Monai 运行时错误:无法推断 numpy.float32 的数据类型
Monai 运行时错误:无法推断 numpy.float32 的数据类型
报错信息:
Traceback (most recent call last):
File '/work/home/pazhou_236/.conda/envs/torch110_dtk2210/lib/python3.8/site-packages/monai/transforms/transform.py', line 141, in apply_transform
return _apply_transform(transform, data, unpack_items, lazy, overrides, log_stats)
File '/work/home/pazhou_236/.conda/envs/torch110_dtk2210/lib/python3.8/site-packages/monai/transforms/transform.py', line 98, in _apply_transform
return transform(data, lazy=lazy) if isinstance(transform, LazyTrait) else transform(data)
File '/work/home/pazhou_236/.conda/envs/torch110_dtk2210/lib/python3.8/site-packages/monai/transforms/io/dictionary.py', line 164, in __call__
data = self._loader(d[key], reader)
File '/work/home/pazhou_236/.conda/envs/torch110_dtk2210/lib/python3.8/site-packages/monai/transforms/io/array.py', line 298, in __call__
img = MetaTensor.ensure_torch_and_prune_meta(
File '/work/home/pazhou_236/.conda/envs/torch110_dtk2210/lib/python3.8/site-packages/monai/data/meta_tensor.py', line 548, in ensure_torch_and_prune_meta
img = convert_to_tensor(im, track_meta=get_track_meta() and meta is not None) # potentially ascontiguousarray
File '/work/home/pazhou_236/.conda/envs/torch110_dtk2210/lib/python3.8/site-packages/monai/utils/type_conversion.py', line 161, in convert_to_tensor
return _convert_tensor(data, dtype=dtype, device=device)
File '/work/home/pazhou_236/.conda/envs/torch110_dtk2210/lib/python3.8/site-packages/monai/utils/type_conversion.py', line 141, in _convert_tensor
tensor = torch.as_tensor(tensor, **kwargs)
RuntimeError: Could not infer dtype of numpy.float32
问题分析:
该错误信息表明在使用 Monai 进行类型转换过程中,无法推断出 numpy.float32 的数据类型。
解决方案:
以下几种方法可能解决此问题:
-
检查输入数据的类型是否正确: 确保输入数据确实是
numpy.float32类型,而不是其他类型。 -
检查输入数据是否为空: 如果输入数据为空,则无法推断出数据类型。
-
显式指定数据类型: 在转换过程中,可以通过指定
dtype参数来显式指定数据类型。例如:torch.as_tensor(tensor, dtype=torch.float32, **kwargs) -
检查 Monai 库的版本: 旧版本的 Monai 库可能存在导致无法推断数据类型的错误。尝试更新到最新版本的 Monai 库。
如果以上方法都无法解决问题,建议查阅 Monai 库的文档或向 Monai 库的开发者寻求帮助。
原文地址: https://www.cveoy.top/t/topic/fB2L 著作权归作者所有。请勿转载和采集!