link tutorials and fix typos

Author: RdoubleA

docs/source/api_ref_utilities.rst

@@ -7,7 +7,7 @@ torchtune.utils
 .. _dist_label:
 
 Distributed
-------------
+-----------
 
 .. autosummary::
     :toctree: generated/
@@ -20,7 +20,7 @@ Distributed
 .. _mp_label:
 
 Mixed Precision
---------------
+---------------
 
 .. autosummary::
     :toctree: generated/
@@ -58,7 +58,7 @@ Metric Logging
     metric_logging.DiskLogger
 
 Data
------
+----
 
 .. autosummary::
     :toctree: generated/
@@ -68,7 +68,7 @@ Data
     collate.padded_collate
 
 Checkpoint saving & loading
-----------------------------
+---------------------------
 
 .. autosummary::
     :toctree: generated/

docs/source/examples/configs.rst

@@ -1,3 +1,5 @@
+.. _config_tutorial_label:
+
 =================
 Configs Deep-Dive
 =================
@@ -17,7 +19,7 @@ designing params for custom recipes.
 
       * Be familiar with the :ref:`overview of TorchTune<overview_label>`
       * Make sure to :ref:`install TorchTune<install_label>`
-      * Understand the :ref:`fundamentals of recipes<recipe_deepdive>``
+      * Understand the :ref:`fundamentals of recipes<recipe_deepdive>`
 
 
 Where parameters are sourced

docs/source/examples/recipe_deepdive.rst

@@ -54,16 +54,6 @@ What Recipes are not?
 - **Wrappers around external frameworks.** A recipe is **not** meant to be a wrapper around external frameworks. These are fully written in native-PyTorch using TorchTune building blocks. Dependencies are primarily in the form of additional utilities or interoperability with the surrounding ecosystem (eg: EluetherAI's evaluation harness).
 
 
-Configs
--------
-
-If you're new to TorchTune or to LLMs generally, configs would be the first concept to understand and get familiar with.
-If you're an advanced user writing your own recipes, adding config files will improve your experimentation velocity and
-ability to collaborate on experiments.
-
-- TODO - point to config tutorial after this is landed
-
-
 Recipe Script
 -------------
 
@@ -192,3 +182,9 @@ Cleanup recipe state
 
         self.metric_loggers.close()
         ...
+
+Running Recipes with Configs
+----------------------------
+
+To run a recipe with a set of user-defined parameters, you will need to write a config file.
+You can learn all about configs in our :ref:`config tutorial<config_tutorial_label>`.