diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
new file mode 100644
index 0000000..cae905c
--- /dev/null
+++ b/.github/workflows/python-publish.yml
@@ -0,0 +1,37 @@
+name: Release
+
+on:
+  push:
+    branches:
+    - master
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v2
+    - uses: actions-ecosystem/action-regex-match@v2
+      id: regex-match
+      with:
+        text: ${{ github.event.head_commit.message }}
+        regex: '^Release ([^ ]+)'
+    - name: Set up Python
+      uses: actions/setup-python@v2
+      with:
+        python-version: '3.8'
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install setuptools wheel twine
+    - name: Release
+      if: ${{ steps.regex-match.outputs.match != '' }}
+      uses: softprops/action-gh-release@v1
+      with:
+        tag_name: v${{ steps.regex-match.outputs.group1 }}
+    - name: Build and publish
+      if: ${{ steps.regex-match.outputs.match != '' }}
+      env:
+        TWINE_USERNAME: __token__
+        TWINE_PASSWORD: ${{ secrets.PYPI_PASSWORD }}
+      run: |
+        python setup.py sdist bdist_wheel
+        twine upload dist/*
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index e763fde..f549f3d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,3 +5,4 @@ __pycache__
 out*
 *.egg-info
 *.ini
+.env
\ No newline at end of file
diff --git a/.gitmodules b/.gitmodules
deleted file mode 100644
index 5256486..0000000
--- a/.gitmodules
+++ /dev/null
@@ -1,3 +0,0 @@
-[submodule "CLIP"]
-	path = CLIP
-	url = https://github.com/openai/CLIP
diff --git a/CLIP b/CLIP
deleted file mode 160000
index 40f5484..0000000
--- a/CLIP
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit 40f5484c1c74edd83cb9cf687c6ab92b28d8b656
diff --git a/README.md b/README.md
index d6d5232..e3622f9 100644
--- a/README.md
+++ b/README.md
@@ -6,13 +6,11 @@ The models are denoising diffusion probabilistic models (https://arxiv.org/abs/2
 
 Thank you to [stability.ai](https://www.stability.ai) for compute to train these models!
 
-## Dependencies
+## Installation
 
-- PyTorch ([installation instructions](https://pytorch.org/get-started/locally/))
+`pip install v-diffusion-pytorch`
 
-- requests, tqdm (install with `pip install`)
-
-- CLIP (https://github.com/openai/CLIP), and its additional pip-installable dependencies: ftfy, regex. **If you `git clone --recursive` this repo, it should fetch CLIP automatically.**
+or git clone then `pip install -e .`
 
 ## Model checkpoints:
 
diff --git a/requirements.txt b/requirements.txt
index 8ae0557..ecbe65b 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -5,3 +5,4 @@ Pillow
 torch
 torchvision
 tqdm
+clip-anytorch
diff --git a/setup.py b/setup.py
new file mode 100644
index 0000000..be56875
--- /dev/null
+++ b/setup.py
@@ -0,0 +1,5 @@
+from setuptools import setup
+
+
+if __name__ == '__main__':
+    setup()
\ No newline at end of file