Some fixes to docs

CHANGELOG.rst

@@ -57,7 +57,7 @@ Deprecated
 - ``dict_to_namespace`` is deprecated and will be removed in v5.0.0. No
   replacement is provided because blindly converting a dictionary to a namespace
   may not yield the same results as using a parser, which could lead to
-  confusion. (`#797 <https://github.com/omni-us/jsonargparse/pull/797>`__).
+  confusion (`#797 <https://github.com/omni-us/jsonargparse/pull/797>`__).
 
 
 v4.42.0 (2025-10-14)
@@ -477,11 +477,11 @@ Fixed
 - Callable type with subclass return not showing the ``--*.help`` option (`#567
   <https://github.com/omni-us/jsonargparse/pull/567>`__).
 - Forward referenced types not compatible with ``Type`` typehint (`#576
-  <https://github.com/omni-us/jsonargparse/pull/576/>`__).
+  <https://github.com/omni-us/jsonargparse/pull/576>`__).
 - Subclass nested in ``Iterable`` makes help fail (`#578
   <https://github.com/omni-us/jsonargparse/pull/578>`__).
 - ``Literal`` mixing enum values and strings failing to parse (`#580
-  <https://github.com/omni-us/jsonargparse/pull/580/>`__).
+  <https://github.com/omni-us/jsonargparse/pull/580>`__).
 
 Changed
 ^^^^^^^
@@ -825,39 +825,39 @@ Added
   <https://github.com/omni-us/jsonargparse/issues/366>`__).
 - New function ``extend_base_type`` for easy creation and registering of custom
   types that extend a base type (`#195
-  <https://github.com/omni-us/jsonargparse/issue/195>`__).
+  <https://github.com/omni-us/jsonargparse/issues/195>`__).
 - Support for ``Annotated`` types either ignoring the metadata or using it for
   validation in case of `pydantic types
   <https://docs.pydantic.dev/latest/api/types/>`__ (`#384
-  <https://github.com/omni-us/jsonargparse/issue/384>`__).
+  <https://github.com/omni-us/jsonargparse/issues/384>`__).
 - Support for Python 3.12.
 
 Fixed
 ^^^^^
 - ``--print_config`` fails when parser has shallow links.
 - Argument links unnecessarily applied when ``--print_config`` used and parser
-  has subcommands (`#311 <https://github.com/omni-us/jsonargparse/issue/311>`__).
+  has subcommands (`#311 <https://github.com/omni-us/jsonargparse/issues/311>`__).
 - Parsing fails when data type is a ``Callable`` with multiple input arguments
   (`#372 <https://github.com/omni-us/jsonargparse/issues/372>`__).
 - Postponed annotations not working for dataclasses.
 - Unsupported pop/get default incorrectly sets default as ``None``
   (`lightning#18616
   <https://github.com/Lightning-AI/lightning/issues/18616>`__).
 - Pydantic models and dataclasses not working for ``pydantic>=2.0.0`` (`#361
-  <https://github.com/omni-us/jsonargparse/issue/361>`__).
+  <https://github.com/omni-us/jsonargparse/issues/361>`__).
 
 Changed
 ^^^^^^^
 - Provide a more informative error message to remind user to select
   and provide a subcommand when a subcommand is required but not
   given (`#371 <https://github.com/omni-us/jsonargparse/pull/371>`__).
 - Now when an argument link ``compute_fn`` fails, the error message will say
-  this (`#311 <https://github.com/omni-us/jsonargparse/issue/311>`__).
+  this (`#311 <https://github.com/omni-us/jsonargparse/issues/311>`__).
 - ``add_subclass_arguments`` now shows a better error message when an empty
   tuple is given (`lightning#18546
   <https://github.com/Lightning-AI/lightning/issues/18546>`__).
 - Document the requirements for creating and using custom types (`#195
-  <https://github.com/omni-us/jsonargparse/issue/195>`__).
+  <https://github.com/omni-us/jsonargparse/issues/195>`__).
 - Parameters with default and without type, now get as type
   ``Union[type(default), Any]``.
 - Removed support for python 3.6.
@@ -2009,7 +2009,7 @@ v3.16.0 (2021-07-05)
 --------------------
 
 Added
------
+^^^^^
 - ``lazy_instance`` function for serializable class type defaults.
 - Support for parsing multiple matched default config files (`#58
   <https://github.com/omni-us/jsonargparse/issues/58>`__).

