diff --git a/python/featomic/setup.py b/python/featomic/setup.py
index f1ee066d3..434afdd5f 100644
--- a/python/featomic/setup.py
+++ b/python/featomic/setup.py
@@ -22,8 +22,9 @@
         "expected 'debug' or 'release'"
     )
 
-
-FEATOMIC_TORCH_SRC = os.path.join(ROOT, "..", "featomic-torch")
+# The code for featomic-torch needs to live in `featomic_torch` directory until
+# https://github.com/pypa/pip/issues/13093 is fixed.
+FEATOMIC_TORCH_SRC = os.path.realpath(os.path.join(ROOT, "..", "featomic_torch"))
 
 
 class universal_wheel(bdist_wheel):
diff --git a/python/featomic-torch/AUTHORS b/python/featomic_torch/AUTHORS
similarity index 100%
rename from python/featomic-torch/AUTHORS
rename to python/featomic_torch/AUTHORS
diff --git a/python/featomic-torch/LICENSE b/python/featomic_torch/LICENSE
similarity index 100%
rename from python/featomic-torch/LICENSE
rename to python/featomic_torch/LICENSE
diff --git a/python/featomic-torch/MANIFEST.in b/python/featomic_torch/MANIFEST.in
similarity index 100%
rename from python/featomic-torch/MANIFEST.in
rename to python/featomic_torch/MANIFEST.in
diff --git a/python/featomic-torch/README.rst b/python/featomic_torch/README.rst
similarity index 100%
rename from python/featomic-torch/README.rst
rename to python/featomic_torch/README.rst
diff --git a/python/featomic-torch/build-backend/backend.py b/python/featomic_torch/build-backend/backend.py
similarity index 100%
rename from python/featomic-torch/build-backend/backend.py
rename to python/featomic_torch/build-backend/backend.py
diff --git a/python/featomic-torch/featomic/torch/__init__.py b/python/featomic_torch/featomic/torch/__init__.py
similarity index 100%
rename from python/featomic-torch/featomic/torch/__init__.py
rename to python/featomic_torch/featomic/torch/__init__.py
diff --git a/python/featomic-torch/featomic/torch/_c_lib.py b/python/featomic_torch/featomic/torch/_c_lib.py
similarity index 100%
rename from python/featomic-torch/featomic/torch/_c_lib.py
rename to python/featomic_torch/featomic/torch/_c_lib.py
diff --git a/python/featomic-torch/featomic/torch/calculator_base.py b/python/featomic_torch/featomic/torch/calculator_base.py
similarity index 100%
rename from python/featomic-torch/featomic/torch/calculator_base.py
rename to python/featomic_torch/featomic/torch/calculator_base.py
diff --git a/python/featomic-torch/featomic/torch/calculators.py b/python/featomic_torch/featomic/torch/calculators.py
similarity index 100%
rename from python/featomic-torch/featomic/torch/calculators.py
rename to python/featomic_torch/featomic/torch/calculators.py
diff --git a/python/featomic-torch/featomic/torch/system.py b/python/featomic_torch/featomic/torch/system.py
similarity index 100%
rename from python/featomic-torch/featomic/torch/system.py
rename to python/featomic_torch/featomic/torch/system.py
diff --git a/python/featomic-torch/featomic/torch/utils.py b/python/featomic_torch/featomic/torch/utils.py
similarity index 100%
rename from python/featomic-torch/featomic/torch/utils.py
rename to python/featomic_torch/featomic/torch/utils.py
diff --git a/python/featomic-torch/pyproject.toml b/python/featomic_torch/pyproject.toml
similarity index 100%
rename from python/featomic-torch/pyproject.toml
rename to python/featomic_torch/pyproject.toml
diff --git a/python/featomic-torch/setup.py b/python/featomic_torch/setup.py
similarity index 100%
rename from python/featomic-torch/setup.py
rename to python/featomic_torch/setup.py
diff --git a/python/featomic-torch/tests/autograd.py b/python/featomic_torch/tests/autograd.py
similarity index 100%
rename from python/featomic-torch/tests/autograd.py
rename to python/featomic_torch/tests/autograd.py
diff --git a/python/featomic-torch/tests/calculator.py b/python/featomic_torch/tests/calculator.py
similarity index 100%
rename from python/featomic-torch/tests/calculator.py
rename to python/featomic_torch/tests/calculator.py
diff --git a/python/featomic-torch/tests/export.py b/python/featomic_torch/tests/export.py
similarity index 100%
rename from python/featomic-torch/tests/export.py
rename to python/featomic_torch/tests/export.py
diff --git a/python/featomic-torch/tests/system.py b/python/featomic_torch/tests/system.py
similarity index 100%
rename from python/featomic-torch/tests/system.py
rename to python/featomic_torch/tests/system.py
diff --git a/python/featomic-torch/tests/utils/cartesian_spherical.py b/python/featomic_torch/tests/utils/cartesian_spherical.py
similarity index 100%
rename from python/featomic-torch/tests/utils/cartesian_spherical.py
rename to python/featomic_torch/tests/utils/cartesian_spherical.py
diff --git a/python/featomic-torch/tests/utils/cg_product.py b/python/featomic_torch/tests/utils/cg_product.py
similarity index 100%
rename from python/featomic-torch/tests/utils/cg_product.py
rename to python/featomic_torch/tests/utils/cg_product.py
diff --git a/python/featomic-torch/tests/utils/cmake_prefix.py b/python/featomic_torch/tests/utils/cmake_prefix.py
similarity index 100%
rename from python/featomic-torch/tests/utils/cmake_prefix.py
rename to python/featomic_torch/tests/utils/cmake_prefix.py
diff --git a/python/featomic-torch/tests/utils/density_correlations.py b/python/featomic_torch/tests/utils/density_correlations.py
similarity index 100%
rename from python/featomic-torch/tests/utils/density_correlations.py
rename to python/featomic_torch/tests/utils/density_correlations.py
diff --git a/python/featomic-torch/tests/utils/power_spectrum.py b/python/featomic_torch/tests/utils/power_spectrum.py
similarity index 100%
rename from python/featomic-torch/tests/utils/power_spectrum.py
rename to python/featomic_torch/tests/utils/power_spectrum.py