From eeb8af5d0f303aee7d3be10a8786a573cc6beece Mon Sep 17 00:00:00 2001
From: Erika Pham <phamthuylinh0402@gmail.com>
Date: Tue, 23 Apr 2024 16:30:09 -0400
Subject: [PATCH] Update documentation

---
 cookbook/Basic-RAG/BasicRAG_refine.py         |  11 +++++--
 cookbook/Basic-RAG/BasicRAG_stuff.py          |  11 +++++--
 cookbook/Basic-RAG/RAG-PIPELINES.md           |   8 ++---
 .../Basic-RAG/BasicRAG_refine.doctree         | Bin 10828 -> 10981 bytes
 .../Basic-RAG/BasicRAG_stuff.doctree          | Bin 10828 -> 10979 bytes
 .../auto_examples/Basic-RAG/index.doctree     | Bin 13886 -> 14038 bytes
 src/docs/_build/doctrees/environment.pickle   | Bin 1174624 -> 1185355 bytes
 src/docs/_build/doctrees/get_started.doctree  | Bin 2828 -> 2860 bytes
 .../doctrees/get_started.introduction.doctree | Bin 3052 -> 3894 bytes
 .../_build/doctrees/get_started.llms.doctree  | Bin 11114 -> 12029 bytes
 .../doctrees/get_started.vectordb.doctree     | Bin 11749 -> 12524 bytes
 src/docs/_build/html/.buildinfo               |   2 +-
 .../BasicRAG_stuff.py                         |  11 +++++--
 .../BasicRAG_stuff.ipynb                      |   2 +-
 .../BasicRAG_refine.ipynb                     |   2 +-
 .../Basic-RAG_python.zip                      | Bin 4288 -> 4703 bytes
 .../Basic-RAG_jupyter.zip                     | Bin 8278 -> 8683 bytes
 .../BasicRAG_refine.py                        |  11 +++++--
 .../refine_chain_langchain_illustration.jpg   | Bin 0 -> 660167 bytes
 .../stuff_chain_langchain_illustration.jpg    | Bin 0 -> 401264 bytes
 .../Basic-RAG/BasicRAG_refine.rst.txt         |  12 ++++++--
 .../Basic-RAG/BasicRAG_stuff.rst.txt          |  12 ++++++--
 .../auto_examples/Basic-RAG/index.rst.txt     |   4 +--
 .../_sources/get_started.introduction.rst.txt |   6 +++-
 .../html/_sources/get_started.llms.rst.txt    |   2 +-
 .../_build/html/_sources/get_started.rst.txt  |   2 ++
 .../_sources/get_started.vectordb.rst.txt     |   2 ++
 .../Basic-RAG/BasicRAG_refine.html            |  18 +++++------
 .../Basic-RAG/BasicRAG_stuff.html             |  18 +++++------
 .../html/auto_examples/Basic-RAG/index.html   |   4 +--
 src/docs/_build/html/get_started.html         |  18 +++++++----
 .../_build/html/get_started.installation.html |  12 +++++---
 .../_build/html/get_started.introduction.html |  29 +++++++++++++++---
 src/docs/_build/html/get_started.llms.html    |  27 ++++++++--------
 .../_build/html/get_started.vectordb.html     |  10 +++---
 src/docs/_build/html/index.html               |   4 ++-
 src/docs/_build/html/objects.inv              | Bin 2258 -> 3149 bytes
 src/docs/_build/html/searchindex.js           |   2 +-
 .../Basic-RAG/Basic-RAG_jupyter.zip           | Bin 8278 -> 8683 bytes
 .../Basic-RAG/Basic-RAG_python.zip            | Bin 4288 -> 4703 bytes
 .../BasicRAG_CustomPrompt_codeobj.pickle      | Bin 221 -> 221 bytes
 .../BasicRAG_FewShotPrompt_codeobj.pickle     | Bin 235 -> 235 bytes
 .../Basic-RAG/BasicRAG_ingest_codeobj.pickle  | Bin 369 -> 369 bytes
 .../Basic-RAG/BasicRAG_refine.ipynb           |   2 +-
 .../Basic-RAG/BasicRAG_refine.py              |  11 +++++--
 .../Basic-RAG/BasicRAG_refine.rst             |  12 ++++++--
 .../Basic-RAG/BasicRAG_refine_codeobj.pickle  | Bin 437 -> 437 bytes
 .../Basic-RAG/BasicRAG_stuff.ipynb            |   2 +-
 .../auto_examples/Basic-RAG/BasicRAG_stuff.py |  11 +++++--
 .../Basic-RAG/BasicRAG_stuff.rst              |  12 ++++++--
 .../Basic-RAG/BasicRAG_stuff_codeobj.pickle   | Bin 437 -> 437 bytes
 src/docs/auto_examples/Basic-RAG/index.rst    |   4 +--
 .../Retriver-GUI/retriever_app_codeobj.pickle | Bin 1381 -> 1381 bytes
 src/docs/conf.py                              |   7 ++++-
 src/docs/get_started.introduction.rst         |   6 +++-
 src/docs/get_started.llms.rst                 |   2 +-
 src/docs/get_started.rst                      |   2 ++
 src/docs/get_started.vectordb.rst             |   2 ++
 58 files changed, 211 insertions(+), 102 deletions(-)
 create mode 100644 src/docs/_build/html/_images/refine_chain_langchain_illustration.jpg
 create mode 100644 src/docs/_build/html/_images/stuff_chain_langchain_illustration.jpg

diff --git a/cookbook/Basic-RAG/BasicRAG_refine.py b/cookbook/Basic-RAG/BasicRAG_refine.py
index dffe7bd..853ce93 100644
--- a/cookbook/Basic-RAG/BasicRAG_refine.py
+++ b/cookbook/Basic-RAG/BasicRAG_refine.py
@@ -1,9 +1,16 @@
 """Refine Chain
 =======================
 This cookbook demonstrates how to use the refine chain for BasicRAG.
-.. image:: src/docs/_static/refine_chain_langchain_illustration.jpg
-  :width: 400
+For more information, refer to `RAG-PIPELINES <https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md
+/>`_.
+
+.. figure:: ../../_static/refine_chain_langchain_illustration.jpg
+  :width: 800
   :alt: Refine Documents Chain Process
+  :align: center
+
+  Illustration of refine chain (Source: LangChain)
+
 """
 
 from grag.components.multivec_retriever import Retriever
diff --git a/cookbook/Basic-RAG/BasicRAG_stuff.py b/cookbook/Basic-RAG/BasicRAG_stuff.py
index 26d1f2c..360e3b1 100644
--- a/cookbook/Basic-RAG/BasicRAG_stuff.py
+++ b/cookbook/Basic-RAG/BasicRAG_stuff.py
@@ -1,9 +1,16 @@
 """Stuff Chain
 =======================
 This cookbook demonstrates how to use the stuff chain for BasicRAG.
-.. image:: src/docs/_static/stuff_chain_langchain_illustration.jpg
-  :width: 400
+For more information, refer to `RAG-PIPELINES <https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md
+/>`_.
+
+.. figure:: ../../_static/stuff_chain_langchain_illustration.jpg
+  :width: 800
   :alt: Stuff Documents Chain Process
+  :align: center
+
+  Illustration of stuff chain (Source: LangChain)
+
 """
 
 from grag.components.multivec_retriever import Retriever
diff --git a/cookbook/Basic-RAG/RAG-PIPELINES.md b/cookbook/Basic-RAG/RAG-PIPELINES.md
index 73f4876..d32c75b 100644
--- a/cookbook/Basic-RAG/RAG-PIPELINES.md
+++ b/cookbook/Basic-RAG/RAG-PIPELINES.md
@@ -1,6 +1,6 @@
-# RAG Piplines
+# RAG Pipelines
 
-In very basic terms, a RAG pipeline is a system where relevant context is provided to the LLM along with the query. Typically a vector database is leveraged for this task.
+In very basic terms, a RAG pipeline is a system where relevant context is provided to the LLM along with the query. Typically, a vector database is leveraged for this task.
 
