diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..1204f97
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,2 @@
+tamaas
+dist
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..02015ba
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,22 @@
+FROM quay.io/pypa/manylinux2010_x86_64
+
+MAINTAINER Lucas Frérot <lucas.frerot@protonmail.com>
+
+ENV PATH=/opt/python/cp37-cp37m/bin:$PATH
+
+RUN yum install -y \
+    boost \
+    boost-devel
+RUN pip install scons
+RUN mkdir /app
+
+# Setting up thrust
+RUN cd /app && curl -L https://github.com/thrust/thrust/archive/1.9.2.tar.gz | tar -xz
+
+# Setting up fftw
+RUN cd /app && curl -L http://fftw.org/fftw-3.3.8.tar.gz | tar -xz && \
+  cd fftw-3.3.8 && CFLAGS='-fPIC' ./configure --prefix=$PWD && make && make install
+
+ENV THRUST_ROOT=/app/thrust-1.9.2
+ENV FFTW_ROOT=/app/fftw-3.3.8
+RUN cd /app/thrust-1.9.2 && mkdir include && ln -s ../thrust include/thrust
diff --git a/build_all.sh b/build_all.sh
new file mode 100755
index 0000000..9d8dee2
--- /dev/null
+++ b/build_all.sh
@@ -0,0 +1,41 @@
+#!/usr/bin/env bash
+set -u -x -e
+
+cd /app/tamaas
+
+printf 'build_static_lib="True"\nbackend="cpp"\nverbose="true"\nstrip_info="true"\n' > build-setup.conf
+
+for PYROOT in /opt/python/*; do
+    MAJOR=$($PYROOT/bin/python --version 2>&1 | cut -d " " -f 2 | cut -d . -f 1)
+    MINOR=$($PYROOT/bin/python --version 2>&1 | cut -d " " -f 2 | cut -d . -f 2)
+
+    # Skip 3.9 for now
+    [ $MINOR -ge 9 ] && continue
+    # Avoid cp27mu
+    (basename $PYROOT | grep -Eq 'mu') && continue
+
+    # Compile
+    scons -j4 py_exec="$PYROOT/bin/python$MAJOR" | tee compile.log
+
+    # Link fftw statically
+    grep 'build-release/python/tamaas/_tamaas' compile.log \
+        | sed -e 's/lfftw3/l:libfftw3.a/' \
+        | bash
+
+    TAG=$(basename $PYROOT | cut -d "-" -f 1)
+
+    # Create wheel
+    pushd build-release/python
+    $PYROOT/bin/python setup.py bdist_wheel              \
+                        --python-tag $TAG                \
+                        --plat-name manylinux2010_x86_64 \
+                        -d /dist/wheels/
+
+    popd
+
+    rm -rf build-release/python
+done
+
+for wheel in /dist/wheels/*.whl; do
+    auditwheel repair $wheel -w /dist/wheelhouse
+done
diff --git a/run.sh b/run.sh
new file mode 100755
index 0000000..62adaa8
--- /dev/null
+++ b/run.sh
@@ -0,0 +1,16 @@
+#!/usr/bin/bash
+
+sudo rm -rf tamaas dist/*
+mkdir dist/wheelhouse
+git clone https://c4science.ch/source/tamaas.git tamaas
+
+pushd tamaas
+git submodule update --init third-party/pybind11 third-party/expolit
+popd
+
+sudo docker run --rm              \
+     -v $PWD/tamaas:/app/tamaas   \
+     -v $PWD:/app/build           \
+     -v $PWD/dist:/dist           \
+     -t tamaas_manylinux          \
+     /app/build/build_all.sh