F:\Mihir\shared_env\Scripts\python.exe F:\Mihir\Trial_AI_ProjDATASET\Fault_Detection_For_Industry\test.py 🚀 FAST TEST STARTING... Rows: 10000 ✅ Server reachable 🔥 Testing LGBM... [500/10000] Speed: 24 req/sec [1000/10000] Speed: 24 req/sec [1500/10000] Speed: 24 req/sec [2000/10000] Speed: 24 req/sec [2500/10000] Speed: 24 req/sec [3000/10000] Speed: 24 req/sec [3500/10000] Speed: 24 req/sec [4000/10000] Speed: 24 req/sec [4500/10000] Speed: 24 req/sec [5000/10000] Speed: 24 req/sec [5500/10000] Speed: 24 req/sec [6000/10000] Speed: 24 req/sec [6500/10000] Speed: 24 req/sec [7000/10000] Speed: 24 req/sec [7500/10000] Speed: 24 req/sec [8000/10000] Speed: 24 req/sec [8500/10000] Speed: 24 req/sec [9000/10000] Speed: 24 req/sec [9500/10000] Speed: 24 req/sec [10000/10000] Speed: 24 req/sec ⏱ Finished in 413.07s (24 req/sec) ══════════════════════════════════════════════════ MODEL: LGBM ══════════════════════════════════════════════════ Accuracy : 0.8095 Precision: 0.2799 Recall : 0.5766 F1 Score : 0.3768 AUC : 0.7416 TP=576 TN=7519 FP=1482 FN=423 ══════════════════════════════════════════════════ 🔥 Testing RF... [500/10000] Speed: 23 req/sec [1000/10000] Speed: 23 req/sec [1500/10000] Speed: 23 req/sec [2000/10000] Speed: 23 req/sec [2500/10000] Speed: 23 req/sec [3000/10000] Speed: 24 req/sec [3500/10000] Speed: 24 req/sec [4000/10000] Speed: 24 req/sec [4500/10000] Speed: 24 req/sec [5000/10000] Speed: 24 req/sec [5500/10000] Speed: 24 req/sec [6000/10000] Speed: 24 req/sec [6500/10000] Speed: 24 req/sec [7000/10000] Speed: 24 req/sec [7500/10000] Speed: 24 req/sec [8000/10000] Speed: 24 req/sec [8500/10000] Speed: 24 req/sec [9000/10000] Speed: 24 req/sec [9500/10000] Speed: 24 req/sec [10000/10000] Speed: 24 req/sec ⏱ Finished in 420.97s (24 req/sec) ══════════════════════════════════════════════════ MODEL: RF ══════════════════════════════════════════════════ Accuracy : 0.9086 Precision: 0.5556 Recall : 0.4254 F1 Score : 0.4819 AUC : 0.7446 TP=425 TN=8661 FP=340 FN=574 ══════════════════════════════════════════════════ 🏁 FINAL COMPARISON ACCURACY LGBM=0.8095 RF=0.9086 → RF 🌲 PRECISION LGBM=0.2799 RF=0.5556 → RF 🌲 RECALL LGBM=0.5766 RF=0.4254 → LGBM ⚡ F1 LGBM=0.3768 RF=0.4819 → RF 🌲 AUC LGBM=0.7416 RF=0.7446 → RF 🌲 Process finished with exit code 0