Bump pre-commit and re-run notebooks (#696)

* Bump pre-commit hook versions and rename ruff hook to ruff-check

* Apply ruff 0.15.17 config, lint fixes, and reformatting

* Port VARMAX notebook to pymc 6 / arviz 1.x

* Port ETS notebook to arviz 1.x

* Port ADVI Guide notebook to arviz 1.x

* Port and tidy DFM example notebook for pymc 6 / arviz 1.x

* Port custom statespace notebook to arviz 1.x

* Port SARIMAX notebook to pymc 6 / arviz 1.x

* Port structural timeseries notebook to arviz 1.x

* Port deterministic ADVI notebook to arviz 1.x

* Port discrete Markov chain notebook to arviz 1.x

* Port marginalized changepoint notebook to arviz 1.x

* lint inla notebook

* Delete latent_approx.ipynb

Author: jessegrabowski

.pre-commit-config.yaml

@@ -1,6 +1,6 @@
 repos:
 - repo: https://github.com/pre-commit/pre-commit-hooks
-  rev: v4.6.0
+  rev: v6.0.0
   hooks:
     -   id: check-merge-conflict
     -   id: check-toml
@@ -12,9 +12,9 @@ repos:
     -   id: trailing-whitespace
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.5.5
+  rev: v0.15.17
   hooks:
-    - id: ruff
+    - id: ruff-check
       args: [ --fix, --unsafe-fixes, --exit-non-zero-on-fix ]
     - id: ruff-format
       types_or: [ python, pyi, jupyter ]