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D-X-Y
2021-03-05 13:50:30 +00:00
parent 2fa358fdf6
commit cc28e1589e
4 changed files with 35 additions and 10 deletions
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19
lib/utils/flop_benchmark.py
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@@ -4,10 +4,23 @@ import numpy as np
def count_parameters_in_MB(model):
if isinstance(model, nn.Module):
return np.sum(np.prod(v.size()) for v in model.parameters())/1e6
return count_parameters(model, "mb")
def count_parameters(model_or_parameters, unit="mb"):
if isinstance(model_or_parameters, nn.Module):
counts = np.sum(np.prod(v.size()) for v in model_or_parameters.parameters())
else:
return np.sum(np.prod(v.size()) for v in model)/1e6
counts = np.sum(np.prod(v.size()) for v in model_or_parameters)
if unit.lower() == "mb":
counts /= 1e6
elif unit.lower() == "kb":
counts /= 1e3
elif unit.lower() == "gb":
counts /= 1e9
elif unit is not None:
raise ValueError("Unknow unit: {:}".format(unit))
return counts
def get_model_infos(model, shape):