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| # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved | |
| # A shell script that parses metrics from the log file. | |
| # Make it easier for developers to track performance of models. | |
| LOG="$1" | |
| if [[ -z "$LOG" ]]; then | |
| echo "Usage: $0 /path/to/log/file" | |
| exit 1 | |
| fi | |
| # [12/15 11:47:32] trainer INFO: Total training time: 12:15:04.446477 (0.4900 s / it) | |
| # [12/15 11:49:03] inference INFO: Total inference time: 0:01:25.326167 (0.13652186737060548 s / demo per device, on 8 devices) | |
| # [12/15 11:49:03] inference INFO: Total inference pure compute time: ..... | |
| # training time | |
| trainspeed=$(grep -o 'Overall training.*' "$LOG" | grep -Eo '\(.*\)' | grep -o '[0-9\.]*') | |
| echo "Training speed: $trainspeed s/it" | |
| # inference time: there could be multiple inference during training | |
| inferencespeed=$(grep -o 'Total inference pure.*' "$LOG" | tail -n1 | grep -Eo '\(.*\)' | grep -o '[0-9\.]*' | head -n1) | |
| echo "Inference speed: $inferencespeed s/it" | |
| # [12/15 11:47:18] trainer INFO: eta: 0:00:00 iter: 90000 loss: 0.5407 (0.7256) loss_classifier: 0.1744 (0.2446) loss_box_reg: 0.0838 (0.1160) loss_mask: 0.2159 (0.2722) loss_objectness: 0.0244 (0.0429) loss_rpn_box_reg: 0.0279 (0.0500) time: 0.4487 (0.4899) data: 0.0076 (0.0975) lr: 0.000200 max mem: 4161 | |
| memory=$(grep -o 'max[_ ]mem: [0-9]*' "$LOG" | tail -n1 | grep -o '[0-9]*') | |
| echo "Training memory: $memory MB" | |
| echo "Easy to copypaste:" | |
| echo "$trainspeed","$inferencespeed","$memory" | |
| echo "------------------------------" | |
| # [12/26 17:26:32] engine.coco_evaluation: copypaste: Task: bbox | |
| # [12/26 17:26:32] engine.coco_evaluation: copypaste: AP,AP50,AP75,APs,APm,APl | |
| # [12/26 17:26:32] engine.coco_evaluation: copypaste: 0.0017,0.0024,0.0017,0.0005,0.0019,0.0011 | |
| # [12/26 17:26:32] engine.coco_evaluation: copypaste: Task: segm | |
| # [12/26 17:26:32] engine.coco_evaluation: copypaste: AP,AP50,AP75,APs,APm,APl | |
| # [12/26 17:26:32] engine.coco_evaluation: copypaste: 0.0014,0.0021,0.0016,0.0005,0.0016,0.0011 | |
| echo "COCO Results:" | |
| num_tasks=$(grep -o 'copypaste:.*Task.*' "$LOG" | sort -u | wc -l) | |
| # each task has 3 lines | |
| grep -o 'copypaste:.*' "$LOG" | cut -d ' ' -f 2- | tail -n $((num_tasks * 3)) | |