Index

_

__init__() (or_suite.agents.agent.Agent method) (or_suite.agents.airline_revenue_management.bayes_selector.bayes_selectorAgent method) (or_suite.agents.ambulance.command_line_metric.commandLineAgent method) (or_suite.agents.ambulance.median.medianAgent method) (or_suite.agents.ambulance.median_graph.medianAgent method) (or_suite.agents.ambulance.median_sklearn.median_sklearnAgent method) (or_suite.agents.ambulance.mode_graph.modeAgent method) (or_suite.agents.ambulance.stable.stableAgent method) (or_suite.agents.inventory_control_multiple_suppliers.base_surge.base_surgeAgent method) (or_suite.agents.oil_discovery.grid_search.grid_searchAgent method) (or_suite.agents.resource_allocation.equal_allocation.equalAllocationAgent method) (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent method) (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent method) (or_suite.agents.rl.ada_mb.AdaptiveDiscretizationMB method) (or_suite.agents.rl.ada_ql.AdaptiveDiscretizationQL method) (or_suite.agents.rl.discrete_mb.DiscreteMB method) (or_suite.agents.rl.discrete_ql.DiscreteQl method) (or_suite.agents.rl.enet_mb.eNetMB method) (or_suite.agents.rl.enet_ql.eNetQL method) (or_suite.agents.rl.random.randomAgent method) (or_suite.envs.airline_revenue_management.airline_env.AirlineRevenueEnvironment method) (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment method) (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment method) (or_suite.envs.finite_armed_bandit.finite_bandit.FiniteBanditEnvironment method) (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment method) (or_suite.envs.oil_discovery.oil_problem.OilEnvironment method) (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment method) (or_suite.envs.resource_allocation.resource_allocation_discrete.DiscreteResourceAllocationEnvironment method) (or_suite.envs.resource_allocation.resource_allocation_donations.ResourceAllocationDonationsEnvironment method) (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment method) (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment method) (or_suite.experiment.sb_experiment.SB_Experiment method) (or_suite.experiment.trajectory_callback.TrajectoryCallback method)

A

A (or_suite.envs.airline_revenue_management.airline_env.AirlineRevenueEnvironment attribute) action_net (or_suite.agents.rl.enet_mb.eNetMB attribute) (or_suite.agents.rl.enet_ql.eNetQL attribute) action_size (or_suite.agents.rl.discrete_mb.DiscreteMB attribute) (or_suite.agents.rl.discrete_ql.DiscreteQl attribute) action_space (or_suite.agents.rl.discrete_mb.DiscreteMB attribute) (or_suite.agents.rl.discrete_ql.DiscreteQl attribute) (or_suite.envs.airline_revenue_management.airline_env.AirlineRevenueEnvironment attribute) (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment attribute) (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment attribute) (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment attribute) (or_suite.envs.oil_discovery.oil_problem.OilEnvironment attribute) (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment attribute) (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment attribute) (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment attribute)

AdaptiveDiscretizationMB (class in or_suite.agents.rl.ada_mb) AdaptiveDiscretizationQL (class in or_suite.agents.rl.ada_ql) Agent (class in or_suite.agents.agent) agent (or_suite.experiment.experiment.Experiment attribute) AirlineRevenueEnvironment (class in or_suite.envs.airline_revenue_management.airline_env) all_priority_orders (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment attribute) alpha (or_suite.agents.rl.discrete_mb.DiscreteMB attribute) (or_suite.agents.rl.enet_mb.eNetMB attribute) (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment attribute) (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment attribute) AmbulanceEnvironment (class in or_suite.envs.ambulance.ambulance_metric) AmbulanceGraphEnvironment (class in or_suite.envs.ambulance.ambulance_graph) arrival_data (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment attribute) arrival_dist (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment attribute) (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment attribute)

B

backorder_cost (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment attribute) base_surgeAgent (class in or_suite.agents.inventory_control_multiple_suppliers.base_surge) bayes_selectorAgent (class in or_suite.agents.airline_revenue_management.bayes_selector)

budget (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment attribute) budget_remaining (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent attribute) (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent attribute)

