Object Anomaly Detection on HDFS
98.9AccuracyGraphLogDebugger
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GraphLogDebuggerGFLOPs=5.57, Throughput (it/s)=529.999 ± 201.3082025.12 | 98.9 | 100 | 98.7 | 99.3 | |
| MLPGFLOPs=1.4, Throughput (it/s)=479.0 ± 194.02025.12 | 79.9 | 80.1 | 98.9 | 88.5 | |
| RAGBackbone=Llama3-70b, k (retrieved examples)=10, GFLOPs=~ 10^5, Throughput (it/s)=0.194 ± 0.0042025.12 | 17.3 | 0 | 0 | 0 | |
| RAGBackbone=Llama3-70b, k (retrieved examples)=5, GFLOPs=~ 10^5, Throughput (it/s)=0.162 ± 0.0852025.12 | 16.5 | 0 | 0 | 0 | |
| RAGBackbone=GPT-oss-20b, k (retrieved examples)=5, GFLOPs=~ 10^4, Throughput (it/s)=0.183 ± 0.0102025.12 | 13.8 | 0 | 0 | 0 | |
| RAGBackbone=GPT-oss-20b, k (retrieved examples)=10, GFLOPs=~ 10^4, Throughput (it/s)=0.192 ± 0.0272025.12 | 13.8 | 0 | 0 | 0 |