docs: fix paths (#1641)

* fix paths

* increase tutorial notebook test timeout

---------

Co-authored-by: Jan <jan.boelts@mailbox.org>

Author: manuelgloeckler

README.md

@@ -164,13 +164,13 @@ how to run each of these methods
   and hassle-free simulation-based inference_](https://arxiv.org/abs/2210.04815)
   (NeurIPS 2022).
 
-- [`FMPE`](https://sbi-dev.github.io/sbi/latest/reference/#sbi.inference.trainers.fmpe.fmpe.FMPE)
+- [`FMPE`](https://sbi-dev.github.io/sbi/latest/reference/#sbi.inference.trainers.vfpe.fmpe.FMPE)
   from Wildberger, J., Dax, M., Buchholz, S., Green, S., Macke, J. H., & Schölkopf, B.
   [_Flow matching for scalable simulation-based
   inference_](https://proceedings.neurips.cc/paper_files/paper/2023/hash/3663ae53ec078860bb0b9c6606e092a0-Abstract-Conference.html).
   (NeurIPS 2023).
 
-- [`NPSE`](https://sbi-dev.github.io/sbi/latest/reference/#sbi.inference.trainers.npse.npse.NPSE) from
+- [`NPSE`](https://sbi-dev.github.io/sbi/latest/reference/#sbi.inference.trainers.vfpe.npse.NPSE) from
   Geffner, T., Papamakarios, G., & Mnih, A. [_Compositional score modeling for
   simulation-based inference_](https://proceedings.mlr.press/v202/geffner23a.html).
   (ICML 2023)

mkdocs/docs/reference/inference.md

@@ -17,12 +17,12 @@
       filters: [ "!^_", "^__", "!^__class__" ]
       inherited_members: true
 
-::: sbi.inference.trainers.fmpe.fmpe.FMPE
+::: sbi.inference.trainers.vfpe.fmpe.FMPE
     selection:
       filters: [ "!^_", "^__", "!^__class__" ]
       inherited_members: true
 
-::: sbi.inference.trainers.npse.npse.NPSE
+::: sbi.inference.trainers.vfpe.npse.NPSE
     selection:
       filters: [ "!^_", "^__", "!^__class__" ]
       inherited_members: true

tests/tutorials_test.py

@@ -8,6 +8,8 @@
 from nbclient.exceptions import CellExecutionError
 from nbconvert.preprocessors import ExecutePreprocessor
 
+TEST_TIMEOUT = 1200
+
 
 def list_notebooks(directory: str) -> list:
     """Return sorted list of all notebooks in a directory."""
@@ -25,7 +27,7 @@ def test_tutorials(notebook_path):
     """Test that all notebooks in the tutorials directory can be executed."""
     with open(notebook_path) as f:
         nb = nbformat.read(f, as_version=4)
-        ep = ExecutePreprocessor(timeout=600, kernel_name='python3')
+        ep = ExecutePreprocessor(timeout=TEST_TIMEOUT, kernel_name='python3')
         print(f"Executing notebook {notebook_path}")
         try:
             ep.preprocess(nb, {'metadata': {'path': os.path.dirname(notebook_path)}})