diff --git a/README.md b/README.md
index c0b2129..80caaf0 100644
--- a/README.md
+++ b/README.md
@@ -16,7 +16,7 @@ Search embedding in [Faiss](https://github.com/facebookresearch/faiss), **please
## Code Example
-- Insert data into Faiss first
+### Insert data into Faiss first
```python
import numpy as np
@@ -30,7 +30,7 @@ x = towhee.dc['id'](ids) \
.to_faiss['id', 'vec'](findex='index.bin')
```
-- Example
+### Example
*Write the pipeline in simplified style:*
@@ -61,11 +61,11 @@ Create the operator via the following factory method:
***ann-search.faiss(findex)***
+
-**Parameters:**
-
+**Parameters:**
***findex:*** *str* or *faiss.INDEX*
@@ -84,6 +84,8 @@ The path to faiss index file or faiss index.
Query embeddings in Faiss
+
+
**Returns:** *Entity*