 ## Benefits of RAG
 
@@ -77,8 +77,8 @@ eg. The Llama model takes system prompts
 
 # Other Hyperparameters
 
-- **Chunk Sizes** - generally the smallest chunk size you can get away with.
-- **Similarity score** - eg cosine similarity
+- **Chunk Sizes** - generally, the smallest chunk size you can get away with.
+- **Similarity score** - e.g. cosine similarity
 - **Embedding**
 
 # Sources
diff --git a/src/docs/_build/doctrees/auto_examples/Basic-RAG/BasicRAG_refine.doctree b/src/docs/_build/doctrees/auto_examples/Basic-RAG/BasicRAG_refine.doctree
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diff --git a/src/docs/_build/doctrees/auto_examples/Basic-RAG/index.doctree b/src/docs/_build/doctrees/auto_examples/Basic-RAG/index.doctree
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GIT binary patch
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diff --git a/src/docs/_build/doctrees/environment.pickle b/src/docs/_build/doctrees/environment.pickle
index 60057c5123818ea65ff20b4af869aa870445592b..975ad238f4bd6a6348f3a3f81aecff46330f340d 100644
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diff --git a/src/docs/_build/doctrees/get_started.doctree b/src/docs/_build/doctrees/get_started.doctree
index 2feb9ad9967e9dd4c9da1adeaa1251ef3e9f3097..ad0888a04b2086d226df791becf2484021937110 100644
GIT binary patch
delta 79
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delta 62
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diff --git a/src/docs/_build/doctrees/get_started.introduction.doctree b/src/docs/_build/doctrees/get_started.introduction.doctree
index d5aef064ac4fbc1b294b75575d846d470f0e6824..f980c11ac23e8d3df5768934c3fd6679be3c2f19 100644
GIT binary patch
delta 907
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diff --git a/src/docs/_build/doctrees/get_started.llms.doctree b/src/docs/_build/doctrees/get_started.llms.doctree
index a2cbf15603efb0aa41656c2e8b1d788e7a4c6a86..887c658b0df8af6f9ca2dd5cfdd0bde14e8c71c6 100644
GIT binary patch
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diff --git a/src/docs/_build/html/.buildinfo b/src/docs/_build/html/.buildinfo
index 4afd424..ff14325 100644
--- a/src/docs/_build/html/.buildinfo
+++ b/src/docs/_build/html/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: d4c21b77045124631c4c68a22a4bc3b5
+config: 33176d1a0fbc2e489b6d5201070d328e
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/src/docs/_build/html/_downloads/08281b5b1106412fcca1eee951af6faa/BasicRAG_stuff.py b/src/docs/_build/html/_downloads/08281b5b1106412fcca1eee951af6faa/BasicRAG_stuff.py
index 26d1f2c..360e3b1 100644
--- a/src/docs/_build/html/_downloads/08281b5b1106412fcca1eee951af6faa/BasicRAG_stuff.py
+++ b/src/docs/_build/html/_downloads/08281b5b1106412fcca1eee951af6faa/BasicRAG_stuff.py
@@ -1,9 +1,16 @@
 """Stuff Chain
 =======================
 This cookbook demonstrates how to use the stuff chain for BasicRAG.
-.. image:: src/docs/_static/stuff_chain_langchain_illustration.jpg
-  :width: 400
+For more information, refer to `RAG-PIPELINES <https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md
+/>`_.
+
+.. figure:: ../../_static/stuff_chain_langchain_illustration.jpg
+  :width: 800
   :alt: Stuff Documents Chain Process
+  :align: center
+
+  Illustration of stuff chain (Source: LangChain)
+
 """
 
 from grag.components.multivec_retriever import Retriever
diff --git a/src/docs/_build/html/_downloads/2ceb93416492b18edb9a519fe43e25d4/BasicRAG_stuff.ipynb b/src/docs/_build/html/_downloads/2ceb93416492b18edb9a519fe43e25d4/BasicRAG_stuff.ipynb
index 63895c6..a4430a5 100644
--- a/src/docs/_build/html/_downloads/2ceb93416492b18edb9a519fe43e25d4/BasicRAG_stuff.ipynb
+++ b/src/docs/_build/html/_downloads/2ceb93416492b18edb9a519fe43e25d4/BasicRAG_stuff.ipynb
@@ -4,7 +4,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "# Stuff Chain\nThis cookbook demonstrates how to use the stuff chain for BasicRAG.\n<img src=\"file://src/docs/_static/stuff_chain_langchain_illustration.jpg\" width=\"400\" alt=\"Stuff Documents Chain Process\">\n"
+        "# Stuff Chain\nThis cookbook demonstrates how to use the stuff chain for BasicRAG.\nFor more information, refer to [RAG-PIPELINES](https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md\n/).\n\n.. figure:: ../../_static/stuff_chain_langchain_illustration.jpg\n  :width: 800\n  :alt: Stuff Documents Chain Process\n  :align: center\n\n  Illustration of stuff chain (Source: LangChain)\n"
       ]
     },
     {
diff --git a/src/docs/_build/html/_downloads/bf6c4ba115907c5ef1c944698d335d59/BasicRAG_refine.ipynb b/src/docs/_build/html/_downloads/bf6c4ba115907c5ef1c944698d335d59/BasicRAG_refine.ipynb
index 661b354..bb3575d 100644
--- a/src/docs/_build/html/_downloads/bf6c4ba115907c5ef1c944698d335d59/BasicRAG_refine.ipynb
+++ b/src/docs/_build/html/_downloads/bf6c4ba115907c5ef1c944698d335d59/BasicRAG_refine.ipynb
@@ -4,7 +4,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "# Refine Chain\nThis cookbook demonstrates how to use the refine chain for BasicRAG.\n<img src=\"file://src/docs/_static/refine_chain_langchain_illustration.jpg\" width=\"400\" alt=\"Refine Documents Chain Process\">\n"
+        "# Refine Chain\nThis cookbook demonstrates how to use the refine chain for BasicRAG.\nFor more information, refer to [RAG-PIPELINES](https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md\n/).\n\n.. figure:: ../../_static/refine_chain_langchain_illustration.jpg\n  :width: 800\n  :alt: Refine Documents Chain Process\n  :align: center\n\n  Illustration of refine chain (Source: LangChain)\n"
       ]
     },
     {
diff --git a/src/docs/_build/html/_downloads/d30c8b1c6e4654b2ad3d2a98fac0be74/Basic-RAG_python.zip b/src/docs/_build/html/_downloads/d30c8b1c6e4654b2ad3d2a98fac0be74/Basic-RAG_python.zip
index 6293a17d19d9cad735d1d225dd8b18cb9c8167ec..23acc3dc47a0343943e9080c0cfdce7712f837b4 100644
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diff --git a/src/docs/_build/html/_downloads/f9939c7be8f2cbb228881fcceb9ea19d/Basic-RAG_jupyter.zip b/src/docs/_build/html/_downloads/f9939c7be8f2cbb228881fcceb9ea19d/Basic-RAG_jupyter.zip
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diff --git a/src/docs/_build/html/_downloads/ff38cea876c84a5f22af2d8c8b56bc59/BasicRAG_refine.py b/src/docs/_build/html/_downloads/ff38cea876c84a5f22af2d8c8b56bc59/BasicRAG_refine.py
index dffe7bd..853ce93 100644
--- a/src/docs/_build/html/_downloads/ff38cea876c84a5f22af2d8c8b56bc59/BasicRAG_refine.py
+++ b/src/docs/_build/html/_downloads/ff38cea876c84a5f22af2d8c8b56bc59/BasicRAG_refine.py
@@ -1,9 +1,16 @@
 """Refine Chain
 =======================
 This cookbook demonstrates how to use the refine chain for BasicRAG.
-.. image:: src/docs/_static/refine_chain_langchain_illustration.jpg
-  :width: 400
+For more information, refer to `RAG-PIPELINES <https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md
+/>`_.
+
+.. figure:: ../../_static/refine_chain_langchain_illustration.jpg
+  :width: 800
   :alt: Refine Documents Chain Process
+  :align: center
+
+  Illustration of refine chain (Source: LangChain)
+
 """
 
