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Upload 4 files
Browse files- Dockerfile +11 -0
- app.py +154 -0
- requirements.txt +4 -0
- templates/index.html +213 -0
Dockerfile
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FROM python:3.9-slim
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WORKDIR /app
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COPY . .
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RUN pip install --no-cache-dir -r requirements.txt
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EXPOSE 7860
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CMD ["python", "app.py"]
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app.py
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import os
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from flask import Flask, render_template, request, jsonify
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import google.generativeai as genai
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from PIL import Image
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from dotenv import load_dotenv
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import time
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# Load environment variables
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load_dotenv()
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# Configure Gemini API with key from environment variable
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api_key = os.getenv("GEMINI_API_KEY", "AIzaSyB0IOx76FydAk4wabMz1juzzHF5oBiHW64")
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if api_key == "AIzaSyB0IOx76FydAk4wabMz1juzzHF5oBiHW64":
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print("WARNING: Using hardcoded API key. Set GEMINI_API_KEY environment variable instead.")
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try:
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genai.configure(api_key=api_key)
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except Exception as e:
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print(f"Error configuring Gemini API: {str(e)}")
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# Initialize Flask app
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app = Flask(__name__)
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def extract_text_with_gemini(image_path):
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"""Extract text from image using Gemini Vision model"""
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max_retries = 3
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retry_delay = 2
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for attempt in range(max_retries):
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try:
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# Initialize Gemini Pro Vision model
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model = genai.GenerativeModel('gemini-2.0-flash')
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# Load the image
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with Image.open(image_path) as img:
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# Create prompt for text extraction
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prompt = "Extract all the text from this image. Return only the extracted text, nothing else."
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# Generate response with image
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response = model.generate_content([prompt, img])
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# Validate response
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if not response or not hasattr(response, 'text') or not response.text:
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raise ValueError("Received empty response from Gemini API")
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return response.text.strip()
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except Exception as e:
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print(f"Attempt {attempt + 1} failed: {str(e)}")
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if attempt < max_retries - 1:
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time.sleep(retry_delay)
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continue
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return "Could not extract text from the image. Please try with a clearer image."
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def translate_text(text):
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"""Translate text from English to Hindi using Gemini"""
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max_retries = 3
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retry_delay = 2
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# Check if there's text to translate
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if not text or text.strip() == "":
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return "No text to translate."
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for attempt in range(max_retries):
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try:
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# Initialize Gemini model
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model = genai.GenerativeModel('gemini-2.0-flash')
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# Create prompt for translation
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prompt = f"""
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Translate the following English text to Hindi.
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Keep proper names, titles, and organization names unchanged.
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Text to translate: {text}
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"""
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# Generate response
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response = model.generate_content(prompt)
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# Validate response
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if not response or not hasattr(response, 'text') or not response.text:
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raise ValueError("Received empty response from Gemini API")
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return response.text.strip()
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except Exception as e:
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print(f"Translation attempt {attempt + 1} failed: {str(e)}")
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if attempt < max_retries - 1:
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time.sleep(retry_delay)
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continue
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return "Translation failed. Please try again later."
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@app.route('/')
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def home():
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return render_template('index.html')
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@app.route('/upload', methods=['POST'])
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def upload_file():
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if 'file' not in request.files:
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return jsonify({'error': 'No file uploaded'}), 400
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file = request.files['file']
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if file.filename == '':
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return jsonify({'error': 'No file selected'}), 400
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# Check file extension
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allowed_extensions = {'png', 'jpg', 'jpeg', 'gif', 'bmp'}
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if '.' not in file.filename or file.filename.rsplit('.', 1)[1].lower() not in allowed_extensions:
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return jsonify({'error': 'Invalid file format. Please upload an image (PNG, JPG, JPEG, GIF, BMP).'}), 400
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temp_path = None
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try:
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# Create temp directory if it doesn't exist
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temp_dir = "temp"
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if not os.path.exists(temp_dir):
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os.makedirs(temp_dir)
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# Save the uploaded file temporarily with a unique name
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temp_path = os.path.join(temp_dir, f"temp_image_{int(time.time())}.png")
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file.save(temp_path)
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# Extract text using Gemini
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extracted_text = extract_text_with_gemini(temp_path)
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# Translate text
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translated_text = translate_text(extracted_text)
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return jsonify({
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'original_text': extracted_text,
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'translated_text': translated_text
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})
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except Exception as e:
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print(f"Error processing image: {str(e)}")
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return jsonify({
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'error': 'An error occurred while processing your image. Please try again.'
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}), 500
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finally:
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# Clean up temporary file if it exists
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try:
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if temp_path and os.path.exists(temp_path):
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os.remove(temp_path)
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except Exception as e:
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print(f"Failed to remove temporary file: {str(e)}")
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if __name__ == '__main__':
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# Ensure the template folder exists
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if not os.path.exists('templates'):
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os.makedirs('templates')
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print("Created 'templates' directory. Please place your HTML files here.")
