diff --git a/torch_geopooling/functional_test.py b/torch_geopooling/functional_test.py
new file mode 100644
index 0000000..23ce122
--- /dev/null
+++ b/torch_geopooling/functional_test.py
@@ -0,0 +1,16 @@
+import torch
+from torch_geopooling.functional import quad_pool2d
+
+
+def test_quad_pool2d() -> None:
+    tiles = torch.tensor([[0, 0, 0]], dtype=torch.int32)
+    input = torch.rand((100, 2), dtype=torch.float64) * 10.0
+    weight = torch.randn([64], dtype=torch.float64)
+    bias = torch.randn([64], dtype=torch.float64)
+
+    result = quad_pool2d(tiles, input, weight, bias, (0.0, 0.0, 10.0, 10.0), True)
+    assert result.tiles.size(0) > 0
+    assert result.tiles.size(1) == 3
+
+    assert result.weight.size(0) > 0
+    assert result.bias.size(0) > 0