sitecao commited on
Commit
e1893c8
·
unverified ·
1 Parent(s): 4e841b9

`DEVICE_COUNT` instead of `WORLD_SIZE` to calculate `nw` (#6324)

Browse files
Files changed (1) hide show
  1. utils/datasets.py +2 -2
utils/datasets.py CHANGED
@@ -35,7 +35,7 @@ from utils.torch_utils import torch_distributed_zero_first
35
  HELP_URL = 'https://github.com/ultralytics/yolov5/wiki/Train-Custom-Data'
36
  IMG_FORMATS = ['bmp', 'jpg', 'jpeg', 'png', 'tif', 'tiff', 'dng', 'webp', 'mpo'] # acceptable image suffixes
37
  VID_FORMATS = ['mov', 'avi', 'mp4', 'mpg', 'mpeg', 'm4v', 'wmv', 'mkv'] # acceptable video suffixes
38
- WORLD_SIZE = int(os.getenv('WORLD_SIZE', 1)) # DPP
39
 
40
  # Get orientation exif tag
41
  for orientation in ExifTags.TAGS.keys():
@@ -110,7 +110,7 @@ def create_dataloader(path, imgsz, batch_size, stride, single_cls=False, hyp=Non
110
  prefix=prefix)
111
 
112
  batch_size = min(batch_size, len(dataset))
113
- nw = min([os.cpu_count() // WORLD_SIZE, batch_size if batch_size > 1 else 0, workers]) # number of workers
114
  sampler = None if rank == -1 else distributed.DistributedSampler(dataset, shuffle=shuffle)
115
  loader = DataLoader if image_weights else InfiniteDataLoader # only DataLoader allows for attribute updates
116
  return loader(dataset,
 
35
  HELP_URL = 'https://github.com/ultralytics/yolov5/wiki/Train-Custom-Data'
36
  IMG_FORMATS = ['bmp', 'jpg', 'jpeg', 'png', 'tif', 'tiff', 'dng', 'webp', 'mpo'] # acceptable image suffixes
37
  VID_FORMATS = ['mov', 'avi', 'mp4', 'mpg', 'mpeg', 'm4v', 'wmv', 'mkv'] # acceptable video suffixes
38
+ DEVICE_COUNT = max(torch.cuda.device_count(), 1)
39
 
40
  # Get orientation exif tag
41
  for orientation in ExifTags.TAGS.keys():
 
110
  prefix=prefix)
111
 
112
  batch_size = min(batch_size, len(dataset))
113
+ nw = min([os.cpu_count() // DEVICE_COUNT, batch_size if batch_size > 1 else 0, workers]) # number of workers
114
  sampler = None if rank == -1 else distributed.DistributedSampler(dataset, shuffle=shuffle)
115
  loader = DataLoader if image_weights else InfiniteDataLoader # only DataLoader allows for attribute updates
116
  return loader(dataset,