Table 12 Efficiency of deep learning models on Hadoop Dataset.
Anomaly detection technique | Training time (Seconds) | Inference time (Seconds) | ||
|---|---|---|---|---|
Overall | Per-sample | Overall | Per-sample | |
LSTM36 | 7.72 | 0.00112 | 0.14 | 0.00002 |
Attentional BiLSTM63 | 25.71 | 0.00372 | 0.21 | 0.00003 |
Convolutional Neural Network46 | 14.85 | 0.00215 | 0.07 | 0.00001 |
Transformer80 | 9.05 | 0.00131 | 0.09 | 0.00001 |
pylogsentiment38 | 2615.29 | 0.01138 | 94.78 | 0.00262 |
CoLog | 2479.02 | 0.01079 | 124.00 | 0.00343 |
