from src.ml.model_selection import inference_model
from joblib import load

x = 30
file = f"D:/thesis/data/dataset_B/zzzBD{x}.TXT"
sensor = 1
model = {"SVM": f"D:/thesis/models/sensor{sensor}/SVM.joblib", 
        "SVM with PCA": f"D:/thesis/models/sensor{sensor}/SVM with StandardScaler and PCA.joblib",
        "XGBoost": f"D:/thesis/models/sensor{sensor}/XGBoost.joblib"}

index = ((x-1) % 5) + 1
inference_model(model["SVM"], file, column_question=index)
print("---")
inference_model(model["SVM with PCA"], file, column_question=index)
print("---")
inference_model(model["XGBoost"], file, column_question=index)