Move saving and loading models tutorial to pytorch_basics

Author: Matthew Inkawhich

.gitignore

@@ -2,6 +2,7 @@
 beginner
 intermediate
 advanced
+pytorch_basics
 
 #data things
 beginner_source/hymenoptera_data

conf.py

@@ -52,8 +52,8 @@
 
 sphinx_gallery_conf = {
     'examples_dirs': ['beginner_source', 'intermediate_source',
-                      'advanced_source'],
-    'gallery_dirs': ['beginner', 'intermediate', 'advanced'],
+                      'advanced_source', 'pytorch_basics_source'],
+    'gallery_dirs': ['beginner', 'intermediate', 'advanced', 'pytorch_basics'],
     'filename_pattern': 'tutorial.py',
     'backreferences_dir': False
 }

index.rst

@@ -73,7 +73,6 @@ Beginner Tutorials
    beginner/hybrid_frontend_tutorial
    beginner/finetuning_torchvision_models_tutorial
    beginner/dcgan_faces_tutorial
-   beginner/saving_loading_models
    beginner/audio_classifier_tutorial
 
 Intermediate Tutorials
@@ -150,10 +149,11 @@ Advanced Tutorials
 
 .. toctree::
   :caption: PyTorch Basics
+  :maxdepth: 1
 
   pytorch_basics/installing_pytorch
-  <pytorch_basics/abc>
-  <pytorch_basics/123>
+  pytorch_basics/saving_loading_models
+
 
 .. toctree::
   :caption: PyTorch Applied

pytorch_basics/123.rst

@@ -22,26 +22,26 @@
    unpickling facilities to deserialize pickled object files to memory.
    This function also facilitates the device to load the data into (see
    `Saving & Loading Model Across
-   Devices <#Saving-&-Loading-Model-Across-Devices>`__).
+   Devices <#saving-loading-model-across-devices>`__).
 
 3) `torch.nn.Module.load_state_dict <https://pytorch.org/docs/stable/nn.html?highlight=load_state_dict#torch.nn.Module.load_state_dict>`__:
    Loads a model’s parameter dictionary using a deserialized
    *state_dict*. For more information on *state_dict*, see `What is a
-   state_dict? <#What-is-a-state_dict?>`__.
+   state_dict? <#what-is-a-state-dict>`__.
 
 **Contents:**
 
--  `What is a state_dict? <#What-is-a-state_dict?>`__
+-  `What is a state_dict? <#what-is-a-state-dict>`__
 -  `Saving & Loading Model for
-   Inference <#Saving-&-Loading-Model-for-Inference>`__
+   Inference <#saving-loading-model-for-inference>`__
 -  `Saving & Loading a General
-   Checkpoint <#Saving-&-Loading-a-General-Checkpoint-for-Inference-and/or-Resuming-Training>`__
+   Checkpoint <#saving-loading-a-general-checkpoint-for-inference-and-or-resuming-training>`__
 -  `Saving Multiple Models in One
-   File <#Saving-Multiple-Models-in-One-File>`__
+   File <#saving-multiple-models-in-one-file>`__
 -  `Warmstarting Model Using Parameters from a Different
-   Model <#Warmstarting-Model-Using-Parameters-from-a-Different-Model>`__
+   Model <#warmstarting-model-using-parameters-from-a-different-model>`__
 -  `Saving & Loading Model Across
-   Devices <#Saving-&-Loading-Model-Across-Devices>`__
+   Devices <#saving-loading-model-across-devices>`__
 
 """