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refactor(ml): update inference calls to use new model structure and improve clarity

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nuluh
2025-07-17 00:18:01 +07:00
parent 2504157b29
commit 18824e05c0
1 changed files with 13 additions and 6 deletions
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code/src/ml/inference.py
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@@ -1,9 +1,16 @@
from src.ml.model_selection import inference_model from src.ml.model_selection import inference_model
from joblib import load
model = {"SVM": "D:/thesis/models/sensor1/SVM.joblib", x = 30
"SVM with PCA": "D:/thesis/models/sensor1/SVM with StandardScaler and PCA.joblib", file = f"D:/thesis/data/dataset_B/zzzBD{x}.TXT"
"XGBoost": "D:/thesis/models/sensor1/XGBoost.joblib"} 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"}
# inference_model(model["SVM"], "D:/thesis/data/dataset_A/zzzAD10.TXT", column_question=10) index = ((x-1) % 5) + 1
# inference_model(model["SVM with PCA"], "D:/thesis/data/dataset_A/zzzAD10.TXT", column_question=10) inference_model(model["SVM"], file, column_question=index)
inference_model(model["XGBoost"], "D:/thesis/data/dataset_A/zzzAD30.TXT", column_question=30) print("---")
inference_model(model["SVM with PCA"], file, column_question=index)
print("---")
inference_model(model["XGBoost"], file, column_question=index)