From 7bffb088553182ff2648947622a4877bf4fcea3a Mon Sep 17 00:00:00 2001
From: Sun Jin Kim <sk2521@ic.ac.uk>
Date: Thu, 28 Apr 2022 13:51:16 +0100
Subject: [PATCH] edit docstrings and docs

---
 autoaug/autoaugment_learners/AaLearner.py     |  21 ++++++++++--
 autoaug/autoaugment_learners/EvoLearner.py    |  24 ++++++++++++++
 autoaug/autoaugment_learners/GruLearner.py    |  19 +++++++++++
 autoaug/autoaugment_learners/RsLearner.py     |  18 +++++++++++
 autoaug/autoaugment_learners/UcbLearner.py    |  30 ++++++++++++++++--
 docs/source/_static/logohd.png                | Bin 7116 -> 10337 bytes
 ...autoaug.autoaugment_learners.AaLearner.rst |   7 ++++
 ...utoaug.autoaugment_learners.EvoLearner.rst |   7 ++++
 ...utoaug.autoaugment_learners.GruLearner.rst |   7 ++++
 ...autoaug.autoaugment_learners.RsLearner.rst |   7 ++++
 ...utoaug.autoaugment_learners.UcbLearner.rst |   7 ++++
 docs/source/autoaug/api_reference.rst         |   0
 .../autoaug/auto_augmentation_learners.rst    |  12 -------
 docs/source/autoaug/autoaugment_learners.rst  |  12 +++++++
 ...autoaug.autoaugment_learners.AaLearner.rst |  24 --------------
 ...utoaug.autoaugment_learners.EvoLearner.rst |  24 --------------
 ...utoaug.autoaugment_learners.GruLearner.rst |  24 --------------
 ...autoaug.autoaugment_learners.RsLearner.rst |  24 --------------
 ...utoaug.autoaugment_learners.UcbLearner.rst |  25 ---------------
 docs/source/index.rst                         |  15 +++++----
 20 files changed, 163 insertions(+), 144 deletions(-)
 create mode 100644 docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.AaLearner.rst
 create mode 100644 docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.EvoLearner.rst
 create mode 100644 docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.GruLearner.rst
 create mode 100644 docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.RsLearner.rst
 create mode 100644 docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.UcbLearner.rst
 delete mode 100644 docs/source/autoaug/api_reference.rst
 delete mode 100644 docs/source/autoaug/auto_augmentation_learners.rst
 create mode 100644 docs/source/autoaug/autoaugment_learners.rst
 delete mode 100644 docs/source/autoaug/generated/autoaug.autoaugment_learners.AaLearner.rst
 delete mode 100644 docs/source/autoaug/generated/autoaug.autoaugment_learners.EvoLearner.rst
 delete mode 100644 docs/source/autoaug/generated/autoaug.autoaugment_learners.GruLearner.rst
 delete mode 100644 docs/source/autoaug/generated/autoaug.autoaugment_learners.RsLearner.rst
 delete mode 100644 docs/source/autoaug/generated/autoaug.autoaugment_learners.UcbLearner.rst

diff --git a/autoaug/autoaugment_learners/AaLearner.py b/autoaug/autoaugment_learners/AaLearner.py
index 94541ffb..f14a107e 100644
--- a/autoaug/autoaugment_learners/AaLearner.py
+++ b/autoaug/autoaugment_learners/AaLearner.py
@@ -20,6 +20,24 @@ class AaLearner:
         op_tensor_length (int): what is the dimension of the tensor that represents
                             each 'operation' (which is made up of fun_name, prob,
                             and mag).
+    
+    See Also
+    --------
+
+
+    Notes
+    -----
+
+
+    References
+    ----------
+    
+
+    Examples
+    --------
+
+
+
     """
     def __init__(self, 
                 # parameters that define the search space
@@ -309,8 +327,7 @@ class AaLearner:
         Example code:
 