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# For Hugging Face Spaces, we need to listen on 0.0.0.0 and port 7860
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app.run(host='0.0.0.0', port=int(os.environ.get('PORT', 7860)))
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requirements.txt
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flask==2.0.1
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google-generativeai>=0.1.0
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Pillow>=9.0.0
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python-dotenv>=0.19.0
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templates/index.html
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="UTF-8">
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<title>OCR Translation - English to Hindi</title>
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<link href="https://cdn.jsdelivr.net/npm/[email protected]/dist/tailwind.min.css" rel="stylesheet">
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<link href="https://fonts.googleapis.com/css2?family=Poppins:wght@300;400;500;600;700&display=swap" rel="stylesheet">
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<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.0.0/css/all.min.css">
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<style>
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body {
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font-family: 'Poppins', sans-serif;
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background: linear-gradient(135deg, #f5f7fa 0%, #c3cfe2 100%);
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}
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.loader {
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border: 3px solid #f3f3f3;
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border-radius: 50%;
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border-top: 3px solid #3498db;
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width: 40px;
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height: 40px;
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animation: spin 1s linear infinite;
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display: none;
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}
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@keyframes spin {
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0% { transform: rotate(0deg); }
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100% { transform: rotate(360deg); }
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}
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.drop-zone {
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border: 2px dashed #cbd5e0;
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transition: all 0.3s ease;
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}
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.drop-zone:hover {
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border-color: #3498db;
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background-color: #f8fafc;
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}
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.result-box {
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background: rgba(255, 255, 255, 0.9);
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backdrop-filter: blur(10px);
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transition: all 0.3s ease;
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}
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.result-box:hover {
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transform: translateY(-2px);
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box-shadow: 0 8px 20px rgba(0, 0, 0, 0.1);
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}
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.custom-file-input::-webkit-file-upload-button {
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visibility: hidden;
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width: 0;
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}
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.custom-file-input::before {
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content: 'Choose File';
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display: inline-block;
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background: #3498db;
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color: white;
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padding: 8px 16px;
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border-radius: 5px;
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cursor: pointer;
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}
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.translate-btn {
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background: linear-gradient(135deg, #3498db 0%, #2980b9 100%);
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transition: all 0.3s ease;
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}
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.translate-btn:hover {
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transform: translateY(-1px);
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box-shadow: 0 4px 12px rgba(52, 152, 219, 0.3);
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}
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</style>
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</head>
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<body class="min-h-screen py-12 px-4">
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<div class="container mx-auto max-w-4xl">
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<!-- Header -->
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<div class="text-center mb-12">
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<h1 class="text-4xl font-bold text-gray-800 mb-3">
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<i class="fas fa-language mr-2"></i>OCR Translation
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</h1>
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<p class="text-gray-600">English to Hindi Translation with Image Recognition</p>
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</div>
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<!-- Main Content -->
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<div class="bg-white rounded-xl shadow-lg p-8 mb-8">
