diff --git a/src/twinkle_client/common/serialize.py b/src/twinkle_client/common/serialize.py
new file mode 100644
index 00000000..513e7fd5
--- /dev/null
+++ b/src/twinkle_client/common/serialize.py
@@ -0,0 +1,43 @@
+# Copyright (c) ModelScope Contributors. All rights reserved.
+import json
+from numbers import Number
+from peft import LoraConfig
+from typing import Mapping
+
+from twinkle.dataset import DatasetMeta
+
+primitive_types = (str, Number, bool, bytes, type(None))
+container_types = (Mapping, list, tuple, set, frozenset)
+basic_types = (*primitive_types, *container_types)
+
+
+def _serialize_data_slice(data_slice):
+    if data_slice is None:
+        return None
+    if isinstance(data_slice, range):
+        return {'_slice_type_': 'range', 'start': data_slice.start, 'stop': data_slice.stop, 'step': data_slice.step}
+    if isinstance(data_slice, (list, tuple)):
+        return {'_slice_type_': 'list', 'values': list(data_slice)}
+    raise ValueError(f'Http mode does not support data_slice of type {type(data_slice).__name__}. '
+                     'Supported types: range, list, tuple.')
+
+def serialize_object(obj) -> str:
+    if isinstance(obj, DatasetMeta):
+        data = obj.__dict__.copy()
+        data['data_slice'] = _serialize_data_slice(data.get('data_slice'))
+        data['_TWINKLE_TYPE_'] = 'DatasetMeta'
+        return json.dumps(data, ensure_ascii=False)
+    elif isinstance(obj, LoraConfig):
+        filtered_dict = {
+            _subkey: _subvalue
+            for _subkey, _subvalue in obj.__dict__.items()
+            if isinstance(_subvalue, basic_types) and not _subkey.startswith('_')
+        }
+        filtered_dict['_TWINKLE_TYPE_'] = 'LoraConfig'
+        return json.dumps(filtered_dict, ensure_ascii=False)
+    elif isinstance(obj, Mapping):
+        return json.dumps(obj, ensure_ascii=False)
+    elif isinstance(obj, basic_types):
+        return obj
+    else:
+        raise ValueError(f'Unsupported object: {obj}')
\ No newline at end of file
diff --git a/src/twinkle_client/http/http_utils.py b/src/twinkle_client/http/http_utils.py
index 70001f7e..1373a66d 100644
--- a/src/twinkle_client/http/http_utils.py
+++ b/src/twinkle_client/http/http_utils.py
@@ -45,7 +45,7 @@ def _serialize_params(params: Dict[str, Any]) -> Dict[str, Any]:
         if hasattr(value, 'processor_id'):
             serialized[key] = value.processor_id
         elif hasattr(value, '__dict__'):
-            from twinkle.server.common.serialize import serialize_object
+            from twinkle_client.common.serialize import serialize_object
             serialized[key] = serialize_object(value)
         else:
             serialized[key] = value