 from grag.components.multivec_retriever import Retriever
diff --git a/src/docs/_build/html/_images/refine_chain_langchain_illustration.jpg b/src/docs/_build/html/_images/refine_chain_langchain_illustration.jpg
new file mode 100644
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diff --git a/src/docs/_build/html/_sources/auto_examples/Basic-RAG/BasicRAG_refine.rst.txt b/src/docs/_build/html/_sources/auto_examples/Basic-RAG/BasicRAG_refine.rst.txt
index 3d0a0ee..44e3cd1 100644
--- a/src/docs/_build/html/_sources/auto_examples/Basic-RAG/BasicRAG_refine.rst.txt
+++ b/src/docs/_build/html/_sources/auto_examples/Basic-RAG/BasicRAG_refine.rst.txt
@@ -20,11 +20,17 @@
 Refine Chain
 =======================
 This cookbook demonstrates how to use the refine chain for BasicRAG.
-.. image:: src/docs/_static/refine_chain_langchain_illustration.jpg
-  :width: 400
+For more information, refer to `RAG-PIPELINES <https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md
+/>`_.
+
+.. figure:: ../../_static/refine_chain_langchain_illustration.jpg
+  :width: 800
   :alt: Refine Documents Chain Process
+  :align: center
+
+  Illustration of refine chain (Source: LangChain)
 
-.. GENERATED FROM PYTHON SOURCE LINES 8-21
+.. GENERATED FROM PYTHON SOURCE LINES 15-28
 
 .. code-block:: Python
 
diff --git a/src/docs/_build/html/_sources/auto_examples/Basic-RAG/BasicRAG_stuff.rst.txt b/src/docs/_build/html/_sources/auto_examples/Basic-RAG/BasicRAG_stuff.rst.txt
index cd49781..988751d 100644
--- a/src/docs/_build/html/_sources/auto_examples/Basic-RAG/BasicRAG_stuff.rst.txt
+++ b/src/docs/_build/html/_sources/auto_examples/Basic-RAG/BasicRAG_stuff.rst.txt
@@ -20,11 +20,17 @@
 Stuff Chain
 =======================
 This cookbook demonstrates how to use the stuff chain for BasicRAG.
-.. image:: src/docs/_static/stuff_chain_langchain_illustration.jpg
-  :width: 400
+For more information, refer to `RAG-PIPELINES <https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md
+/>`_.
+
+.. figure:: ../../_static/stuff_chain_langchain_illustration.jpg
+  :width: 800
   :alt: Stuff Documents Chain Process
+  :align: center
+
+  Illustration of stuff chain (Source: LangChain)
 
-.. GENERATED FROM PYTHON SOURCE LINES 8-22
+.. GENERATED FROM PYTHON SOURCE LINES 15-29
 
 .. code-block:: Python
 
diff --git a/src/docs/_build/html/_sources/auto_examples/Basic-RAG/index.rst.txt b/src/docs/_build/html/_sources/auto_examples/Basic-RAG/index.rst.txt
index b83cae3..a40c874 100644
--- a/src/docs/_build/html/_sources/auto_examples/Basic-RAG/index.rst.txt
+++ b/src/docs/_build/html/_sources/auto_examples/Basic-RAG/index.rst.txt
@@ -33,7 +33,7 @@ Below is a gallery of examples, demonstrating the use of Basic-RAG.
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="Refine Chain">
+    <div class="sphx-glr-thumbcontainer" tooltip="  Illustration of refine chain (Source: LangChain)">
 
 .. only:: html
 
@@ -50,7 +50,7 @@ Below is a gallery of examples, demonstrating the use of Basic-RAG.
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="Stuff Chain">
+    <div class="sphx-glr-thumbcontainer" tooltip="  Illustration of stuff chain (Source: LangChain)">
 
 .. only:: html
 
diff --git a/src/docs/_build/html/_sources/get_started.introduction.rst.txt b/src/docs/_build/html/_sources/get_started.introduction.rst.txt
index 2bfccbd..c72307f 100644
--- a/src/docs/_build/html/_sources/get_started.introduction.rst.txt
+++ b/src/docs/_build/html/_sources/get_started.introduction.rst.txt
@@ -2,6 +2,10 @@ GRAG Overview
 =============
 
 GRAG provides an implementation of Retrieval-Augmented Generation that is completely open-sourced.
+Since it does not use any external services or APIs, this enables a cost-saving solution as well a solution to data privacy concerns.
+For more information, refer to :ref:`Test <Vector Stores>`.
 
 Retrieval-Augmented Generation
-###############################
+##############################
+
+Re
\ No newline at end of file
diff --git a/src/docs/_build/html/_sources/get_started.llms.rst.txt b/src/docs/_build/html/_sources/get_started.llms.rst.txt
index 2157fb8..c284755 100644
--- a/src/docs/_build/html/_sources/get_started.llms.rst.txt
+++ b/src/docs/_build/html/_sources/get_started.llms.rst.txt
@@ -1,4 +1,4 @@
-LLMs
+        `LLMs
 =====
 
 GRAG offers two ways to run LLMs locally:
diff --git a/src/docs/_build/html/_sources/get_started.rst.txt b/src/docs/_build/html/_sources/get_started.rst.txt
index b564b05..ca80073 100644
--- a/src/docs/_build/html/_sources/get_started.rst.txt
+++ b/src/docs/_build/html/_sources/get_started.rst.txt
@@ -3,6 +3,8 @@ Get Started
 .. toctree::
    :maxdepth: 2
 
+   get_started.introduction
    get_started.installation
    get_started.llms
    get_started.vectordb
+
diff --git a/src/docs/_build/html/_sources/get_started.vectordb.rst.txt b/src/docs/_build/html/_sources/get_started.vectordb.rst.txt
index 1d12f58..f6f749a 100644
--- a/src/docs/_build/html/_sources/get_started.vectordb.rst.txt
+++ b/src/docs/_build/html/_sources/get_started.vectordb.rst.txt
@@ -1,3 +1,5 @@
+.. _Vector Stores:
+
 Vector Stores
 ===============
 