C

call_locs (or_suite.agents.ambulance.command_line_metric.commandLineAgent attribute) (or_suite.agents.ambulance.median.medianAgent attribute) (or_suite.agents.ambulance.median_graph.medianAgent attribute) (or_suite.agents.ambulance.median_sklearn.median_sklearnAgent attribute) (or_suite.agents.ambulance.mode_graph.modeAgent attribute) close() (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment method) (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment method) (or_suite.envs.finite_armed_bandit.finite_bandit.FiniteBanditEnvironment method) (or_suite.envs.oil_discovery.oil_problem.OilEnvironment method) (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment method) (or_suite.envs.resource_allocation.resource_allocation_discrete.DiscreteResourceAllocationEnvironment method) (or_suite.envs.resource_allocation.resource_allocation_donations.ResourceAllocationDonationsEnvironment method) (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment method)

commandLineAgent (class in or_suite.agents.ambulance.command_line_metric) conf_const (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent attribute) (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent attribute) config (or_suite.agents.airline_revenue_management.bayes_selector.bayes_selectorAgent attribute) (or_suite.agents.inventory_control_multiple_suppliers.base_surge.base_surgeAgent attribute) (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment attribute) (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment attribute) cost_param (or_suite.envs.oil_discovery.oil_problem.OilEnvironment attribute) current_budget (or_suite.agents.resource_allocation.equal_allocation.equalAllocationAgent attribute)

D

data (or_suite.agents.ambulance.command_line_metric.commandLineAgent attribute) (or_suite.agents.ambulance.median.medianAgent attribute) (or_suite.agents.ambulance.median_graph.medianAgent attribute) (or_suite.agents.ambulance.median_sklearn.median_sklearnAgent attribute) (or_suite.agents.ambulance.mode_graph.modeAgent attribute) (or_suite.agents.ambulance.stable.stableAgent attribute) (or_suite.agents.resource_allocation.equal_allocation.equalAllocationAgent attribute) (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent attribute) (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent attribute) (or_suite.experiment.experiment.Experiment attribute) (or_suite.experiment.sb_experiment.SB_Experiment attribute) deBug (or_suite.experiment.experiment.Experiment attribute) (or_suite.experiment.sb_experiment.SB_Experiment attribute)

dim (or_suite.agents.oil_discovery.grid_search.grid_searchAgent attribute) (or_suite.agents.rl.ada_mb.AdaptiveDiscretizationMB attribute) (or_suite.agents.rl.ada_ql.AdaptiveDiscretizationQL attribute) dim_index (or_suite.agents.oil_discovery.grid_search.grid_searchAgent attribute) dirPath (or_suite.experiment.experiment.Experiment attribute) (or_suite.experiment.sb_experiment.SB_Experiment attribute) DiscreteMB (class in or_suite.agents.rl.discrete_mb) DiscreteQl (class in or_suite.agents.rl.discrete_ql) DiscreteResourceAllocationEnvironment (class in or_suite.envs.resource_allocation.resource_allocation_discrete) DualSourcingEnvironment (class in or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env) dynamics_model() (in module or_suite.envs.vaccine_allotment.dynamics_model_4groups)

