Traceback (most recent call last): File "train.py", line 79, in <module> train(opt, data_loader, model, visualizer) File "train.py", line 27, in train ssimMetric = SSIM(results['Restored_Train'], results['Sharp_Train']) File "/home/chenantai/DeblurGAN-master/DeblurGAN-master4/util/metrics.py", line 22, in SSIM mu1 = F.conv2d(img1, window, padding = window_size/2, groups = channel) TypeError: conv2d(): argument 'input' (position 1) must be Tensor, not numpy.ndarray

这个错误是因为在SSIM函数中的conv2d()函数调用中，输入的img1参数类型应为Tensor，而不是numpy.ndarray。你需要将img1转换为Tensor类型。

你可以使用torch.from_numpy()函数将numpy数组转换为Tensor。在调用conv2d()函数之前，将img1转换为Tensor类型，并且确保img1的形状和数据类型与使用时的要求相匹配。

例如，你可以这样修改代码：

import torch

# ...

def SSIM(img1, img2):
    # ...

    img1_tensor = torch.from_numpy(img1).to(torch.float32)
    
    # ...

    mu1 = F.conv2d(img1_tensor, window, padding=window_size/2, groups=channel)
    
    # ...

这样应该能解决这个TypeError。记得将其他相关变量也进行相应的类型转换。

相关问题

Traceback (most recent call last): File "paddle\fluid\ir.py", line 24, in <module> File "PyInstaller\loader\pyimod02_importers.py", line 352, in exec_module File "paddle\fluid\proto\pass_desc_pb2.py", line 16, in <module> ModuleNotFoundError: No module named 'framework_pb2' During handling of the above exception, another exception occurred: Traceback (most recent call last): File "main.py", line 1, in <module> File "PyInstaller\loader\pyimod02_importers.py", line 352, in exec_module File "index.py", line 7, in <module> File "PyInstaller\loader\pyimod02_importers.py", line 352, in exec_module File "leis\jietuwj.py", line 8, in <module> File "PyInstaller\loader\pyimod02_importers.py", line 352, in exec_module File "paddleocr\__init__.py", line 14, in <module> File "PyInstaller\loader\pyimod02_importers.py", line 352, in exec_module File "paddleocr\paddleocr.py", line 21, in <module> File "PyInstaller\loader\pyimod02_importers.py", line 352, in exec_module File "paddle\__init__.py", line 62, in <module> File "PyInstaller\loader\pyimod02_importers.py", line 352, in exec_module File "paddle\distributed\__init__.py", line 15, in <module> File "PyInstaller\loader\pyimod02_importers.py", line 352, in exec_module File "paddle\distributed\spawn.py", line 24, in <module> File "PyInstaller\loader\pyimod02_importers.py", line 352, in exec_module File "paddle\distributed\utils\launch_utils.py", line 27, in <module> File "PyInstaller\loader\pyimod02_importers.py", line 352, in exec_module File "paddle\distributed\fleet\__init__.py", line 31, in <module> File "PyInstaller\loader\pyimod02_importers.py", line 352, in exec_module File "paddle\distributed\fleet\fleet.py", line 33, in <module> File "PyInstaller\loader\pyimod02_importers.py", line 352, in exec_module File "paddle\fluid\ir.py", line 28, in <module> File "PyInstaller\loader\pyimod02_importers.py", line 352, in exec_module File "paddle\fluid\proto\pass_desc_pb2.py", line 16, in <module> ModuleNotFoundError: No module named 'framework_pb2' [15508] Failed to execute script 'main' due to unhandled exception!

