.AbstractBenchmark static method) (dacbench.AbstractBenchmark static method) FullTraining (dacbench.envs.sgd.Reward attribute)

G

generate_global_step() (in module dacbench.plotting), [1] generate_instance_file() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) GenericAgent (class in dacbench.agents) (class in dacbench.agents.generic_agent) get_actions() (dacbench.wrappers.action_tracking_wrapper.ActionFrequencyWrapper method) (dacbench.wrappers.ActionFrequencyWrapper method), [1] get_adam_direction() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) get_benchmark() (dacbench.benchmarks.cma_benchmark.CMAESBenchmark method) (dacbench.benchmarks.CMAESBenchmark method) (dacbench.benchmarks.fast_downward_benchmark.FastDownwardBenchmark method) (dacbench.benchmarks.FastDownwardBenchmark method) (dacbench.benchmarks.luby_benchmark.LubyBenchmark method) (dacbench.benchmarks.LubyBenchmark method) (dacbench.benchmarks.modcma_benchmark.ModCMABenchmark method) (dacbench.benchmarks.ModCMABenchmark method) (dacbench.benchmarks.sgd_benchmark.SGDBenchmark method) (dacbench.benchmarks.SGDBenchmark method) (dacbench.benchmarks.sigmoid_benchmark.SigmoidBenchmark method) (dacbench.benchmarks.SigmoidBenchmark method) get_config() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method) get_default_reward() (dacbench.envs.cma_es.CMAESEnv method) (dacbench.envs.cma_step_size.CMAStepSizeEnv method) (dacbench.envs.CMAESEnv method) (dacbench.envs.luby.LubyEnv method) (dacbench.envs.LubyEnv method) (dacbench.envs.modcma.ModCMAEnv method) (dacbench.envs.ModCMAEnv method) (dacbench.envs.modea.ModeaEnv method) (dacbench.envs.sigmoid.SigmoidEnv method) (dacbench.envs.SigmoidEnv method) get_default_state() (dacbench.envs.cma_es.CMAESEnv method) (dacbench.envs.cma_step_size.CMAStepSizeEnv method) (dacbench.envs.CMAESEnv method) (dacbench.envs.luby.LubyEnv method) (dacbench.envs.LubyEnv method) (dacbench.envs.modcma.ModCMAEnv method) (dacbench.envs.ModCMAEnv method) (dacbench.envs.modea.ModeaEnv method) (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) (dacbench.envs.sigmoid.SigmoidEnv method) (dacbench.envs.SigmoidEnv method) get_diff_training_reward() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) get_diff_validation_reward() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) get_dyn_onefifth() (in module dacbench.envs.policies.bestknown_onell) get_dyn_theory() (in module dacbench.envs.policies.bestknown_onell) get_environment() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method) (dacbench.benchmarks.cma_benchmark.CMAESBenchmark method) (dacbench.benchmarks.CMAESBenchmark method) (dacbench.benchmarks.fast_downward_benchmark.FastDownwardBenchmark method) (dacbench.benchmarks.FastDownwardBenchmark method) (dacbench.benchmarks.luby_benchmark.LubyBenchmark method) (dacbench.benchmarks.LubyBenchmark method) (dacbench.benchmarks.modcma_benchmark.ModCMABenchmark method) (dacbench.benchmarks.ModCMABenchmark method) (dacbench.benchmarks.modea_benchmark.ModeaBenchmark method) (dacbench.benchmarks.ModeaBenchmark method) (dacbench.benchmarks.onell_benchmark.OneLLBenchmark method) (dacbench.benchmarks.OneLLBenchmark method) (dacbench.benchmarks.sgd_benchmark.SGDBenchmark method) (dacbench.benchmarks.SGDBenchmark method) (dacbench.benchmarks.sigmoid_benchmark.SigmoidBenchmark method) (dacbench.benchmarks.SigmoidBenchmark method) (dacbench.benchmarks.toysgd_benchmark.ToySGDBenchmark method) (dacbench.benchmarks.ToySGDBenchmark method)