E

eNetMB (class in or_suite.agents.rl.enet_mb) eNetQL (class in or_suite.agents.rl.enet_ql) env (or_suite.experiment.experiment.Experiment attribute) (or_suite.experiment.sb_experiment.SB_Experiment attribute) episode_num (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment attribute) epLen (or_suite.agents.airline_revenue_management.bayes_selector.bayes_selectorAgent attribute) (or_suite.agents.ambulance.command_line_metric.commandLineAgent attribute) (or_suite.agents.ambulance.median.medianAgent attribute) (or_suite.agents.ambulance.median_graph.medianAgent attribute) (or_suite.agents.ambulance.median_sklearn.median_sklearnAgent attribute) (or_suite.agents.ambulance.mode_graph.modeAgent attribute) (or_suite.agents.ambulance.stable.stableAgent attribute) (or_suite.agents.oil_discovery.grid_search.grid_searchAgent attribute) (or_suite.agents.resource_allocation.equal_allocation.equalAllocationAgent attribute) (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent attribute) (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent attribute) (or_suite.agents.rl.ada_mb.AdaptiveDiscretizationMB attribute) (or_suite.agents.rl.ada_ql.AdaptiveDiscretizationQL attribute) (or_suite.agents.rl.discrete_mb.DiscreteMB attribute) (or_suite.agents.rl.discrete_ql.DiscreteQl attribute) (or_suite.agents.rl.enet_mb.eNetMB attribute) (or_suite.agents.rl.enet_ql.eNetQL attribute) (or_suite.envs.airline_revenue_management.airline_env.AirlineRevenueEnvironment attribute) (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment attribute) (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment attribute) (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment attribute) (or_suite.envs.oil_discovery.oil_problem.OilEnvironment attribute) (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment attribute) (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment attribute) (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment attribute) (or_suite.experiment.experiment.Experiment attribute) (or_suite.experiment.sb_experiment.SB_Experiment attribute)

equalAllocationAgent (class in or_suite.agents.resource_allocation.equal_allocation) exp_endowments (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent attribute) (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent attribute) Experiment (class in or_suite.experiment.experiment)

F

f (or_suite.envs.airline_revenue_management.airline_env.AirlineRevenueEnvironment attribute) find_lengths() (in module or_suite.agents.ambulance.median_graph) (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment method) (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment method) FiniteBanditEnvironment (class in or_suite.envs.finite_armed_bandit.finite_bandit) first_allocation_done (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent attribute) (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent attribute)

fixedThresholdAgent (class in or_suite.agents.resource_allocation.fixed_threshold) flag (or_suite.agents.rl.discrete_mb.DiscreteMB attribute) (or_suite.agents.rl.enet_mb.eNetMB attribute) from_data (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment attribute) fulfill_req() (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment method)

G

generate_cvxpy_solver() (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent method), [1] (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent method), [1] get_config() (or_suite.envs.oil_discovery.oil_problem.OilEnvironment method) (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment method) (or_suite.envs.resource_allocation.resource_allocation_donations.ResourceAllocationDonationsEnvironment method) (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment method) (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment method) get_expected_endowments() (or_suite.agents.resource_allocation.equal_allocation.equalAllocationAgent method), [1] (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent method), [1] (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent method), [1] get_lower_upper_sol() (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent method), [1] (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent method), [1]

get_num_arms() (or_suite.agents.rl.enet_mb.eNetMB method) (or_suite.agents.rl.enet_ql.eNetQL method) graph (or_suite.agents.ambulance.median_graph.medianAgent attribute) (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment attribute) (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment attribute) greedy() (or_suite.agents.ambulance.command_line_metric.commandLineAgent method) (or_suite.agents.ambulance.median.medianAgent method) (or_suite.agents.ambulance.median_graph.medianAgent method) (or_suite.agents.ambulance.median_sklearn.median_sklearnAgent method) (or_suite.agents.ambulance.mode_graph.modeAgent method) grid_searchAgent (class in or_suite.agents.oil_discovery.grid_search)

H

hold_cost (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment attribute)

hopeguardrailAgent (class in or_suite.agents.resource_allocation.hope_guardrail)

I

inherit_flag (or_suite.agents.rl.ada_mb.AdaptiveDiscretizationMB attribute) (or_suite.agents.rl.ada_ql.AdaptiveDiscretizationQL attribute)

iteration_number (or_suite.experiment.trajectory_callback.TrajectoryCallback attribute)

L

lead_times (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment attribute) lengths (or_suite.agents.ambulance.median_graph.medianAgent attribute) (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment attribute) (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment attribute)

lower (or_suite.agents.oil_discovery.grid_search.grid_searchAgent attribute) lower_sol (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent attribute) (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent attribute)

