[BugFix]Use Python API for relabel_nodes (#5937)

Co-authored-by: Ubuntu <ubuntu@ip-172-31-6-31.ap-northeast-1.compute.internal>

python/dgl/subgraph.py

@@ -163,6 +163,8 @@ def node_subgraph(
     ]
     sgi = graph._graph.node_subgraph(induced_nodes, relabel_nodes)
     induced_edges = sgi.induced_edges
+    if not relabel_nodes:
+        sgi = graph._graph.edge_subgraph(induced_edges, True)
     # (BarclayII) should not write induced_nodes = sgi.induced_nodes due to the same
     # bug in #1453.
     induced_nodes_or_device = induced_nodes if relabel_nodes else device

src/graph/heterograph_capi.cc

@@ -404,7 +404,6 @@ DGL_REGISTER_GLOBAL("heterograph_index._CAPI_DGLHeteroVertexSubgraph")
       HeteroGraphRef hg = args[0];
       List<Value> vids = args[1];
       bool relabel_nodes = args[2];
-      CHECK(relabel_nodes) << "Node subgraph only supports relabel_nodes=True.";
       std::vector<IdArray> vid_vec;
       vid_vec.reserve(vids.size());
       for (Value val : vids) {

tests/python/common/test_subgraph.py

@@ -54,20 +54,32 @@ def test_edge_subgraph():
     sg.edata["h"] = F.arange(0, sg.num_edges())
 
 
-def test_subgraph():
+@pytest.mark.parametrize("relabel_nodes", [True, False])
+def test_subgraph_relabel_nodes(relabel_nodes):
     g = generate_graph()
     h = g.ndata["h"]
     l = g.edata["l"]
     nid = [0, 2, 3, 6, 7, 9]
-    sg = g.subgraph(nid)
+    sg = g.subgraph(nid, relabel_nodes=relabel_nodes)
     eid = {2, 3, 4, 5, 10, 11, 12, 13, 16}
     assert set(F.asnumpy(sg.edata[dgl.EID])) == eid
     eid = sg.edata[dgl.EID]
-    # the subgraph is empty initially except for NID/EID field
+    # the subgraph is empty initially except for EID field
+    # the subgraph is empty initially except for NID field if relabel_nodes
+    if relabel_nodes:
         assert len(sg.ndata) == 2
     assert len(sg.edata) == 2
     sh = sg.ndata["h"]
+    # The node number is not reduced if relabel_node=False.
+    # The subgraph keeps the same node information as the original graph.
+    if relabel_nodes:
         assert F.allclose(F.gather_row(h, F.tensor(nid)), sh)
+    else:
+        assert F.allclose(
+            F.gather_row(h, F.tensor([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])), sh
+        )
+    # The s,d,eid means the source node, destination node and edge id of the subgraph.
+    # The edges labeled 1 are those selected by the subgraph.
     """
     s, d, eid
     0, 1, 0
@@ -91,7 +103,10 @@ def test_subgraph():
     assert F.allclose(F.gather_row(l, eid), sg.edata["l"])
     # update the node/edge features on the subgraph should NOT
     # reflect to the parent graph.
+    if relabel_nodes:
         sg.ndata["h"] = F.zeros((6, D))
+    else:
+        sg.ndata["h"] = F.zeros((10, D))
     assert F.allclose(h, g.ndata["h"])