diff --git a/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_refine.html b/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_refine.html
index 15d90ea..6db7fb1 100644
--- a/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_refine.html
+++ b/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_refine.html
@@ -100,17 +100,13 @@
 <section class="sphx-glr-example-title" id="refine-chain">
 <span id="sphx-glr-auto-examples-basic-rag-basicrag-refine-py"></span><h1>Refine Chain<a class="headerlink" href="#refine-chain" title="Link to this heading"></a></h1>
 <p>This cookbook demonstrates how to use the refine chain for BasicRAG.
-.. image:: src/docs/_static/refine_chain_langchain_illustration.jpg</p>
-<blockquote>
-<div><dl class="field-list simple">
-<dt class="field-odd">width<span class="colon">:</span></dt>
-<dd class="field-odd"><p>400</p>
-</dd>
-<dt class="field-even">alt<span class="colon">:</span></dt>
-<dd class="field-even"><p>Refine Documents Chain Process</p>
-</dd>
-</dl>
-</div></blockquote>
+For more information, refer to <a class="reference external" href="https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md/">RAG-PIPELINES</a>.</p>
+<figure class="align-center" id="id1">
+<a class="reference internal image-reference" href="../../_images/refine_chain_langchain_illustration.jpg"><img alt="Refine Documents Chain Process" src="../../_images/refine_chain_langchain_illustration.jpg" style="width: 800px;" /></a>
+<figcaption>
+<p><span class="caption-text">Illustration of refine chain (Source: LangChain)</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">grag.components.multivec_retriever</span> <span class="kn">import</span> <span class="n">Retriever</span>
 <span class="kn">from</span> <span class="nn">grag.components.vectordb.deeplake_client</span> <span class="kn">import</span> <span class="n">DeepLakeClient</span>
 <span class="kn">from</span> <span class="nn">grag.rag.basic_rag</span> <span class="kn">import</span> <span class="n">BasicRAG</span>
diff --git a/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_stuff.html b/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_stuff.html
index db4f6cf..9d0a46e 100644
--- a/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_stuff.html
+++ b/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_stuff.html
@@ -100,17 +100,13 @@
 <section class="sphx-glr-example-title" id="stuff-chain">
 <span id="sphx-glr-auto-examples-basic-rag-basicrag-stuff-py"></span><h1>Stuff Chain<a class="headerlink" href="#stuff-chain" title="Link to this heading"></a></h1>
 <p>This cookbook demonstrates how to use the stuff chain for BasicRAG.
-.. image:: src/docs/_static/stuff_chain_langchain_illustration.jpg</p>
-<blockquote>
-<div><dl class="field-list simple">
-<dt class="field-odd">width<span class="colon">:</span></dt>
-<dd class="field-odd"><p>400</p>
-</dd>
-<dt class="field-even">alt<span class="colon">:</span></dt>
-<dd class="field-even"><p>Stuff Documents Chain Process</p>
-</dd>
-</dl>
-</div></blockquote>
+For more information, refer to <a class="reference external" href="https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md/">RAG-PIPELINES</a>.</p>
+<figure class="align-center" id="id1">
+<a class="reference internal image-reference" href="../../_images/stuff_chain_langchain_illustration.jpg"><img alt="Stuff Documents Chain Process" src="../../_images/stuff_chain_langchain_illustration.jpg" style="width: 800px;" /></a>
+<figcaption>
+<p><span class="caption-text">Illustration of stuff chain (Source: LangChain)</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">grag.components.multivec_retriever</span> <span class="kn">import</span> <span class="n">Retriever</span>
 <span class="kn">from</span> <span class="nn">grag.components.vectordb.deeplake_client</span> <span class="kn">import</span> <span class="n">DeepLakeClient</span>
 <span class="kn">from</span> <span class="nn">grag.rag.basic_rag</span> <span class="kn">import</span> <span class="n">BasicRAG</span>
diff --git a/src/docs/_build/html/auto_examples/Basic-RAG/index.html b/src/docs/_build/html/auto_examples/Basic-RAG/index.html
index 8a92546..0d3dffa 100644
--- a/src/docs/_build/html/auto_examples/Basic-RAG/index.html
+++ b/src/docs/_build/html/auto_examples/Basic-RAG/index.html
@@ -97,10 +97,10 @@
 <div class="sphx-glr-thumbnails"><div class="sphx-glr-thumbcontainer" tooltip="Custom Prompts"><img alt="" src="../../_images/sphx_glr_BasicRAG_CustomPrompt_thumb.png" />
 <p><a class="reference internal" href="BasicRAG_CustomPrompt.html#sphx-glr-auto-examples-basic-rag-basicrag-customprompt-py"><span class="std std-ref">Custom Prompts</span></a></p>
   <div class="sphx-glr-thumbnail-title">Custom Prompts</div>
-</div><div class="sphx-glr-thumbcontainer" tooltip="Refine Chain"><img alt="" src="../../_images/sphx_glr_BasicRAG_refine_thumb.png" />
+</div><div class="sphx-glr-thumbcontainer" tooltip="  Illustration of refine chain (Source: LangChain)"><img alt="" src="../../_images/sphx_glr_BasicRAG_refine_thumb.png" />
 <p><a class="reference internal" href="BasicRAG_refine.html#sphx-glr-auto-examples-basic-rag-basicrag-refine-py"><span class="std std-ref">Refine Chain</span></a></p>
   <div class="sphx-glr-thumbnail-title">Refine Chain</div>
-</div><div class="sphx-glr-thumbcontainer" tooltip="Stuff Chain"><img alt="" src="../../_images/sphx_glr_BasicRAG_stuff_thumb.png" />
+</div><div class="sphx-glr-thumbcontainer" tooltip="  Illustration of stuff chain (Source: LangChain)"><img alt="" src="../../_images/sphx_glr_BasicRAG_stuff_thumb.png" />
 <p><a class="reference internal" href="BasicRAG_stuff.html#sphx-glr-auto-examples-basic-rag-basicrag-stuff-py"><span class="std std-ref">Stuff Chain</span></a></p>
   <div class="sphx-glr-thumbnail-title">Stuff Chain</div>
 </div><div class="sphx-glr-thumbcontainer" tooltip="Document Ingestion"><img alt="" src="../../_images/sphx_glr_BasicRAG_ingest_thumb.png" />
diff --git a/src/docs/_build/html/get_started.html b/src/docs/_build/html/get_started.html
index 1e30800..ee3d866 100644
--- a/src/docs/_build/html/get_started.html
+++ b/src/docs/_build/html/get_started.html
@@ -25,7 +25,7 @@
     <script src="_static/js/theme.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
-    <link rel="next" title="Installation" href="get_started.installation.html" />
+    <link rel="next" title="GRAG Overview" href="get_started.introduction.html" />
     <link rel="prev" title="Welcome to GRAG’s documentation!" href="index.html" /> 
 </head>
 
@@ -51,8 +51,10 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul class="current">
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Get Started</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="get_started.introduction.html">GRAG Overview</a></li>
 <li class="toctree-l2"><a class="reference internal" href="get_started.installation.html">Installation</a></li>
-<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html">LLMs</a></li>
+<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html">To run LLMs using HuggingFace</a></li>
+<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html#to-run-llms-using-llamacpp">To run LLMs using LlamaCPP</a></li>
 <li class="toctree-l2"><a class="reference internal" href="get_started.vectordb.html">Vector Stores</a></li>
 </ul>
 </li>
@@ -88,10 +90,14 @@
 <h1>Get Started<a class="headerlink" href="#get-started" title="Link to this heading"></a></h1>
 <div class="toctree-wrapper compound">
 <ul>
+<li class="toctree-l1"><a class="reference internal" href="get_started.introduction.html">GRAG Overview</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="get_started.introduction.html#retrieval-augmented-generation">Retrieval-Augmented Generation</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="get_started.installation.html">Installation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="get_started.llms.html">LLMs</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html#to-run-llms-using-huggingface">To run LLMs using HuggingFace</a></li>
-<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html#to-run-llms-using-llamacpp">To run LLMs using LlamaCPP</a></li>
+<li class="toctree-l1"><a class="reference internal" href="get_started.llms.html">To run LLMs using HuggingFace</a></li>
+<li class="toctree-l1"><a class="reference internal" href="get_started.llms.html#to-run-llms-using-llamacpp">To run LLMs using LlamaCPP</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html#how-to-quantize-models">How to quantize models.</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="get_started.vectordb.html">Vector Stores</a><ul>
@@ -109,7 +115,7 @@ <h1>Get Started<a class="headerlink" href="#get-started" title="Link to this hea
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
         <a href="index.html" class="btn btn-neutral float-left" title="Welcome to GRAG’s documentation!" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="get_started.installation.html" class="btn btn-neutral float-right" title="Installation" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="get_started.introduction.html" class="btn btn-neutral float-right" title="GRAG Overview" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
   <hr/>
diff --git a/src/docs/_build/html/get_started.installation.html b/src/docs/_build/html/get_started.installation.html
index bb5b3a3..206e94c 100644
--- a/src/docs/_build/html/get_started.installation.html
+++ b/src/docs/_build/html/get_started.installation.html
@@ -25,8 +25,8 @@
     <script src="_static/js/theme.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
-    <link rel="next" title="LLMs" href="get_started.llms.html" />
-    <link rel="prev" title="Get Started" href="get_started.html" /> 
+    <link rel="next" title="To run LLMs using HuggingFace" href="get_started.llms.html" />
+    <link rel="prev" title="GRAG Overview" href="get_started.introduction.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -51,8 +51,10 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul class="current">
 <li class="toctree-l1 current"><a class="reference internal" href="get_started.html">Get Started</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="get_started.introduction.html">GRAG Overview</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Installation</a></li>
-<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html">LLMs</a></li>
+<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html">To run LLMs using HuggingFace</a></li>
+<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html#to-run-llms-using-llamacpp">To run LLMs using LlamaCPP</a></li>
 <li class="toctree-l2"><a class="reference internal" href="get_started.vectordb.html">Vector Stores</a></li>
 </ul>
 </li>
@@ -100,8 +102,8 @@ <h1>Installation<a class="headerlink" href="#installation" title="Link to this h
            </div>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="get_started.html" class="btn btn-neutral float-left" title="Get Started" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="get_started.llms.html" class="btn btn-neutral float-right" title="LLMs" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="get_started.introduction.html" class="btn btn-neutral float-left" title="GRAG Overview" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="get_started.llms.html" class="btn btn-neutral float-right" title="To run LLMs using HuggingFace" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
   <hr/>
diff --git a/src/docs/_build/html/get_started.introduction.html b/src/docs/_build/html/get_started.introduction.html
index f713341..b3881fc 100644
--- a/src/docs/_build/html/get_started.introduction.html
+++ b/src/docs/_build/html/get_started.introduction.html
@@ -24,7 +24,9 @@
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
-    <link rel="search" title="Search" href="search.html" /> 
+    <link rel="search" title="Search" href="search.html" />
+    <link rel="next" title="Installation" href="get_started.installation.html" />
+    <link rel="prev" title="Get Started" href="get_started.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -47,8 +49,18 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
-<ul>
-<li class="toctree-l1"><a class="reference internal" href="get_started.html">Get Started</a></li>
+<ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="get_started.html">Get Started</a><ul class="current">
+<li class="toctree-l2 current"><a class="current reference internal" href="#">GRAG Overview</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#retrieval-augmented-generation">Retrieval-Augmented Generation</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="get_started.installation.html">Installation</a></li>
+<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html">To run LLMs using HuggingFace</a></li>
+<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html#to-run-llms-using-llamacpp">To run LLMs using LlamaCPP</a></li>
+<li class="toctree-l2"><a class="reference internal" href="get_started.vectordb.html">Vector Stores</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="grag.html">GRAG</a></li>
 <li class="toctree-l1"><a class="reference internal" href="auto_examples_index.html">Cookbooks</a></li>
 </ul>
@@ -67,6 +79,7 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
+          <li class="breadcrumb-item"><a href="get_started.html">Get Started</a></li>
       <li class="breadcrumb-item active">GRAG Overview</li>
       <li class="wy-breadcrumbs-aside">
               <a href="https://github.com/arjbingly/Capstone_5/blob/main/src/get_started.introduction.rst" class="fa fa-github"> Edit on GitHub</a>
@@ -79,16 +92,22 @@
              
