diff --git a/mindspore/common/seed.py b/mindspore/common/seed.py
index cb32d2ce9a5..88c15fc3031 100644
--- a/mindspore/common/seed.py
+++ b/mindspore/common/seed.py
@@ -14,6 +14,7 @@
 # ============================================================================
 """Provide random seed api."""
 import numpy as np
+import mindspore.dataset as de
 
 # set global RNG seed
 _GLOBAL_SEED = None
@@ -43,6 +44,7 @@ def set_seed(seed):
     if seed < 0:
         raise ValueError("The seed must be greater or equal to 0.")
     np.random.seed(seed)
+    de.config.set_seed(seed)
     global _GLOBAL_SEED
     _GLOBAL_SEED = seed
 
diff --git a/mindspore/dataset/engine/validators.py b/mindspore/dataset/engine/validators.py
index 18fd5f64eb1..b7c10608690 100644
--- a/mindspore/dataset/engine/validators.py
+++ b/mindspore/dataset/engine/validators.py
@@ -23,7 +23,6 @@ from functools import wraps
 
 import numpy as np
 from mindspore._c_expression import typing
-from mindspore.dataset.callback import DSCallback
 from ..core.validator_helpers import parse_user_args, type_check, type_check_list, check_value, \
     INT32_MAX, check_valid_detype, check_dir, check_file, check_sampler_shuffle_shard_options, \
     validate_dataset_param_value, check_padding_options, check_gnn_list_or_ndarray, check_num_parallel_workers, \
@@ -31,8 +30,6 @@ from ..core.validator_helpers import parse_user_args, type_check, type_check_lis
 
 from . import datasets
 from . import samplers
-# from . import cache_client
-from .. import callback
 
 
 def check_imagefolderdataset(method):
@@ -566,6 +563,7 @@ def check_map(method):
 
     @wraps(method)
     def new_method(self, *args, **kwargs):
+        from mindspore.dataset.callback import DSCallback
         [_, input_columns, output_columns, column_order, num_parallel_workers, python_multiprocessing, cache,
          callbacks], _ = \
             parse_user_args(method, *args, **kwargs)
@@ -581,9 +579,9 @@ def check_map(method):
 
         if callbacks is not None:
             if isinstance(callbacks, (list, tuple)):
-                type_check_list(callbacks, (callback.DSCallback,), "callbacks")
+                type_check_list(callbacks, (DSCallback,), "callbacks")
             else:
-                type_check(callbacks, (callback.DSCallback,), "callbacks")
+                type_check(callbacks, (DSCallback,), "callbacks")
 
         for param_name, param in zip(nreq_param_columns, [input_columns, output_columns, column_order]):
             if param is not None:
diff --git a/model_zoo/official/cv/googlenet/src/dataset.py b/model_zoo/official/cv/googlenet/src/dataset.py
index e8872303a97..494ba44f748 100644
--- a/model_zoo/official/cv/googlenet/src/dataset.py
+++ b/model_zoo/official/cv/googlenet/src/dataset.py
@@ -26,7 +26,6 @@ from src.config import cifar_cfg, imagenet_cfg
 
 def create_dataset_cifar10(data_home, repeat_num=1, training=True):
     """Data operations."""
-    ds.config.set_seed(1)
     data_dir = os.path.join(data_home, "cifar-10-batches-bin")
     if not training:
         data_dir = os.path.join(data_home, "cifar-10-verify-bin")
diff --git a/model_zoo/official/cv/vgg16/src/dataset.py b/model_zoo/official/cv/vgg16/src/dataset.py
index e87947e4bd0..1361eb08f2f 100644
--- a/model_zoo/official/cv/vgg16/src/dataset.py
+++ b/model_zoo/official/cv/vgg16/src/dataset.py
@@ -28,7 +28,6 @@ ImageFile.LOAD_TRUNCATED_IMAGES = True
 
 def vgg_create_dataset(data_home, image_size, batch_size, rank_id=0, rank_size=1, repeat_num=1, training=True):
     """Data operations."""
-    de.config.set_seed(1)
     data_dir = os.path.join(data_home, "cifar-10-batches-bin")
     if not training:
         data_dir = os.path.join(data_home, "cifar-10-verify-bin")