TIFNGK_E41222719/new_pipeline/main.py

43 lines
1.1 KiB
Python

"""
run_all.py — Jalankan seluruh pipeline sekaligus
=================================================
Urutan eksekusi:
1. step1_feature_selection.py → Chi-Square pada data asli
2. step2_gridsearch.py → SMOTE (dalam CV) + Grid Search XGBoost
3. step3_evaluation.py → Evaluasi & visualisasi
Cara pakai:
python run_all.py
"""
import subprocess
import sys
from pathlib import Path
SCRIPTS_DIR = Path("new_pipeline")
steps = [
("STEP 1", SCRIPTS_DIR / "chi2.py"),
("STEP 2", SCRIPTS_DIR / "grid_s.py"),
("STEP 3", SCRIPTS_DIR / "evaluation.py"),
]
for label, script in steps:
print(f"\n{'='*55}")
print(f"▶ Menjalankan {label}: {script.name}")
print(f"{'='*55}")
result = subprocess.run(
[sys.executable, str(script)],
check=False,
)
if result.returncode != 0:
print(f"\n{label} gagal (exit code {result.returncode}). Pipeline dihentikan.")
sys.exit(result.returncode)
print(f"\n{label} selesai.")
print(f"\n{'='*55}")
print("🎉 SELURUH PIPELINE SELESAI")
print(f"{'='*55}")