get_fitness_after_crossover() (dacbench.envs.onell_env.BinaryProblem method) (dacbench.envs.onell_env.LeadingOne method) (dacbench.envs.onell_env.OneMax method) get_fitness_change_after_mutation() (dacbench.envs.onell_env.BinaryProblem method) (dacbench.envs.onell_env.LeadingOne method) (dacbench.envs.onell_env.OneMax method) get_full_training_reward() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) get_initial_position() (dacbench.envs.toysgd.ToySGDEnv method) get_inst_id() (dacbench.abstract_env.AbstractEnv method) (dacbench.AbstractEnv method) get_instance() (dacbench.abstract_env.AbstractEnv method) (dacbench.AbstractEnv method) get_instance_set() (dacbench.abstract_env.AbstractEnv method) (dacbench.AbstractEnv method) get_log_diff_training_reward() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) get_log_diff_validation_reward() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) get_log_training_reward() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) get_log_validation_reward() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) get_logfile() (dacbench.logger.ModuleLogger method), [1] get_momentum_direction() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) get_onell_params() (dacbench.envs.onell_env.OneLLEnv method) (dacbench.envs.OneLLEnv method) get_optimal() (dacbench.envs.onell_env.BinaryProblem method) (dacbench.envs.onell_env.LeadingOne method) (dacbench.envs.onell_env.OneMax method) get_optimum() (in module dacbench.envs.policies.optimal_fd) (in module dacbench.envs.policies.optimal_luby) (in module dacbench.envs.policies.optimal_sigmoid) get_performance() (dacbench.wrappers.performance_tracking_wrapper.PerformanceTrackingWrapper method) (dacbench.wrappers.PerformanceTrackingWrapper method), [1] get_reward() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) get_rmsprop_direction() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) get_state() (dacbench.envs.onell_env.OneLLEnv method) (dacbench.envs.OneLLEnv method) get_states() (dacbench.wrappers.state_tracking_wrapper.StateTrackingWrapper method) (dacbench.wrappers.StateTrackingWrapper method), [1] get_times() (dacbench.wrappers.episode_time_tracker.EpisodeTimeWrapper method) (dacbench.wrappers.EpisodeTimeWrapper method), [1] get_training_reward() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) get_validation_reward() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method)

H

HEURISTIC (in module dacbench.benchmarks.fast_downward_benchmark) HEURISTICS (in module dacbench.benchmarks.fast_downward_benchmark)

HISTORY_LENGTH (in module dacbench.benchmarks.cma_benchmark) (in module dacbench.benchmarks.luby_benchmark) (in module dacbench.envs.onell_env)

I

INFO (in module configs) (in module dacbench.benchmarks.cma_benchmark) (in module dacbench.benchmarks.fast_downward_benchmark) (in module dacbench.benchmarks.luby_benchmark) (in module dacbench.benchmarks.modcma_benchmark) (in module dacbench.benchmarks.modea_benchmark) (in module dacbench.benchmarks.sgd_benchmark) (in module dacbench.benchmarks.sigmoid_benchmark) (in module dacbench.benchmarks.toysgd_benchmark)

INPUT_DIM (in module dacbench.benchmarks.cma_benchmark) instance_mapper() (in module dacbench.logger) InstanceSamplingWrapper (class in dacbench.wrappers), [1] (class in dacbench.wrappers.instance_sampling_wrapper) is_of_valid_type() (dacbench.logger.AbstractLogger method) is_optimal() (dacbench.envs.onell_env.BinaryProblem method) (dacbench.envs.onell_env.LeadingOne method) (dacbench.envs.onell_env.OneMax method)

J

jsonify_dict_space() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method)

jsonify_wrappers() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method)

K

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

L

LeadingOne (class in dacbench.envs.onell_env) list_to_space() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method) list_to_tuple() (in module dacbench.logger), [1] load_config() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method) load_logs() (in module dacbench.logger), [1] LOCAL_RESTART (in module dacbench.benchmarks.modcma_benchmark) log() (dacbench.logger.AbstractLogger method) (dacbench.logger.Logger method) (dacbench.logger.ModuleLogger method) log2dataframe() (in module dacbench.logger), [1] log_dict() (dacbench.logger.AbstractLogger method), [1] (dacbench.logger.Logger method), [1] (dacbench.logger.ModuleLogger method), [1] log_space() (dacbench.logger.AbstractLogger method), [1] (dacbench.logger.Logger method), [1] (dacbench.logger.ModuleLogger method), [1]

