Fix spellchecker action and errors

.spelling/.spelling/expect.txt

@@ -723,4 +723,13 @@ ystore
 Zisserman
 zsuokb
 zwezggl
-zzokqk
+zzokqk
+thirdparty
+adopy
+Shohei
+crcrpar
+lrs
+autograd
+cudagraph
+kwonly
+torchscript

GANDLF/losses/loss_interface.py

@@ -26,7 +26,7 @@ def forward(self, prediction: torch.Tensor, target: torch.Tensor) -> torch.Tenso
 
 class AbstractSegmentationLoss(AbstractLossFunction):
     """
-    Base class for loss funcions that are used for segmentation tasks.
+    Base class for loss functions that are used for segmentation tasks.
     """
 
     def __init__(self, params: dict):
@@ -43,7 +43,7 @@ def _compute_single_class_loss(
 
     def _optional_loss_operations(self, loss: torch.Tensor) -> torch.Tensor:
         """
-        Perform addtional operations on the loss value. Defaults to identity operation.
+        Perform additional operations on the loss value. Defaults to identity operation.
         If needed, child classes can override this method. Useful in cases where
         for example, the loss value needs to log-transformed or clipped.
         """

GANDLF/optimizers/README.md

@@ -8,7 +8,7 @@
   - Add the relevant code under the `GANDLF.optimizers.thirdparty` submodule. 
   - Add a wrapper which takes in GaNDLF's `parameter` dictionary as input and creates a `torch.optim.Optimizer` object as output.
   - Add the wrapper to the `GANDLF.optimizers.thirdparty.__init__.py` so that it can be called from `GANDLF.optimizers.__init__.py`.
-  - See `GANDLF.optimizers.thirdparty.adopy.py` as an example.
+  - See `GANDLF.optimizers.thirdparty.adopt.py` as an example.
 - If a new dependency needs to be used, update GaNDLF's [`setup.py`](https://github.com/mlcommons/GaNDLF/blob/master/setup.py) with the new requirement.
   - Define a new submodule under `GANDLF.optimizers` as `GANDLF.optimizers.wrap_${package_name}.py`.
   - Ensure that the new algorithm is wrapped in a function which returns an object with the PyTorch optimizer type. Use any of the optimizers in `GANDLF.optimizers.wrap_torch.py` as an example.

docs/faq.md

@@ -53,9 +53,9 @@ Please see https://mlcommons.github.io/GaNDLF/usage/#federating-your-model-evalu
 
 Please read the [migration guide](https://mlcommons.github.io/GaNDLF/migration_guide) to understand the changes that have been made to GaNDLF. If you have any questions, please feel free to [post a support request](https://github.com/mlcommons/GaNDLF/issues/new?assignees=&labels=&template=--questions-help-support.md&title=).
 
-### I am getting an error realted to version mismatch (greater or smaller) between the configuration and GaNDLF version. What should I do?
+### I am getting an error related to version mismatch (greater or smaller) between the configuration and GaNDLF version. What should I do?
 
-This is a safety feature to ensure a tight integartion between the configuration used to define a model and the code version used to perform the training. Ensure that you have all requirements satisfied, and then check the ``version`` key in the configration, and ensure it appropriately matches the output of ``gandlf run --version``.
+This is a safety feature to ensure a tight integration between the configuration used to define a model and the code version used to perform the training. Ensure that you have all requirements satisfied, and then check the ``version`` key in the configuration, and ensure it appropriately matches the output of ``gandlf run --version``.
 
 ### What if I have another question?