diff --git a/fastNLP/core/__init__.py b/fastNLP/core/__init__.py
index 6cf73d3b..052bed5b 100644
--- a/fastNLP/core/__init__.py
+++ b/fastNLP/core/__init__.py
@@ -59,6 +59,7 @@ __all__ = [
     # drivers
     "TorchSingleDriver",
     "TorchDDPDriver",
+    "DeepSpeedDriver",
     "PaddleSingleDriver",
     "PaddleFleetDriver",
     "JittorSingleDriver",
diff --git a/fastNLP/core/drivers/__init__.py b/fastNLP/core/drivers/__init__.py
index f9be3180..127e723a 100644
--- a/fastNLP/core/drivers/__init__.py
+++ b/fastNLP/core/drivers/__init__.py
@@ -3,6 +3,7 @@ __all__ = [
     'TorchDriver',
     "TorchSingleDriver",
     "TorchDDPDriver",
+    "DeepSpeedDriver",
     "PaddleDriver",
     "PaddleSingleDriver",
     "PaddleFleetDriver",
@@ -14,7 +15,7 @@ __all__ = [
     'optimizer_state_to_device'
 ]
 
-from .torch_driver import TorchDriver, TorchSingleDriver, TorchDDPDriver, torch_seed_everything, optimizer_state_to_device
+from .torch_driver import TorchDriver, TorchSingleDriver, TorchDDPDriver, DeepSpeedDriver, torch_seed_everything, optimizer_state_to_device
 from .jittor_driver import JittorDriver, JittorMPIDriver, JittorSingleDriver
 from .paddle_driver import PaddleDriver, PaddleFleetDriver, PaddleSingleDriver, paddle_seed_everything
 from .driver import Driver
diff --git a/fastNLP/core/drivers/torch_driver/__init__.py b/fastNLP/core/drivers/torch_driver/__init__.py
index 8c24fa53..08026d9e 100644
--- a/fastNLP/core/drivers/torch_driver/__init__.py
+++ b/fastNLP/core/drivers/torch_driver/__init__.py
@@ -1,6 +1,7 @@
 __all__ = [
     'TorchDDPDriver',
     'TorchSingleDriver',
+    'DeepSpeedDriver',
     'TorchDriver',
     'torch_seed_everything',
     'optimizer_state_to_device'
@@ -10,6 +11,7 @@ from .ddp import TorchDDPDriver
 # todo 实现 fairscale 后再将 fairscale 导入到这里；
 from .single_device import TorchSingleDriver
 from .torch_driver import TorchDriver
+from .deepspeed import DeepSpeedDriver
 from .utils import torch_seed_everything, optimizer_state_to_device