diff --git a/python/pylibcugraph/pylibcugraph/tests/conftest.py b/python/pylibcugraph/pylibcugraph/tests/conftest.py
index a7fcbfdb42a..9572d7fa58e 100644
--- a/python/pylibcugraph/pylibcugraph/tests/conftest.py
+++ b/python/pylibcugraph/pylibcugraph/tests/conftest.py
@@ -135,11 +135,11 @@ def create_SGGraph(device_srcs, device_dsts, device_weights, transposed=False):
     graph_props = GraphProperties(is_symmetric=False, is_multigraph=False)
 
     g = SGGraph(
-        resource_handle,
-        graph_props,
-        device_srcs,
-        device_dsts,
-        device_weights,
+        resource_handle=resource_handle,
+        graph_properties=graph_props,
+        src_or_offset_array=device_srcs,
+        dst_or_index_array=device_dsts,
+        weight_array=device_weights,
         store_transposed=transposed,
         renumber=False,
         do_expensive_check=False,
diff --git a/python/pylibcugraph/pylibcugraph/tests/test_eigenvector_centrality.py b/python/pylibcugraph/pylibcugraph/tests/test_eigenvector_centrality.py
index b4ff29f31c4..515bec2a6e7 100644
--- a/python/pylibcugraph/pylibcugraph/tests/test_eigenvector_centrality.py
+++ b/python/pylibcugraph/pylibcugraph/tests/test_eigenvector_centrality.py
@@ -56,11 +56,11 @@ def _generic_eigenvector_test(
     resource_handle = ResourceHandle()
     graph_props = GraphProperties(is_symmetric=False, is_multigraph=False)
     G = SGGraph(
-        resource_handle,
-        graph_props,
-        src_arr,
-        dst_arr,
-        wgt_arr,
+        resource_handle=resource_handle,
+        graph_properties=graph_props,
+        src_or_offset_array=src_arr,
+        dst_or_index_array=dst_arr,
+        weight_array=wgt_arr,
         store_transposed=False,
         renumber=False,
         do_expensive_check=True,
diff --git a/python/pylibcugraph/pylibcugraph/tests/test_graph_sg.py b/python/pylibcugraph/pylibcugraph/tests/test_graph_sg.py
index 4ebb6f1895e..b555a9a16bb 100644
--- a/python/pylibcugraph/pylibcugraph/tests/test_graph_sg.py
+++ b/python/pylibcugraph/pylibcugraph/tests/test_graph_sg.py
@@ -85,11 +85,11 @@ def test_sg_graph(graph_data):
 
     if is_valid:
         g = SGGraph(  # noqa:F841
-            resource_handle,
-            graph_props,
-            device_srcs,
-            device_dsts,
-            device_weights,
+            resource_handle=resource_handle,
+            graph_properties=graph_props,
+            src_or_offset_array=device_srcs,
+            dst_or_index_array=device_dsts,
+            weight_array=device_weights,
             store_transposed=False,
             renumber=False,
             do_expensive_check=False,
@@ -100,11 +100,11 @@ def test_sg_graph(graph_data):
     else:
         with pytest.raises(ValueError):
             SGGraph(
-                resource_handle,
-                graph_props,
-                device_srcs,
-                device_dsts,
-                device_weights,
+                resource_handle=resource_handle,
+                graph_properties=graph_props,
+                src_or_offset_array=device_srcs,
+                dst_or_index_array=device_dsts,
+                weight_array=device_weights,
                 store_transposed=False,
                 renumber=False,
                 do_expensive_check=False,
@@ -130,7 +130,6 @@ def test_SGGraph_create_from_cudf():
         SGGraph,
     )
 
-    print("get edgelist...", end="", flush=True)
     edgelist = cudf.DataFrame(
         {
             "src": [0, 1, 2],
@@ -139,10 +138,6 @@ def test_SGGraph_create_from_cudf():
         }
     )
 