这是一个 Python 的错误，看起来是在使用 PaddlePaddle 框架时出现了问题。可能是因为缺少某个依赖项或环境配置不正确导致的。你可以尝试更新 PaddlePaddle 和相关的依赖项，或者检查你的环境配置是否正确。如果问题仍然存在，请查看错误信息中的文件和行号，以便更好地定位和解决问题。

Error processing line 1 of D:\Anaconda\envs\Train\lib\site-packages\matplotlib-3.7.1-py3.9-nspkg.pth: Fatal Python error: init_import_site: Failed to import the site module Python runtime state: initialized Traceback (most recent call last): File "D:\Anaconda\envs\Train\lib\site.py", line 169, in addpackage exec(line) File "<string>", line 1, in <module> File "D:\Anaconda\envs\Train\lib\importlib\util.py", line 2, in <module> from . import abc File "D:\Anaconda\envs\Train\lib\importlib\abc.py", line 17, in <module> from typing import Protocol, runtime_checkable File "D:\Anaconda\envs\Train\lib\typing.py", line 26, in <module> import re as stdlib_re # Avoid confusion with the re we export. File "E:\fin\re.py", line 2, in <module> from repair import Ui_MainWindow File "E:\fin\repair.py", line 11, in <module> from PyQt5 import QtCore, QtGui, QtWidgets File "D:\Anaconda\envs\Train\lib\site-packages\PyQt5\__init__.py", line 20, in <module> __path__ = __import__('pkgutil').extend_path(__path__, __name__) File "D:\Anaconda\envs\Train\lib\pkgutil.py", line 643, in <module> _NAME_PATTERN = re.compile(f'^(?P<pkg>{_DOTTED_WORDS})(?P<cln>:(?P<obj>{_DOTTED_WORDS})?)?$', re.U) AttributeError: partially initialized module 're' has no attribute 'compile' (most likely due to a circular import) During handling of the above exception, another exception occurred: Traceback (most recent call last): File "D:\Anaconda\envs\Train\lib\site.py", line 589, in <module> main() File "D:\Anaconda\envs\Train\lib\site.py", line 576, in main known_paths = addsitepackages(known_paths) File "D:\Anaconda\envs\Train\lib\site.py", line 359, in addsitepackages addsitedir(sitedir, known_paths) File "D:\Anaconda\envs\Train\lib\site.py", line 208, in addsitedir addpackage(sitedir, name, known_paths) File "D:\Anaconda\envs\Train\lib\site.py", line 179, in addpackage import traceback File "D:\Anaconda\envs\Train\lib\traceback.py", line 5, in <module> import linecache File "D:\Anaconda\envs\Train\lib\linecache.py", line 11, in <module> import tokenize File "D:\Anaconda\envs\Train\lib\tokenize.py", line 32, in <module> import re File "E:\fin\re.py", line 2, in <module> from repair import Ui_MainWindow File "E:\fin\repair.py", line 11, in <module> from PyQt5 import QtCore, QtGui, QtWidgets File "D:\Anaconda\envs\Train\lib\site-packages\PyQt5\__init__.py", line 20, in <module> __path__ = __import__('pkgutil').extend_path(__path__, __name__) File "D:\Anaconda\envs\Train\lib\pkgutil.py", line 6, in <module> import importlib.util File "D:\Anaconda\envs\Train\lib\importlib\util.py", line 2, in <module> from . import abc File "D:\Anaconda\envs\Train\lib\importlib\abc.py", line 17, in <module> from typing import Protocol, runtime_checkable File "D:\Anaconda\envs\Train\lib\typing.py", line 2245, in <module> Pattern = _alias(stdlib_re.Pattern, 1) AttributeError: partially initialized module 're' has no attribute 'Pattern' (most likely due to a circular import)

这个错误看起来是由于 circular import（循环导入）引起的。可能的解决方法是：

1. 检查你的代码中是否存在循环导入的问题。循环导入是指两个或多个模块之间的相互导入，可能会导致类似于你遇到的这种错误。

2. 检查你的环境中是否有重复命名的模块或包。如果有，尝试删除或重命名它们。

3. 尝试更新或重新安装受影响的包，例如 matplotlib 和 PyQt5。

希望这些方法可以帮助你解决问题。