diff --git a/pkgs/development/python-modules/pyannote-pipeline/default.nix b/pkgs/development/python-modules/pyannote-pipeline/default.nix
index 00b7eab6344a..7db9f7861d81 100644
--- a/pkgs/development/python-modules/pyannote-pipeline/default.nix
+++ b/pkgs/development/python-modules/pyannote-pipeline/default.nix
@@ -1,16 +1,16 @@
 { lib
 , buildPythonPackage
+, docopt
 , fetchFromGitHub
-, setuptools
-, wheel
+, filelock
+, optuna
 , pyannote-core
 , pyannote-database
 , pyyaml
-, optuna
-, tqdm
-, docopt
-, filelock
 , scikit-learn
+, setuptools
+, tqdm
+, versioneer
 }:
 
 buildPythonPackage rec {
@@ -21,11 +21,21 @@ buildPythonPackage rec {
   src = fetchFromGitHub {
     owner = "pyannote";
     repo = "pyannote-pipeline";
-    rev = version;
+    rev = "refs/tags/${version}";
     hash = "sha256-0wSgy6kbKi9Wa5dimOz34IV5/8fSwaHDMUpaBW7tm2Y=";
   };
 
-  propagatedBuildInputs = [
+  postPatch = ''
+    # Remove vendorized versioeer.py
+    rm versioneer.py
+  '';
+  
+  build-system = [
+    setuptools
+    versioneer
+  ];
+
+  dependencies = [
     pyannote-core
     pyannote-database
     pyyaml
@@ -36,18 +46,13 @@ buildPythonPackage rec {
     scikit-learn
   ];
 
-  nativeBuildInputs = [
-    setuptools
-    wheel
-  ];
-
   pythonImportsCheck = [ "pyannote.pipeline" ];
 
   meta = with lib; {
     description = "Tunable pipelines";
-    mainProgram = "pyannote-pipeline";
     homepage = "https://github.com/pyannote/pyannote-pipeline";
     license = licenses.mit;
     maintainers = with maintainers; [ ];
+    mainProgram = "pyannote-pipeline";
   };
 }