From 30ff78a3d220a423640921477c7cb093e58d15e0 Mon Sep 17 00:00:00 2001
From: "Jack Y. Araz" <jackaraz@gmail.com>
Date: Mon, 29 Jan 2024 17:17:04 -0500
Subject: [PATCH] update docs

---
 docs/tutorials/gradients.md | 3 +++
 src/spey/__init__.py        | 2 ++
 src/spey/math.py            | 4 ++++
 src/spey/system/webutils.py | 2 ++
 4 files changed, 11 insertions(+)

diff --git a/docs/tutorials/gradients.md b/docs/tutorials/gradients.md
index 4b11b06..c1e4098 100644
--- a/docs/tutorials/gradients.md
+++ b/docs/tutorials/gradients.md
@@ -20,6 +20,9 @@ kernelspec:
 # Gradient of a Statistical Model
 
 ````{margin}
+```{versionadded} 0.1.6
+```
+
 ```{note}
 In previous versions gradient and Hessian was limited to internal computations only.
 ```
diff --git a/src/spey/__init__.py b/src/spey/__init__.py
index e835889..7f95c8a 100644
--- a/src/spey/__init__.py
+++ b/src/spey/__init__.py
@@ -266,6 +266,8 @@ def get_backend_bibtex(name: Text) -> List[Text]:
     of the same reference. If backend does not include an arXiv or DOI number
     it will return an empty list.
 
+    .. versionadded:: 0.1.6
+
     Args:
         name (``Text``): backend identifier. This backend refers to different packages
           that prescribes likelihood function.
diff --git a/src/spey/math.py b/src/spey/math.py
index 7eecc87..3d4080e 100644
--- a/src/spey/math.py
+++ b/src/spey/math.py
@@ -22,6 +22,8 @@ def value_and_grad(
     """
     Retreive function to compute negative log-likelihood and its gradient.
 
+    .. versionadded:: 0.1.6
+
     Args:
         statistical_model (~spey.StatisticalModel): statistical model to be used.
         expected (~spey.ExpectationType): Sets which values the fitting algorithm should focus and
@@ -61,6 +63,8 @@ def hessian(
 
         {\rm Hessian} = -\frac{\partial^2\mathcal{L}(\theta)}{\partial\theta_i\partial\theta_j}
 
+    .. versionadded:: 0.1.6
+
     Args:
         statistical_model (~spey.StatisticalModel): statistical model to be used.
         expected (~spey.ExpectationType): Sets which values the fitting algorithm should focus and
diff --git a/src/spey/system/webutils.py b/src/spey/system/webutils.py
index 7256b76..b8e7058 100644
--- a/src/spey/system/webutils.py
+++ b/src/spey/system/webutils.py
@@ -69,6 +69,8 @@ def check_updates() -> None:
     """
     Check Spey Updates.
 
+    .. versionadded:: 0.1.6
+
     Spey always checks updates when initialised. To disable this set the following
 
     Option if using terminal: