logo
Browse Source

update the readme.

Signed-off-by: wxywb <xy.wang@zilliz.com>
main
wxywb 2 years ago
parent
commit
7b4cbb11cc
  1. 45
      README.md

45
README.md

@ -17,42 +17,31 @@ This operator extracts features for image or text with [SLIP](https://arxiv.org/
## Code Example ## Code Example
Load an image from path './teddy.jpg' to generate an image embedding.
Load an image from path './moon.jpg' to generate an image embedding.
Read the text 'A teddybear on a skateboard in Times Square.' to generate an text embedding.
Read the text 'moon in the night.' to generate a text embedding.
*Write the pipeline in simplified style*:
*Write a pipeline with explicit inputs/outputs name specifications:*
```python ```python
import towhee
from towhee.dc2 import pipe, ops, DataCollection
towhee.glob('./moon.jpeg') \
.image_decode() \
.image_text_embedding.slip(model_name='slip_vit_small', modality='image') \
.show()
img_pipe = (
pipe.input('url')
.map('url', 'img', ops.image_decode.cv2_rgb())
.map('img', 'vec', ops.image_text_embedding.slip(model_name='slip_vit_small', modality='image'))
.output('img', 'vec')
)
towhee.dc(['moon in the night.']) \
.image_text_embedding.slip(model_name='slip_vit_small', modality='text') \
.show()
```
<img src="./vec1.png" alt="result1" style="height:20px;"/>
<img src="./vec2.png" alt="result2" style="height:20px;"/>
text_pipe = (
pipe.input('text')
.map('text', 'vec', ops.image_text_embedding.slip(model_name='slip_vit_small', modality='text'))
.output('text', 'vec')
)
*Write a same pipeline with explicit inputs/outputs name specifications:*
DataCollection(img_pipe('./moon.jpg')).show()
DataCollection(text_pipe('moon in the night.')).show()
```python
import towhee
towhee.glob['path']('./moon.jpeg') \
.image_decode['path', 'img']() \
.image_text_embedding.slip['img', 'vec'](model_name='slip_vit_small', modality='image') \
.select['img', 'vec']() \
.show()
towhee.dc['text'](['moon in the night.']) \
.image_text_embedding.slip['text','vec'](model_name= 'slip_vit_small', modality='text') \
.select['text', 'vec']() \
.show()
``` ```
<img src="./tabular1.png" alt="result1" style="height:60px;"/> <img src="./tabular1.png" alt="result1" style="height:60px;"/>
<img src="./tabular2.png" alt="result2" style="height:60px;"/> <img src="./tabular2.png" alt="result2" style="height:60px;"/>

Loading…
Cancel
Save