diff --git a/README.md b/README.md
index 6b75dd9..fed3dd5 100644
--- a/README.md
+++ b/README.md
@@ -10,3 +10,10 @@ Execute
 $ nix build
 $ result/bin/reproducible
 ```
+
+## Troubleshooting
+
+Resolve collision:
+``` sh
+sudo nix-store --verify --check-contents --repair
+```
diff --git a/flake.lock b/flake.lock
index 9fe6322..5824ce6 100644
--- a/flake.lock
+++ b/flake.lock
@@ -59,11 +59,11 @@
     },
     "nixpkgs": {
       "locked": {
-        "lastModified": 1710631334,
-        "narHash": "sha256-rL5LSYd85kplL5othxK5lmAtjyMOBg390sGBTb3LRMM=",
+        "lastModified": 1711163522,
+        "narHash": "sha256-YN/Ciidm+A0fmJPWlHBGvVkcarYWSC+s3NTPk/P+q3c=",
         "owner": "nixos",
         "repo": "nixpkgs",
-        "rev": "c75037bbf9093a2acb617804ee46320d6d1fea5a",
+        "rev": "44d0940ea560dee511026a53f0e2e2cde489b4d4",
         "type": "github"
       },
       "original": {
diff --git a/flake.nix b/flake.nix
index eb68ba5..db2bfa5 100644
--- a/flake.nix
+++ b/flake.nix
@@ -23,39 +23,38 @@
       "x86_64-linux"
       "x86_64-darwin"
     ];
-    perSystem = { system, pkgs, ... }: let
-      inherit (poetry2nix.lib.mkPoetry2Nix { inherit pkgs; })
-        defaultPoetryOverrides mkPoetryApplication mkPoetryEnv;
-      args = {
-        python = pkgs.python311;
-
-        # Required since pycapnp can't be built for some reason - Maybe this is a
-        # missing dependency issue.
-        preferWheels = true;
-        overrides = defaultPoetryOverrides;
+    perSystem = { system, ... }: let
+      pkgs = import nixpkgs {
+        inherit system;
+        config = {
+          allowUnfree = true;
+          cudaSupport = true;
+        };
       };
-      application = mkPoetryApplication (args // {
-        projectDir = ./.;
-      });
-      env = mkPoetryEnv (args // {
+      poetryLib = poetry2nix.lib.mkPoetry2Nix { inherit pkgs; };
+      common = {
+        python = pkgs.python311;
         projectDir = ./.;
+        preferWheels = true;
+        overrides = poetryLib.defaultPoetryOverrides;
+      };
+      application = poetryLib.mkPoetryApplication common;
+      env = poetryLib.mkPoetryEnv (common // {
         editablePackageSources = let project_dir = builtins.getEnv "PROJECT_DIR"; in
         {
           reproducible = if project_dir == "" then ./. else "${project_dir}";
         };
       });
-      dockerImage = pkgs.dockerTools.buildImage {
-        name = "reproducible";
-        config = { Cmd = [ "python" "main.py" ]; };
-      };
     in rec {
       packages = {
         default = application;
-        inherit dockerImage;
       };
       devShells.default = pkgs.mkShell {
-        packages = [ env pkgs.poetry ];
+        packages = [ env ];
       };
+      #devShells.default = env.overrideAttrs (oldAttrs: {
+      #  buildInputs = [ args.python ];
+      #});
     };
   };
 }
diff --git a/poetry.lock b/poetry.lock
index 2e32187..7b5ded7 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,663 @@
-# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.4.0"
+description = "Happy Eyeballs for asyncio"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "aiohappyeyeballs-2.4.0-py3-none-any.whl", hash = "sha256:7ce92076e249169a13c2f49320d1967425eaf1f407522d707d59cac7628d62bd"},
+    {file = "aiohappyeyeballs-2.4.0.tar.gz", hash = "sha256:55a1714f084e63d49639800f95716da97a1f173d46a16dfcfda0016abb93b6b2"},
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.10.5"
+description = "Async http client/server framework (asyncio)"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "yarl-1.9.4-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8397a3817d7dcdd14bb266283cd1d6fc7264a48c186b986f32e86d86d35fbac5"},
+    {file = "yarl-1.9.4-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:e0381b4ce23ff92f8170080c97678040fc5b08da85e9e292292aba67fdac6c34"},
+    {file = "yarl-1.9.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:23d32a2594cb5d565d358a92e151315d1b2268bc10f4610d098f96b147370136"},