LogDiffTraining (dacbench.envs.sgd.Reward attribute) LogDiffValidation (dacbench.envs.sgd.Reward attribute) Logger (class in dacbench.logger), [1] LogTrainingLoss (dacbench.envs.sgd.Reward attribute) LogValidationLoss (dacbench.envs.sgd.Reward attribute) LR (in module dacbench.benchmarks.sgd_benchmark) (in module dacbench.benchmarks.toysgd_benchmark) LUBY_DEFAULTS (in module dacbench.benchmarks.luby_benchmark) luby_gen() (in module dacbench.envs) (in module dacbench.envs.luby) (in module dacbench.envs.policies.optimal_luby) LUBY_SEQUENCE (in module dacbench.benchmarks.luby_benchmark) LubyBenchmark (class in dacbench.benchmarks) (class in dacbench.benchmarks.luby_benchmark) LubyEnv (class in dacbench.envs) (class in dacbench.envs.luby)

M

main() (in module dacbench.run_baselines) MAX_STEPS (in module dacbench.benchmarks.luby_benchmark) MIRRORED (in module dacbench.benchmarks.modcma_benchmark) MODCMA_DEFAULTS (in module dacbench.benchmarks.modcma_benchmark) ModCMABenchmark (class in dacbench.benchmarks) (class in dacbench.benchmarks.modcma_benchmark) ModCMAEnv (class in dacbench.envs) (class in dacbench.envs.modcma) modea_actions (in module dacbench.run_baselines) MODEA_DEFAULTS (in module dacbench.benchmarks.modea_benchmark) ModeaBenchmark (class in dacbench.benchmarks) (class in dacbench.benchmarks.modea_benchmark) ModeaEnv (class in dacbench.envs.modea) module configs dacbench dacbench.abstract_agent dacbench.abstract_benchmark dacbench.abstract_env dacbench.agents dacbench.agents.dynamic_random_agent dacbench.agents.generic_agent dacbench.agents.simple_agents dacbench.benchmarks dacbench.benchmarks.cma_benchmark dacbench.benchmarks.fast_downward_benchmark dacbench.benchmarks.luby_benchmark dacbench.benchmarks.modcma_benchmark dacbench.benchmarks.modea_benchmark dacbench.benchmarks.onell_benchmark dacbench.benchmarks.sgd_benchmark dacbench.benchmarks.sigmoid_benchmark dacbench.benchmarks.toysgd_benchmark dacbench.envs dacbench.envs.cma_es dacbench.envs.cma_step_size dacbench.envs.fast_downward dacbench.envs.luby dacbench.envs.modcma dacbench.envs.modea dacbench.envs.onell_env dacbench.envs.policies dacbench.envs.policies.bestknown_onell dacbench.envs.policies.csa_cma dacbench.envs.policies.optimal_fd dacbench.envs.policies.optimal_luby dacbench.envs.policies.optimal_sigmoid dacbench.envs.policies.sgd_ca dacbench.envs.sgd dacbench.envs.sigmoid dacbench.envs.toysgd dacbench.logger, [1] dacbench.plotting, [1] dacbench.run_baselines dacbench.runner dacbench.wrappers, [1] dacbench.wrappers.action_tracking_wrapper dacbench.wrappers.episode_time_tracker dacbench.wrappers.instance_sampling_wrapper dacbench.wrappers.observation_wrapper dacbench.wrappers.performance_tracking_wrapper dacbench.wrappers.policy_progress_wrapper dacbench.wrappers.reward_noise_wrapper dacbench.wrappers.state_tracking_wrapper random_states reward_functions

ModuleLogger (class in dacbench.logger), [1] MOMENTUM (in module dacbench.benchmarks.toysgd_benchmark) mutate() (dacbench.envs.onell_env.BinaryProblem method)

