Index

A

action_keys (hdeeprm.environment.Environment attribute) action_size (hdeeprm.environment.Environment attribute) action_space (hdeeprm.environment.Environment attribute) Agent (class in hdeeprm.agent)

agent (hdeeprm.entrypoints.HDeepRMWorkloadManager.HDeepRMWorkloadManager attribute) alter() (hdeeprm.agent.Agent method) avg_job_completion_reward() (hdeeprm.environment.Environment method) avg_job_slowdown_reward() (hdeeprm.environment.Environment method) avg_utilization_reward() (hdeeprm.environment.Environment method)

B

BaseWorkloadManager (class in hdeeprm.entrypoints.BaseWorkloadManager)

bs_id (hdeeprm.resource.Core attribute)

C

change_resource_states() (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager method) ClassicAgent (class in hdeeprm.agent) clean() (in module hdeeprm.cmd)

Core (class in hdeeprm.resource) core_pool (hdeeprm.manager.ResourceManager attribute) create_agent() (hdeeprm.entrypoints.HDeepRMWorkloadManager.HDeepRMWorkloadManager method)

D

decide() (hdeeprm.agent.Agent method) (hdeeprm.agent.ClassicAgent method) (hdeeprm.agent.PolicyLearningAgent method)

E

edp_reward() (hdeeprm.environment.Environment method) energy_consumption_reward() (hdeeprm.environment.Environment method)

env (hdeeprm.entrypoints.HDeepRMWorkloadManager.HDeepRMWorkloadManager attribute) Environment (class in hdeeprm.environment)

F

flow_flags (hdeeprm.entrypoints.HDeepRMWorkloadManager.HDeepRMWorkloadManager attribute) forward() (hdeeprm.agent.LearningAgent method) (hdeeprm.agent.PolicyLearningAgent method) (hdeeprm.agent.ValueLearningAgent method)

forward_policy() (hdeeprm.agent.PolicyLearningAgent method) forward_value() (hdeeprm.agent.ValueLearningAgent method)

G

gamma (hdeeprm.agent.LearningAgent attribute) generate_platform() (in module hdeeprm.util) generate_workload() (in module hdeeprm.util)

get_action() (hdeeprm.agent.PolicyLearningAgent method) get_remaining_per() (hdeeprm.resource.Core method) get_resources() (hdeeprm.manager.ResourceManager method)

H

hdeeprm (module) hdeeprm.agent (module) hdeeprm.cmd (module) hdeeprm.entrypoints (module) hdeeprm.entrypoints.BaseWorkloadManager (module)

hdeeprm.entrypoints.HDeepRMWorkloadManager (module) hdeeprm.environment (module) hdeeprm.manager (module) hdeeprm.resource (module) hdeeprm.util (module) HDeepRMWorkloadManager (class in hdeeprm.entrypoints.HDeepRMWorkloadManager)

J

job_scheduler (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager attribute)

JobScheduler (class in hdeeprm.manager) jobstat() (in module hdeeprm.cmd)

L

last_job_queue_length (hdeeprm.environment.Environment attribute) launch() (in module hdeeprm.cmd) LearningAgent (class in hdeeprm.agent)

log_probs (hdeeprm.agent.PolicyLearningAgent attribute) loss() (hdeeprm.agent.LearningAgent method) (hdeeprm.agent.PolicyLearningAgent method) (hdeeprm.agent.ValueLearningAgent method)

M

makespan_reward() (hdeeprm.environment.Environment method)

metrics() (in module hdeeprm.cmd)

N

nb_active_jobs (hdeeprm.manager.JobScheduler attribute) nb_completed_jobs (hdeeprm.manager.JobScheduler attribute)

nb_pending_jobs (hdeeprm.manager.JobScheduler attribute) new_job() (hdeeprm.manager.JobScheduler method)

O

observation_size (hdeeprm.environment.Environment attribute) observation_space (hdeeprm.environment.Environment attribute) observe() (hdeeprm.agent.Agent method) onAddResources() (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager method) onAnswerAirTemperatureAll() (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager method) onAnswerProcessorTemperatureAll() (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager method) onJobCompletion() (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager method) (hdeeprm.entrypoints.HDeepRMWorkloadManager.HDeepRMWorkloadManager method) onJobMessage() (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager method) onJobsKilled() (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager method) onJobSubmission() (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager method) (hdeeprm.entrypoints.HDeepRMWorkloadManager.HDeepRMWorkloadManager method)

onMachinePStateChanged() (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager method) onNoMoreEvents() (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager method) (hdeeprm.entrypoints.HDeepRMWorkloadManager.HDeepRMWorkloadManager method) onRemoveResources() (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager method) onReportEnergyConsumed() (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager method) onRequestedCall() (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager method) onSimulationEnds() (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager method) (hdeeprm.entrypoints.HDeepRMWorkloadManager.HDeepRMWorkloadManager method) optimizer (hdeeprm.entrypoints.HDeepRMWorkloadManager.HDeepRMWorkloadManager attribute) over_utilization (hdeeprm.manager.ResourceManager attribute)

P

peek_job() (hdeeprm.manager.JobScheduler method) peeked_job (hdeeprm.manager.JobScheduler attribute) pending_jobs (hdeeprm.manager.JobScheduler attribute) platform (hdeeprm.manager.ResourceManager attribute)

policy_loss() (hdeeprm.agent.PolicyLearningAgent method) PolicyLearningAgent (class in hdeeprm.agent) probs (hdeeprm.agent.PolicyLearningAgent attribute) processor (hdeeprm.resource.Core attribute)

Q

queue_sensitivity (hdeeprm.environment.Environment attribute)

R

remove_job() (hdeeprm.manager.JobScheduler method) render() (hdeeprm.environment.Environment method) reset() (hdeeprm.environment.Environment method) resource_manager (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager attribute)

ResourceManager (class in hdeeprm.manager) reward (hdeeprm.environment.Environment attribute) rewarded() (hdeeprm.agent.Agent method) rewards (hdeeprm.agent.Agent attribute)

S

save_log_prob() (hdeeprm.agent.PolicyLearningAgent method) save_value() (hdeeprm.agent.ValueLearningAgent method) schedule_jobs() (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager method) scheduled_step (hdeeprm.entrypoints.BaseWorkloadManager.BaseWorkloadManager attribute) set_state() (hdeeprm.resource.Core method)

sorting_key (hdeeprm.manager.JobScheduler attribute) (hdeeprm.manager.ResourceManager attribute) state (hdeeprm.resource.Core attribute) state_changes (hdeeprm.manager.ResourceManager attribute) step (hdeeprm.entrypoints.HDeepRMWorkloadManager.HDeepRMWorkloadManager attribute) step() (hdeeprm.environment.Environment method)

T

transform_rewards() (hdeeprm.agent.LearningAgent method)

U

update_completion() (hdeeprm.resource.Core method)

update_state() (hdeeprm.manager.ResourceManager method)

V

value_loss() (hdeeprm.agent.ValueLearningAgent method) ValueLearningAgent (class in hdeeprm.agent)

values (hdeeprm.agent.ValueLearningAgent attribute) visual() (in module hdeeprm.cmd)

W

workload_manager (hdeeprm.environment.Environment attribute)