         .. code-block::
-            :caption: This is an example dummy code which tests out 15 
-                      different policies
+            :caption: This is how a child class might implement this method:
             
             for _ in range(15):
                 policy = self._generate_new_policy()
diff --git a/autoaug/autoaugment_learners/EvoLearner.py b/autoaug/autoaugment_learners/EvoLearner.py
index 91871cb2..c78d0bb8 100644
--- a/autoaug/autoaugment_learners/EvoLearner.py
+++ b/autoaug/autoaugment_learners/EvoLearner.py
@@ -10,7 +10,31 @@ import autoaug.controller_networks as cont_n
 
 
 class EvoLearner(AaLearner):
+    """evo algorithm
+    
+    long explanatino here
+
+    Args:
+        AaLearner (_type_): _description_
+    
+        
+    See Also
+    --------
+
+
+    Notes
+    -----
+
+
+    References
+    ----------
+    
+
+    Examples
+    --------
+
 
+    """
     def __init__(self, 
                 # search space settings
                 sp_num=5,
diff --git a/autoaug/autoaugment_learners/GruLearner.py b/autoaug/autoaugment_learners/GruLearner.py
index 28799b65..6db3ba5c 100644
--- a/autoaug/autoaugment_learners/GruLearner.py
+++ b/autoaug/autoaugment_learners/GruLearner.py
@@ -23,6 +23,25 @@ class GruLearner(AaLearner):
     network as the LSTM whilst training and testing much faster
     (https://arxiv.org/abs/1412.3555), which is why we substituted
     the LSTM for the GRU.
+
+        
+    See Also
+    --------
+
+
+    Notes
+    -----
+
+
+    References
+    ----------
+    
+
+    Examples
+    --------
+
+
+
     """
 
     def __init__(self,
diff --git a/autoaug/autoaugment_learners/RsLearner.py b/autoaug/autoaugment_learners/RsLearner.py
index eee8eab0..da0f7695 100644
--- a/autoaug/autoaugment_learners/RsLearner.py
+++ b/autoaug/autoaugment_learners/RsLearner.py
@@ -16,6 +16,24 @@ class RsLearner(AaLearner):
     """
     Tests randomly sampled policies from the search space specified by the AutoAugment
     paper. Acts as a baseline for other AaLearner's.
+
+        
+    See Also
+    --------
+
+
+    Notes
+    -----
+
+
+    References
+    ----------
+    
+
+    Examples
+    --------
+
+
     """
     def __init__(self,
                 # parameters that define the search space
diff --git a/autoaug/autoaugment_learners/UcbLearner.py b/autoaug/autoaugment_learners/UcbLearner.py
index 0c84e664..ded7d67a 100644
--- a/autoaug/autoaugment_learners/UcbLearner.py
+++ b/autoaug/autoaugment_learners/UcbLearner.py
@@ -8,8 +8,32 @@ from .RsLearner import RsLearner
 
 class UcbLearner(RsLearner):
     """
-    Tests randomly sampled policies from the search space specified by the AutoAugment
-    paper. Acts as a baseline for other AaLearner's.
+    Uses the UCB1 algorithm originally developed for multi-armed bandit problems.
+    Recommended when 
+
+    - Optimal hyperparameters for training the CNN (such as batch size and learning rate) has not been found yet.
+
+    - Using a toy dataset or a toy CNN
+
+    
+        
+    See Also
+    --------
+
+
+    Notes
+    -----
+
+
+    References
+    ----------
+    
+
+    Examples
+    --------
+
+
+    
     """
     def __init__(self,
                 # parameters that define the search space
@@ -84,7 +108,7 @@ class UcbLearner(RsLearner):
             child_network_architecture, 
             iterations=15,
             print_every_epoch=False):
-        """continue the UCB algorithm for `iterations` number of turns
+        """continue the UCB algorithm for ``iterations`` number of turns
 
         """
 
