Index

_

__init__() (agents.heuristic.heuristic_agent.HeuristicSelectionAgent method) (agents.intermediate_test.IntermediateTest method) (agents.reinforcement_learning.dqn.DQN method) (agents.reinforcement_learning.dqn.MemoryBuffer method) (agents.reinforcement_learning.dqn.Policy method) (agents.reinforcement_learning.ppo.PolicyNetwork method) (agents.reinforcement_learning.ppo.PPO method) (agents.reinforcement_learning.ppo.RolloutBuffer method) (agents.reinforcement_learning.ppo.ValueNetwork method) (agents.reinforcement_learning.ppo_masked.MaskedPPO method) (agents.reinforcement_learning.ppo_masked.PolicyNetwork method) (agents.reinforcement_learning.ppo_masked.RolloutBuffer method) (agents.reinforcement_learning.ppo_masked.ValueNetwork method) (data_generator.task.Task method) (environments.env_tetris_scheduling.Env method) (environments.env_tetris_scheduling_indirect_action.IndirectActionEnv method)

A

agents.heuristic.heuristic_agent module agents.intermediate_test module agents.reinforcement_learning.dqn module agents.reinforcement_learning.ppo module

agents.reinforcement_learning.ppo_masked module agents.solver.solver module agents.test module agents.train module

C

calculate_tardiness() (environments.env_tetris_scheduling.Env method) check_done() (environments.env_tetris_scheduling.Env method) check_environment_agent_compatibility() (environments.environment_loader.EnvironmentLoader class method) check_valid_job_action() (environments.env_tetris_scheduling.Env static method) choose_first_machine() (in module agents.heuristic.heuristic_agent) choose_machine() (environments.env_tetris_scheduling.Env method)

choose_random_machine() (in module agents.heuristic.heuristic_agent) close() (environments.env_tetris_scheduling.Env method) compute_advantages_and_returns() (agents.reinforcement_learning.ppo.RolloutBuffer method) (agents.reinforcement_learning.ppo_masked.RolloutBuffer method) compute_and_set_hashes() (data_generator.sp_factory.SPFactory class method) compute_initial_instance_solution() (in module data_generator.instance_factory) compute_reward() (environments.env_tetris_scheduling.Env method)

D

data_generator.instance_factory module data_generator.sp_factory module

data_generator.task module DQN (class in agents.reinforcement_learning.dqn)

E

edd() (in module agents.heuristic.heuristic_agent) Env (class in environments.env_tetris_scheduling) EnvironmentLoader (class in environments.environment_loader) environments.env_tetris_scheduling module environments.env_tetris_scheduling_indirect_action module

environments.environment_loader module execute_action() (environments.env_tetris_scheduling.Env method) explained_variance() (in module agents.reinforcement_learning.ppo) (in module agents.reinforcement_learning.ppo_masked)

F

final_evaluation() (in module agents.train) fjssp (data_generator.sp_factory.SP attribute) forward() (agents.reinforcement_learning.dqn.Policy method) (agents.reinforcement_learning.ppo.PolicyNetwork method) (agents.reinforcement_learning.ppo.PPO method) (agents.reinforcement_learning.ppo.ValueNetwork method) (agents.reinforcement_learning.ppo_masked.MaskedPPO method) (agents.reinforcement_learning.ppo_masked.PolicyNetwork method) (agents.reinforcement_learning.ppo_masked.ValueNetwork method)

G

GanttChartPlotter (class in visuals_generator.gantt_chart) generate_batches() (agents.reinforcement_learning.ppo.RolloutBuffer method) (agents.reinforcement_learning.ppo_masked.RolloutBuffer method) generate_deadlines() (in module data_generator.instance_factory) generate_instances() (data_generator.sp_factory.SPFactory class method) generate_instances_from_config() (in module data_generator.instance_factory) get_action() (agents.reinforcement_learning.dqn.DQN method) (in module agents.test) get_action_mask() (environments.env_tetris_scheduling.Env method) (environments.env_tetris_scheduling_indirect_action.IndirectActionEnv method) get_active_task_dict() (in module agents.heuristic.heuristic_agent)

get_gantt_chart_gif_and_save() (visuals_generator.gantt_chart.GanttChartPlotter class method) get_gantt_chart_image() (visuals_generator.gantt_chart.GanttChartPlotter class method) get_gantt_chart_image_and_save() (visuals_generator.gantt_chart.GanttChartPlotter class method) get_instance_info() (environments.env_tetris_scheduling.Env method) get_makespan() (environments.env_tetris_scheduling.Env method) get_next_tasks() (environments.env_tetris_scheduling_indirect_action.IndirectActionEnv method) get_parser_args() (in module data_generator.instance_factory) get_perser_args() (in module agents.solver.solver) (in module agents.test) (in module agents.train) get_samples() (agents.reinforcement_learning.dqn.MemoryBuffer method) get_selected_task() (environments.env_tetris_scheduling.Env method)

H

HeuristicSelectionAgent (class in agents.heuristic.heuristic_agent)

