araclip / README.md
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metadata
library_name: araclip
tags:
  - clip
  - model_hub_mixin
  - pytorch_model_hub_mixin

This model has been pushed to the Hub using the PytorchModelHubMixin integration:

How to use

pip install git+https://github.com/Arabic-Clip/Araclip.git
# load model
import numpy as np
from PIL import Image
from araclip import AraClip
model = AraClip.from_pretrained("Arabic-Clip/araclip")

# data
labels = ["قطة جالسة", "قطة تقفز" ,"كلب", "حصان"]
image = Image.open("cat.png")

# embed data 
image_features = model.embed(image=image)
text_features = np.stack([model.embed(text=label) for label in labels])

# search for most similar data
similarities = text_features @ image_features
best_match = labels[np.argmax(similarities)]

print(f"The image is most similar to: {best_match}")
# قطة جالسة

image/png