diff --git a/pytorch3d/csrc/rasterize_meshes/rasterize_meshes.h b/pytorch3d/csrc/rasterize_meshes/rasterize_meshes.h
index 584aa023..6731cc1b 100644
--- a/pytorch3d/csrc/rasterize_meshes/rasterize_meshes.h
+++ b/pytorch3d/csrc/rasterize_meshes/rasterize_meshes.h
@@ -138,6 +138,9 @@ RasterizeMeshesNaive(
     AT_ERROR("Not compiled with GPU support");
 #endif
   } else {
+    CHECK_CPU(face_verts);
+    CHECK_CPU(mesh_to_face_first_idx);
+    CHECK_CPU(num_faces_per_mesh);
     return RasterizeMeshesNaiveCpu(
         face_verts,
         mesh_to_face_first_idx,
@@ -232,6 +235,11 @@ torch::Tensor RasterizeMeshesBackward(
     AT_ERROR("Not compiled with GPU support");
 #endif
   } else {
+    CHECK_CPU(face_verts);
+    CHECK_CPU(pix_to_face);
+    CHECK_CPU(grad_zbuf);
+    CHECK_CPU(grad_bary);
+    CHECK_CPU(grad_dists);
     return RasterizeMeshesBackwardCpu(
         face_verts,
         pix_to_face,
@@ -306,6 +314,9 @@ torch::Tensor RasterizeMeshesCoarse(
     AT_ERROR("Not compiled with GPU support");
 #endif
   } else {
+    CHECK_CPU(face_verts);
+    CHECK_CPU(mesh_to_face_first_idx);
+    CHECK_CPU(num_faces_per_mesh);
     return RasterizeMeshesCoarseCpu(
         face_verts,
         mesh_to_face_first_idx,
@@ -423,6 +434,8 @@ RasterizeMeshesFine(
     AT_ERROR("Not compiled with GPU support");
 #endif
   } else {
+    CHECK_CPU(face_verts);
+    CHECK_CPU(bin_faces);
     AT_ERROR("NOT IMPLEMENTED");
   }
 }
diff --git a/pytorch3d/csrc/rasterize_points/rasterize_points.h b/pytorch3d/csrc/rasterize_points/rasterize_points.h
index 4e74e9e2..576aaa64 100644
--- a/pytorch3d/csrc/rasterize_points/rasterize_points.h
+++ b/pytorch3d/csrc/rasterize_points/rasterize_points.h
@@ -91,6 +91,10 @@ std::tuple<torch::Tensor, torch::Tensor, torch::Tensor> RasterizePointsNaive(
     AT_ERROR("Not compiled with GPU support");
 #endif
   } else {
+    CHECK_CPU(points);
+    CHECK_CPU(cloud_to_packed_first_idx);
+    CHECK_CPU(num_points_per_cloud);
+    CHECK_CPU(radius);
     return RasterizePointsNaiveCpu(
         points,
         cloud_to_packed_first_idx,
@@ -166,6 +170,10 @@ torch::Tensor RasterizePointsCoarse(
     AT_ERROR("Not compiled with GPU support");
 #endif
   } else {
+    CHECK_CPU(points);
+    CHECK_CPU(cloud_to_packed_first_idx);
+    CHECK_CPU(num_points_per_cloud);
+    CHECK_CPU(radius);
     return RasterizePointsCoarseCpu(
         points,
         cloud_to_packed_first_idx,
@@ -232,6 +240,8 @@ std::tuple<torch::Tensor, torch::Tensor, torch::Tensor> RasterizePointsFine(
     AT_ERROR("Not compiled with GPU support");
 #endif
   } else {
+    CHECK_CPU(points);
+    CHECK_CPU(bin_points);
     AT_ERROR("NOT IMPLEMENTED");
   }
 }
@@ -284,6 +294,10 @@ torch::Tensor RasterizePointsBackward(
     AT_ERROR("Not compiled with GPU support");
 #endif
   } else {
+    CHECK_CPU(points);
+    CHECK_CPU(idxs);
+    CHECK_CPU(grad_zbuf);
+    CHECK_CPU(grad_dists);
     return RasterizePointsBackwardCpu(points, idxs, grad_zbuf, grad_dists);
   }
 }
diff --git a/pytorch3d/csrc/sample_farthest_points/sample_farthest_points.h b/pytorch3d/csrc/sample_farthest_points/sample_farthest_points.h
index 7b613d35..a44a0a81 100644
--- a/pytorch3d/csrc/sample_farthest_points/sample_farthest_points.h
+++ b/pytorch3d/csrc/sample_farthest_points/sample_farthest_points.h
@@ -68,5 +68,9 @@ at::Tensor FarthestPointSampling(
     AT_ERROR("Not compiled with GPU support.");
 #endif
   }
+  CHECK_CPU(points);
+  CHECK_CPU(lengths);
+  CHECK_CPU(K);
+  CHECK_CPU(start_idxs);
   return FarthestPointSamplingCpu(points, lengths, K, start_idxs);
 }
diff --git a/pytorch3d/csrc/sample_pdf/sample_pdf.h b/pytorch3d/csrc/sample_pdf/sample_pdf.h
index 899117df..a3697053 100644
--- a/pytorch3d/csrc/sample_pdf/sample_pdf.h
+++ b/pytorch3d/csrc/sample_pdf/sample_pdf.h
@@ -71,6 +71,8 @@ inline void SamplePdf(
     AT_ERROR("Not compiled with GPU support.");
 #endif
   }
+  CHECK_CPU(weights);
+  CHECK_CPU(outputs);
   CHECK_CONTIGUOUS(outputs);
   SamplePdfCpu(bins, weights, outputs, eps);
 }