jervinjosh68 commited on
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2fe1bcc
1 Parent(s): 0173331

added app.py and requirements.txt

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Files changed (6) hide show
  1. app.py +51 -0
  2. baby.jpg +0 -0
  3. gob remm.png +0 -0
  4. gradio_queue.db +0 -0
  5. requirements.txt +5 -0
  6. surprisa.jpg +0 -0
app.py ADDED
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+ from PIL import Image
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+ import gradio as gr
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+ from transformers import ViTFeatureExtractor, ViTForImageClassification
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+ import torch
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+
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+ # Init model, transforms
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+ model = ViTForImageClassification.from_pretrained('nateraw/vit-age-classifier')
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+ transforms = ViTFeatureExtractor.from_pretrained('nateraw/vit-age-classifier')
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+
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+ def predict(im):
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+ labels = {0:"0-2", 1: "3-9" , 2: "10-19", 3: "20-29", 4: "30-39", 5: "40-49", 6: "50-59"}
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+ # Transform our image and pass it through the model
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+ inputs = transforms(im, return_tensors='pt')
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+ output = model(**inputs)
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+
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+ # Predicted Class probabilities
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+ proba = output.logits.softmax(1)
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+
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+ # Predicted Classes
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+ preds = proba.argmax(1)
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+ values, indices = torch.topk(proba, k=5)
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+ result = zip(indices, values)
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+
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+
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+ return {labels[i.item()]: v.item() for i, v in zip(indices.numpy()[0], values.detach().numpy()[0])}
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+
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+
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+ print(predict(Image.open("baby.jpg")))
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+
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+
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+ inputs = [
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+ gr.inputs.Image(type="pil", label="Original Image")
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+ ]
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+
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+
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+
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+ title = "Vit-Age-Classification"
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+ description = "ViT-Age-Classification is used to categorize an individual's age using images"
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+ article = " <a href='https://huggingface.co/nateraw/vit-age-classifier'>Model Repo on Hugging Face Model Hub</a>"
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+ examples = ["surprisa.png"]
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+
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+ gr.Interface(
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+ predict,
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+ inputs,
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+ outputs = 'label',
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+ title=title,
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+ description=description,
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+ article=article,
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+ examples=examples,
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+ theme="huggingface",
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+ ).launch(debug=True, enable_queue=True)
baby.jpg ADDED
gob remm.png ADDED
gradio_queue.db ADDED
Binary file (229 kB). View file
requirements.txt ADDED
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+ transformers
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+ gradio
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+ requests
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+ Pillow
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+ torch
surprisa.jpg ADDED