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# config.py
import os
# === Paths ===
BASE_DIR = os.path.abspath(os.path.join(os.path.dirname(__file__), ".."))
DATA_PATH = os.path.join(
BASE_DIR, "..", "data", "processed", "energy_consumption_aggregated_cleaned.csv"
)
RESULTS_DIR = os.path.join(BASE_DIR, "results")
MODEL_DIR = os.path.join(BASE_DIR, "model")
# === Feature-Definition ===
FEATURES = [
"hour_sin",
"hour_cos",
"weekday_sin",
"weekday_cos",
"rolling_mean_6h",
"month_sin",
"month_cos",
"temperature_c",
"consumption_last_week",
"consumption_yesterday",
"consumption_last_hour",
]
TARGET = "consumption_MW"
# === Hyperparameters fpr LightGBM ===
LIGHTGBM_PARAMS = {
"learning_rate": 0.05,
"num_leaves": 15,
"max_depth": 5,
"lambda_l1": 1.0,
"lambda_l2": 0.0,
"min_split_gain": 0.0,
"n_estimators": 1000,
"objective": "regression",
}
# === Early Stopping ===
EARLY_STOPPING_ROUNDS = 50
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