From 96da5dc776386aed8271d8b01634d3f826cad282 Mon Sep 17 00:00:00 2001
From: Kai Fricke <krfricke@users.noreply.github.com>
Date: Mon, 16 May 2022 11:52:49 +0100
Subject: [PATCH] [rllib] Fix some missing agent->algorithm doc changes
 (#24841)

#24797 missed some doc changes that popped up in broken linkcheck. Note that there could be others that were not caught by this.
---
 doc/source/rllib/feature_overview.rst | 2 +-
 doc/source/rllib/rllib-algorithms.rst | 2 +-
 rllib/README.rst                      | 2 +-
 rllib/algorithms/dreamer/README.md    | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/doc/source/rllib/feature_overview.rst b/doc/source/rllib/feature_overview.rst
index 108cc7491647..8897b110e44e 100644
--- a/doc/source/rllib/feature_overview.rst
+++ b/doc/source/rllib/feature_overview.rst
@@ -117,5 +117,5 @@
         non-RL/ML) system? This branch of reinforcement learning is for you!
         RLlib's comes with several `offline RL <https://github.com/ray-project/ray/blob/master/rllib/examples/offline_rl.py>`_
         algorithms (*CQL*, *MARWIL*, and *DQfD*), allowing you to either purely
-        `behavior-clone <https://github.com/ray-project/ray/blob/master/rllib/agents/marwil/tests/test_bc.py>`_
+        `behavior-clone <https://github.com/ray-project/ray/blob/master/rllib/algorithms/marwil/tests/test_bc.py>`_
         your existing system or learn how to further improve over it.
diff --git a/doc/source/rllib/rllib-algorithms.rst b/doc/source/rllib/rllib-algorithms.rst
index 354eacfd1b74..efee2fec641a 100644
--- a/doc/source/rllib/rllib-algorithms.rst
+++ b/doc/source/rllib/rllib-algorithms.rst
@@ -520,7 +520,7 @@ Hopper         620           ~650
 Dreamer
 -------
 |pytorch|
-`[paper] <https://arxiv.org/abs/1912.01603>`__ `[implementation] <https://github.com/ray-project/ray/blob/master/rllib/agents/dreamer/dreamer.py>`__
+`[paper] <https://arxiv.org/abs/1912.01603>`__ `[implementation] <https://github.com/ray-project/ray/blob/master/rllib/algorithms/dreamer/dreamer.py>`__
 
 Dreamer is an image-only model-based RL method that learns by imagining trajectories in the future and is evaluated on the DeepMind Control Suite `environments <https://github.com/ray-project/ray/blob/master/rllib/examples/env/dm_control_suite.py>`__. RLlib's Dreamer is adapted from the `official Google research repo <https://github.com/google-research/dreamer>`__.
 
diff --git a/rllib/README.rst b/rllib/README.rst
index fde19b78c7ef..439c4cb376f6 100644
--- a/rllib/README.rst
+++ b/rllib/README.rst
@@ -278,7 +278,7 @@ for your particular problem, but tons of historic data recorded by a legacy (may
 non-RL/ML) system? This branch of reinforcement learning is for you!
 RLlib's comes with several `offline RL <https://github.com/ray-project/ray/blob/master/rllib/examples/offline_rl.py>`_
 algorithms (*CQL*, *MARWIL*, and *DQfD*), allowing you to either purely
-`behavior-clone <https://github.com/ray-project/ray/blob/master/rllib/agents/marwil/tests/test_bc.py>`_
+`behavior-clone <https://github.com/ray-project/ray/blob/master/rllib/algorithms/marwil/tests/test_bc.py>`_
 your existing system or learn how to further improve over it.
 
 
diff --git a/rllib/algorithms/dreamer/README.md b/rllib/algorithms/dreamer/README.md
index 2561079fb0b4..282424309212 100644
--- a/rllib/algorithms/dreamer/README.md
+++ b/rllib/algorithms/dreamer/README.md
@@ -16,4 +16,4 @@ Dreamer.
 
   **[Detailed Documentation](https://docs.ray.io/en/latest/rllib/rllib-algorithms.html#dreamer)**
 
-  **[Implementation](https://github.com/ray-project/ray/blob/master/rllib/agents/dreamer/dreamer.py)**
+  **[Implementation](https://github.com/ray-project/ray/blob/master/rllib/algorithms/dreamer/dreamer.py)**