diff --git a/pkgs/development/python-modules/nnaudio/default.nix b/pkgs/development/python-modules/nnaudio/default.nix
new file mode 100644
index 000000000000..3d54bcdf3d40
--- /dev/null
+++ b/pkgs/development/python-modules/nnaudio/default.nix
@@ -0,0 +1,80 @@
+{
+  lib,
+  buildPythonPackage,
+  fetchFromGitHub,
+  fetchurl,
+  librosa,
+  numpy,
+  pytestCheckHook,
+  setuptools,
+  scipy,
+  stdenv,
+  torch,
+  writableTmpDirAsHomeHook,
+}:
+let
+  choice = fetchurl {
+    url = "https://librosa.org/data/audio/admiralbob77_-_Choice_-_Drum-bass.ogg";
+    hash = "sha256-rGRPlkXnwVF05KT4Vh5NFEjX9uWf9rBVazEOu87Yebw=";
+  };
+  vibeace = fetchurl {
+    url = "https://librosa.org/data/audio/Kevin_MacLeod_-_Vibe_Ace.ogg";
+    hash = "sha256-bCOu091apX8rFlLsq2jRXZuCrSV/VOY56yiAygm8EYo=";
+  };
+in
+buildPythonPackage (finalAttrs: {
+  pname = "nnaudio";
+  version = "0.3.4";
+  pyproject = true;
+
+  src = fetchFromGitHub {
+    owner = "KinWaiCheuk";
+    repo = "nnAudio";
+    rev = "e77d9f874cf37b273f44f68aefbd32fb0b979912";
+    hash = "sha256-uJySa2A7IbuY/9Wq/w9gRkBk1NhMrhipyclOWO5koHE=";
+  };
+
+  sourceRoot = "${finalAttrs.src.name}/Installation";
+
+  build-system = [ setuptools ];
+
+  dependencies = [
+    numpy
+    scipy
+    torch
+  ];
+
+  nativeCheckInputs = [
+    librosa
+    pytestCheckHook
+    writableTmpDirAsHomeHook
+  ];
+
+  preCheck = ''
+    mkdir -p $HOME/.cache/librosa/
+    cp ${choice} $HOME/.cache/librosa/admiralbob77_-_Choice_-_Drum-bass.ogg
+    cp ${vibeace} $HOME/.cache/librosa/Kevin_MacLeod_-_Vibe_Ace.ogg
+    export NUMBA_CACHE_DIR=$(mktemp -d)
+  '';
+
+  disabledTests = [
+    # AttributeError: module 'scipy.signal' has no attribute 'blackmanharris'
+    "test_cfp_original[cpu]"
+    "test_cfp_new[cpu]"
+    # Test fixture matrix has other values
+    "test_vqt_gamma_zero[cpu]"
+  ]
+  ++ lib.optionals (stdenv.hostPlatform.isLinux && stdenv.hostPlatform.isAarch64) [
+    # Test fixture matrix has other values
+    "test_cqt_1992_v2_log[cpu]"
+  ];
+
+  pythonImportsCheck = [ "nnAudio" ];
+
+  meta = {
+    description = "Fast GPU audio processing toolbox with 1D convolutional neural network";
+    homepage = "https://github.com/KinWaiCheuk/nnAudio";
+    license = lib.licenses.mit;
+    maintainers = with lib.maintainers; [ SuperSandro2000 ];
+  };
+})
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index c2522ca5f542..858c3ad155e8 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -11467,6 +11467,8 @@ self: super: with self; {
 
   nmcli = callPackage ../development/python-modules/nmcli { };
 
+  nnaudio = callPackage ../development/python-modules/nnaudio { };
+
   nnpdf = toPythonModule (pkgs.nnpdf.override { python3 = python; });
 
   noaa-coops = callPackage ../development/python-modules/noaa-coops { };