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<!-- Upload Section -->
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<div class="drop-zone rounded-lg p-8 text-center mb-6">
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<div class="mb-4">
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<i class="fas fa-cloud-upload-alt text-4xl text-gray-400 mb-3"></i>
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<h3 class="text-lg font-semibold text-gray-700 mb-2">Upload Image</h3>
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<p class="text-sm text-gray-500 mb-4">Support for PNG, JPG, JPEG, GIF, BMP</p>
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</div>
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<input type="file"
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id="imageInput"
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accept="image/*"
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class="custom-file-input w-full mb-4 cursor-pointer">
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<button onclick="processImage()"
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class="translate-btn w-full py-3 px-6 text-white rounded-lg font-medium flex items-center justify-center">
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<i class="fas fa-sync-alt mr-2"></i>
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<span>Translate Now</span>
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</button>
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<div id="loader" class="loader mx-auto mt-4"></div>
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</div>
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<!-- Preview Section -->
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<div id="previewSection" class="hidden mb-6">
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<h3 class="text-lg font-semibold text-gray-700 mb-3">Image Preview</h3>
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<img id="imagePreview" class="max-w-full h-auto rounded-lg shadow" src="" alt="Preview">
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</div>
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<!-- Results Section -->
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<div class="grid grid-cols-1 md:grid-cols-2 gap-6">
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<!-- Original Text -->
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<div class="result-box rounded-xl p-6">
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<div class="flex items-center justify-between mb-4">
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113 |
+
<h3 class="text-lg font-semibold text-gray-700">
|
114 |
+
<i class="fas fa-file-alt mr-2"></i>Extracted Text
|
115 |
+
</h3>
|
116 |
+
<button onclick="copyText('extractedText')" class="text-blue-500 hover:text-blue-600">
|
117 |
+
<i class="far fa-copy"></i>
|
118 |
+
</button>
|
119 |
+
</div>
|
120 |
+
<div id="extractedText" class="p-4 bg-gray-50 rounded-lg min-h-[150px] text-gray-700">
|
121 |
+
<!-- Extracted text will appear here -->
|
122 |
+
</div>
|
123 |
+
</div>
|
124 |
+
|
125 |
+
<!-- Translated Text -->
|
126 |
+
<div class="result-box rounded-xl p-6">
|
127 |
+
<div class="flex items-center justify-between mb-4">
|
128 |
+
<h3 class="text-lg font-semibold text-gray-700">
|
129 |
+
<i class="fas fa-language mr-2"></i>Hindi Translation
|
130 |
+
</h3>
|
131 |
+
<button onclick="copyText('translatedText')" class="text-blue-500 hover:text-blue-600">
|
132 |
+
<i class="far fa-copy"></i>
|
133 |
+
</button>
|
134 |
+
</div>
|
135 |
+
<div id="translatedText" class="p-4 bg-gray-50 rounded-lg min-h-[150px] text-gray-700"
|
136 |
+
style="font-family: 'Noto Sans Devanagari', sans-serif;">
|
137 |
+
<!-- Translated text will appear here -->
|
138 |
+
</div>
|
139 |
+
</div>
|
140 |
+
</div>
|
141 |
+
</div>
|
142 |
+
</div>
|
143 |
+
|
144 |
+
<script>
|
145 |
+
// Image preview functionality
|
146 |
+
document.getElementById('imageInput').addEventListener('change', function(e) {
|
147 |
+
const file = e.target.files[0];
|
148 |
+
if (file) {
|
149 |
+
const reader = new FileReader();
|
150 |
+
reader.onload = function(e) {
|
151 |
+
document.getElementById('imagePreview').src = e.target.result;
|
152 |
+
document.getElementById('previewSection').classList.remove('hidden');
|
153 |
+
}
|
154 |
+
reader.readAsDataURL(file);
|
155 |
+
}
|
156 |
+
});
|
157 |
+
|
158 |
+
// Copy text functionality
|
159 |
+
function copyText(elementId) {
|
160 |
+
const text = document.getElementById(elementId).textContent;
|
161 |
+
navigator.clipboard.writeText(text).then(() => {
|
162 |
+
// Show a brief notification
|
163 |
+
const element = document.getElementById(elementId);
|
164 |
+
const originalBackground = element.style.backgroundColor;
|
165 |
+
element.style.backgroundColor = '#e8f5e9';
|
166 |
+
setTimeout(() => {
|
167 |
+
element.style.backgroundColor = originalBackground;
|
168 |
+
}, 500);
|
169 |
+
});
|
170 |
+
}
|
171 |
+
|
172 |
+
function processImage() {
|
173 |
+
const fileInput = document.getElementById('imageInput');
|
174 |
+
const loader = document.getElementById('loader');
|
175 |
+
const extractedTextDiv = document.getElementById('extractedText');
|
176 |
+
const translatedTextDiv = document.getElementById('translatedText');
|
177 |
+
|
178 |
+
if (!fileInput.files[0]) {
|
179 |
+
alert('Please select an image first');
|
180 |
+
return;
|
181 |
+
}
|
182 |
+
|
183 |
+
const formData = new FormData();
|
184 |
+
formData.append('file', fileInput.files[0]);
|
185 |
+
|
186 |
+
// Show loader and clear previous results
|
187 |
+
loader.style.display = 'block';
|
188 |
+
extractedTextDiv.textContent = '';
|
189 |
+
translatedTextDiv.textContent = '';
|
190 |
+
|
191 |
+
fetch('/upload', {
|
192 |
+
method: 'POST',
|
193 |
+
body: formData
|
194 |
+
})
|
195 |
+
.then(response => response.json())
|
196 |
+
.then(data => {
|
197 |
+
if (data.error) {
|
198 |
+
throw new Error(data.error);
|
199 |
+
}
|
200 |
+
extractedTextDiv.textContent = data.original_text;
|
201 |
+
translatedTextDiv.textContent = data.translated_text;
|
202 |
+
})
|
203 |
+
.catch(error => {
|
204 |
+
console.error('Error:', error);
|
205 |
+
alert(error.message || 'An error occurred during processing');
|
206 |
+
})
|
207 |
+
.finally(() => {
|
208 |
+
loader.style.display = 'none';
|
209 |
+
});
|
210 |
+
}
|
211 |
+
</script>
|
212 |
+
</body>
|
213 |
+
</html>
|