diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..86e4398
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,139 @@
+Example.ipynb
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# Ignore doctrees 
+.doctrees/
+doctrees/
+docsrc/_build/*
+docs/*.ipynb
+docsrc/*.ipynb
diff --git a/clip/__init__.py b/clip/__init__.py
new file mode 100644
index 0000000..dcc5619
--- /dev/null
+++ b/clip/__init__.py
@@ -0,0 +1 @@
+from .clip import *
diff --git a/setup.py b/setup.py
index 844b368..f71ca81 100644
--- a/setup.py
+++ b/setup.py
@@ -1,8 +1,8 @@
 #!/usr/bin/env python
 # -*- coding: utf-8 -*-
 
-from setuptools import setup, find_packages
 import os
+from setuptools import setup, find_packages
 
 core_req = ['ftfy', 'regex', 'tqdm', 'torch==1.7.1', 'torchvision']
 extra_requires={'cuda': ['cudatoolkit==11.0']}
diff --git a/tests/test_encode.py b/tests/test_encode.py
new file mode 100644
index 0000000..2aa783c
--- /dev/null
+++ b/tests/test_encode.py
@@ -0,0 +1,4 @@
+import clip
+import torch
+device = 'cpu'
+model, preprocess = clip.load("ViT-B/32", device=device)