M

matrix_dim (or_suite.agents.rl.discrete_mb.DiscreteMB attribute) (or_suite.agents.rl.discrete_ql.DiscreteQl attribute) max_inventory (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment attribute) max_order (or_suite.agents.inventory_control_multiple_suppliers.base_surge.base_surgeAgent attribute) (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment attribute) median_sklearnAgent (class in or_suite.agents.ambulance.median_sklearn) medianAgent (class in or_suite.agents.ambulance.median) (class in or_suite.agents.ambulance.median_graph) midpoint_value (or_suite.agents.oil_discovery.grid_search.grid_searchAgent attribute) modeAgent (class in or_suite.agents.ambulance.mode_graph) model (or_suite.experiment.sb_experiment.SB_Experiment attribute) module or_suite.agents.agent or_suite.agents.airline_revenue_management.bayes_selector or_suite.agents.ambulance.command_line_metric or_suite.agents.ambulance.median or_suite.agents.ambulance.median_graph or_suite.agents.ambulance.median_sklearn or_suite.agents.ambulance.mode_graph or_suite.agents.ambulance.stable or_suite.agents.inventory_control_multiple_suppliers.base_surge or_suite.agents.oil_discovery.grid_search or_suite.agents.resource_allocation.equal_allocation or_suite.agents.resource_allocation.fixed_threshold or_suite.agents.resource_allocation.hope_guardrail or_suite.agents.rl.ada_mb or_suite.agents.rl.ada_ql or_suite.agents.rl.discrete_mb or_suite.agents.rl.discrete_ql or_suite.agents.rl.enet_mb or_suite.agents.rl.enet_ql or_suite.agents.rl.random or_suite.envs.airline_revenue_management.airline_env or_suite.envs.ambulance.ambulance_graph or_suite.envs.ambulance.ambulance_metric or_suite.envs.finite_armed_bandit.finite_bandit or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env or_suite.envs.oil_discovery.oil_problem or_suite.envs.resource_allocation.resource_allocation or_suite.envs.resource_allocation.resource_allocation_discrete or_suite.envs.resource_allocation.resource_allocation_donations or_suite.envs.ridesharing.rideshare_graph or_suite.envs.vaccine_allotment.dynamics_model_4groups or_suite.envs.vaccine_allotment.vacc_4groups or_suite.experiment.experiment or_suite.experiment.sb_experiment or_suite.experiment.trajectory_callback

most_recent_action (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment attribute)

N

neg_inventory (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment attribute) nEps (or_suite.experiment.experiment.Experiment attribute) (or_suite.experiment.sb_experiment.SB_Experiment attribute) noise_variance (or_suite.envs.oil_discovery.oil_problem.OilEnvironment attribute) num_ambulance (or_suite.agents.ambulance.median_graph.medianAgent attribute) (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment attribute) (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment attribute) num_cars (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment attribute) num_commodities (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment attribute) num_nodes (or_suite.agents.ambulance.median_graph.medianAgent attribute) (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment attribute) (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment attribute)

num_resources (or_suite.agents.resource_allocation.equal_allocation.equalAllocationAgent attribute) (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent attribute) (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent attribute) num_types (or_suite.agents.resource_allocation.equal_allocation.equalAllocationAgent attribute) (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent attribute) (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent attribute) (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment attribute) num_visits (or_suite.agents.rl.discrete_mb.DiscreteMB attribute) (or_suite.agents.rl.discrete_ql.DiscreteQl attribute) numIters (or_suite.experiment.experiment.Experiment attribute) (or_suite.experiment.sb_experiment.SB_Experiment attribute)

