diff --git a/README.md b/README.md
index ced288e..c8487f8 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@
magnet
-
+
the small distributed language model toolkit
⚡️ fine-tune state-of-the-art LLMs anywhere, rapidly ⚡️
diff --git a/docs/index.rst b/docs/index.rst
index 1e00937..58bcc92 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -12,6 +12,122 @@ Welcome to magnet's documentation!
modules
+.. raw:: html
+
+
+
+don't forget to `check out `_ the helpful 💻 examples
+
+.. raw:: html
+
+
+
+.. raw:: html
+
+
+
+the small distributed language model toolkit
+
+.. raw:: html
+
+
+
+.. raw:: html
+
+
+
+⚡️ fine-tune state-of-the-art LLMs anywhere, rapidly ⚡️
+
+.. raw:: html
+
+
+
+🧬 Installation
+---------------
+
+.. code:: bash
+
+ pip install llm-magnet
+
+or
+
+.. code:: bash
+
+ python3 setup.py install
+
+🔮 features
+-----------
+
+.. raw:: html
+
+
+
+.. raw:: html
+
+
+
+- ⚡️ **It’s Fast**
+
+ - fast on consumer hardware
+ - \ *very* fast on Apple Silicon
+ - \ **extremely** fast on ROCm/CUDA
+
+- 🫵 **Automatic or your way**
+
+ - rely on established transformer patterns to let ``magnet`` do the
+ work
+ - keep your existing data processing functions, bring them to
+ ``magnet``!
+
+- 🛰️ **100% Distributed**
+
+ - processing, embedding, storage, retrieval, querying, or inference
+ from anywhere
+ - as much or as little compute as you need
+
+- 🧮 **Choose Inference Method**
+
+ - HuggingFace
+ - vLLM node
+ - GPU
+ - mlx
+
+- 🌎 **Huge Volumes**
+
+ - handle gigantic amounts of data inexpensively
+ - fault-tolerant by design
+ - decentralized workloads
+
+- 🔐 **Secure**
+
+ - JWT
+ - Basic
+
+- 🪵 **World-Class Comprehension**
+
+ - \ ``magnet`` optionally logs its own code as it’s executed (yes,
+ really)
+ - build a self-aware system and allow it to learn from itself
+ - emojis are the future
+
+learn more about how Prismadic uses 🧲
+------
+
+.. raw:: html
+
+
+
+subscribe to our `substack `_
+
+|A1| |A2|
+
+.. raw:: html
+
+
+
+.. |A1| image:: https://github.com/Prismadic/.github/raw/main/profile/image_square.jpg
+.. |A2| image:: https://github.com/Prismadic/.github/raw/main/profile/accent_color_square.jpg
+
Indices and tables
==================
diff --git a/docs/setup.rst b/docs/setup.rst
new file mode 100644
index 0000000..552eb49
--- /dev/null
+++ b/docs/setup.rst
@@ -0,0 +1,7 @@
+setup module
+============
+
+.. automodule:: setup
+ :members:
+ :undoc-members:
+ :show-inheritance:
diff --git a/setup.py b/setup.py
index b4f56b4..19293db 100644
--- a/setup.py
+++ b/setup.py
@@ -3,7 +3,7 @@
setup(
name='llm_magnet',
version='0.0.9',
- description="the small distributed language model toolkit. fine-tune state-of-the-art LLMs anywhere, rapidly."
+ description="the small distributed language model toolkit. fine-tune state-of-the-art LLMs anywhere, rapidly.",
long_description=open('README.md').read(),
long_description_content_type='text/markdown',
install_requires=[