SYCL: Avoid using SYCL-Graph for unsupported nodes

ggml/src/ggml-sycl/ggml-sycl.cpp

@@ -3809,11 +3809,43 @@ static void ggml_backend_sycl_graph_compute_impl(ggml_backend_sycl_context * syc
     }
 }
 
+#ifdef GGML_SYCL_GRAPH
+static bool check_graph_compatibility(ggml_cgraph * cgraph) {
+    if (ggml_sycl_info().device_count > 1) {
+        // A sycl_ex::command_graph object can only be created for a single device
+        GGML_LOG_INFO("%s: disabling SYCL graphs due to multiple devices\n", __func__);
+        return false;
+    }
+
+    for (int i = 0; i < cgraph->n_nodes; i++) {
+        const ggml_op node_op = cgraph->nodes[i]->op;
+        switch (node_op) {
+            default:
+                break;
+            case GGML_OP_CONCAT:
+                // ggml_sycl_op_concat() does a blocking host wait after memcpy operations,
+                // but wait() can't be called on the events returned by a queue recording
+                // to a graph.
+                [[fallthrough]];
+            case GGML_OP_MUL_MAT_ID:
+                // ggml_sycl_mul_mat_id() does a blocking host wait on the sycl queue after
+                // submitting a memcpy operation, but wait() can't be called on a queue that
+                // is recording to a graph.
+                GGML_LOG_INFO("%s: disabling SYCL graphs due to unsupported node type %s\n", __func__,
+                              ggml_op_name(node_op));
+                return false;
+        }
+    }
+    return true;
+}
+#endif
+
 static ggml_status ggml_backend_sycl_graph_compute(ggml_backend_t backend, ggml_cgraph * cgraph) {
     auto * sycl_ctx = static_cast<ggml_backend_sycl_context *>(backend->context);
 
 #ifdef GGML_SYCL_GRAPH
-    if (!g_ggml_sycl_disable_graph) {
+    bool use_sycl_graph = !g_ggml_sycl_disable_graph && check_graph_compatibility(cgraph);
+    if (use_sycl_graph) {
         const bool graph_support = dpct::get_device(sycl_ctx->device).has(sycl::aspect::ext_oneapi_limited_graph);
         if (!graph_support) {
             GGML_SYCL_DEBUG("[SYCL-GRAPH] can not use graphs on device:%d\n", sycl_ctx->device);