diff --git a/pkgs/development/python-modules/graph_nets/default.nix b/pkgs/development/python-modules/graph_nets/default.nix
new file mode 100644
index 000000000000..58aa6c84ade3
--- /dev/null
+++ b/pkgs/development/python-modules/graph_nets/default.nix
@@ -0,0 +1,47 @@
+{ lib
+, buildPythonPackage
+, fetchPypi
+, tensorflow
+, absl-py
+, dm-sonnet
+, networkx
+, numpy
+, setuptools
+, six
+, future
+}:
+
+buildPythonPackage rec {
+  pname = "graph_nets";
+  version = "1.0.3";
+
+  src = fetchPypi {
+    inherit pname version;
+    sha256 = "15cbs9smmgqz2n9mnlzdbqj3iv9iw179d2g0f9lnimdy7xl4jqdf";
+  };
+
+  buildInputs = [];
+
+  postPatch = ''
+    # https://github.com/deepmind/graph_nets/issues/63
+    sed -i 's/dm-sonnet==1.23/dm-sonnet/' setup.py
+  '';
+
+  propagatedBuildInputs = [
+    tensorflow
+    absl-py
+    dm-sonnet
+    networkx
+    numpy
+    setuptools
+    six
+    future
+  ];
+
+  meta = with lib; {
+    description = "Build Graph Nets in Tensorflow";
+    homepage = https://github.com/deepmind/graph_nets;
+    license = licenses.asl20;
+    maintainers = with maintainers; [ timokau ];
+  };
+}
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index 37a3b376cf15..934aa1cb1c9e 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -4877,6 +4877,8 @@ in {
 
   graphite_beacon = callPackage ../development/python-modules/graphite_beacon { };
 
+  graph_nets = callPackage ../development/python-modules/graph_nets { };
+
   influxgraph = callPackage ../development/python-modules/influxgraph { };
 
   graphitepager = callPackage ../development/python-modules/graphitepager { };