O

observation_space (or_suite.envs.airline_revenue_management.airline_env.AirlineRevenueEnvironment attribute) (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment attribute) (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment attribute) (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment attribute) (or_suite.envs.oil_discovery.oil_problem.OilEnvironment attribute) (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment attribute) (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment attribute) (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment attribute) offset (or_suite.agents.inventory_control_multiple_suppliers.base_surge.base_surgeAgent attribute) oil_prob (or_suite.envs.oil_discovery.oil_problem.OilEnvironment attribute) OilEnvironment (class in or_suite.envs.oil_discovery.oil_problem) or_suite.agents.agent module or_suite.agents.airline_revenue_management.bayes_selector module or_suite.agents.ambulance.command_line_metric module or_suite.agents.ambulance.median module or_suite.agents.ambulance.median_graph module or_suite.agents.ambulance.median_sklearn module or_suite.agents.ambulance.mode_graph module or_suite.agents.ambulance.stable module or_suite.agents.inventory_control_multiple_suppliers.base_surge module or_suite.agents.oil_discovery.grid_search module or_suite.agents.resource_allocation.equal_allocation module or_suite.agents.resource_allocation.fixed_threshold module or_suite.agents.resource_allocation.hope_guardrail module or_suite.agents.rl.ada_mb module or_suite.agents.rl.ada_ql module

or_suite.agents.rl.discrete_mb module or_suite.agents.rl.discrete_ql module or_suite.agents.rl.enet_mb module or_suite.agents.rl.enet_ql module or_suite.agents.rl.random module or_suite.envs.airline_revenue_management.airline_env module or_suite.envs.ambulance.ambulance_graph module or_suite.envs.ambulance.ambulance_metric module or_suite.envs.finite_armed_bandit.finite_bandit module or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env module or_suite.envs.oil_discovery.oil_problem module or_suite.envs.resource_allocation.resource_allocation module or_suite.envs.resource_allocation.resource_allocation_discrete module or_suite.envs.resource_allocation.resource_allocation_donations module or_suite.envs.ridesharing.rideshare_graph module or_suite.envs.vaccine_allotment.dynamics_model_4groups module or_suite.envs.vaccine_allotment.vacc_4groups module or_suite.experiment.experiment module or_suite.experiment.sb_experiment module or_suite.experiment.trajectory_callback module

P

P (or_suite.envs.airline_revenue_management.airline_env.AirlineRevenueEnvironment attribute) parameters (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment attribute) perturb_estimates (or_suite.agents.oil_discovery.grid_search.grid_searchAgent attribute) pEst (or_suite.agents.rl.discrete_mb.DiscreteMB attribute) (or_suite.agents.rl.enet_mb.eNetMB attribute) pick_action() (or_suite.agents.agent.Agent method) (or_suite.agents.airline_revenue_management.bayes_selector.bayes_selectorAgent method) (or_suite.agents.ambulance.command_line_metric.commandLineAgent method) (or_suite.agents.ambulance.median.medianAgent method) (or_suite.agents.ambulance.median_graph.medianAgent method) (or_suite.agents.ambulance.median_sklearn.median_sklearnAgent method) (or_suite.agents.ambulance.mode_graph.modeAgent method) (or_suite.agents.ambulance.stable.stableAgent method) (or_suite.agents.inventory_control_multiple_suppliers.base_surge.base_surgeAgent method) (or_suite.agents.oil_discovery.grid_search.grid_searchAgent method), [1] (or_suite.agents.resource_allocation.equal_allocation.equalAllocationAgent method), [1] (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent method), [1] (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent method), [1] (or_suite.agents.rl.ada_mb.AdaptiveDiscretizationMB method) (or_suite.agents.rl.ada_ql.AdaptiveDiscretizationQL method) (or_suite.agents.rl.discrete_mb.DiscreteMB method) (or_suite.agents.rl.discrete_ql.DiscreteQl method) (or_suite.agents.rl.enet_mb.eNetMB method) (or_suite.agents.rl.enet_ql.eNetQL method) (or_suite.agents.rl.random.randomAgent method)

priority (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment attribute) prob (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent attribute) (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent attribute)

Q

qVals (or_suite.agents.rl.discrete_mb.DiscreteMB attribute) (or_suite.agents.rl.discrete_ql.DiscreteQl attribute)

