settings.json

{   
    "dataset_name": "citylearn_challenge_2022_phase_all",
    "tacc_directory": "/work/07083/ken658/projects/citylearn/buildsys_2022/",
    "max_workers": 5,
    "train_episodes": 11,
    "seeds": [0,1,2],
    "train_building_count": 5,
    "train_start_time_step": 0,
    "train_end_time_step": 3671,
    "test_start_time_step": 3672,
    "test_end_time_step": 8759,
    "observations": [
        "day_type",
        "hour",
        "direct_solar_irradiance",
        "direct_solar_irradiance_predicted_6h",
        "direct_solar_irradiance_predicted_12h",
        "direct_solar_irradiance_predicted_24h",
        "carbon_intensity",
        "net_electricity_consumption",
        "non_shiftable_load",
        "solar_generation",
        "electrical_storage_soc",
        "electricity_pricing",
        "electricity_pricing_6h",
        "electricity_pricing_12h"
    ],
    "tacc_queue": {
        "active": "normal",
        "metadata": {
            "normal": {"nodes":256, "time": "48:00:00"},
            "long": {"nodes":32, "time": "120:00:00"},
            "skx-normal": {"nodes":128, "time": "48:00:00"},
            "skx-dev": {"nodes":4, "time": "02:00:00"}
        }
    },
    "design_buildings": [2, 3, 6, 7, 8, 9],
    "default_agent": {
        "type": "agent.SACTOUPeakReductionFontanaRBC",
        "attributes": {
            "hidden_dimension": [
                256,
                256
            ],
            "discount": 0.99,
            "tau": 0.005,
            "lr": 0.005,
            "alpha": 0.8,
            "batch_size": 256,
            "replay_buffer_capacity": 100000.0,
            "start_training_time_step": 3671,
            "end_exploration_time_step": 3671,
            "deterministic_start_time_step": 36710,
            "action_scaling_coef": 0.5,
            "reward_scaling": 5.0,
            "update_per_time_step": 2,
            "seed": 0
        }
    },
    "default_reward_function": {
        "type": "reward.AdditiveSolarPenaltyReward",
        "attributes": {
            "carbon_emission_exponent": 1.0,
            "electricity_price_exponent": 1.0,
            "carbon_emission_weight": 0.0,
            "electricity_price_weight": 1.0
        }
    },
    "experiments": {
        "rbc_validation": {
            "tacc_queue": "normal",
            "type": ["agent.SelfConsumptionFontanaRBC", "agent.TOUPeakReductionFontanaRBC", "agent.TOURateOptimizationFontanaRBC"],
            "optimal": "agent.TOUPeakReductionFontanaRBC"
        },
        "rbc_reference": {
            "tacc_queue": "normal"
        },
        "reward_design": {
            "tacc_queue": "normal",
            "grid": [{
                "type": ["reward.AdditiveSolarPenaltyReward"],
                "electricity_price_weight": [0.0, 0.2, 0.4, 0.5, 0.6, 0.8, 1.0],
                "electricity_price_exponent": [1, 2],
                "carbon_emission_exponent": [1, 2]
            }],
            "optimal": {
                "type": "reward.AdditiveSolarPenaltyReward",
                "exponent": 1,
                "weight": 1.0
            }
        },
        "hyperparameter_design": {
            "tacc_queue": "normal",
            "grid": {
                "discount": [0.90, 0.95, 0.99],
                "tau": [0.0005, 0.005, 0.05],
                "lr": [0.00005, 0.0005, 0.005],
                "alpha": [0.2, 0.5, 0.8]
            },
            "optimal": {
                "discount": 0.9,
                "tau": 0.05,
                "lr": 0.005,
                "alpha": 0.5
            }
        },
        "deployment_strategy": {
            "tacc_queue": "long"
        }
    }
}