   <section id="grag-overview">
 <h1>GRAG Overview<a class="headerlink" href="#grag-overview" title="Link to this heading"></a></h1>
-<p>GRAG provides an implementation of Retrieval-Augmented Generation that is completely open-sourced.</p>
+<p>GRAG provides an implementation of Retrieval-Augmented Generation that is completely open-sourced.
+Since it does not use any external services or APIs, this enables a cost-saving solution as well a solution to data privacy concerns.
+For more information, refer to <a class="reference internal" href="get_started.vectordb.html#vector-stores"><span class="std std-ref">Test</span></a>.</p>
 <section id="retrieval-augmented-generation">
 <h2>Retrieval-Augmented Generation<a class="headerlink" href="#retrieval-augmented-generation" title="Link to this heading"></a></h2>
+<p>Re</p>
 </section>
 </section>
 
 
            </div>
           </div>
-          <footer>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="get_started.html" class="btn btn-neutral float-left" title="Get Started" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="get_started.installation.html" class="btn btn-neutral float-right" title="Installation" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
 
   <hr/>
 
diff --git a/src/docs/_build/html/get_started.llms.html b/src/docs/_build/html/get_started.llms.html
index a0ff425..0fb9a66 100644
--- a/src/docs/_build/html/get_started.llms.html
+++ b/src/docs/_build/html/get_started.llms.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>LLMs &mdash; GRAG 0.0.1 documentation</title>
+  <title>To run LLMs using HuggingFace &mdash; GRAG 0.0.1 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=92fd9be5" />
       <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
       <link rel="stylesheet" type="text/css" href="_static/sg_gallery.css?v=61a4c737" />
@@ -51,13 +51,11 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul class="current">
 <li class="toctree-l1 current"><a class="reference internal" href="get_started.html">Get Started</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="get_started.introduction.html">GRAG Overview</a></li>
 <li class="toctree-l2"><a class="reference internal" href="get_started.installation.html">Installation</a></li>
-<li class="toctree-l2 current"><a class="current reference internal" href="#">LLMs</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="#to-run-llms-using-huggingface">To run LLMs using HuggingFace</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#to-run-llms-using-llamacpp">To run LLMs using LlamaCPP</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#how-to-quantize-models">How to quantize models.</a></li>
-</ul>
-</li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">To run LLMs using HuggingFace</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#to-run-llms-using-llamacpp">To run LLMs using LlamaCPP</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#how-to-quantize-models">How to quantize models.</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="get_started.vectordb.html">Vector Stores</a></li>
@@ -82,7 +80,7 @@
   <ul class="wy-breadcrumbs">
       <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="get_started.html">Get Started</a></li>
-      <li class="breadcrumb-item active">LLMs</li>
+      <li class="breadcrumb-item active">To run LLMs using HuggingFace</li>
       <li class="wy-breadcrumbs-aside">
               <a href="https://github.com/arjbingly/Capstone_5/blob/main/src/get_started.llms.rst" class="fa fa-github"> Edit on GitHub</a>
       </li>
@@ -92,15 +90,17 @@
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
              
-  <section id="llms">
-<h1>LLMs<a class="headerlink" href="#llms" title="Link to this heading"></a></h1>
+  <blockquote>
+<div><p><a href="#id1"><span class="problematic" id="id2">`</span></a>LLMs</p>
+</div></blockquote>
+<hr class="docutils" />
 <p>GRAG offers two ways to run LLMs locally:</p>
 <ol class="arabic simple">
 <li><p>LlamaCPP</p></li>
 <li><p>HuggingFace</p></li>
 </ol>
 <section id="to-run-llms-using-huggingface">
-<h2>To run LLMs using HuggingFace<a class="headerlink" href="#to-run-llms-using-huggingface" title="Link to this heading"></a></h2>
+<h1>To run LLMs using HuggingFace<a class="headerlink" href="#to-run-llms-using-huggingface" title="Link to this heading"></a></h1>
 <p>This is the easiest way to get started, but does not offer as much
 flexibility.
 If using a config file (<em>config.ini</em>), just change the <cite>model_name</cite> to
@@ -108,11 +108,11 @@ <h2>To run LLMs using HuggingFace<a class="headerlink" href="#to-run-llms-using-
 provide an auth token</em></p>
 </section>
 <section id="to-run-llms-using-llamacpp">
-<h2>To run LLMs using LlamaCPP<a class="headerlink" href="#to-run-llms-using-llamacpp" title="Link to this heading"></a></h2>
+<h1>To run LLMs using LlamaCPP<a class="headerlink" href="#to-run-llms-using-llamacpp" title="Link to this heading"></a></h1>
 <p>LlamaCPP requires models in the form of <cite>.gguf</cite> file. You can either download these model files online,
 or</p>
 <section id="how-to-quantize-models">
-<h3>How to quantize models.<a class="headerlink" href="#how-to-quantize-models" title="Link to this heading"></a></h3>
+<h2>How to quantize models.<a class="headerlink" href="#how-to-quantize-models" title="Link to this heading"></a></h2>
 <dl class="simple">
 <dt>To quantize the model, run:</dt><dd><p><code class="docutils literal notranslate"><span class="pre">python</span> <span class="pre">-m</span> <span class="pre">grag.quantize.quantize</span></code></p>
 </dd>
@@ -128,7 +128,6 @@ <h3>How to quantize models.<a class="headerlink" href="#how-to-quantize-models"
 </ul>
 <p>3.Finally, the user will be prompted to enter <strong>quantization</strong> settings (recommended Q5_K_M or Q4_K_M, etc.). For more details, check <a class="reference external" href="https://github.com/ggerganov/llama.cpp/blob/master/examples/quantize/quantize.cpp#L19">llama.cpp/examples/quantize/quantize.cpp</a>.</p>
 </section>
-</section>
 </section>
 