R

r (or_suite.agents.inventory_control_multiple_suppliers.base_surge.base_surgeAgent attribute) rand_vacc_update() (in module or_suite.envs.vaccine_allotment.dynamics_model_4groups) randomAgent (class in or_suite.agents.rl.random) rel_exp_endowments (or_suite.agents.resource_allocation.equal_allocation.equalAllocationAgent attribute) render() (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment method) (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment method) (or_suite.envs.finite_armed_bandit.finite_bandit.FiniteBanditEnvironment method) (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment method) (or_suite.envs.oil_discovery.oil_problem.OilEnvironment method) (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment method) (or_suite.envs.resource_allocation.resource_allocation_discrete.DiscreteResourceAllocationEnvironment method) (or_suite.envs.resource_allocation.resource_allocation_donations.ResourceAllocationDonationsEnvironment method) (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment method) render_flag (or_suite.experiment.experiment.Experiment attribute) (or_suite.experiment.sb_experiment.SB_Experiment attribute) request_dist (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment attribute) reset() (or_suite.agents.agent.Agent method) (or_suite.agents.ambulance.command_line_metric.commandLineAgent method) (or_suite.agents.ambulance.median.medianAgent method) (or_suite.agents.ambulance.median_graph.medianAgent method) (or_suite.agents.ambulance.median_sklearn.median_sklearnAgent method) (or_suite.agents.ambulance.mode_graph.modeAgent method) (or_suite.agents.ambulance.stable.stableAgent method) (or_suite.agents.oil_discovery.grid_search.grid_searchAgent method) (or_suite.agents.resource_allocation.equal_allocation.equalAllocationAgent method), [1] (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent method), [1] (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent method), [1] (or_suite.agents.rl.discrete_mb.DiscreteMB method) (or_suite.envs.airline_revenue_management.airline_env.AirlineRevenueEnvironment method) (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment method) (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment method) (or_suite.envs.finite_armed_bandit.finite_bandit.FiniteBanditEnvironment method) (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment method) (or_suite.envs.oil_discovery.oil_problem.OilEnvironment method) (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment method) (or_suite.envs.resource_allocation.resource_allocation_discrete.DiscreteResourceAllocationEnvironment method) (or_suite.envs.resource_allocation.resource_allocation_donations.ResourceAllocationDonationsEnvironment method) (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment method) (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment method)

reset_current_step() (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment method) ResourceAllocationDonationsEnvironment (class in or_suite.envs.resource_allocation.resource_allocation_donations) ResourceAllocationEnvironment (class in or_suite.envs.resource_allocation.resource_allocation) rEst (or_suite.agents.rl.discrete_mb.DiscreteMB attribute) reward (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment attribute) reward() (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment method) reward_fail (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment attribute) RideshareGraphEnvironment (class in or_suite.envs.ridesharing.rideshare_graph) round_flag (or_suite.agents.airline_revenue_management.bayes_selector.bayes_selectorAgent attribute) run() (or_suite.experiment.experiment.Experiment method) (or_suite.experiment.sb_experiment.SB_Experiment method)

S

S (or_suite.agents.inventory_control_multiple_suppliers.base_surge.base_surgeAgent attribute) save_data() (or_suite.experiment.experiment.Experiment method) (or_suite.experiment.sb_experiment.SB_Experiment method) save_trajectory (or_suite.experiment.experiment.Experiment attribute) (or_suite.experiment.sb_experiment.SB_Experiment attribute) SB_Experiment (class in or_suite.experiment.sb_experiment) scale (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent attribute) (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent attribute) scaling (or_suite.agents.rl.ada_mb.AdaptiveDiscretizationMB attribute) (or_suite.agents.rl.ada_ql.AdaptiveDiscretizationQL attribute) (or_suite.agents.rl.discrete_mb.DiscreteMB attribute) (or_suite.agents.rl.discrete_ql.DiscreteQl attribute) (or_suite.agents.rl.enet_mb.eNetMB attribute) (or_suite.agents.rl.enet_ql.eNetQL attribute) seed (or_suite.experiment.experiment.Experiment attribute) (or_suite.experiment.sb_experiment.SB_Experiment attribute) seed() (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment method) select_midpoint (or_suite.agents.oil_discovery.grid_search.grid_searchAgent attribute) solver (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent attribute) (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent attribute) stableAgent (class in or_suite.agents.ambulance.stable) starting_state (or_suite.envs.airline_revenue_management.airline_env.AirlineRevenueEnvironment attribute) (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment attribute) (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment attribute) (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment attribute) (or_suite.envs.oil_discovery.oil_problem.OilEnvironment attribute) (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment attribute) (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment attribute) (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment attribute)