-    print("edgelist = ", edgelist)
-    print("done", flush=True)
-    print("create Graph...", end="", flush=True)
-
     graph_props = GraphProperties(is_multigraph=False, is_symmetric=False)
 
     plc_graph = SGGraph(
diff --git a/python/pylibcugraph/pylibcugraph/tests/test_katz_centrality.py b/python/pylibcugraph/pylibcugraph/tests/test_katz_centrality.py
index d12f90426fa..484cedb289a 100644
--- a/python/pylibcugraph/pylibcugraph/tests/test_katz_centrality.py
+++ b/python/pylibcugraph/pylibcugraph/tests/test_katz_centrality.py
@@ -53,11 +53,11 @@ def _generic_katz_test(
     resource_handle = ResourceHandle()
     graph_props = GraphProperties(is_symmetric=False, is_multigraph=False)
     G = SGGraph(
-        resource_handle,
-        graph_props,
-        src_arr,
-        dst_arr,
-        wgt_arr,
+        resource_handle=resource_handle,
+        graph_properties=graph_props,
+        src_or_offset_array=src_arr,
+        dst_or_index_array=dst_arr,
+        weight_array=wgt_arr,
         store_transposed=False,
         renumber=False,
         do_expensive_check=True,
diff --git a/python/pylibcugraph/pylibcugraph/tests/test_louvain.py b/python/pylibcugraph/pylibcugraph/tests/test_louvain.py
index adea5e01f15..620c50f8412 100644
--- a/python/pylibcugraph/pylibcugraph/tests/test_louvain.py
+++ b/python/pylibcugraph/pylibcugraph/tests/test_louvain.py
@@ -81,11 +81,11 @@ def test_sg_louvain_cupy():
     resolution = 1.0
 
     sg = SGGraph(
-        resource_handle,
-        graph_props,
-        device_srcs,
-        device_dsts,
-        device_weights,
+        resource_handle=resource_handle,
+        graph_properties=graph_props,
+        src_or_offset_array=device_srcs,
+        dst_or_index_array=device_dsts,
+        weight_array=device_weights,
         store_transposed=False,
         renumber=True,
         do_expensive_check=False,
@@ -135,11 +135,11 @@ def test_sg_louvain_cudf():
     resolution = 1.0
 
     sg = SGGraph(
-        resource_handle,
-        graph_props,
-        device_srcs,
-        device_dsts,
-        device_weights,
+        resource_handle=resource_handle,
+        graph_properties=graph_props,
+        src_or_offset_array=device_srcs,
+        dst_or_index_array=device_dsts,
+        weight_array=device_weights,
         store_transposed=False,
         renumber=True,
         do_expensive_check=False,
diff --git a/python/pylibcugraph/pylibcugraph/tests/test_node2vec.py b/python/pylibcugraph/pylibcugraph/tests/test_node2vec.py
index 0e400a5306c..2f7f9beda85 100644
--- a/python/pylibcugraph/pylibcugraph/tests/test_node2vec.py
+++ b/python/pylibcugraph/pylibcugraph/tests/test_node2vec.py
@@ -94,11 +94,11 @@ def _run_node2vec(
     resource_handle = ResourceHandle()
     graph_props = GraphProperties(is_symmetric=False, is_multigraph=False)
     G = SGGraph(
-        resource_handle,
-        graph_props,
-        src_arr,
-        dst_arr,
-        wgt_arr,
+        resource_handle=resource_handle,
+        graph_properties=graph_props,
+        src_or_offset_array=src_arr,
+        dst_or_index_array=dst_arr,
+        weight_array=wgt_arr,
         store_transposed=False,
         renumber=renumbered,
         do_expensive_check=True,
@@ -795,11 +795,11 @@ def test_node2vec_renumber_cupy(graph_file, renumber):
     resource_handle = ResourceHandle()
     graph_props = GraphProperties(is_symmetric=False, is_multigraph=False)
     G = SGGraph(
-        resource_handle,
-        graph_props,
-        src_arr,
-        dst_arr,
-        wgt_arr,
+        resource_handle=resource_handle,
+        graph_properties=graph_props,
+        src_or_offset_array=src_arr,
+        dst_or_index_array=dst_arr,
+        weight_array=wgt_arr,
         store_transposed=False,
         renumber=renumber,
         do_expensive_check=True,
diff --git a/python/pylibcugraph/pylibcugraph/tests/test_triangle_count.py b/python/pylibcugraph/pylibcugraph/tests/test_triangle_count.py
index aa0d5cd35f5..191b1a4e5a6 100644
--- a/python/pylibcugraph/pylibcugraph/tests/test_triangle_count.py
+++ b/python/pylibcugraph/pylibcugraph/tests/test_triangle_count.py
@@ -81,11 +81,11 @@ def test_sg_triangle_count_cupy():
     start_list = None
 
