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+# Contributing
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+# Fluxion
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+# Getting Started
+
+Refiners is a micro framework on top of PyTorch with first class citizen APIs for foundation model adaptation.
+
+
+## Installation
+
+Refiners requires Python 3.10 or later, its main dependency is PyTorch.
+
+### with git
+
+To get the latest version of the code, clone the repository:
+
+```bash
+git clone https://github.com/finegrain-ai/refiners.git
+```
+
+Then install the package using pip:
+
+```bash
+cd refiners
+pip install .
+```
+
+
+### with pip
+
+Refiners is available on PyPI and can be installed using pip:
+
+```bash
+pip install refiners
+```
+
+## Run foundational models and adapters
+
+If you want to understand how to use Refiners with existing foundational models, please refer to the specific [Models](models/index.md) page.
+
+ - [Stable Diffusion](/models/stable_diffusion)
+ - [Segment Anything](/models/segment_anything)
+
+## Write new foundational models and adapters
+
+To understand how to write new adapters or models with Refiners, please have a look at the [Fluxion](fluxion/index.md) documentation.
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+# Foundational Models
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+# Training Utils
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+++ b/mkdocs.yml
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-site_name: Refiners
-
+site_name: "Refiners Documentation"
 theme:
+  favicon: assets/dropy_logo.png
   name: material
+  palette:
+    primary: deep orange
+    accent: deep orange
+  features:
+    - navigation.tabs
+    - navigation.sections
+    - navigation.top
+    - navigation.tracking
+    - navigation.expand
+    - navigation.path
+    - toc.follow
+    - toc.integrate
+    - navigation.tabs.sticky
+extra_css:
+  - stylesheets/extra.css
+nav:
+  - Home: 
+    - home/index.md
+    - home/adapters.md
+  - Getting started: getting_started.md
+  - Models: 
+    - models/index.md
+    - models/stable_diffusion.md
+    - models/segment_anything.md
+  - Fluxion:
+    - fluxion/index.md
+  - Training utils: 
+    - training_utils/index.md
+  - Contributing:
+    - contributing/index.md
+repo_name: Refiners
+repo_url: https://github.com/finegrain-ai/refiners
+copyright: © 2023 Lagon Technologies
+extra:
+  social:
+    - icon: fontawesome/brands/discord
+      link: https://discord.gg/mCmjNUVV7d
+    - icon: fontawesome/brands/github
+      link: https://github.com/finegrain-ai/refiners   
+    - icon: fontawesome/brands/twitter
+      link: https://twitter.com/finegrain_ai 
+    - icon: fontawesome/brands/linkedin
+      link: https://www.linkedin.com/company/finegrain-ai/
+markdown_extensions:
+  - toc:
+      permalink: true
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