diff --git a/pkgs/development/python-modules/pyannote-metrics/default.nix b/pkgs/development/python-modules/pyannote-metrics/default.nix
index f5623e28b440..27d825a2859c 100644
--- a/pkgs/development/python-modules/pyannote-metrics/default.nix
+++ b/pkgs/development/python-modules/pyannote-metrics/default.nix
@@ -1,19 +1,20 @@
 {
   lib,
   buildPythonPackage,
+  docopt,
   fetchFromGitHub,
-  setuptools,
-  wheel,
+  matplotlib,
+  numpy,
+  pandas,
   pyannote-core,
   pyannote-database,
-  pandas,
-  scipy,
+  pythonOlder,
   scikit-learn,
-  docopt,
-  tabulate,
-  matplotlib,
+  scipy,
+  setuptools,
   sympy,
-  numpy,
+  tabulate,
+  versioneer,
 }:
 
 buildPythonPackage rec {
@@ -21,14 +22,26 @@ buildPythonPackage rec {
   version = "3.2.1";
   pyproject = true;
 
+  disabled = pythonOlder "3.8";
+
   src = fetchFromGitHub {
     owner = "pyannote";
     repo = "pyannote-metrics";
-    rev = version;
+    rev = "refs/tags/${version}";
     hash = "sha256-V4qyaCaFsoikfFILm2sccf6m7lqJSDTdLxS1sr/LXAY=";
   };
 
-  propagatedBuildInputs = [
+  postPatch = ''
+    # Remove vendorized versioneer.py
+    rm versioneer.py
+  '';
+
+  build-system = [
+    setuptools
+    versioneer
+  ];
+
+  dependencies = [
     pyannote-core
     pyannote-database
     pandas
@@ -41,18 +54,14 @@ buildPythonPackage rec {
     numpy
   ];
 
-  nativeBuildInputs = [
-    setuptools
-    wheel
-  ];
-
   pythonImportsCheck = [ "pyannote.metrics" ];
 
   meta = with lib; {
     description = "A toolkit for reproducible evaluation, diagnostic, and error analysis of speaker diarization systems";
-    mainProgram = "pyannote-metrics";
     homepage = "https://github.com/pyannote/pyannote-metrics";
+    changelog = "http://pyannote.github.io/pyannote-metrics/changelog.html";
     license = licenses.mit;
     maintainers = with maintainers; [ ];
+    mainProgram = "pyannote-metrics";
   };
 }