From d7e75ef95d36fe44fff0c83f7b1de15f26367266 Mon Sep 17 00:00:00 2001
From: eddiebergman <eddiebergmanhs@gmail.com>
Date: Tue, 16 Aug 2022 13:40:07 +0200
Subject: [PATCH] Fix doc links

---
 autosklearn/estimators.py                               | 4 ++--
 autosklearn/experimental/askl2.py                       | 2 +-
 examples/40_advanced/example_get_pipeline_components.py | 3 +--
 3 files changed, 4 insertions(+), 5 deletions(-)

diff --git a/autosklearn/estimators.py b/autosklearn/estimators.py
index 0549abf2d8..1a094d2582 100644
--- a/autosklearn/estimators.py
+++ b/autosklearn/estimators.py
@@ -275,12 +275,12 @@ def __init__(
 
         smac_scenario_args : dict, optional (None)
             Additional arguments inserted into the scenario of SMAC. See the
-            `SMAC documentation <https://automl.github.io/SMAC3/main/pages/details/scenario.html>`_
+            `SMAC documentation <https://automl.github.io/SMAC3/main/api/smac.scenario.scenario.html#module-smac.scenario.scenario>`_
             for a list of available arguments.
 
         get_smac_object_callback : callable
             Callback function to create an object of class
-            `smac.optimizer.smbo.SMBO <https://automl.github.io/SMAC3/main/apidoc/smac.optimizer.smbo.html>`_.
+            `smac.optimizer.smbo.SMBO <https://automl.github.io/SMAC3/main/api/smac.optimizer.smbo.html>`_.
             The function must accept the arguments ``scenario_dict``,
             ``instances``, ``num_params``, ``runhistory``, ``seed`` and ``ta``.
             This is an advanced feature. Use only if you are familiar with
diff --git a/autosklearn/experimental/askl2.py b/autosklearn/experimental/askl2.py
index 47a3d4c5ab..317f0be5b1 100644
--- a/autosklearn/experimental/askl2.py
+++ b/autosklearn/experimental/askl2.py
@@ -263,7 +263,7 @@ def __init__(
 
         smac_scenario_args : dict, optional (None)
             Additional arguments inserted into the scenario of SMAC. See the
-            `SMAC documentation <https://automl.github.io/SMAC3/main/pages/details/scenario.html>`_
+            `SMAC documentation <https://automl.github.io/SMAC3/main/api/smac.scenario.scenario.html#module-smac.scenario.scenario>`_
             for a list of available arguments.
 
         logging_config : dict, optional (None)
diff --git a/examples/40_advanced/example_get_pipeline_components.py b/examples/40_advanced/example_get_pipeline_components.py
index 4cf113aa4b..81b23be3b5 100644
--- a/examples/40_advanced/example_get_pipeline_components.py
+++ b/examples/40_advanced/example_get_pipeline_components.py
@@ -87,8 +87,7 @@
 #
 # Auto-sklearn also keeps detailed statistics of the hyperparameter
 # optimization procedurce, which are stored in a so-called
-# `run history <https://automl.github.io/SMAC3/main/apidoc/smac.
-# runhistory.runhistory.html#smac.runhistory.runhistory.RunHistory>`_.
+# `run history <https://automl.github.io/SMAC3/main/api/smac.runhistory.runhistory.html#smac.runhistory.runhistory.RunHistory>`_.
 
 print(automl.automl_.runhistory_)