state (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment attribute) (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment attribute) (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment attribute) (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment attribute) state_action_dim (or_suite.agents.rl.enet_mb.eNetMB attribute) (or_suite.agents.rl.enet_ql.eNetQL attribute) state_net (or_suite.agents.rl.enet_mb.eNetMB attribute) (or_suite.agents.rl.enet_ql.eNetQL attribute) state_size (or_suite.agents.rl.discrete_mb.DiscreteMB attribute) (or_suite.agents.rl.discrete_ql.DiscreteQl attribute) state_space (or_suite.agents.rl.discrete_mb.DiscreteMB attribute) (or_suite.agents.rl.discrete_ql.DiscreteQl attribute) stdev_endowments (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent attribute) (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent attribute) step() (or_suite.envs.airline_revenue_management.airline_env.AirlineRevenueEnvironment method) (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment method) (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment method) (or_suite.envs.finite_armed_bandit.finite_bandit.FiniteBanditEnvironment method) (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment method) (or_suite.envs.oil_discovery.oil_problem.OilEnvironment method) (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment method) (or_suite.envs.resource_allocation.resource_allocation_discrete.DiscreteResourceAllocationEnvironment method) (or_suite.envs.resource_allocation.resource_allocation_donations.ResourceAllocationDonationsEnvironment method) (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment method) (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment method) supplier_costs (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment attribute)

T

timestep (or_suite.envs.airline_revenue_management.airline_env.AirlineRevenueEnvironment attribute) (or_suite.envs.ambulance.ambulance_graph.AmbulanceGraphEnvironment attribute) (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment attribute) (or_suite.envs.inventory_control_multiple_suppliers.multiple_suppliers_env.DualSourcingEnvironment attribute) (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment attribute) (or_suite.envs.ridesharing.rideshare_graph.RideshareGraphEnvironment attribute) (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment attribute)

total_pop (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment attribute) trajectory (or_suite.experiment.trajectory_callback.TrajectoryCallback attribute) trajectory_data (or_suite.experiment.experiment.Experiment attribute) (or_suite.experiment.sb_experiment.SB_Experiment attribute) TrajectoryCallback (class in or_suite.experiment.trajectory_callback) type_dist (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment attribute)

