diff --git a/imperative/python/megengine/distributed/launcher.py b/imperative/python/megengine/distributed/launcher.py
index 68997246959c554ef4fb8c8bef72b7d601b1c4d7..1eff52fdb9485828fab1989d26381675f014c1e5 100644
--- a/imperative/python/megengine/distributed/launcher.py
+++ b/imperative/python/megengine/distributed/launcher.py
@@ -114,6 +114,7 @@ class launcher:
                 procs[dev].terminate()
             devs.clear()
 
+        result_count = 0
         while len(devs) > 0:
             left = []
             # check all processes in one second
@@ -129,11 +130,21 @@ class launcher:
                 ), "subprocess {} exit with code {}".format(dev + self.rank_start, code)
                 if code == None:
                     left.append(dev)
-                elif queue.empty():
-                    get_logger().warning(WARN_SUBPROCESS_EXIT_WITHOUT_RETURN)
-                else:
+
+                # DO NOT delete it, multiprocess.Queue has small buffer
+                # fetch data early to avoid dead lock
+                if not queue.empty():
+                    result_count += 1
                     dev, ret = queue.get_nowait()
                     results[dev] = ret
             devs = left
 
+        while not queue.empty():
+            result_count += 1
+            dev, ret = queue.get_nowait()
+            results[dev] = ret
+
+        if result_count < self.n_gpus:
+            get_logger().warning(WARN_SUBPROCESS_EXIT_WITHOUT_RETURN)
+
         return results
diff --git a/imperative/python/test/unit/distributed/test_distributed.py b/imperative/python/test/unit/distributed/test_distributed.py
index d62136536627bf4e9ad7f2c82f9a36e04c1295bd..3973dcddbdae24c7a78bb73bc61348e2f9e53548 100644
--- a/imperative/python/test/unit/distributed/test_distributed.py
+++ b/imperative/python/test/unit/distributed/test_distributed.py
@@ -199,13 +199,14 @@ def test_param_pack_concat():
 
 @pytest.mark.require_ngpu(2)
 @pytest.mark.parametrize("early_return", [False, True], ids=["common", "early_return"])
+@pytest.mark.parametrize("output_size", [10, 10000], ids=["small_size", "large_size"])
 @pytest.mark.isolated_distributed
-def test_collect_results(early_return):
+def test_collect_results(early_return, output_size):
     @dist.launcher
     def worker():
         if early_return:
             exit(0)
-        return (dist.get_rank(), dist.get_world_size())
+        return [dist.get_rank()] * output_size
 
     results = worker()
     world_size = len(results)
@@ -213,6 +214,6 @@ def test_collect_results(early_return):
     expects = (
         [None] * world_size
         if early_return
-        else [(dev, world_size) for dev in range(world_size)]
+        else [[dev] * output_size for dev in range(world_size)]
     )
     assert results == expects