notesum.ai

Published at December 3

FaaSRCA: 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

Arxiv: http://arxiv.org/pdf/2412.02239v1

Refer to caption


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