N

next_episode() (dacbench.logger.AbstractLogger method), [1] (dacbench.logger.Logger method), [1] (dacbench.logger.ModuleLogger method), [1] next_step() (dacbench.logger.AbstractLogger method), [1] (dacbench.logger.Logger method), [1] (dacbench.logger.ModuleLogger method), [1]

NON_OPTIMAL_POLICIES (in module dacbench.envs.policies) NORMABSDIFF (dacbench.envs.fast_downward.StateType attribute) NORMAL (dacbench.envs.fast_downward.StateType attribute) NORMDIFF (dacbench.envs.fast_downward.StateType attribute)

O

objdict (class in dacbench.abstract_benchmark) ObservationWrapper (class in dacbench.wrappers), [1] (class in dacbench.wrappers.observation_wrapper) onell_lbd1_lbd2_p_c (in module configs) onell_lbd_onefifth (in module configs) onell_lbd_p_c (in module configs) onell_lbd_theory (in module configs) OneLLBenchmark (class in dacbench.benchmarks) (class in dacbench.benchmarks.onell_benchmark)

OneLLEnv (class in dacbench.envs) (class in dacbench.envs.onell_env) OneMax (class in dacbench.envs.onell_env) optimal_fd() (in module dacbench.envs.policies) optimal_luby() (in module dacbench.envs.policies) OPTIMAL_POLICIES (in module dacbench.envs.policies) optimal_sigmoid() (in module dacbench.envs.policies) ORTHOGONAL (in module dacbench.benchmarks.modcma_benchmark)

P

PerformanceTrackingWrapper (class in dacbench.wrappers), [1] (class in dacbench.wrappers.performance_tracking_wrapper) plot() (in module dacbench.plotting), [1] plot_action() (in module dacbench.plotting), [1] plot_agent_prediction() (dacbench.envs.onell_env.OneLLEnv method) (dacbench.envs.OneLLEnv method) plot_episode_time() (in module dacbench.plotting), [1] plot_performance() (in module dacbench.plotting), [1] plot_performance_per_instance() (in module dacbench.plotting), [1]

plot_space() (in module dacbench.plotting), [1] plot_state() (in module dacbench.plotting), [1] plot_step_time() (in module dacbench.plotting), [1] PolicyProgressWrapper (class in dacbench.wrappers), [1] (class in dacbench.wrappers.policy_progress_wrapper) port (dacbench.envs.fast_downward.FastDownwardEnv property) (dacbench.envs.FastDownwardEnv property) process_configspace() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method)

R

random_luby_state() (in module random_states) random_reward() (in module reward_functions) random_sigmoid_state() (in module random_states) random_states module RandomAgent (class in dacbench.agents) (class in dacbench.agents.simple_agents) RAW (dacbench.envs.fast_downward.StateType attribute) read_config_file() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method) read_instance_set() (dacbench.benchmarks.cma_benchmark.CMAESBenchmark method) (dacbench.benchmarks.CMAESBenchmark method) (dacbench.benchmarks.fast_downward_benchmark.FastDownwardBenchmark method) (dacbench.benchmarks.FastDownwardBenchmark method) (dacbench.benchmarks.luby_benchmark.LubyBenchmark method) (dacbench.benchmarks.LubyBenchmark method) (dacbench.benchmarks.modcma_benchmark.ModCMABenchmark method) (dacbench.benchmarks.ModCMABenchmark method) (dacbench.benchmarks.modea_benchmark.ModeaBenchmark method) (dacbench.benchmarks.ModeaBenchmark method) (dacbench.benchmarks.onell_benchmark.OneLLBenchmark method) (dacbench.benchmarks.OneLLBenchmark method) (dacbench.benchmarks.sgd_benchmark.SGDBenchmark method) (dacbench.benchmarks.SGDBenchmark method) (dacbench.benchmarks.sigmoid_benchmark.SigmoidBenchmark method) (dacbench.benchmarks.SigmoidBenchmark method) (dacbench.benchmarks.toysgd_benchmark.ToySGDBenchmark method) (dacbench.benchmarks.ToySGDBenchmark method) recv_msg() (dacbench.envs.fast_downward.FastDownwardEnv method) (dacbench.envs.FastDownwardEnv method) recvall() (dacbench.envs.fast_downward.FastDownwardEnv method) (dacbench.envs.FastDownwardEnv method) register_wrapper() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method) render() (dacbench.envs.cma_es.CMAESEnv method) (dacbench.envs.CMAESEnv method) (dacbench.envs.fast_downward.FastDownwardEnv method) (dacbench.envs.FastDownwardEnv method) (dacbench.envs.luby.LubyEnv method) (dacbench.envs.LubyEnv method) (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) (dacbench.envs.sigmoid.SigmoidEnv method) (dacbench.envs.SigmoidEnv method) (dacbench.envs.toysgd.ToySGDEnv method) render_action_tracking() (dacbench.wrappers.action_tracking_wrapper.ActionFrequencyWrapper method) (dacbench.wrappers.ActionFrequencyWrapper method), [1] render_episode_time() (dacbench.wrappers.episode_time_tracker.EpisodeTimeWrapper method) (dacbench.wrappers.EpisodeTimeWrapper method), [1] render_instance_performance() (dacbench.wrappers.performance_tracking_wrapper.PerformanceTrackingWrapper method) (dacbench.wrappers.PerformanceTrackingWrapper method), [1]