CONTRIBUTING.rst

@@ -4,14 +4,14 @@ Contributing
 Contributions to jsonargparse are very welcome. There are multiple ways for
 people to help and contribute, among them:
 
-- Star ⭐ the github project `<https://github.com/omni-us/jsonargparse/>`__.
+- Star ⭐ the GitHub project `<https://github.com/omni-us/jsonargparse/>`__.
 - `Sponsor 🩷 <https://github.com/sponsors/mauvilsa>`__ its maintenance and
   development.
 - Spread the word in your community about the features you like from
   jsonargparse.
 - Help others to learn how to use jsonargparse by creating tutorials, such as
   blog posts and videos.
-- Become active in existing github issues and pull requests.
+- Become active in existing GitHub issues and pull requests.
 - Create `issues <https://github.com/omni-us/jsonargparse/issues>`__ for
   reporting bugs and proposing improvements.
 - Create `pull requests <https://github.com/omni-us/jsonargparse/pulls>`__ with
@@ -80,8 +80,8 @@ some time to complete. If you wish to push without running these hooks, use the
 command ``git push --no-verify``.
 
 Formatting of the code is done automatically by pre-commit. If some pre-commit
-hooks fail and you decide to skip them, the formatting will be automatically
-applied by a github action in pull requests.
+hooks fail and you decide to skip them, formatting will be automatically applied
+by a GitHub action in pull requests.
 
 Documentation
 -------------
@@ -101,8 +101,8 @@ Tests
 Running the unit tests can be done either using `pytest
 <https://docs.pytest.org/>`__ or `tox
 <https://tox.readthedocs.io/en/stable/>`__. The tests are also installed with
-the package, thus can be run in a production system. Also pre-commit runs some
-additional tests.
+the package and can be run in a non-development environment. Also pre-commit
+runs some additional tests.
 
 .. code-block:: bash
 
@@ -138,8 +138,8 @@ Then open the file ``jsonargparse_tests/htmlcov/index.html`` in a browser.
 Pull requests
 -------------
 
-When creating a pull request, it is recommended that in your fork, create a
-specific branch for the changes you want to contribute, instead of using the
+When creating a pull request, it is recommended that you create a specific
+branch in your fork for the changes you want to contribute, instead of using the
 ``main`` branch.
 
 The required tasks to do for a pull request, are listed in

README.rst

@@ -36,8 +36,8 @@ CLI with minimal boilerplate:
 
     from jsonargparse import auto_cli
 
-    def main_function(...):  # your main parameters and logic here
-        ...
+    def main_function(...):  # your main parameters with type hints here
+        ...  # your main code here
 
     if __name__ == "__main__":
         auto_cli(main_function)  # parses arguments and runs main_function
@@ -197,4 +197,4 @@ To install the latest development version, use the following command:
 
 .. code-block:: bash
 
-    pip install "jsonargparse[signatures] @ git+https://github.com/omni-us/jsonargparse.git@main"
+    pip install "jsonargparse[signatures] @ https://github.com/omni-us/jsonargparse/zipball/main"

jsonargparse/_from_config.py

@@ -52,7 +52,7 @@ def from_config(cls: Type[T], config: Union[str, PathLike, dict]) -> T:
 
 
 def _parse_class_kwargs_from_config(cls: Type[T], config: Union[str, PathLike, dict], **kwargs) -> dict:
-    """Parse the init kwargs for `cls` from a config file or dict."""
+    """Parse the init kwargs for ``cls`` from a config file or dict."""
     parser = ArgumentParser(exit_on_error=False, **kwargs)
     parser.add_class_arguments(cls)
     if isinstance(config, dict):
@@ -121,7 +121,7 @@ def _override_init_defaults_parent_classes(cls: Type[T], defaults: dict) -> None
         kwargs_param = parameters.pop()
 
     # Add new parameters
-    for param in reversed(override_parent_params):
+    for param in override_parent_params:
         parameters.append(param)
 
     # Add **kwargs back at the end