I

IndirectActionEnv (class in environments.env_tetris_scheduling_indirect_action)

IntermediateTest (class in agents.intermediate_test) is_sp_type_implemented() (data_generator.sp_factory.SP class method)

J

jssp (data_generator.sp_factory.SP attribute)

L

learn() (agents.reinforcement_learning.dqn.DQN method) (agents.reinforcement_learning.ppo.PPO method) (agents.reinforcement_learning.ppo_masked.MaskedPPO method) load() (agents.reinforcement_learning.dqn.DQN class method) (agents.reinforcement_learning.ppo.PPO class method) (agents.reinforcement_learning.ppo_masked.MaskedPPO class method) (environments.environment_loader.EnvironmentLoader class method)

log_intermediate_step() (environments.env_tetris_scheduling.Env method) log_results() (in module agents.test) ltr() (in module agents.heuristic.heuristic_agent)

M

main() (in module agents.solver.solver) (in module agents.test) (in module agents.train) (in module data_generator.instance_factory) MaskedPPO (class in agents.reinforcement_learning.ppo_masked) MemoryBuffer (class in agents.reinforcement_learning.dqn) module agents.heuristic.heuristic_agent agents.intermediate_test agents.reinforcement_learning.dqn agents.reinforcement_learning.ppo agents.reinforcement_learning.ppo_masked agents.solver.solver agents.test agents.train data_generator.instance_factory data_generator.sp_factory data_generator.task environments.env_tetris_scheduling environments.env_tetris_scheduling_indirect_action environments.environment_loader visuals_generator.gantt_chart

mr2_reward() (environments.env_tetris_scheduling.Env method) mtr() (in module agents.heuristic.heuristic_agent)

O

on_step() (agents.intermediate_test.IntermediateTest method) (agents.reinforcement_learning.dqn.DQN method)

optimize() (agents.solver.solver.OrToolSolver class method) OrToolSolver (class in agents.solver.solver)

P

parse_instance_to_solver_format() (agents.solver.solver.OrToolSolver static method) parse_to_plottable_format() (agents.solver.solver.OrToolSolver static method) Policy (class in agents.reinforcement_learning.dqn) PolicyNetwork (class in agents.reinforcement_learning.ppo) (class in agents.reinforcement_learning.ppo_masked)

PPO (class in agents.reinforcement_learning.ppo) predict() (agents.reinforcement_learning.dqn.DQN method) (agents.reinforcement_learning.ppo.PPO method) (agents.reinforcement_learning.ppo_masked.MaskedPPO method)

R

random_task() (in module agents.heuristic.heuristic_agent) render() (environments.env_tetris_scheduling.Env method) reset() (agents.reinforcement_learning.ppo.RolloutBuffer method) (agents.reinforcement_learning.ppo_masked.RolloutBuffer method) (environments.env_tetris_scheduling.Env method) (environments.env_tetris_scheduling_indirect_action.IndirectActionEnv method)

RolloutBuffer (class in agents.reinforcement_learning.ppo) (class in agents.reinforcement_learning.ppo_masked) run_episode() (in module agents.test)

S

save() (agents.reinforcement_learning.dqn.DQN method) (agents.reinforcement_learning.ppo.PPO method) (agents.reinforcement_learning.ppo_masked.MaskedPPO method) save_gantt_chart_image() (visuals_generator.gantt_chart.GanttChartPlotter static method) seed() (environments.env_tetris_scheduling.Env method) set_deadlines_to_max_deadline_per_job() (data_generator.sp_factory.SPFactory class method) SP (class in data_generator.sp_factory) sparse_makespan_reward() (environments.env_tetris_scheduling.Env method) SPFactory (class in data_generator.sp_factory)

spt() (in module agents.heuristic.heuristic_agent) state_obs (environments.env_tetris_scheduling.Env property) (environments.env_tetris_scheduling_indirect_action.IndirectActionEnv property) step() (environments.env_tetris_scheduling.Env method) (environments.env_tetris_scheduling_indirect_action.IndirectActionEnv method) store_memory() (agents.reinforcement_learning.dqn.MemoryBuffer method) (agents.reinforcement_learning.ppo.RolloutBuffer method) (agents.reinforcement_learning.ppo_masked.RolloutBuffer method) str_info() (data_generator.task.Task method) str_list_of_sp_types_implemented() (data_generator.sp_factory.SP class method)

T

Task (class in data_generator.task) test_model() (in module agents.test) test_model_and_heuristic() (in module agents.test) test_solver() (in module agents.test)

to_one_hot() (environments.env_tetris_scheduling.Env static method) train() (agents.reinforcement_learning.dqn.DQN method) (agents.reinforcement_learning.ppo.PPO method) (agents.reinforcement_learning.ppo_masked.MaskedPPO method) training() (in module agents.train)

V

ValueNetwork (class in agents.reinforcement_learning.ppo) (class in agents.reinforcement_learning.ppo_masked)

visuals_generator.gantt_chart module