render_performance() (dacbench.wrappers.performance_tracking_wrapper.PerformanceTrackingWrapper method) (dacbench.wrappers.PerformanceTrackingWrapper method), [1] render_policy_progress() (dacbench.wrappers.policy_progress_wrapper.PolicyProgressWrapper method) (dacbench.wrappers.PolicyProgressWrapper method), [1] render_state_tracking() (dacbench.wrappers.state_tracking_wrapper.StateTrackingWrapper method) (dacbench.wrappers.StateTrackingWrapper method), [1] render_step_time() (dacbench.wrappers.episode_time_tracker.EpisodeTimeWrapper method) (dacbench.wrappers.EpisodeTimeWrapper method), [1] reset() (dacbench.abstract_env.AbstractEnv method) (dacbench.AbstractEnv method) (dacbench.envs.cma_es.CMAESEnv method) (dacbench.envs.cma_step_size.CMAStepSizeEnv method) (dacbench.envs.CMAESEnv method) (dacbench.envs.fast_downward.FastDownwardEnv method) (dacbench.envs.FastDownwardEnv method) (dacbench.envs.luby.LubyEnv method) (dacbench.envs.LubyEnv method) (dacbench.envs.modcma.ModCMAEnv method) (dacbench.envs.ModCMAEnv method) (dacbench.envs.modea.ModeaEnv method) (dacbench.envs.onell_env.OneLLEnv method) (dacbench.envs.OneLLEnv method) (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) (dacbench.envs.sigmoid.SigmoidEnv method) (dacbench.envs.SigmoidEnv method) (dacbench.envs.toysgd.ToySGDEnv method) (dacbench.wrappers.instance_sampling_wrapper.InstanceSamplingWrapper method) (dacbench.wrappers.InstanceSamplingWrapper method), [1] (dacbench.wrappers.observation_wrapper.ObservationWrapper method) (dacbench.wrappers.ObservationWrapper method), [1] (dacbench.wrappers.state_tracking_wrapper.StateTrackingWrapper method) (dacbench.wrappers.StateTrackingWrapper method), [1] reset_() (dacbench.abstract_env.AbstractEnv method) (dacbench.AbstractEnv method) reset_episode() (dacbench.logger.Logger method) (dacbench.logger.ModuleLogger method), [1] restart() (dacbench.envs.modea.ModeaEnv method) Reward (class in dacbench.envs.sgd) reward_functions module reward_range (in module dacbench.benchmarks.sgd_benchmark) reward_range() (in module dacbench.envs.sgd) RewardNoiseWrapper (class in dacbench.wrappers), [1] (class in dacbench.wrappers.reward_noise_wrapper) run_benchmark() (in module dacbench.runner) run_dacbench() (in module dacbench.runner) run_dynamic_policy() (in module dacbench.run_baselines) run_optimal() (in module dacbench.run_baselines) run_policy() (in module dacbench.run_baselines) run_random() (in module dacbench.run_baselines) run_static() (in module dacbench.run_baselines)