diff --git a/docs/source/_static/logohd.png b/docs/source/_static/logohd.png
index f3011280f514e3ca5cd3b5bb258d13fd9c083748..0775636e05afbf7f1f8ffca9b2d33d2088bfd3a5 100644
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diff --git a/docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.AaLearner.rst b/docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.AaLearner.rst
new file mode 100644
index 00000000..ac34fb25
--- /dev/null
+++ b/docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.AaLearner.rst
@@ -0,0 +1,7 @@
+:mod:`autoaug.autoaugment_learners`.AaLearner 
+==============================================
+
+.. currentmodule:: autoaug.autoaugment_learners
+
+.. autoclass:: AaLearner
+    :members:
\ No newline at end of file
diff --git a/docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.EvoLearner.rst b/docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.EvoLearner.rst
new file mode 100644
index 00000000..2d1a8e0c
--- /dev/null
+++ b/docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.EvoLearner.rst
@@ -0,0 +1,7 @@
+:mod:`autoaug.autoaugment_learners`.EvoLearner 
+==============================================
+
+.. currentmodule:: autoaug.autoaugment_learners
+
+.. autoclass:: EvoLearner
+    :members:
\ No newline at end of file
diff --git a/docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.GruLearner.rst b/docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.GruLearner.rst
new file mode 100644
index 00000000..842afcc4
--- /dev/null
+++ b/docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.GruLearner.rst
@@ -0,0 +1,7 @@
+:mod:`autoaug.autoaugment_learners`.GruLearner 
+==============================================
+
+.. currentmodule:: autoaug.autoaugment_learners
+
+.. autoclass:: GruLearner
+    :members:
\ No newline at end of file
diff --git a/docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.RsLearner.rst b/docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.RsLearner.rst
new file mode 100644
index 00000000..2693d7fd
--- /dev/null
+++ b/docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.RsLearner.rst
@@ -0,0 +1,7 @@
+:mod:`autoaug.autoaugment_learners`.RsLearner 
+==============================================
+
+.. currentmodule:: autoaug.autoaugment_learners
+
+.. autoclass:: RsLearner
+    :members:
\ No newline at end of file
diff --git a/docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.UcbLearner.rst b/docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.UcbLearner.rst
new file mode 100644
index 00000000..6f68b8e0
--- /dev/null
+++ b/docs/source/autoaug/aa_learners/autoaug.autoaugment_learners.UcbLearner.rst
@@ -0,0 +1,7 @@
+:mod:`autoaug.autoaugment_learners`.UcbLearner 
+==============================================
+
+.. currentmodule:: autoaug.autoaugment_learners
+
+.. autoclass:: UcbLearner
+    :members:
\ No newline at end of file
diff --git a/docs/source/autoaug/api_reference.rst b/docs/source/autoaug/api_reference.rst
deleted file mode 100644
index e69de29b..00000000
diff --git a/docs/source/autoaug/auto_augmentation_learners.rst b/docs/source/autoaug/auto_augmentation_learners.rst
deleted file mode 100644
index 7ac9319a..00000000
--- a/docs/source/autoaug/auto_augmentation_learners.rst
+++ /dev/null
@@ -1,12 +0,0 @@
-AutoAugment learners
---------------------
-
-
-.. autosummary::
-   :toctree: generated
-
-   autoaug.autoaugment_learners.AaLearner
-   autoaug.autoaugment_learners.EvoLearner
-   autoaug.autoaugment_learners.GruLearner
-   autoaug.autoaugment_learners.RsLearner
-   autoaug.autoaugment_learners.UcbLearner
\ No newline at end of file
diff --git a/docs/source/autoaug/autoaugment_learners.rst b/docs/source/autoaug/autoaugment_learners.rst
new file mode 100644
index 00000000..3cd0dbc2
--- /dev/null
+++ b/docs/source/autoaug/autoaugment_learners.rst
@@ -0,0 +1,12 @@
+AutoAugment learners
+--------------------
+
+.. toctree::
+   :maxdepth: 3
+   :caption: autoaugment_learners
+
+   aa_learners/autoaug.autoaugment_learners.AaLearner
+   aa_learners/autoaug.autoaugment_learners.EvoLearner
+   aa_learners/autoaug.autoaugment_learners.GruLearner
+   aa_learners/autoaug.autoaugment_learners.RsLearner
+   aa_learners/autoaug.autoaugment_learners.UcbLearner
\ No newline at end of file
diff --git a/docs/source/autoaug/generated/autoaug.autoaugment_learners.AaLearner.rst b/docs/source/autoaug/generated/autoaug.autoaugment_learners.AaLearner.rst
