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Build error
Commit ·
361df8a
1
Parent(s): e376a86
add app and req
Browse files- app.py +43 -0
- requirements.txt +4 -0
app.py
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from transformers import ViTImageProcessor, ViTForImageClassification
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from PIL import Image
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import streamlit as st
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from groq import Groq
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client = Groq(
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api_key="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",
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)
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# Streamlit app title
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st.title("Product Detection App")
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# File uploader for image input
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uploaded_file = st.file_uploader("Choose an image...", type=["jpg", "jpeg", "png"])
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if uploaded_file is not None:
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image = Image.open(uploaded_file)
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# Process the image and make predictions
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inputs = processor(images=image, return_tensors="pt")
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outputs = model(**inputs)
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logits = outputs.logits
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predicted_class_idx = logits.argmax(-1).item()
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predicted_class = model.config.id2label[predicted_class_idx]
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# Display the predicted class
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st.write(f"Predicted Class: {predicted_class}")
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# Generate keywords using Groq
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chat_completion = client.chat.completions.create(
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messages=[
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{
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"role": "user",
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"content": f"Generate a comma separated list of high-converting keywords for selling a {predicted_class}.",
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}
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],
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model="llama3-8b-8192",
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)
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# Display the generated keywords
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st.write("Generated Keywords:")
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st.write(chat_completion.choices[0].message.content)
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requirements.txt
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transformers
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Pillow
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streamlit
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groq
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