diff --git a/pkgs/development/python-modules/py-deprecate/default.nix b/pkgs/development/python-modules/py-deprecate/default.nix
index 12ea2b7ce9e..ff921789bbf 100644
--- a/pkgs/development/python-modules/py-deprecate/default.nix
+++ b/pkgs/development/python-modules/py-deprecate/default.nix
@@ -28,7 +28,7 @@ buildPythonPackage {
   pythonImportsCheck = [ "deprecate" ];
 
   meta = with lib; {
-    description = "A python module for marking deprecated functions or classes and re-routing to the new successors' instance. Used by torchmetrics";
+    description = "A module for marking deprecated functions or classes and re-routing to the new successors' instance. Used by torchmetrics";
     homepage = "https://borda.github.io/pyDeprecate/";
     license = licenses.asl20;
     maintainers = with maintainers; [
diff --git a/pkgs/development/python-modules/torchmetrics/default.nix b/pkgs/development/python-modules/torchmetrics/default.nix
new file mode 100644
index 00000000000..fc2f6cf7535
--- /dev/null
+++ b/pkgs/development/python-modules/torchmetrics/default.nix
@@ -0,0 +1,76 @@
+{ lib
+, buildPythonPackage
+, fetchFromGitHub
+, cloudpickle
+, scikit-learn
+, scikitimage
+, packaging
+, psutil
+, py-deprecate
+, pytorch
+, pytestCheckHook
+, torchmetrics
+}:
+
+let
+  pname = "torchmetrics";
+  version = "0.8.1";
+in
+buildPythonPackage {
+  inherit pname version;
+
+  src = fetchFromGitHub {
+    owner = "PyTorchLightning";
+    repo = "metrics";
+    rev = "v${version}";
+    hash = "sha256-AryEhYAeC97dO2pgHoz0Y9F//DVdX6RfCa80gI56iz4=";
+  };
+
+  propagatedBuildInputs = [
+    packaging
+    py-deprecate
+  ];
+
+  # Let the user bring their own instance
+  buildInputs = [
+    pytorch
+  ];
+
+  checkInputs = [
+    scikit-learn
+    scikitimage
+    cloudpickle
+    psutil
+    pytestCheckHook
+  ];
+
+  # A cyclic dependency in: integrations/test_lightning.py
+  doCheck = false;
+  passthru.tests.check = torchmetrics.overridePythonAttrs (_: {
+    doCheck = true;
+  });
+
+  disabledTestPaths = [
+    # These require too many "leftpad-level" dependencies
+    "tests/text"
+    "tests/audio"
+    "tests/image"
+
+    # A few non-deterministic things like test_check_compute_groups_is_faster
+    "tests/bases/test_collections.py"
+  ];
+
+  pythonImportsCheck = [
+    "torchmetrics"
+  ];
+
+  meta = with lib; {
+    description = "Machine learning metrics for distributed, scalable PyTorch applications (used in pytorch-lightning)";
+    homepage = "https://torchmetrics.readthedocs.io";
+    license = licenses.asl20;
+    maintainers = with maintainers; [
+      SomeoneSerge
+    ];
+  };
+}
+
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index a5607542ac6..e96811a0207 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -10362,6 +10362,8 @@ in {
 
   torchgpipe = callPackage ../development/python-modules/torchgpipe { };
 
+  torchmetrics = callPackage ../development/python-modules/torchmetrics { };
+
   torchinfo = callPackage ../development/python-modules/torchinfo { };
 
   torchvision = callPackage ../development/python-modules/torchvision { };