diff --git a/README.md b/README.md index d58ba32d..efdca8d2 100755 --- a/README.md +++ b/README.md @@ -60,17 +60,17 @@ Python 3.7 or later with all `pip install -U -r requirements.txt` packages inclu https://cloud.google.com/deep-learning-vm/ **Machine type:** preemptible [n1-standard-16](https://cloud.google.com/compute/docs/machine-types) (16 vCPUs, 60 GB memory) **CPU platform:** Intel Skylake -**GPUs:** K80 ($0.20/hr), T4 ($0.35/hr), V100 ($0.83/hr) CUDA with [Nvidia Apex](https://github.com/NVIDIA/apex) FP16/32 -**HDD:** 1 TB SSD +**GPUs:** K80 ($0.14/hr), T4 ($0.11/hr), V100 ($0.74/hr) CUDA with [Nvidia Apex](https://github.com/NVIDIA/apex) FP16/32 +**HDD:** 1 TB SSD **Dataset:** COCO train 2014 (117,263 images) **Model:** `yolov3-spp.cfg` **Command:** `python3 train.py --img 416 --batch 32 --accum 2` GPU |n| `--batch --accum` | img/s | epoch
time | epoch
cost --- |--- |--- |--- |--- |--- -K80 |1| 32 x 2 | 11 | 175 min | $0.58 -T4 |1
2| 32 x 2
64 x 1 | 41
61 | 48 min
32 min | $0.28
$0.36 -V100 |1
2| 32 x 2
64 x 1 | 122
**178** | 16 min
**11 min** | **$0.23**
$0.31 +K80 |1| 32 x 2 | 11 | 175 min | $0.41 +T4 |1
2| 32 x 2
64 x 1 | 41
61 | 48 min
32 min | $0.09
$0.11 +V100 |1
2| 32 x 2
64 x 1 | 122
**178** | 16 min
**11 min** | **$0.21**
$0.28 2080Ti |1
2| 32 x 2
64 x 1 | 81
140 | 24 min
14 min | -
- # Inference