fix comments from review

CarperAI · Mar 24, 2023 · 07dc763 · 07dc763
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diff --git a/docs/README.md b/docs/README.md
@@ -1,4 +1,4 @@
-# How To build the documentation
+# How to build the documentation
 
 ```bash
 make html

diff --git a/docs/configs.rst b/docs/configs.rst
@@ -25,10 +25,10 @@ the specific method being used (i.e. ILQL or PPO)
 
 **PPO**
 
-.. autoclass:: trlx.trainer.nn.ppo_models.MethodConfig
+.. autoclass:: trlx.models.modeling_ppo.PPOConfig
     :members:
 
 **ILQL**
 
-.. autoclass:: trlx.trainer.nn.ilql_models.ILQLConfig
+.. autoclass:: trlx.models.nn.modeling_ilql.ILQLConfig
     :members:
diff --git a/docs/examples.md b/docs/examples.md
@@ -2,7 +2,6 @@
 
 In the `examples` folder you can find several example training tasks.
 
-Check the configs folder for the associated configs files.
 
 ## randomwalks
 

diff --git a/docs/pipeline.rst b/docs/pipeline.rst
@@ -16,7 +16,7 @@ Pipelines in trlX provide a way to read from a dataset. They are used to fetch d
 
 *Rollout Stores*
 
-Rollout stores in trlX are used to store experiences created for the models by the orchestrator. The experiences in the rollout stores serve as the training data for the models. The models use the experiences stored in their rollout stores to learn and improve their behavior. The rollout stores provide a convenient and efficient way for the models to access the experiences they need for training.
+Rollout stores in trlX are used to store experiences created for the models by the trainer. The experiences in the rollout stores serve as the training data for the models. The models use the experiences stored in their rollout stores to learn and improve their behavior. The rollout stores provide a convenient and efficient way for the models to access the experiences they need for training.
 
 
 **PPO**
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		In the `examples` folder you can find several example training tasks.

		Check the configs folder for the associated configs files.

		## randomwalks

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+Diff line change
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     *Rollout Stores*
-    Rollout stores in trlX are used to store experiences created for the models by the orchestrator. The experiences in the rollout stores serve as the training data for the models. The models use the experiences stored in their rollout stores to learn and improve their behavior. The rollout stores provide a convenient and efficient way for the models to access the experiences they need for training.
+    Rollout stores in trlX are used to store experiences created for the models by the trainer. The experiences in the rollout stores serve as the training data for the models. The models use the experiences stored in their rollout stores to learn and improve their behavior. The rollout stores provide a convenient and efficient way for the models to access the experiences they need for training.
     **PPO**
@@ Expand Down @@