DATE-A-LIVE / config.py
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import torch
class Config:
def __init__(self):
self.device = "cuda:0" if torch.cuda.is_available() else "cpu"
self.is_half = self.device != "cpu"
self.n_cpu = 0
self.gpu_name = None
self.gpu_mem = None
self.x_pad, self.x_query, self.x_center, self.x_max = self.device_config()
def device_config(self) -> tuple:
if torch.cuda.is_available():
i_device = int(self.device.split(":")[-1])
self.gpu_name = torch.cuda.get_device_name(i_device)
if ("16" in self.gpu_name and "V100" not in self.gpu_name):
print("16-series GPU detected, forcing full precision (half-precision not supported).")
self.is_half = False
self.gpu_mem = int(torch.cuda.get_device_properties(i_device).total_memory / 1024 / 1024 / 1024 + 0.4)
if self.gpu_mem <= 4:
x_pad, x_query, x_center, x_max = 1, 5, 5, 8
elif self.gpu_mem <= 5:
x_pad, x_query, x_center, x_max = 1, 6, 6, 8
else:
x_pad, x_query, x_center, x_max = 3, 8, 8, 12
else:
x_pad, x_query, x_center, x_max = 1, 5, 5, 8
return x_pad, x_query, x_center, x_max