diff --git a/var/spack/repos/builtin/packages/py-torch-fidelity/package.py b/var/spack/repos/builtin/packages/py-torch-fidelity/package.py
new file mode 100644
index 00000000000..df20602e79c
--- /dev/null
+++ b/var/spack/repos/builtin/packages/py-torch-fidelity/package.py
@@ -0,0 +1,33 @@
+# Copyright 2013-2024 Lawrence Livermore National Security, LLC and other
+# Spack Project Developers. See the top-level COPYRIGHT file for details.
+#
+# SPDX-License-Identifier: (Apache-2.0 OR MIT)
+
+import os
+
+from spack.package import *
+
+
+class PyTorchFidelity(PythonPackage):
+    """High-fidelity performance metrics for generative models in PyTorch"""
+
+    homepage = "https://www.github.com/toshas/torch-fidelity"
+    pypi = "torch_fidelity/torch_fidelity-0.3.0.tar.gz"
+
+    license("Apache-2.0", checked_by="qwertos")
+
+    version("0.3.0", sha256="3d3e33db98919759cc4f3f24cb27e1e74bdc7c905d90a780630e4e1c18492b66")
+
+    depends_on("py-setuptools", type="build")
+    depends_on("py-numpy", type=("build", "run"))
+    depends_on("pil", type=("build", "run"))
+    depends_on("py-scipy", type=("build", "run"))
+    depends_on("py-torch", type=("build", "run"))
+    depends_on("py-torchvision", type=("build", "run"))
+    depends_on("py-tqdm", type=("build", "run"))
+
+    def patch(self):
+        os.rename(
+            join_path(self.stage.source_path, "torch_fidelity.egg-info", "requires.txt"),
+            join_path(self.stage.source_path, "requirements.txt"),
+        )