U

update_config() (or_suite.agents.agent.Agent method) (or_suite.agents.airline_revenue_management.bayes_selector.bayes_selectorAgent method) (or_suite.agents.ambulance.command_line_metric.commandLineAgent method) (or_suite.agents.ambulance.median.medianAgent method) (or_suite.agents.ambulance.median_graph.medianAgent method) (or_suite.agents.ambulance.median_sklearn.median_sklearnAgent method) (or_suite.agents.ambulance.mode_graph.modeAgent method) (or_suite.agents.ambulance.stable.stableAgent method) (or_suite.agents.inventory_control_multiple_suppliers.base_surge.base_surgeAgent method) (or_suite.agents.oil_discovery.grid_search.grid_searchAgent method) (or_suite.agents.resource_allocation.equal_allocation.equalAllocationAgent method), [1] (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent method), [1] (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent method), [1] (or_suite.agents.rl.ada_mb.AdaptiveDiscretizationMB method) (or_suite.agents.rl.ada_ql.AdaptiveDiscretizationQL method) (or_suite.agents.rl.discrete_ql.DiscreteQl method) (or_suite.agents.rl.enet_ql.eNetQL method) (or_suite.agents.rl.random.randomAgent method) update_iter() (or_suite.experiment.trajectory_callback.TrajectoryCallback method) update_obs() (or_suite.agents.agent.Agent method) (or_suite.agents.airline_revenue_management.bayes_selector.bayes_selectorAgent method) (or_suite.agents.ambulance.command_line_metric.commandLineAgent method) (or_suite.agents.ambulance.median.medianAgent method) (or_suite.agents.ambulance.median_graph.medianAgent method) (or_suite.agents.ambulance.median_sklearn.median_sklearnAgent method) (or_suite.agents.ambulance.mode_graph.modeAgent method) (or_suite.agents.ambulance.stable.stableAgent method) (or_suite.agents.oil_discovery.grid_search.grid_searchAgent method), [1] (or_suite.agents.resource_allocation.equal_allocation.equalAllocationAgent method), [1] (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent method), [1] (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent method), [1] (or_suite.agents.rl.ada_mb.AdaptiveDiscretizationMB method) (or_suite.agents.rl.ada_ql.AdaptiveDiscretizationQL method) (or_suite.agents.rl.discrete_mb.DiscreteMB method) (or_suite.agents.rl.discrete_ql.DiscreteQl method) (or_suite.agents.rl.enet_mb.eNetMB method) (or_suite.agents.rl.enet_ql.eNetQL method) (or_suite.agents.rl.random.randomAgent method)

update_parameters() (or_suite.agents.agent.Agent method) (or_suite.agents.inventory_control_multiple_suppliers.base_surge.base_surgeAgent method) (or_suite.agents.rl.discrete_mb.DiscreteMB method) (or_suite.agents.rl.discrete_ql.DiscreteQl method) update_policy() (or_suite.agents.agent.Agent method) (or_suite.agents.ambulance.command_line_metric.commandLineAgent method) (or_suite.agents.ambulance.median.medianAgent method) (or_suite.agents.ambulance.median_graph.medianAgent method) (or_suite.agents.ambulance.median_sklearn.median_sklearnAgent method) (or_suite.agents.ambulance.mode_graph.modeAgent method) (or_suite.agents.ambulance.stable.stableAgent method) (or_suite.agents.oil_discovery.grid_search.grid_searchAgent method) (or_suite.agents.resource_allocation.equal_allocation.equalAllocationAgent method), [1] (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent method), [1] (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent method), [1] (or_suite.agents.rl.ada_mb.AdaptiveDiscretizationMB method) (or_suite.agents.rl.ada_ql.AdaptiveDiscretizationQL method) (or_suite.agents.rl.discrete_mb.DiscreteMB method) (or_suite.agents.rl.discrete_ql.DiscreteQl method) (or_suite.agents.rl.enet_mb.eNetMB method) (or_suite.agents.rl.enet_ql.eNetQL method) (or_suite.agents.rl.random.randomAgent method) upper (or_suite.agents.oil_discovery.grid_search.grid_searchAgent attribute) upper_sol (or_suite.agents.resource_allocation.fixed_threshold.fixedThresholdAgent attribute) (or_suite.agents.resource_allocation.hope_guardrail.hopeguardrailAgent attribute) utility_function (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment attribute)

V

vacc_update() (in module or_suite.envs.vaccine_allotment.dynamics_model_4groups) VaccineEnvironment (class in or_suite.envs.vaccine_allotment.vacc_4groups) vaccines (or_suite.envs.vaccine_allotment.vacc_4groups.VaccineEnvironment attribute)

verbose (or_suite.experiment.trajectory_callback.TrajectoryCallback attribute) viewer (or_suite.envs.ambulance.ambulance_metric.AmbulanceEnvironment attribute) vVals (or_suite.agents.rl.discrete_mb.DiscreteMB attribute)

W

weight_matrix (or_suite.envs.resource_allocation.resource_allocation.ResourceAllocationEnvironment attribute)