[MNT] Update pre commit hooks and run all (#1630)

1. updates all the `pre-commit` hooks to their latest versions using `pre-commit autoupdate`
2. runs all hooks on all files using `pre-commit run --all-files`

.pre-commit-config.yaml

@@ -2,26 +2,26 @@
 # See https://pre-commit.com/hooks.html for more hooks
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.4.0
+    rev: v4.6.0
     hooks:
       - id: trailing-whitespace
       - id: end-of-file-fixer
       - id: check-yaml
       - id: check-ast
   - repo: https://github.com/pycqa/flake8
-    rev: 6.1.0
+    rev: 7.1.1
     hooks:
       - id: flake8
   - repo: https://github.com/pre-commit/mirrors-isort
     rev: v5.10.1
     hooks:
       - id: isort
   - repo: https://github.com/psf/black
-    rev: 23.9.0
+    rev: 24.8.0
     hooks:
       - id: black
   - repo: https://github.com/nbQA-dev/nbQA
-    rev: 1.7.0
+    rev: 1.8.7
     hooks:
       - id: nbqa-black
       - id: nbqa-isort

pytorch_forecasting/data/timeseries.py

@@ -1567,9 +1567,9 @@ def __getitem__(self, idx: int) -> Tuple[Dict[str, torch.Tensor], torch.Tensor]:
 
             # switch some variables to nan if encode length is 0
             if encoder_length == 0 and len(self.dropout_categoricals) > 0:
-                data_cat[
-                    :, [self.flat_categoricals.index(c) for c in self.dropout_categoricals]
-                ] = 0  # zero is encoded nan
+                data_cat[:, [self.flat_categoricals.index(c) for c in self.dropout_categoricals]] = (
+                    0  # zero is encoded nan
+                )
 
         assert decoder_length > 0, "Decoder length should be greater than 0"
         assert encoder_length >= 0, "Encoder length should be at least 0"