S

sample_coefficients() (in module dacbench.envs.toysgd) save_config() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method) seed() (dacbench.abstract_env.AbstractEnv method) (dacbench.AbstractEnv method) (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) seed_action_space() (dacbench.abstract_env.AbstractEnv method) (dacbench.AbstractEnv method) seed_mapper() (in module dacbench.logger) send_msg() (dacbench.envs.fast_downward.FastDownwardEnv method) (dacbench.envs.FastDownwardEnv method) SEQ (in module dacbench.benchmarks.luby_benchmark) SEQUENTIAL (in module dacbench.benchmarks.modcma_benchmark) serialize_config() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method) set_action_space() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method) set_action_values() (dacbench.benchmarks.sigmoid_benchmark.SigmoidBenchmark method) (dacbench.benchmarks.SigmoidBenchmark method) set_additional_info() (dacbench.logger.Logger method) (dacbench.logger.ModuleLogger method), [1] set_cutoff() (dacbench.benchmarks.luby_benchmark.LubyBenchmark method) (dacbench.benchmarks.LubyBenchmark method) set_env() (dacbench.logger.AbstractLogger method), [1] (dacbench.logger.Logger method), [1] set_heuristics() (dacbench.benchmarks.fast_downward_benchmark.FastDownwardBenchmark method) (dacbench.benchmarks.FastDownwardBenchmark method) set_history_length() (dacbench.benchmarks.luby_benchmark.LubyBenchmark method) (dacbench.benchmarks.LubyBenchmark method) set_inst_id() (dacbench.abstract_env.AbstractEnv method) (dacbench.AbstractEnv method) set_instance() (dacbench.abstract_env.AbstractEnv method) (dacbench.AbstractEnv method) set_instance_set() (dacbench.abstract_env.AbstractEnv method) (dacbench.AbstractEnv method) set_observation_space() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method) set_seed() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method) set_writer() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) setConfigurationParameters() (dacbench.envs.modea.ModeaEnv method) SGD_DEFAULTS (in module dacbench.benchmarks.sgd_benchmark) SGDBenchmark (class in dacbench.benchmarks) (class in dacbench.benchmarks.sgd_benchmark) SGDEnv (class in dacbench.envs) (class in dacbench.envs.sgd) sig() (in module dacbench.envs.policies.optimal_sigmoid) SIGMOID_DEFAULTS (in module dacbench.benchmarks.sigmoid_benchmark) SigmoidBenchmark (class in dacbench.benchmarks) (class in dacbench.benchmarks.sigmoid_benchmark) SigmoidEnv (class in dacbench.envs) (class in dacbench.envs.sigmoid)

