diff --git a/model_zoo/official/recommend/wide_and_deep/src/wide_and_deep.py b/model_zoo/official/recommend/wide_and_deep/src/wide_and_deep.py
index 978b1be288..0b0d5f057b 100644
--- a/model_zoo/official/recommend/wide_and_deep/src/wide_and_deep.py
+++ b/model_zoo/official/recommend/wide_and_deep/src/wide_and_deep.py
@@ -438,8 +438,9 @@ class PredictWithSigmoid(nn.Cell):
         self.network = network
         self.sigmoid = P.Sigmoid()
         parallel_mode = context.get_auto_parallel_context("parallel_mode")
+        full_batch = context.get_auto_parallel_context("full_batch")
         is_auto_parallel = parallel_mode in (ParallelMode.SEMI_AUTO_PARALLEL, ParallelMode.AUTO_PARALLEL)
-        if is_auto_parallel:
+        if is_auto_parallel and full_batch:
             self.sigmoid.shard(((1, 1),))
 
     def construct(self, batch_ids, batch_wts, labels):