Create imageclassifier.py

imageclassifier.py

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+# -*- coding: utf-8 -*-
+"""imageClassifier.ipynb
+
+Automatically generated by Colaboratory.
+
+Original file is located at
+    https://colab.research.google.com/drive/1S-yO7cqOfeKz8Iu1h-DwhTgkkGml0tKb
+"""
+
+pip install git+https://github.com/huggingface/transformers.git
+
+from transformers import ViTFeatureExtractor, ViTForImageClassification
+from PIL import Image
+import requests
+
+url = 'https://www.livechennai.com/businesslistings/News_photo/dosa11218.jpg'
+image = Image.open(requests.get(url, stream=True).raw)
+
+display(image)
+
+feature_extractor = ViTFeatureExtractor.from_pretrained("Amrrs/south-indian-foods")
+model = ViTForImageClassification.from_pretrained("Amrrs/south-indian-foods")
+
+inputs = feature_extractor(images=image, return_tensors="pt")
+
+outputs = model(**inputs)
+
+logits = outputs.logits
+
+predicted_class_idx = logits.argmax(-1).item()
+print("Predicted class:", model.config.id2label[predicted_class_idx])
+