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Glenn Jocher 2019-12-08 19:22:33 -08:00
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@ -82,15 +82,12 @@ https://cloud.google.com/deep-learning-vm/
**Model:** `yolov3-spp.cfg` **Model:** `yolov3-spp.cfg`
**Command:** `python3 train.py --img 416 --batch 32 --accum 2` **Command:** `python3 train.py --img 416 --batch 32 --accum 2`
GPUs | `batch_size` | images/sec | epoch time | epoch cost GPU |n| `--batch --accum` | img/s | epoch<br>time | epoch<br>cost
--- |---| --- | --- | --- --- |--- |--- |--- |--- |---
K80 | 64 (32x2) | 11 | 175 min | $0.58 K80 |1| 32 x 2 | 11 | 175 min | $0.58
T4 | 64 (32x2) | 40 | 49 min | $0.29 T4 |1<br>2| 32 x 2<br>64 x 1 | 41<br>61 | 48 min<br>32 min | $0.28<br>$0.36
T4 x2 | 64 (64x1) | 61 | 32 min | $0.36 V100 |1<br>2| 32 x 2<br>64 x 1 | 122<br>**178** | 16 min<br>**11 min** | **$0.23**<br>$0.31
V100 | 64 (32x2) | 122 | 16 min | $0.23 2080Ti |1<br>2| 32 x 2<br>64 x 1 | 81<br>140 | 24 min<br>14 min | -<br>-
V100 x2 | 64 (64x1) | 178 | 11 min | $0.31
2080Ti | 64 (32x2) | 81 | 24 min | -
2080Ti x2 | 64 (64x1) | 140 | 14 min | -
# Inference # Inference