diff --git a/README.md b/README.md
index d704002..7cb4061 100644
--- a/README.md
+++ b/README.md
@@ -16,37 +16,21 @@ Search embedding in [Faiss](https://github.com/facebookresearch/faiss), **please
 
 ## Code Example
 
-### Insert data into Faiss first
-
-```python
-import numpy as np
-import towhee
-
-vec = np.random.random((10, 100)).astype('float32')
-ids = list(i for i in range(10))
-
-x = towhee.dc['id'](ids) \
-    .runas_op['id', 'vec'](func=lambda x: vec[x]) \
-    .to_faiss['id', 'vec'](findex='index.bin')
-```
+> please insert data into faiss first.
 
 ### Example
 
-*Write the pipeline in simplified style:*
+*Write a same pipeline with explicit inputs/outputs name specifications:*
 
 ```python
-query = vec[0:2]
-towhee.dc(query) \
-    .ann_search.faiss(findex='index.bin')
-```
+from towhee.dc2 import pipe, ops
 
-*Write a same pipeline with explicit inputs/outputs name specifications:*
+p = pipe.input('vec')  \
+    .flat_map('vec', 'rows', ops.ann_search.faiss(findex='index.bin'))  \
+    .map('rows', ('id', 'score'), lambda x: (x[0], x[1], x[2]))  \
+    .output('id', 'score')
 
-```python
-query = vec[0:2]
-towhee.dc['vec'](query) \
-    .ann_search.faiss['vec', 'results'](findex='index.bin') \
-    .show()
+p('cat')
 ```
 
 <img src="./result.png" height="100px"/>
diff --git a/faiss.py b/faiss.py
index fc9569c..b222a25 100644
--- a/faiss.py
+++ b/faiss.py
@@ -2,8 +2,8 @@ import numpy as np
 from pathlib import Path
 import faiss
 from towhee import register
-from towhee.utils.faiss_utils import KVStorage
-from towhee.functional.entity import Entity
+from towhee.utils.thirdparty.faiss_utils import KVStorage
+# from towhee.functional.entity import Entity
 
 
 @register(output_schema=['result'])
@@ -56,5 +56,6 @@ class Faiss:
                 k = self.kv_storage.get(ids[i])
             else:
                 k = ids[i]
-            result.append(Entity(**{'key': k, 'score': scores[0][i]}))
+            result.extend([k, scores[0][i]])
+            # result.append(Entity(**{'key': k, 'score': scores[0][i]}))
         return result