                  if score < current_score:
                      current_key, current_score = key, score
  
              if current_score < threshold:
                  reference_groups[cast(int, current_key)].append(self._result[i][1])
                  bins[current_key].append(self._result[i][0])
              else:
                  reference_groups[len(reference_groups)] = [self._result[i][1]]
                  bins.append([self._result[i][0]])
  
 
</s> remove     def binning(self) -> List[List[str]]:
 </s> add     def binning(self) -> list[list[str]]: </s> remove         self._threshold: Optional[float] = 0.25 if threshold < 0 else threshold
 </s> add         self._threshold: float | None = 0.25 if threshold < 0 else threshold </s> remove if sys.version_info < (3, 8):
    from typing_extensions import Literal
else:
    from typing import Literal
 </s> add if T.TYPE_CHECKING:
    from collections.abc import Sequence </s> remove if sys.version_info < (3, 7):
    raise ValueError("This program requires at least python3.7")

 </s> add if sys.version_info < (3, 10):
    raise ValueError("This program requires at least python 3.10") </s> remove if sys.version_info < (3, 8):
    from typing_extensions import get_args, Literal
else:
    from typing import get_args, Literal

 </s> add 
                reference_groups[T.cast(int, current_key)].append(self._result[i][1])
                  if score < current_score:
                      current_key, current_score = key, score
  
              if current_score < threshold:
                reference_groups[T.cast(int, current_key)].append(self._result[i][1])
                  bins[current_key].append(self._result[i][0])
              else:
                  reference_groups[len(reference_groups)] = [self._result[i][1]]
                  bins.append([self._result[i][0]])
  
keep keep keep keep replace keep keep keep keep keep
 Rebase code (#1326)

* Remove tensorflow_probability requirement

* setup.py - fix progress bars

* requirements.txt: Remove pre python 3.9 packages

* update apple requirements.txt

* update INSTALL.md

* Remove python<3.9 code

* setup.py - fix Windows Installer

* typing: python3.9 compliant

* Update pytest and readthedocs python versions

* typing fixes

* Python Version updates
  - Reduce max version to 3.10
  - Default to 3.10 in installers
  - Remove incompatible 3.11 tests

* Update dependencies

* Downgrade imageio dep for Windows

* typing: merge optional unions and fixes

* Updates
  - min python version 3.10
  - typing to python 3.10 spec
  - remove pre-tf2.10 code
  - Add conda tests

* train: re-enable optimizer saving

* Update dockerfiles

* Update setup.py
  - Apple Conda deps to setup.py
  - Better Cuda + dependency handling

* bugfix: Patch logging to prevent Autograph errors

* Update dockerfiles

* Setup.py - Setup.py - stdout to utf-8

* Add more OSes to github Actions

* suppress mac-os end to end test 
tools/sort/sort_methods.py