Files
pytorch/torch/_numpy/_casting_dicts.py
Edward Z. Yang 9bce208dfb Replace follow_imports = silent with normal (#118414)
This is a lot of files changed! Don't panic! Here's how it works:

* Previously, we set `follow_imports = silent` for our mypy.ini configuration. Per https://mypy.readthedocs.io/en/stable/running_mypy.html#follow-imports, what this does is whenever we have an import to a module which is not listed as a file to be typechecked in mypy, we typecheck it as normal but suppress all errors that occurred in that file.
* When mypy is run inside lintrunner, the list of files is precisely the files covered by the glob in lintrunner.toml, but with files in excludes excluded.
* The top-level directive `# mypy: ignore-errors` instructs mypy to typecheck the file as normal, but ignore all errors.
* Therefore, it should be equivalent to set `follow_imports = normal`, if we put `# mypy: ignore-errors` on all files that were previously excluded from the file list.
* Having done this, we can remove the exclude list from .lintrunner.toml, since excluding a file from typechecking is baked into the files themselves.
* torch/_dynamo and torch/_inductor were previously in the exclude list, because they were covered by MYPYINDUCTOR. It is not OK to mark these as `# mypy: ignore-errors` as this will impede typechecking on the alternate configuration. So they are temporarily being checked twice, but I am suppressing the errors in these files as the configurations are not quite the same. I plan to unify the configurations so this is only a temporary state.
* There were some straggler type errors after these changes somehow, so I fixed them as needed. There weren't that many.

In the future, to start type checking a file, just remove the ignore-errors directive from the top of the file.

The codemod was done with this script authored by GPT-4:

```
import glob

exclude_patterns = [
    ...
]

for pattern in exclude_patterns:
    for filepath in glob.glob(pattern, recursive=True):
        if filepath.endswith('.py'):
            with open(filepath, 'r+') as f:
                content = f.read()
                f.seek(0, 0)
                f.write('# mypy: ignore-errors\n\n' + content)
```

Signed-off-by: Edward Z. Yang <ezyang@meta.com>

Pull Request resolved: https://github.com/pytorch/pytorch/pull/118414
Approved by: https://github.com/thiagocrepaldi, https://github.com/albanD
2024-01-27 02:44:11 +00:00