     sg = SGGraph(
-        resource_handle,
-        graph_props,
-        device_srcs,
-        device_dsts,
-        device_weights,
+        resource_handle=resource_handle,
+        graph_properties=graph_props,
+        src_or_offset_array=device_srcs,
+        dst_or_index_array=device_dsts,
+        weight_array=device_weights,
         store_transposed=False,
         renumber=True,
         do_expensive_check=False,
@@ -131,11 +131,11 @@ def test_sg_triangle_count_cudf():
     start_list = None
 
     sg = SGGraph(
-        resource_handle,
-        graph_props,
-        device_srcs,
-        device_dsts,
-        device_weights,
+        resource_handle=resource_handle,
+        graph_properties=graph_props,
+        src_or_offset_array=device_srcs,
+        dst_or_index_array=device_dsts,
+        weight_array=device_weights,
         store_transposed=False,
         renumber=True,
         do_expensive_check=False,
diff --git a/python/pylibcugraph/pylibcugraph/tests/test_uniform_neighbor_sample.py b/python/pylibcugraph/pylibcugraph/tests/test_uniform_neighbor_sample.py
index ac04635edcf..ffa90731483 100644
--- a/python/pylibcugraph/pylibcugraph/tests/test_uniform_neighbor_sample.py
+++ b/python/pylibcugraph/pylibcugraph/tests/test_uniform_neighbor_sample.py
@@ -95,11 +95,11 @@ def test_neighborhood_sampling_cupy(
     num_edges = max(len(device_srcs), len(device_dsts))
 
     sg = SGGraph(
-        resource_handle,
-        graph_props,
-        device_srcs,
-        device_dsts,
-        device_weights,
+        resource_handle=resource_handle,
+        graph_properties=graph_props,
+        src_or_offset_array=device_srcs,
+        dst_or_index_array=device_dsts,
+        weight_array=device_weights,
         store_transposed=store_transposed,
         renumber=renumber,
         do_expensive_check=False,
@@ -153,11 +153,11 @@ def test_neighborhood_sampling_cudf(
     num_edges = max(len(device_srcs), len(device_dsts))
 
     sg = SGGraph(
-        resource_handle,
-        graph_props,
-        device_srcs,
-        device_dsts,
-        device_weights,
+        resource_handle=resource_handle,
+        graph_properties=graph_props,
+        src_or_offset_array=device_srcs,
+        dst_or_index_array=device_dsts,
+        weight_array=device_weights,
         store_transposed=store_transposed,
         renumber=renumber,
         do_expensive_check=False,
@@ -203,11 +203,11 @@ def test_neighborhood_sampling_large_sg_graph(gpubenchmark):
     fanout_vals = np.asarray([1, 2], dtype=np.int32)
 
     sg = SGGraph(
-        resource_handle,
-        graph_props,
-        device_srcs,
-        device_dsts,
-        device_weights,
+        resource_handle=resource_handle,
+        graph_properties=graph_props,
+        src_or_offset_array=device_srcs,
+        dst_or_index_array=device_dsts,
+        weight_array=device_weights,
         store_transposed=True,
         renumber=False,
         do_expensive_check=False,