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Parent(s):
be82676
Update app.py
Browse files
app.py
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from fastapi import FastAPI, File, UploadFile, HTTPException
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from fastapi.responses import
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from transformers import pipeline
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from PIL import Image
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import io
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# Handle exceptions, for example: file not found, image format issues, etc.
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raise HTTPException(status_code=500, detail=f"Error processing image: {str(e)}")
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@app.get("/")
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async def home():
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# Sample usage:
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# 1. Start the FastAPI server
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# 2.
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from fastapi import FastAPI, File, UploadFile, HTTPException
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from fastapi.responses import HTMLResponse
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from transformers import pipeline
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from PIL import Image
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import io
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# Handle exceptions, for example: file not found, image format issues, etc.
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raise HTTPException(status_code=500, detail=f"Error processing image: {str(e)}")
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@app.get("/", response_class=HTMLResponse)
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async def home():
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html_content = """
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<!DOCTYPE html>
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<html>
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<head>
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<title>Image Classification</title>
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</head>
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<body>
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<h1>Upload an Image for Classification</h1>
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<form id="upload-form" enctype="multipart/form-data">
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<input type="file" id="file" name="file" accept="image/*" required />
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<button type="submit">Upload</button>
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</form>
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<div id="result"></div>
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<script>
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const form = document.getElementById('upload-form');
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form.addEventListener('submit', async (e) => {
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e.preventDefault();
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const fileInput = document.getElementById('file');
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const formData = new FormData();
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formData.append('file', fileInput.files[0]);
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const response = await fetch('/classify/', {
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method: 'POST',
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body: formData
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});
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const result = await response.json();
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const resultDiv = document.getElementById('result');
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if (response.ok) {
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resultDiv.innerHTML = `<h2>Classification Result:</h2><p>${JSON.stringify(result.classification_result)}</p>`;
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} else {
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resultDiv.innerHTML = `<h2>Error:</h2><p>${result.detail}</p>`;
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}
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});
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</script>
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</body>
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</html>
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"""
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return HTMLResponse(content=html_content)
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# Sample usage:
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# 1. Start the FastAPI server
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# 2. Open the browser and navigate to the root URL to upload an image and see the classification result
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