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Published at December 3FaaSRCA: Full Lifecycle Root Cause Analysis for Serverless Applications
cs.SE
Released Date: December 3, 2024
Authors: Jin Huang1, Pengfei Chen1, Guangba Yu1, Yilun Wang1, Haiyu Huang1, Zilong He1
Aff.: 1Sun Yat-sen University

| Approach | TrainTicket | ML Workflow | ||||||
| HR@k | HR@k+2 | NDCG@k | NDCG@k+2 | HR@k | HR@k+2 | NDCG@k | NDCG@k+2 | |
| TBAC | 11.77 | 26.40 | 11.77 | 23.67 | 10.11 | 20.39 | 17.59 | 26.59 |
| MonitorRank | 8.72 | 27.24 | 8.72 | 21.10 | 11.09 | 21.20 | 13.51 | 21.09 |
| TraceAnomaly | 22.80 | 25.42 | 25.30 | 27.52 | 33.36 | 34.40 | 51.26 | 50.89 |
| MicroRank | 16.79 | 55.84 | 17.35 | 51.60 | 29.06 | 46.55 | 42.15 | 59.36 |
| PDiagnose | 48.01 | 68.84 | 49.66 | 67.04 | 54.97 | 70.81 | 63.17 | 69.75 |
| Eadro | 73.34 | 89.70 | 73.37 | 83.40 | 67.23 | 89.49 | 67.99 | 80.95 |
| Direct-FaaSRCA | 68.74 | 82.28 | 69.25 | 79.15 | 58.48 | 65.86 | 61.66 | 65.04 |
| FaaSRCA | 92.50 | 96.33 | 93.48 | 95.98 | 90.57 | 95.97 | 95.76 | 97.32 |