我在PyTorch中有一个机器学习模型保存为.pt文件,我正在尝试将其转换为CoreML模型。这是我的密码:
import coremltools as ct
import torch
import torchvision
from torchvision import transforms
from PIL import Image
# Image processing
input_image = Image.open("example.png")
input_image = input_image.convert('RGB')
preprocess = transforms.Compose([transforms.Resize((256, 256)), transforms.ToTensor(), transforms.Normalize(mean=[0.5, 0,2, 0.1], std=[0.5, 0.3, 0.7])])
input_tensor = preprocess(input_image)
input_batch = input_tensor.unsqueeze(0)
# Model loading and tracing
model = torch.load("model.pt")
trace = torch.jit.trace(model, input_batch)
# Convert model to CoreML
mlmodel = ct.convert(trace, inputs=[ct.ImageType(name="input_1", shape=input_batch.shape, bias=[1, 0.2/0.3, 0.1/0.7], scale = 1./(255*0.67))])
编辑:下面是完整的错误回溯:
这是我得到错误的最后一行,它是:
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "/Users/aditya/miniconda3/lib/python3.8/site-packages/coremltools/converters/_converters_entry.py", line 175, in convert
mlmodel = mil_convert(
File "/Users/aditya/miniconda3/lib/python3.8/site-packages/coremltools/converters/mil/converter.py", line 128, in mil_convert
proto = mil_convert_to_proto(model, convert_from, convert_to,
File "/Users/aditya/miniconda3/lib/python3.8/site-packages/coremltools/converters/mil/converter.py", line 171, in mil_convert_to_proto
prog = frontend_converter(model, **kwargs)
File "/Users/aditya/miniconda3/lib/python3.8/site-packages/coremltools/converters/mil/converter.py", line 85, in __call__
return load(*args, **kwargs)
File "/Users/aditya/miniconda3/lib/python3.8/site-packages/coremltools/converters/mil/frontend/torch/load.py", line 81, in load
raise e
File "/Users/aditya/miniconda3/lib/python3.8/site-packages/coremltools/converters/mil/frontend/torch/load.py", line 73, in load
prog = converter.convert()
File "/Users/aditya/miniconda3/lib/python3.8/site-packages/coremltools/converters/mil/frontend/torch/converter.py", line 227, in convert
convert_nodes(self.context, self.graph)
File "/Users/aditya/miniconda3/lib/python3.8/site-packages/coremltools/converters/mil/frontend/torch/ops.py", line 54, in convert_nodes
raise RuntimeError(
RuntimeError: PyTorch convert function for op 'type_as' not implemented.
我不知道这是什么意思。我如何解决它
谢谢
目前没有回答
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