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update the readme.

Signed-off-by: wxywb <xy.wang@zilliz.com>
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wxywb 2 years ago
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  1. 48
      README.md

48
README.md

@ -21,38 +21,26 @@ Load an image from path './teddy.jpg' to generate an image embedding.
Read the text 'A teddybear on a skateboard in Times Square.' to generate an text embedding.
*Write the pipeline in simplified style*:
*Write a pipeline with explicit inputs/outputs name specifications:*
```python
import towhee
towhee.glob('./dog.jpg') \
.image_decode() \
.image_text_embedding.taiyi(model_name='taiyi-clip-roberta-102m-chinese', modality='image') \
.show()
towhee.dc(["一只小狗"]) \
.image_text_embedding.taiyi(model_name='taiyi-clip-roberta-102m-chinese', modality='text') \
.show()
```
<img src="./vec1.png" alt="result1" style="height:20px;"/>
<img src="./vec2.png" alt="result2" style="height:20px;"/>
*Write a same pipeline with explicit inputs/outputs name specifications:*
```python
import towhee
towhee.glob['path']('./dog.jpg') \
.image_decode['path', 'img']() \
.image_text_embedding.taiyi['img', 'vec'](model_name='taiyi-clip-roberta-102m-chinese', modality='image') \
.select['img', 'vec']() \
.show()
towhee.dc['text'](["一只小狗"]) \
.image_text_embedding.taiyi['text','vec'](model_name='taiyi-clip-roberta-102m-chinese', modality='text') \
.select['text', 'vec']() \
.show()
from towhee.dc2 import pipe, ops, DataCollection
img_pipe = (
pipe.input('url')
.map('url', 'img', ops.image_decode.cv2_rgb())
.map('img', 'vec', ops.image_text_embedding.taiyi(model_name='taiyi-clip-roberta-102m-chinese', modality='image'))
.output('img', 'vec')
)
text_pipe = (
pipe.input('text')
.map('text', 'vec', ops.image_text_embedding.taiyi(model_name='taiyi-clip-roberta-102m-chinese', modality='text'))
.output('text', 'vec')
)
DataCollection(img_pipe('./dog.jpg')).show()
DataCollection(text_pipe('一只小狗')).show()
```
<img src="./tabular1.png" alt="result1" style="height:60px;"/>
<img src="./tabular2.png" alt="result2" style="height:60px;"/>

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