small_random_luby_state() (in module random_states) small_random_sigmoid_state() (in module random_states) space_sep_upper() (in module dacbench.plotting), [1] space_to_list() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method) split() (in module dacbench.logger), [1] StateTrackingWrapper (class in dacbench.wrappers), [1] (class in dacbench.wrappers.state_tracking_wrapper) StateType (class in dacbench.envs.fast_downward) StaticAgent (class in dacbench.agents) (class in dacbench.agents.simple_agents) step() (dacbench.abstract_env.AbstractEnv method) (dacbench.AbstractEnv method) (dacbench.envs.cma_es.CMAESEnv method) (dacbench.envs.cma_step_size.CMAStepSizeEnv method) (dacbench.envs.CMAESEnv method) (dacbench.envs.fast_downward.FastDownwardEnv method) (dacbench.envs.FastDownwardEnv method) (dacbench.envs.luby.LubyEnv method) (dacbench.envs.LubyEnv method) (dacbench.envs.modcma.ModCMAEnv method) (dacbench.envs.ModCMAEnv method) (dacbench.envs.modea.ModeaEnv method) (dacbench.envs.onell_env.OneLLEnv method) (dacbench.envs.OneLLEnv method) (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) (dacbench.envs.sigmoid.ContinuousSigmoidEnv method) (dacbench.envs.sigmoid.ContinuousStateSigmoidEnv method) (dacbench.envs.sigmoid.SigmoidEnv method) (dacbench.envs.SigmoidEnv method) (dacbench.envs.toysgd.ToySGDEnv method) (dacbench.wrappers.action_tracking_wrapper.ActionFrequencyWrapper method) (dacbench.wrappers.ActionFrequencyWrapper method), [1] (dacbench.wrappers.episode_time_tracker.EpisodeTimeWrapper method) (dacbench.wrappers.EpisodeTimeWrapper method), [1] (dacbench.wrappers.observation_wrapper.ObservationWrapper method) (dacbench.wrappers.ObservationWrapper method), [1] (dacbench.wrappers.performance_tracking_wrapper.PerformanceTrackingWrapper method) (dacbench.wrappers.PerformanceTrackingWrapper method), [1] (dacbench.wrappers.policy_progress_wrapper.PolicyProgressWrapper method) (dacbench.wrappers.PolicyProgressWrapper method), [1] (dacbench.wrappers.reward_noise_wrapper.RewardNoiseWrapper method) (dacbench.wrappers.RewardNoiseWrapper method), [1] (dacbench.wrappers.state_tracking_wrapper.StateTrackingWrapper method) (dacbench.wrappers.StateTrackingWrapper method), [1] step_() (dacbench.abstract_env.AbstractEnv method) (dacbench.AbstractEnv method) STEP_SIZE (in module dacbench.benchmarks.cma_benchmark) STEP_SIZE_ADAPTION (in module dacbench.benchmarks.modcma_benchmark) sum_reward() (in module reward_functions) switchConfiguration() (dacbench.envs.modea.ModeaEnv method)

T

THRESHOLD_CONVERGENCE (in module dacbench.benchmarks.modcma_benchmark) to_json() (dacbench.abstract_benchmark.AbstractBenchmark method) (dacbench.AbstractBenchmark method) ToySGDBenchmark (class in dacbench.benchmarks) (class in dacbench.benchmarks.toysgd_benchmark) ToySGDEnv (class in dacbench.envs.toysgd) train() (dacbench.abstract_agent.AbstractDACBenchAgent method) (dacbench.agents.dynamic_random_agent.DynamicRandomAgent method) (dacbench.agents.DynamicRandomAgent method) (dacbench.agents.generic_agent.GenericAgent method) (dacbench.agents.GenericAgent method) (dacbench.agents.RandomAgent method) (dacbench.agents.simple_agents.RandomAgent method) (dacbench.agents.simple_agents.StaticAgent method) (dacbench.agents.StaticAgent method) (dacbench.envs.policies.sgd_ca.CosineAnnealingAgent method)

train_network() (dacbench.envs.sgd.SGDEnv method) (dacbench.envs.SGDEnv method) TrainingLoss (dacbench.envs.sgd.Reward attribute)

U

update_parameters() (dacbench.envs.modea.ModeaEnv method) use_next_instance() (dacbench.abstract_env.AbstractEnv method) (dacbench.AbstractEnv method)

use_test_set() (dacbench.abstract_env.AbstractEnv method) (dacbench.AbstractEnv method) use_training_set() (dacbench.abstract_env.AbstractEnv method) (dacbench.AbstractEnv method)

V

val_model (dacbench.envs.sgd.SGDEnv attribute) (dacbench.envs.SGDEnv attribute)

valid_types (dacbench.logger.AbstractLogger attribute) ValidationLoss (dacbench.envs.sgd.Reward attribute)

W

WEIGHTS_OPTION (in module dacbench.benchmarks.modcma_benchmark) write() (dacbench.logger.AbstractLogger method), [1] (dacbench.logger.Logger method), [1] (dacbench.logger.ModuleLogger method), [1]

X

X (in module dacbench.benchmarks.sigmoid_benchmark)