deleted file mode 100644
index 2960b163..00000000
--- a/docs/source/autoaug/generated/autoaug.autoaugment_learners.AaLearner.rst
+++ /dev/null
@@ -1,24 +0,0 @@
-autoaug.autoaugment\_learners.AaLearner
-=======================================
-
-.. currentmodule:: autoaug.autoaugment_learners
-
-.. autoclass:: AaLearner
-
-   
-   .. automethod:: __init__
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-   
-      ~AaLearner.__init__
-      ~AaLearner.get_mega_policy
-      ~AaLearner.learn
-   
-   
-
-   
-   
-   
\ No newline at end of file
diff --git a/docs/source/autoaug/generated/autoaug.autoaugment_learners.EvoLearner.rst b/docs/source/autoaug/generated/autoaug.autoaugment_learners.EvoLearner.rst
deleted file mode 100644
index 68f0d713..00000000
--- a/docs/source/autoaug/generated/autoaug.autoaugment_learners.EvoLearner.rst
+++ /dev/null
@@ -1,24 +0,0 @@
-autoaug.autoaugment\_learners.EvoLearner
-========================================
-
-.. currentmodule:: autoaug.autoaugment_learners
-
-.. autoclass:: EvoLearner
-
-   
-   .. automethod:: __init__
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-   
-      ~EvoLearner.__init__
-      ~EvoLearner.get_mega_policy
-      ~EvoLearner.learn
-   
-   
-
-   
-   
-   
\ No newline at end of file
diff --git a/docs/source/autoaug/generated/autoaug.autoaugment_learners.GruLearner.rst b/docs/source/autoaug/generated/autoaug.autoaugment_learners.GruLearner.rst
deleted file mode 100644
index 1162183b..00000000
--- a/docs/source/autoaug/generated/autoaug.autoaugment_learners.GruLearner.rst
+++ /dev/null
@@ -1,24 +0,0 @@
-autoaug.autoaugment\_learners.GruLearner
-========================================
-
-.. currentmodule:: autoaug.autoaugment_learners
-
-.. autoclass:: GruLearner
-
-   
-   .. automethod:: __init__
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-   
-      ~GruLearner.__init__
-      ~GruLearner.get_mega_policy
-      ~GruLearner.learn
-   
-   
-
-   
-   
-   
\ No newline at end of file
diff --git a/docs/source/autoaug/generated/autoaug.autoaugment_learners.RsLearner.rst b/docs/source/autoaug/generated/autoaug.autoaugment_learners.RsLearner.rst
deleted file mode 100644
index 9b099240..00000000
--- a/docs/source/autoaug/generated/autoaug.autoaugment_learners.RsLearner.rst
+++ /dev/null
@@ -1,24 +0,0 @@
-autoaug.autoaugment\_learners.RsLearner
-=======================================
-
-.. currentmodule:: autoaug.autoaugment_learners
-
-.. autoclass:: RsLearner
-
-   
-   .. automethod:: __init__
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-   
-      ~RsLearner.__init__
-      ~RsLearner.get_mega_policy
-      ~RsLearner.learn
-   
-   
-
-   
-   
-   
\ No newline at end of file
diff --git a/docs/source/autoaug/generated/autoaug.autoaugment_learners.UcbLearner.rst b/docs/source/autoaug/generated/autoaug.autoaugment_learners.UcbLearner.rst
deleted file mode 100644
index b20667da..00000000
--- a/docs/source/autoaug/generated/autoaug.autoaugment_learners.UcbLearner.rst
+++ /dev/null
@@ -1,25 +0,0 @@
-autoaug.autoaugment\_learners.UcbLearner
-========================================
-
-.. currentmodule:: autoaug.autoaugment_learners
-
-.. autoclass:: UcbLearner
-
-   
-   .. automethod:: __init__
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-   
-      ~UcbLearner.__init__
-      ~UcbLearner.get_mega_policy
-      ~UcbLearner.learn
-      ~UcbLearner.make_more_policies
-   
-   
-
-   
-   
-   
\ No newline at end of file
diff --git a/docs/source/index.rst b/docs/source/index.rst
index b210c1e1..05b42d6e 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -1,4 +1,4 @@
-autoaug Documentation
+``autoaug`` official documentation
 ==================================
 
 
@@ -14,11 +14,14 @@ autoaug Documentation
 
 .. toctree::
    :maxdepth: 4
-   :caption: Library:
-
-   autoaug/auto_augmentation_learners
-
-
+   :caption: API Reference:
+
+   autoaug/autoaugment_learners
+   autoaug/aa_learners/autoaug.autoaugment_learners.AaLearner
+   autoaug/aa_learners/autoaug.autoaugment_learners.EvoLearner
+   autoaug/aa_learners/autoaug.autoaugment_learners.GruLearner
+   autoaug/aa_learners/autoaug.autoaugment_learners.RsLearner
+   autoaug/aa_learners/autoaug.autoaugment_learners.UcbLearner
 
 
 
-- 
GitLab