882 lines
26 KiB
Python

# mypy: ignore-errors
import torch
# These two dicts are autogenerated with autogen/gen_dtypes.py,
# using numpy version 1.23.5.
_can_cast_dict = {
"no": {
torch.float16: {
torch.float16: True,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: False,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.float32: {
torch.float16: False,
torch.float32: True,
torch.float64: False,
torch.complex64: False,
torch.complex128: False,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.float64: {
torch.float16: False,
torch.float32: False,
torch.float64: True,
torch.complex64: False,
torch.complex128: False,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.complex64: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: True,
torch.complex128: False,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.complex128: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: True,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.uint8: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: False,
torch.uint8: True,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.int8: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: False,
torch.uint8: False,
torch.int8: True,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.int16: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: False,
torch.uint8: False,
torch.int8: False,
torch.int16: True,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.int32: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: False,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: True,
torch.int64: False,
torch.bool: False,
},
torch.int64: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: False,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: True,
torch.bool: False,
},
torch.bool: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: False,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: True,
},
},
"equiv": {
torch.float16: {
torch.float16: True,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: False,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.float32: {
torch.float16: False,
torch.float32: True,
torch.float64: False,
torch.complex64: False,
torch.complex128: False,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.float64: {
torch.float16: False,
torch.float32: False,
torch.float64: True,
torch.complex64: False,
torch.complex128: False,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.complex64: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: True,
torch.complex128: False,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.complex128: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: True,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.uint8: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: False,
torch.uint8: True,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.int8: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: False,
torch.uint8: False,
torch.int8: True,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.int16: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: False,
torch.uint8: False,
torch.int8: False,
torch.int16: True,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.int32: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: False,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: True,
torch.int64: False,
torch.bool: False,
},
torch.int64: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: False,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: True,
torch.bool: False,
},
torch.bool: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: False,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: True,
},
},
"safe": {
torch.float16: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.float32: {
torch.float16: False,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.float64: {
torch.float16: False,
torch.float32: False,
torch.float64: True,
torch.complex64: False,
torch.complex128: True,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.complex64: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: True,
torch.complex128: True,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.complex128: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: False,
torch.complex128: True,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.uint8: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: True,
torch.int8: False,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: False,
},
torch.int8: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: False,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: False,
},
torch.int16: {
torch.float16: False,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: False,
torch.int8: False,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: False,
},
torch.int32: {
torch.float16: False,
torch.float32: False,
torch.float64: True,
torch.complex64: False,
torch.complex128: True,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: True,
torch.int64: True,
torch.bool: False,
},
torch.int64: {
torch.float16: False,
torch.float32: False,
torch.float64: True,
torch.complex64: False,
torch.complex128: True,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: True,
torch.bool: False,
},
torch.bool: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: True,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: True,
},
},
"same_kind": {
torch.float16: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.float32: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.float64: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.complex64: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: True,
torch.complex128: True,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.complex128: {
torch.float16: False,
torch.float32: False,
torch.float64: False,
torch.complex64: True,
torch.complex128: True,
torch.uint8: False,
torch.int8: False,
torch.int16: False,
torch.int32: False,
torch.int64: False,
torch.bool: False,
},
torch.uint8: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: True,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: False,
},
torch.int8: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: False,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: False,
},
torch.int16: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: False,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: False,
},
torch.int32: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: False,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: False,
},
torch.int64: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: False,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: False,
},
torch.bool: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: True,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: True,
},
},
"unsafe": {
torch.float16: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: True,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: True,
},
torch.float32: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: True,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: True,
},
torch.float64: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: True,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: True,
},
torch.complex64: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: True,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: True,
},
torch.complex128: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: True,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: True,
},
torch.uint8: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: True,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: True,
},
torch.int8: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: True,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: True,
},
torch.int16: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: True,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: True,
},
torch.int32: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: True,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: True,
},
torch.int64: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: True,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: True,
},
torch.bool: {
torch.float16: True,
torch.float32: True,
torch.float64: True,
torch.complex64: True,
torch.complex128: True,
torch.uint8: True,
torch.int8: True,
torch.int16: True,
torch.int32: True,
torch.int64: True,
torch.bool: True,
},
},
}
_result_type_dict = {
torch.float16: {
torch.float16: torch.float16,
torch.float32: torch.float32,
torch.float64: torch.float64,
torch.complex64: torch.complex64,
torch.complex128: torch.complex128,
torch.uint8: torch.float16,
torch.int8: torch.float16,
torch.int16: torch.float32,
torch.int32: torch.float64,
torch.int64: torch.float64,
torch.bool: torch.float16,
},
torch.float32: {
torch.float16: torch.float32,
torch.float32: torch.float32,
torch.float64: torch.float64,
torch.complex64: torch.complex64,
torch.complex128: torch.complex128,
torch.uint8: torch.float32,
torch.int8: torch.float32,
torch.int16: torch.float32,
torch.int32: torch.float64,
torch.int64: torch.float64,
torch.bool: torch.float32,
},
torch.float64: {
torch.float16: torch.float64,
torch.float32: torch.float64,
torch.float64: torch.float64,
torch.complex64: torch.complex128,
torch.complex128: torch.complex128,
torch.uint8: torch.float64,
torch.int8: torch.float64,
torch.int16: torch.float64,
torch.int32: torch.float64,
torch.int64: torch.float64,
torch.bool: torch.float64,
},
torch.complex64: {
torch.float16: torch.complex64,
torch.float32: torch.complex64,
torch.float64: torch.complex128,
torch.complex64: torch.complex64,
torch.complex128: torch.complex128,
torch.uint8: torch.complex64,
torch.int8: torch.complex64,
torch.int16: torch.complex64,
torch.int32: torch.complex128,
torch.int64: torch.complex128,
torch.bool: torch.complex64,
},
torch.complex128: {
torch.float16: torch.complex128,
torch.float32: torch.complex128,
torch.float64: torch.complex128,
torch.complex64: torch.complex128,
torch.complex128: torch.complex128,
torch.uint8: torch.complex128,
torch.int8: torch.complex128,
torch.int16: torch.complex128,
torch.int32: torch.complex128,
torch.int64: torch.complex128,
torch.bool: torch.complex128,
},
torch.uint8: {
torch.float16: torch.float16,
torch.float32: torch.float32,
torch.float64: torch.float64,
torch.complex64: torch.complex64,
torch.complex128: torch.complex128,
torch.uint8: torch.uint8,
torch.int8: torch.int16,
torch.int16: torch.int16,
torch.int32: torch.int32,
torch.int64: torch.int64,
torch.bool: torch.uint8,
},
torch.int8: {
torch.float16: torch.float16,
torch.float32: torch.float32,
torch.float64: torch.float64,
torch.complex64: torch.complex64,
torch.complex128: torch.complex128,
torch.uint8: torch.int16,
torch.int8: torch.int8,
torch.int16: torch.int16,
torch.int32: torch.int32,
torch.int64: torch.int64,
torch.bool: torch.int8,
},
torch.int16: {
torch.float16: torch.float32,
torch.float32: torch.float32,
torch.float64: torch.float64,
torch.complex64: torch.complex64,
torch.complex128: torch.complex128,
torch.uint8: torch.int16,
torch.int8: torch.int16,
torch.int16: torch.int16,
torch.int32: torch.int32,
torch.int64: torch.int64,
torch.bool: torch.int16,
},
torch.int32: {
torch.float16: torch.float64,
torch.float32: torch.float64,
torch.float64: torch.float64,
torch.complex64: torch.complex128,
torch.complex128: torch.complex128,
torch.uint8: torch.int32,
torch.int8: torch.int32,
torch.int16: torch.int32,
torch.int32: torch.int32,
torch.int64: torch.int64,
torch.bool: torch.int32,
},
torch.int64: {
torch.float16: torch.float64,
torch.float32: torch.float64,
torch.float64: torch.float64,
torch.complex64: torch.complex128,
torch.complex128: torch.complex128,
torch.uint8: torch.int64,
torch.int8: torch.int64,
torch.int16: torch.int64,
torch.int32: torch.int64,
torch.int64: torch.int64,
torch.bool: torch.int64,
},
torch.bool: {
torch.float16: torch.float16,
torch.float32: torch.float32,
torch.float64: torch.float64,
torch.complex64: torch.complex64,
torch.complex128: torch.complex128,
torch.uint8: torch.uint8,
torch.int8: torch.int8,
torch.int16: torch.int16,
torch.int32: torch.int32,
torch.int64: torch.int64,
torch.bool: torch.bool,
},
}