Source code for nemo_automodel.shared.utils
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[docs]
def dtype_from_str(val):
"""
Translate a str val of a dtype into the corresponding torch.dtype
Args:
val (str): the dotted path of the dtype (e.g., "torch.bfloat16").
Returns:
torch.dtype: the actual dtype (e.g., torch.bfloat16)
"""
import torch
if isinstance(val, torch.dtype):
return val
lut = {
"torch.float": torch.float,
"torch.float32": torch.float,
"torch.float64": torch.float64,
"torch.double": torch.float64,
"torch.complex64": torch.complex,
"torch.cfloat": torch.complex,
"torch.float16": torch.float16,
"torch.half": torch.float16,
"torch.bfloat16": torch.bfloat16,
"torch.uint8": torch.uint8,
"torch.int8": torch.int8,
"torch.int16": torch.int16,
"torch.short": torch.short,
"torch.int32": torch.int32,
"torch.int": torch.int,
"torch.int64": torch.int64,
"torch.long": torch.long,
"torch.bool": torch.bool,
"bf16": torch.bfloat16,
}
val_lower = val.lower()
if val_lower in lut:
return lut[val_lower]
torch_val = "torch." + val_lower
if torch_val in lut:
return lut[torch_val]
raise KeyError(f"Unknown dtype string: {val}")