diff --git a/runtime/binding/python/py/decoder.py b/runtime/binding/python/py/decoder.py
index 47055d042..6ed782cf5 100644
--- a/runtime/binding/python/py/decoder.py
+++ b/runtime/binding/python/py/decoder.py
@@ -12,18 +12,21 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from typing import List
+from typing import List, Optional
 
 import _wenet
 
+from .hub import Hub
+
 
 class Decoder:
+
     def __init__(self,
-                 model_dir: str,
+                 model_dir: Optional[str] = None,
                  lang: str = 'chs',
                  nbest: int = 1,
                  enable_timestamp: bool = False,
-                 context: List[str] = None,
+                 context: Optional[List[str]] = None,
                  context_score: float = 3.0):
         """ Init WeNet decoder
         Args:
@@ -34,7 +37,11 @@ def __init__(self,
             context: context words
             context_score: bonus score when the context is matched
         """
+        if model_dir is None:
+            model_dir = Hub.get_model_by_lang(lang)
+
         self.d = _wenet.wenet_init(model_dir)
+
         self.set_language(lang)
         self.set_nbest(nbest)
         self.enable_timestamp(enable_timestamp)
diff --git a/runtime/binding/python/py/hub.py b/runtime/binding/python/py/hub.py
new file mode 100644
index 000000000..03e5b9f68
--- /dev/null
+++ b/runtime/binding/python/py/hub.py
@@ -0,0 +1,100 @@
+# Copyright (c) 2022  Mddct(hamddct@gmail.com)
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import os
+import tarfile
+from pathlib import Path
+from urllib.request import urlretrieve
+
+import tqdm
+
+
+def download(url: str, dest: str, only_child=True):
+    """ download from url to dest
+    """
+    assert os.path.exists(dest)
+
+    def progress_hook(t):
+        last_b = [0]
+
+        def update_to(b=1, bsize=1, tsize=None):
+            if tsize not in (None, -1):
+                t.total = tsize
+            displayed = t.update((b - last_b[0]) * bsize)
+            last_b[0] = b
+            return displayed
+        return update_to
+
+    # *.tar.gz
+    name = url.split("/")[-1]
+    tar_path = os.path.join(dest, name)
+    with tqdm.tqdm(unit='B',
+                   unit_scale=True,
+                   unit_divisor=1024,
+                   miniters=1,
+                   desc=(name)) as t:
+        urlretrieve(url,
+                    filename=tar_path,
+                    reporthook=progress_hook(t),
+                    data=None)
+        t.total = t.n
+
+        with tarfile.open(tar_path) as f:
+            if not only_child:
+                f.extractall(dest)
+            else:
+                for tarinfo in f:
+                    if "/" not in tarinfo.name:
+                        continue
+                    name = os.path.basename(tarinfo.name)
+                    f.extract(tarinfo, os.path.join(dest, name))
+
+
+class Hub(object):
+    """Hub for wenet pretrain runtime model
+    """
+    # TODO(Mddct): make assets class to support other language
+    Assets = {
+        # wenetspeech
+        "chs":
+        "https://wenet-1256283475.cos.ap-shanghai.myqcloud.com/models/wenetspeech/20220506_u2pp_conformer_libtorch.tar.gz",
+        # gigaspeech
+        "en":
+        "https://wenet-1256283475.cos.ap-shanghai.myqcloud.com/models/gigaspeech/20210728_u2pp_conformer_libtorch.tar.gz"
+    }
+
+    def __init__(self) -> None:
+        pass
+
+    @staticmethod
+    def get_model_by_lang(lang: str) -> str:
+        assert lang in Hub.Assets.keys()
+        # NOTE(Mddct): model_dir structure
+        # Path.Home()/.went
+        # - chs
+        #    - units.txt
+        #    - final.zip
+        # - en
+        #    - units.txt
+        #    - final.zip
+        model_url = Hub.Assets[lang]
+        model_dir = os.path.join(Path.home(), ".wenet", lang)
+        if not os.path.exists(model_dir):
+            os.makedirs(model_dir)
+        # TODO(Mddct): model metadata
+        if set(["final.zip",
+                "units.txt"]).issubset(set(os.listdir(model_dir))):
+            return model_dir
+        download(model_url, model_dir, only_child=True)
+        return model_dir
diff --git a/runtime/binding/python/setup.py b/runtime/binding/python/setup.py
index 92b02521a..744e76f95 100644
--- a/runtime/binding/python/setup.py
+++ b/runtime/binding/python/setup.py
@@ -48,11 +48,13 @@ def build_extension(self, ext: setuptools.extension.Extension):
         libs = []
         torch_lib = 'fc_base/libtorch-src/lib'
         for ext in ['so', 'pyd']:
-            libs.extend(glob.glob(
-                f"{self.build_temp}/**/_wenet*.{ext}", recursive=True))
+            libs.extend(
+                glob.glob(f"{self.build_temp}/**/_wenet*.{ext}",
+                          recursive=True))
         for ext in ['so', 'dylib', 'dll']:
-            libs.extend(glob.glob(
-                f"{self.build_temp}/**/*wenet_api.{ext}", recursive=True))
+            libs.extend(
+                glob.glob(f"{self.build_temp}/**/*wenet_api.{ext}",
+                          recursive=True))
             libs.extend(glob.glob(f'{src_dir}/{torch_lib}/*c10.{ext}'))
             libs.extend(glob.glob(f'{src_dir}/{torch_lib}/*torch_cpu.{ext}'))
 
@@ -95,6 +97,8 @@ def read_long_description():
     ext_modules=[cmake_extension("_wenet")],
     cmdclass={"build_ext": BuildExtension},
     zip_safe=False,
+    setup_requires=["tqdm"],
+    install_requires=["tqdm"],
     classifiers=[
         "Programming Language :: C++",
         "Programming Language :: Python",