 
diff --git a/src/docs/_build/html/get_started.vectordb.html b/src/docs/_build/html/get_started.vectordb.html
index 60a2eea..8c37e60 100644
--- a/src/docs/_build/html/get_started.vectordb.html
+++ b/src/docs/_build/html/get_started.vectordb.html
@@ -26,7 +26,7 @@
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="GRAG" href="grag.html" />
-    <link rel="prev" title="LLMs" href="get_started.llms.html" /> 
+    <link rel="prev" title="To run LLMs using HuggingFace" href="get_started.llms.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -51,8 +51,10 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul class="current">
 <li class="toctree-l1 current"><a class="reference internal" href="get_started.html">Get Started</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="get_started.introduction.html">GRAG Overview</a></li>
 <li class="toctree-l2"><a class="reference internal" href="get_started.installation.html">Installation</a></li>
-<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html">LLMs</a></li>
+<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html">To run LLMs using HuggingFace</a></li>
+<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html#to-run-llms-using-llamacpp">To run LLMs using LlamaCPP</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Vector Stores</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="#supported-vector-stores">Supported Vector Stores</a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#chroma">Chroma</a></li>
@@ -94,7 +96,7 @@
            <div itemprop="articleBody">
              
   <section id="vector-stores">
-<h1>Vector Stores<a class="headerlink" href="#vector-stores" title="Link to this heading"></a></h1>
+<span id="id1"></span><h1>Vector Stores<a class="headerlink" href="#vector-stores" title="Link to this heading"></a></h1>
 <p>Vector store or vector database is a type of database that stores data in high-dimensional vectors.
 This is a crucial component of RAG, storing embeddings for both retrieval and generation processes.</p>
 <section id="supported-vector-stores">
@@ -149,7 +151,7 @@ <h2>Data Ingestion<a class="headerlink" href="#data-ingestion" title="Link to th
            </div>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="get_started.llms.html" class="btn btn-neutral float-left" title="LLMs" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="get_started.llms.html" class="btn btn-neutral float-left" title="To run LLMs using HuggingFace" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
         <a href="grag.html" class="btn btn-neutral float-right" title="GRAG" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
diff --git a/src/docs/_build/html/index.html b/src/docs/_build/html/index.html
index d682dd6..ce2749d 100644
--- a/src/docs/_build/html/index.html
+++ b/src/docs/_build/html/index.html
@@ -89,8 +89,10 @@ <h1>Welcome to GRAG’s documentation!<a class="headerlink" href="#welcome-to-gr
 <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="get_started.html">Get Started</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="get_started.introduction.html">GRAG Overview</a></li>
 <li class="toctree-l2"><a class="reference internal" href="get_started.installation.html">Installation</a></li>
-<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html">LLMs</a></li>
+<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html">To run LLMs using HuggingFace</a></li>
+<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html#to-run-llms-using-llamacpp">To run LLMs using LlamaCPP</a></li>
 <li class="toctree-l2"><a class="reference internal" href="get_started.vectordb.html">Vector Stores</a></li>
 </ul>
 </li>
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diff --git a/src/docs/_build/html/searchindex.js b/src/docs/_build/html/searchindex.js
index 4f22741..79265bf 100644
--- a/src/docs/_build/html/searchindex.js
+++ b/src/docs/_build/html/searchindex.js
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"streamlit": [7, 8], "stremlit": 8, "string": [17, 18, 21], "stuff": [0, 1, 5, 6, 17, 21], "stuff_cal": [16, 21], "stuff_chain_langchain_illustr": [], "stuff_doc": [16, 17, 21, 23], "submit": 8, "submodul": [16, 17, 23], "subprocess": 20, "suffix": [1, 16, 17], "support": [11, 17, 18, 22], "sure": [14, 15], "sy": 8, "sync": 2, "synchron": 2, "system": 8, "tab": 8, "tab1": 8, "tab2": 8, "tabl": 17, "table_as_html": 17, "take": 17, "task": [16, 17, 21], "temperatur": [16, 17], "templat": [0, 16, 17], "test": [2, 3, 4, 13, 18], "test_connect": [8, 17, 18], "text": [16, 23], "text_concat": [16, 17], "text_input": 8, "text_splitt": [16, 17], "textsplitt": [16, 17, 23], "thank": 22, "them": 17, "thi": [0, 1, 2, 3, 4, 8, 13, 14, 15, 17, 18, 21], "time": 17, "titl": 8, "toggl": 8, "token": [14, 17], "top": [8, 17, 18], "top_k": [8, 16, 17, 18], "total": [6, 9, 24], "transform": [17, 18], "travers": 17, "tree": 17, "true": [2, 3, 4, 8, 17, 18], "tupl": 18, "two": 14, "type": [8, 15, 17, 18, 21], "typic": 17, "ubuntu": [17, 18], "ui": 8, "under": 15, "union": 17, "uniqu": 17, "until": 17, "up": [1, 8, 17], "updat": 20, "us": [0, 1, 2, 3, 4, 5, 7, 8, 11, 13, 15, 17, 18, 20, 21, 22], "user": 14, "util": [16, 23], "uuid": 17, "uuid5": 17, "v": 17, "v1": 17, "valid": 17, "validate_doc_chain": [16, 17], "validate_exampl": [16, 17], "validate_input_kei": [16, 17], "validate_output_kei": [16, 17], "validate_task": [16, 17], "valu": [8, 17], "valueerror": 17, "variou": 22, "vector": [2, 11, 17, 18, 22], "vectordb": [2, 3, 4, 8, 15, 16, 23], "vectorstor": [15, 18], "verbos": [17, 18], "volume_2k": [17, 18], "wai": [14, 22], "want": 14, "we": 12, "web": 8, "well": 13, "what": [1, 8], "where": [14, 20], "whether": 17, "which": 17, "while": [3, 4], "who": 1, "width": [], "with_scor": [8, 17, 18], "wrapper": 18, "write": 8, "xl": [15, 18], "yann": 1, "yet": 12, "you": 14, "your": 8, "your_collection_nam": 2, "zip": [5, 7]}, "titles": ["Custom Prompts", "Custom Few-Shot Prompts", "Document Ingestion", "Refine Chain", "Stuff Chain", "Basic-RAG Cookbooks", "Computation times", "Retriever-GUI Cookbooks", "Retriever GUI", "Computation times", "Cookbooks", "Get Started", "Installation", "GRAG Overview", "To run LLMs using HuggingFace", "Vector Stores", "GRAG", "Components", "VectorDB", "Prompts", "Quantize", "RAG", "Welcome to GRAG\u2019s documentation!", "grag", "Computation times"], "titleterms": {"": 22, "To": 14, "augment": 13, "base": 18, "basic": [5, 21], "chain": [3, 4], "chroma": [15, 18], "client": 18, "compon": 17, "comput": [6, 9, 24], "content": [16, 17, 18, 19, 20, 21, 22], "cookbook": [5, 7, 10], "custom": [0, 1], "data": 15, "deeplak": 18, "document": [2, 22], "embed": [15, 17], "few": 1, "gener": 13, "get": 11, "grag": [13, 16, 22, 23], "gui": [7, 8], "how": 14, "huggingfac": 14, "indic": 22, "ingest": [2, 15], "instal": 12, "llamacpp": 14, "llm": [14, 17], "model": 14, "modul": [16, 17, 18, 19, 20, 21], "overview": 13, "pars": 17, "pdf": 17, "prompt": [0, 1, 17, 19], "quantiz": [14, 20], "rag": [5, 21], "refin": 3, "retriev": [7, 8, 13, 17], "run": 14, "shot": 1, "splitter": 17, "start": 11, "store": 15, "stuff": 4, "submodul": [18, 20, 21], "support": 15, "tabl": 22, "text": 17, "time": [6, 9, 24], "us": 14, "util": [17, 20], "vector": 15, "vectordb": [17, 18], "welcom": 22}})
\ No newline at end of file
diff --git a/src/docs/auto_examples/Basic-RAG/Basic-RAG_jupyter.zip b/src/docs/auto_examples/Basic-RAG/Basic-RAG_jupyter.zip
index ba5a94ecd3bfd857e3f2fda70a1b0aaf08145f65..f1bd6759d0a87b7047a065d89f0e75dd6226118f 100644
GIT binary patch
delta 713
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delta 274
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index 6293a17d19d9cad735d1d225dd8b18cb9c8167ec..23acc3dc47a0343943e9080c0cfdce7712f837b4 100644
GIT binary patch
delta 625
zcmX@0cwc41R%X7!+0!G|+eS27F*7h&F;70s+*<FJU!;(mUzDnlnU|Jdl$%(RnV+Yl
zP?VaMTBJ~tuaFSr=&l>!8Q|*U>E{}(V3Sc&Qc!HAub-Y-l2MwZmz<xgpIDTYl$n>F
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delta 212
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GAVC1(H9>a(

diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_CustomPrompt_codeobj.pickle b/src/docs/auto_examples/Basic-RAG/BasicRAG_CustomPrompt_codeobj.pickle
index 14f2765c72ec04bc0ce74f0ad57956a58d371677..be5857405e2ebd85679c37a80f3f693cce8b62c3 100644
GIT binary patch
delta 138
zcmcc1c$aa4o*i32QGRYg$&}bBwNo^DSn?8cQ>XO61bf(W^HWN5fFfe)MTzNp$v~y~
zd8v6N#d-x`Z4+}0966j4i!+mh9Ni&iWU%)jL^3#ggupsMx|2Za;(@Fw8Qd8{89bdC
Kyq%?qrFsB-{4=-!

delta 138
zcmcc1c$aa4o*jo%VsU12kfZyQ*eSJBG<sO_5_40h^dN+L*mCnzN^^i>Lg__`>3SfX
z1kw`^WKGO5aAXT8%Fit*f#}a*?}70%ID5pvI+B6X`FW{%CB=FL5TzO18A2I6of*8H
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diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_FewShotPrompt_codeobj.pickle b/src/docs/auto_examples/Basic-RAG/BasicRAG_FewShotPrompt_codeobj.pickle
index 28e621850cfef7bc2a19c5f82802b4b76cd6f614..41bc3a031d6304ebfb5ad57a7ee9611b446d0f9a 100644
GIT binary patch
delta 152
zcmaFO_?mHoo)52EYI$%*en~)4er`d@l-Mb?Q#5*5@)C1Xr}Uu7^|0mUr<CRZCB)K;
z64UjPfjaW@Qu9iR^$NhcC*~M9ayTUxXC?<Zx<ic0VDCYQWN`Kffpvm(CxO((16flt
RxHE(@cset9J4+Kw^#HiYIdA{~

delta 152
zcmaFO_?mHoo*jo%VsU12kfZyQ*eSJBG<sO_5_40h^dN+L*mCnzN^^i>Lg__`>3SfX
z1kw`^WKFCx@aJ_)Ef3DfF9|5h&n+l{7?Z)?gC?B8*&_zlpA1x$pO>0fQmj`1(UHNO
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diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_ingest_codeobj.pickle b/src/docs/auto_examples/Basic-RAG/BasicRAG_ingest_codeobj.pickle
index d8dfee0f79a4669d836c7cf06a70baa6ce06367a..9c6b89baf4acab5ef90d69dfeaa38fa7ba7f4622 100644
GIT binary patch
delta 27
jcmey!^pR=8?a6$M5scy!FBx&mWbkxm@OG9amg)fjkpl^o

delta 27
jcmey!^pR=8?a8)`nvCKTFC}uzWbkxm@OG9amg)fjlf((b

diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_refine.ipynb b/src/docs/auto_examples/Basic-RAG/BasicRAG_refine.ipynb
index 661b354..bb3575d 100644
--- a/src/docs/auto_examples/Basic-RAG/BasicRAG_refine.ipynb
+++ b/src/docs/auto_examples/Basic-RAG/BasicRAG_refine.ipynb
@@ -4,7 +4,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "# Refine Chain\nThis cookbook demonstrates how to use the refine chain for BasicRAG.\n<img src=\"file://src/docs/_static/refine_chain_langchain_illustration.jpg\" width=\"400\" alt=\"Refine Documents Chain Process\">\n"
+        "# Refine Chain\nThis cookbook demonstrates how to use the refine chain for BasicRAG.\nFor more information, refer to [RAG-PIPELINES](https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md\n/).\n\n.. figure:: ../../_static/refine_chain_langchain_illustration.jpg\n  :width: 800\n  :alt: Refine Documents Chain Process\n  :align: center\n\n  Illustration of refine chain (Source: LangChain)\n"
       ]
     },
     {
diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_refine.py b/src/docs/auto_examples/Basic-RAG/BasicRAG_refine.py
index dffe7bd..853ce93 100644
--- a/src/docs/auto_examples/Basic-RAG/BasicRAG_refine.py
+++ b/src/docs/auto_examples/Basic-RAG/BasicRAG_refine.py
@@ -1,9 +1,16 @@
 """Refine Chain
 =======================
 This cookbook demonstrates how to use the refine chain for BasicRAG.
-.. image:: src/docs/_static/refine_chain_langchain_illustration.jpg
-  :width: 400
+For more information, refer to `RAG-PIPELINES <https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md
+/>`_.
+
+.. figure:: ../../_static/refine_chain_langchain_illustration.jpg
+  :width: 800
   :alt: Refine Documents Chain Process
+  :align: center
+
+  Illustration of refine chain (Source: LangChain)
+
 """
 
 from grag.components.multivec_retriever import Retriever
diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_refine.rst b/src/docs/auto_examples/Basic-RAG/BasicRAG_refine.rst
index 3d0a0ee..44e3cd1 100644
--- a/src/docs/auto_examples/Basic-RAG/BasicRAG_refine.rst
+++ b/src/docs/auto_examples/Basic-RAG/BasicRAG_refine.rst
@@ -20,11 +20,17 @@
 Refine Chain
 =======================
 This cookbook demonstrates how to use the refine chain for BasicRAG.
-.. image:: src/docs/_static/refine_chain_langchain_illustration.jpg
-  :width: 400
+For more information, refer to `RAG-PIPELINES <https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md
+/>`_.
+
+.. figure:: ../../_static/refine_chain_langchain_illustration.jpg
+  :width: 800
   :alt: Refine Documents Chain Process
+  :align: center
+
+  Illustration of refine chain (Source: LangChain)
 
-.. GENERATED FROM PYTHON SOURCE LINES 8-21
+.. GENERATED FROM PYTHON SOURCE LINES 15-28
 
 .. code-block:: Python
 
diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_refine_codeobj.pickle b/src/docs/auto_examples/Basic-RAG/BasicRAG_refine_codeobj.pickle
index dcc3aa2b33239ed04760df5a737701eb8b4c657f..4f5082a8bf9a6945bd371ee332b2ad58970703a8 100644
GIT binary patch
delta 35
rcmdnWyp?&vy2*-+5o|&kJe?W56IWR=ichX$G+>mO_|$0fDn@Pq&Myle