+    {file = "yarl-1.9.4-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ddb2a5c08a4eaaba605340fdee8fc08e406c56617566d9643ad8bf6852778fc7"},
+    {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:26a1dc6285e03f3cc9e839a2da83bcbf31dcb0d004c72d0730e755b33466c30e"},
+    {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:18580f672e44ce1238b82f7fb87d727c4a131f3a9d33a5e0e82b793362bf18b4"},
+    {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:29e0f83f37610f173eb7e7b5562dd71467993495e568e708d99e9d1944f561ec"},
+    {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:1f23e4fe1e8794f74b6027d7cf19dc25f8b63af1483d91d595d4a07eca1fb26c"},
+    {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:db8e58b9d79200c76956cefd14d5c90af54416ff5353c5bfd7cbe58818e26ef0"},
+    {file = "yarl-1.9.4-cp39-cp39-win32.whl", hash = "sha256:c7224cab95645c7ab53791022ae77a4509472613e839dab722a72abe5a684575"},
+    {file = "yarl-1.9.4-cp39-cp39-win_amd64.whl", hash = "sha256:824d6c50492add5da9374875ce72db7a0733b29c2394890aef23d533106e2b15"},
+    {file = "yarl-1.9.4-py3-none-any.whl", hash = "sha256:928cecb0ef9d5a7946eb6ff58417ad2fe9375762382f1bf5c55e61645f2c43ad"},
+    {file = "yarl-1.9.4.tar.gz", hash = "sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "aa7559e594f2b8b049013c44c922878894e208190e174041b879edd07a8b5888"
+content-hash = "d14c1ea3762b02efd6b4f41ed758b26141702516e94d399255a5bcd1550d984c"
diff --git a/pyproject.toml b/pyproject.toml
index 55da102..103b2d1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,13 +7,42 @@ readme = "README.md"
 include = []
 packages = [{ include = "reproducible" }]
 
-[tool.poetry.dependencies]
-python = "^3.11"
-numpy = "^1.26"
-
 [tool.poetry.scripts]
-reproducible = "reproducible.entry:main"
+reproducible = "reproducible.util:main"
 
 [build-system]
 requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
+
+[tool.poetry.dependencies]
+python = "^3.11"
+numpy = "^1.26"
+#torch = { url = "https://download.pytorch.org/whl/cu118/torch-2.2.1+cu118-cp311-cp311-linux_x86_64.whl" }
+torch = { version = "^2.2.0", source = "pytorch-cu118" }
+torch-geometric = "^2.5.2"
+#pyg-lib = { git = "https://github.com/pyg-team/pyg-lib.git", tag = "0.4.0" }
+#torch-cluster = { version = "1.6.3" }
+#torch-scatter = { version = "2.1.2" }
+#torch-sparse = { version = "0.6.18" }
+#torch-spline-conv = { version = "1.2.2" }
+
+#pyg-lib = { version = "0.4.0", source = "pyg-torch220-cu118" }
+#torch-cluster = { version = "1.6.3", source = "pyg-torch220-cu118" }
+#torch-scatter = { version = "2.1.2", source = "pyg-torch220-cu118" }
+#torch-sparse = { version = "0.6.18", source = "pyg-torch220-cu118" }
+#torch-spline-conv = { version = "1.2.2", source = "pyg-torch220-cu118" }
+
+[[tool.poetry.source]]
+name = "pytorch-cu118"
+url = "https://download.pytorch.org/whl/cu118"
+priority = "explicit"
+
+#[[tool.poetry.source]]
+#name = "pyg-torch220-cu118"
+#url = "git+https://github.com/pyg-team/pyg-lib.git"
+#url = "https://data.pyg.org/whl/torch-2.2.0+cu118.html"
+#priority = "explicit"
+
+#[[tool.poetry.source]]
+#name = "PyPI"
+#priority = "primary"
diff --git a/reproducible/__main__.py b/reproducible/__main__.py
index f8d51a7..2234756 100644
--- a/reproducible/__main__.py
+++ b/reproducible/__main__.py
@@ -1,3 +1,3 @@
-import reproducible.entry
+import reproducible.util
 
-reproducible.entry.main()
+reproducible.util.main()
diff --git a/reproducible/entry.py b/reproducible/entry.py
deleted file mode 100644
index 0a8688f..0000000
--- a/reproducible/entry.py
+++ /dev/null
@@ -1,2 +0,0 @@
-def main():
-    print("Hi")
diff --git a/reproducible/util.py b/reproducible/util.py
new file mode 100644
index 0000000..b228037
--- /dev/null
+++ b/reproducible/util.py
@@ -0,0 +1,8 @@
+import torch
+import torch_geometric
+
+def main():
+    print(f"Torch version: {torch.__version__}")
+    print(f"CUDA version: {torch.version.cuda}")
+    print(f"Cuda is available? {torch.cuda.is_available()}")
+    print(f"PyG version: {torch_geometric.__version__}")