Pythorch张量操作用棉绒
pylint-tta的Python项目详细描述
Pylint tta
检查pytorch张量类型注释的pylint插件
在Python3.6+上测试
| Branch | Status |
|---|---|
| Master |
快速启动
pip install pylint pylint_tta # Use pylint defaults with the plugin pylint --load-plugins=pylint_tta <directory> # Only use the plugin pylint --load-plugins=pylint_tta --disable=all --enable=C9001,C9002,C9003,C9004,C9005,C9006 <directory>
它检查的内容
给定文件example1.py，
importastroidimporttorchdeffail_func():a=torch.randn(5,5,5)a.unsqueeze_(1)b_fail=a.view(5,25,-1)c_fail=a[:,:1]c_fail:str=a[:,:1]d_fail:str=a.unsqueeze(1)e_fail=a.unsqueeze_(1)returnNonedefpass_func():a=torch.randn(5,5,5)c_pass:('w','h','b')=a[:,:,1]d_pass:('width','batch','height')=a.unsqueeze(1)returnNone
Pylint TTA将产生：
************* Module example1
example1.py:8:4: C9005: In-place operation detected (disallow-inplace-tensor-operations)
example1.py:9:4: C9001: Missing type annotations on tensor operation (missing-tensor-annotations)
example1.py:10:4: C9003: Missing type annotations on slicing (missing-slicing-annotations)
example1.py:11:4: C9004: Invalid type annotations on slicing (invalid-slicing-annotations)
example1.py:12:4: C9002: Non tuple type annotations on tensor operation (invalid-tensor-annotations)
example1.py:13:4: C9006: Assignment on in-place operation detected (assignment-on-inplace-operations)
代码
| Code | Name |
|---|---|
| C9001 | missing-tensor-annotations |
| C9002 | invalid-tensor-annotations |
| C9003 | missing-slicing-annotations |
| C9004 | invalid-slicing-annotations |
| C9005 | disallow-inplace-tensor-operations |
| C9006 | assignment-on-inplace-operations |
开发
运行示例
export PYTHONPATH=`pwd`; pylint --load-plugins=pylint_tta --disable=all --enable=C9001,C9002,C9003,C9004 example1.py
测试
pytest -s
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