diff --git a/model_zoo/official/nlp/bert/run_pretrain.py b/model_zoo/official/nlp/bert/run_pretrain.py
index 16551615d8..9777424678 100644
--- a/model_zoo/official/nlp/bert/run_pretrain.py
+++ b/model_zoo/official/nlp/bert/run_pretrain.py
@@ -40,15 +40,20 @@ from src.utils import LossCallBack, BertLearningRate
 _current_dir = os.path.dirname(os.path.realpath(__file__))
 
 
-def _set_bert_all_reduce_split(device_target='Ascend', enable_graph_kernel=False):
+def _set_bert_all_reduce_split():
     """set bert all_reduce fusion split, support num_hidden_layers is 12 and 24."""
+    device_target = context.get_context('device_target')
+    enable_graph_kernel = context.get_context('enable_graph_kernel')
+    device_num = context.get_auto_parallel_context('device_num')
     if bert_net_cfg.num_hidden_layers == 12:
         if bert_net_cfg.use_relative_positions:
             context.set_auto_parallel_context(all_reduce_fusion_config=[29, 58, 87, 116, 145, 174, 203, 217])
         else:
             context.set_auto_parallel_context(all_reduce_fusion_config=[28, 55, 82, 109, 136, 163, 190, 205])
-            if device_target == 'GPU' and enable_graph_kernel:
+            if device_target == 'GPU' and enable_graph_kernel and device_num == 8:
                 context.set_auto_parallel_context(all_reduce_fusion_config=[180, 205])
+            elif device_target == 'GPU' and enable_graph_kernel and device_num == 16:
+                context.set_auto_parallel_context(all_reduce_fusion_config=[120, 205])
     elif bert_net_cfg.num_hidden_layers == 24:
         if bert_net_cfg.use_relative_positions:
             context.set_auto_parallel_context(all_reduce_fusion_config=[30, 90, 150, 210, 270, 330, 390, 421])
@@ -156,7 +161,7 @@ def run_pretrain():
         context.reset_auto_parallel_context()
         context.set_auto_parallel_context(parallel_mode=ParallelMode.DATA_PARALLEL, gradients_mean=True,
                                           device_num=device_num)
-        _set_bert_all_reduce_split(args_opt.device_target, context.get_context('enable_graph_kernel'))
+        _set_bert_all_reduce_split()
     else:
         rank = 0
         device_num = 1