delta 36
scmdnWyp?&vy2%2JW{g6UD;SN~#4~t0Gk7PiieZ$Q?9ON~c@-l!0Ls7$aR2}S

diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_stuff.ipynb b/src/docs/auto_examples/Basic-RAG/BasicRAG_stuff.ipynb
index 63895c6..a4430a5 100644
--- a/src/docs/auto_examples/Basic-RAG/BasicRAG_stuff.ipynb
+++ b/src/docs/auto_examples/Basic-RAG/BasicRAG_stuff.ipynb
@@ -4,7 +4,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "# Stuff Chain\nThis cookbook demonstrates how to use the stuff chain for BasicRAG.\n<img src=\"file://src/docs/_static/stuff_chain_langchain_illustration.jpg\" width=\"400\" alt=\"Stuff Documents Chain Process\">\n"
+        "# Stuff Chain\nThis cookbook demonstrates how to use the stuff chain for BasicRAG.\nFor more information, refer to [RAG-PIPELINES](https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md\n/).\n\n.. figure:: ../../_static/stuff_chain_langchain_illustration.jpg\n  :width: 800\n  :alt: Stuff Documents Chain Process\n  :align: center\n\n  Illustration of stuff chain (Source: LangChain)\n"
       ]
     },
     {
diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_stuff.py b/src/docs/auto_examples/Basic-RAG/BasicRAG_stuff.py
index 26d1f2c..360e3b1 100644
--- a/src/docs/auto_examples/Basic-RAG/BasicRAG_stuff.py
+++ b/src/docs/auto_examples/Basic-RAG/BasicRAG_stuff.py
@@ -1,9 +1,16 @@
 """Stuff Chain
 =======================
 This cookbook demonstrates how to use the stuff chain for BasicRAG.
-.. image:: src/docs/_static/stuff_chain_langchain_illustration.jpg
-  :width: 400
+For more information, refer to `RAG-PIPELINES <https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md
+/>`_.
+
+.. figure:: ../../_static/stuff_chain_langchain_illustration.jpg
+  :width: 800
   :alt: Stuff Documents Chain Process
+  :align: center
+
+  Illustration of stuff chain (Source: LangChain)
+
 """
 
 from grag.components.multivec_retriever import Retriever
diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_stuff.rst b/src/docs/auto_examples/Basic-RAG/BasicRAG_stuff.rst
index cd49781..988751d 100644
--- a/src/docs/auto_examples/Basic-RAG/BasicRAG_stuff.rst
+++ b/src/docs/auto_examples/Basic-RAG/BasicRAG_stuff.rst
@@ -20,11 +20,17 @@
 Stuff Chain
 =======================
 This cookbook demonstrates how to use the stuff chain for BasicRAG.
-.. image:: src/docs/_static/stuff_chain_langchain_illustration.jpg
-  :width: 400
+For more information, refer to `RAG-PIPELINES <https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md
+/>`_.
+
+.. figure:: ../../_static/stuff_chain_langchain_illustration.jpg
+  :width: 800
   :alt: Stuff Documents Chain Process
+  :align: center
+
+  Illustration of stuff chain (Source: LangChain)
 
-.. GENERATED FROM PYTHON SOURCE LINES 8-22
+.. GENERATED FROM PYTHON SOURCE LINES 15-29
 
 .. code-block:: Python
 
diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_stuff_codeobj.pickle b/src/docs/auto_examples/Basic-RAG/BasicRAG_stuff_codeobj.pickle
index dcc3aa2b33239ed04760df5a737701eb8b4c657f..4f5082a8bf9a6945bd371ee332b2ad58970703a8 100644
GIT binary patch
delta 35
rcmdnWyp?&vy2*-+5o|&kJe?W56IWR=ichX$G+>mO_|$0fDn@Pq&Myle

delta 36
scmdnWyp?&vy2%2JW{g6UD;SN~#4~t0Gk7PiieZ$Q?9ON~c@-l!0Ls7$aR2}S

diff --git a/src/docs/auto_examples/Basic-RAG/index.rst b/src/docs/auto_examples/Basic-RAG/index.rst
index b83cae3..a40c874 100644
--- a/src/docs/auto_examples/Basic-RAG/index.rst
+++ b/src/docs/auto_examples/Basic-RAG/index.rst
@@ -33,7 +33,7 @@ Below is a gallery of examples, demonstrating the use of Basic-RAG.
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="Refine Chain">
+    <div class="sphx-glr-thumbcontainer" tooltip="  Illustration of refine chain (Source: LangChain)">
 
 .. only:: html
 
@@ -50,7 +50,7 @@ Below is a gallery of examples, demonstrating the use of Basic-RAG.
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="Stuff Chain">
+    <div class="sphx-glr-thumbcontainer" tooltip="  Illustration of stuff chain (Source: LangChain)">
 
 .. only:: html
 
diff --git a/src/docs/auto_examples/Retriver-GUI/retriever_app_codeobj.pickle b/src/docs/auto_examples/Retriver-GUI/retriever_app_codeobj.pickle
index 9c7f0eecce3cb80ca17f8b65c0dda7a655a17b92..ead1f483461b3d39145dc0490442c53e7c017597 100644
GIT binary patch
delta 143
zcmaFL^^|MEgvmQubQpyu$FT%5icgMZHlJ+A$TfK%qXwhmWIbj*MzzVDjHZm*lb^9z
zG8#;t$K=asI{6Kg<K($aT$7nuqS)*+cset9C-!(Tx=b!-v}N?1e2m$c(QmQ>s}*DL
vWDzER#)yg64H;u6KWEfoOqy)ZXwH~Ec`CC3W6tChCQI%@u=dW<#8N!~g3u`Y

delta 149
zcmV;G0BZl`3grrrkdqYyMgbC&Sp+cw7n7&~H31xxxCA!=A(LDKJpm?@M*%UD-2n=d
zlmsIIFp~@e8<QjiGyye}Aq6=BI+GXzO#wfXW&%M0M3Z>|E&)lC4*@rm%>xRP`2;5c
zQ<ItlGXYqWr~+dFU6H*}24ZLoiD(Uxj4+e$1PYVq0Wbk<lg<M=3vp-+iD(UpbzyZb
D_Sh>W

diff --git a/src/docs/conf.py b/src/docs/conf.py
index 7af170e..9cd6fba 100644
--- a/src/docs/conf.py
+++ b/src/docs/conf.py
@@ -45,7 +45,8 @@
     "sphinx.ext.napoleon",
     "sphinx.ext.linkcode",
     # "sphinx_github_style"
-    "sphinx_gallery.gen_gallery"
+    "sphinx_gallery.gen_gallery",
+    "sphinx.ext.autosectionlabel"
 ]
 
 sphinx_gallery_conf = {
@@ -72,6 +73,9 @@ def linkcode_resolve(domain, info):
 # Napoleon settings
 napoleon_google_docstring = True
 
+# Autosectionlabel settings
+autosectionlabel_prefix_document = True
+
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ['_templates']
 
@@ -91,3 +95,4 @@ def linkcode_resolve(domain, info):
 # relative to this directory. They are copied after the builtin static files,
 # so a file named "default.css" will overwrite the builtin "default.css".
 html_static_path = ['_static']
+
diff --git a/src/docs/get_started.introduction.rst b/src/docs/get_started.introduction.rst
index 2bfccbd..74c2090 100644
--- a/src/docs/get_started.introduction.rst
+++ b/src/docs/get_started.introduction.rst
@@ -2,6 +2,10 @@ GRAG Overview
 =============
 
 GRAG provides an implementation of Retrieval-Augmented Generation that is completely open-sourced.
+Since it does not use any external services or APIs, this enables a cost-saving solution as well a solution to data privacy concerns.
+For more information, refer to `our readme <https://github.com/arjbingly/Capstone_5/blob/main/README.md>`_.
 
 Retrieval-Augmented Generation
-###############################
+##############################
+
+Retrieval-Augmented Generation 
\ No newline at end of file
diff --git a/src/docs/get_started.llms.rst b/src/docs/get_started.llms.rst
index 2157fb8..c284755 100644
--- a/src/docs/get_started.llms.rst
+++ b/src/docs/get_started.llms.rst
@@ -1,4 +1,4 @@
-LLMs
+        `LLMs
 =====
 
 GRAG offers two ways to run LLMs locally:
diff --git a/src/docs/get_started.rst b/src/docs/get_started.rst
index b564b05..ca80073 100644
--- a/src/docs/get_started.rst
+++ b/src/docs/get_started.rst
@@ -3,6 +3,8 @@ Get Started
 .. toctree::
    :maxdepth: 2
 
+   get_started.introduction
    get_started.installation
    get_started.llms
    get_started.vectordb
+
diff --git a/src/docs/get_started.vectordb.rst b/src/docs/get_started.vectordb.rst
index 1d12f58..f6f749a 100644
--- a/src/docs/get_started.vectordb.rst
+++ b/src/docs/get_started.vectordb.rst
@@ -1,3 +1,5 @@
+.. _Vector Stores:
+
 Vector Stores
 ===============