| 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 |
|
|
