diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..1d7aec2
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,140 @@
+
+# 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/
+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/
+cover/
+
+# 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/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .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/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+*.DS_Store
diff --git a/README.md b/README.md
index 9ac6d9e..5639220 100644
--- a/README.md
+++ b/README.md
@@ -131,3 +131,17 @@ If you have ideas/feedback, feel free to open an issue.
 
 
 
+# Installation
+Until this is up on pypi, this can either be installed via cloning the package:
+
+```
+git clone https://github.com/lessw2020/Ranger21.git
+cd Ranger21
+python -m pip install -e .
+```
+
+or directly installed from github:
+
+```
+python -m pip install git+https://github.com/lessw2020/Ranger21.git
+```
diff --git a/ranger21/__init__.py b/ranger21/__init__.py
new file mode 100644
index 0000000..ed1de06
--- /dev/null
+++ b/ranger21/__init__.py
@@ -0,0 +1,2 @@
+from .ranger21 import Ranger21
+from .rangerabel import Ranger21abel
diff --git a/src/chebyshev_lr_functions.py b/ranger21/chebyshev_lr_functions.py
similarity index 100%
rename from src/chebyshev_lr_functions.py
rename to ranger21/chebyshev_lr_functions.py
diff --git a/src/Ranger21.py b/ranger21/ranger21.py
similarity index 100%
rename from src/Ranger21.py
rename to ranger21/ranger21.py
diff --git a/src/Rangerabel.py b/ranger21/rangerabel.py
similarity index 100%
rename from src/Rangerabel.py
rename to ranger21/rangerabel.py
diff --git a/setup.py b/setup.py
new file mode 100644
index 0000000..7dda172
--- /dev/null
+++ b/setup.py
@@ -0,0 +1,25 @@
+import setuptools
+
+
+with open("README.md", "r", encoding="utf-8") as f:
+    long_description = f.read()
+
+setuptools.setup(
+    name="ranger21",
+    version="0.0.1",
+    author="lessw2020",
+    description="Integrating the latest deep learning components into a single optimizer",
+    long_description=long_description,
+    long_description_content_type="text/markdown",
+    url=f"https://github.com/lessw2020/Ranger21",
+    project_urls={
+        "Bug Tracker": f"https://github.com/lessw2020/Ranger21/issues",
+    },
+    classifiers=[
+        "Programming Language :: Python :: 3",
+        "License :: OSI Approved :: Apache 2.0 License",
+        "Operating System :: OS Independent",
+    ],
+    packages=["ranger21"],
+    python_requires=">=3.6",
+)
diff --git a/src/__pycache__/Ranger21.cpython-37.pyc b/src/__pycache__/Ranger21.cpython-37.pyc
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diff --git a/src/__pycache__/Rangerabel.cpython-37.pyc b/src/__pycache__/Rangerabel.cpython-37.pyc
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