Prefer MPS over CPU if available (#8210)
* Prefer MPS over CPU if available * Update torch_utils.py
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@ -41,7 +41,7 @@ def _create(name, pretrained=True, channels=3, classes=80, autoshape=True, verbo
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name = Path(name)
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path = name.with_suffix('.pt') if name.suffix == '' and not name.is_dir() else name # checkpoint path
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try:
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device = select_device(('0' if torch.cuda.is_available() else 'cpu') if device is None else device)
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device = select_device(device)
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if pretrained and channels == 3 and classes == 80:
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model = DetectMultiBackend(path, device=device) # download/load FP32 model
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@ -62,8 +62,7 @@ def select_device(device='', batch_size=0, newline=True):
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assert torch.cuda.is_available() and torch.cuda.device_count() >= len(device.replace(',', '')), \
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f"Invalid CUDA '--device {device}' requested, use '--device cpu' or pass valid CUDA device(s)"
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cuda = not cpu and torch.cuda.is_available()
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if cuda:
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if not cpu and torch.cuda.is_available(): # prefer GPU if available
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devices = device.split(',') if device else '0' # range(torch.cuda.device_count()) # i.e. 0,1,6,7
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n = len(devices) # device count
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if n > 1 and batch_size > 0: # check batch_size is divisible by device_count
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@ -72,15 +71,18 @@ def select_device(device='', batch_size=0, newline=True):
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for i, d in enumerate(devices):
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p = torch.cuda.get_device_properties(i)
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s += f"{'' if i == 0 else space}CUDA:{d} ({p.name}, {p.total_memory / (1 << 20):.0f}MiB)\n" # bytes to MB
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elif mps:
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arg = 'cuda:0'
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elif not cpu and getattr(torch, 'has_mps', False) and torch.backends.mps.is_available(): # prefer MPS if available
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s += 'MPS\n'
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else:
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arg = 'mps'
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else: # revert to CPU
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s += 'CPU\n'
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arg = 'cpu'
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if not newline:
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s = s.rstrip()
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LOGGER.info(s.encode().decode('ascii', 'ignore') if platform.system() == 'Windows' else s) # emoji-safe
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return torch.device('cuda:0' if cuda else 'mps' if mps else 'cpu')
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return torch.device(arg)
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def time_sync():
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