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Browse files- leaf-disease-huggingface.py +144 -0
- requirements-huggingface.txt +3 -0
leaf-disease-huggingface.py
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import streamlit as st
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import requests
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import base64
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import os
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from PIL import Image
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import io
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# Set page configuration
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st.set_page_config(
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page_title="Leaf Disease Identifier",
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page_icon="🍃",
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layout="centered"
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)
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# Custom CSS for styling
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st.markdown("""
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<style>
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.main-title {
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font-size: 36px;
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color: #2C5F2D;
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text-align: center;
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margin-bottom: 20px;
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}
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.subtitle {
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font-size: 18px;
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color: #4A6741;
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text-align: center;
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margin-bottom: 30px;
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}
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.stButton>button {
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background-color: #2C5F2D;
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color: white;
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width: 100%;
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border: none;
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padding: 10px;
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border-radius: 5px;
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}
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.stButton>button:hover {
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background-color: #4A6741;
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}
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</style>
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""", unsafe_allow_html=True)
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# Title and Description
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st.markdown('<h1 class="main-title">🍃 Leaf Disease Identifier</h1>', unsafe_allow_html=True)
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st.markdown('<p class="subtitle">Upload a leaf image and get instant disease analysis</p>', unsafe_allow_html=True)
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def encode_image(image):
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"""Encode image to base64"""
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buffered = io.BytesIO()
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image.save(buffered, format="PNG")
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return base64.b64encode(buffered.getvalue()).decode('utf-8')
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def analyze_leaf_disease(image):
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"""Analyze leaf image using Claude API"""
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# Hugging Face will require you to add API key as an environment variable
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api_key = os.getenv("ANTHROPIC_API_KEY")
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if not api_key:
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st.error("API Key not configured. Please set up Anthropic API key.")
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return None
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headers = {
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"Content-Type": "application/json",
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"anthropic-version": "2023-06-01",
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"X-API-Key": api_key
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}
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payload = {
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"model": "claude-3-5-sonnet-20240620",
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"max_tokens": 1000,
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"messages": [
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{
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"role": "user",
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"content": [
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{
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"type": "image",
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"source": {
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"type": "base64",
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"media_type": "image/png",
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"data": encode_image(image)
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}
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},
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{
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"type": "text",
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"text": """Analyze this leaf image in detail.
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Identify:
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1. Plant species (if possible)
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2. Specific disease or health condition
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3. Detailed symptoms
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4. Potential causes
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5. Recommended treatment or management strategies
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Provide a comprehensive and clear explanation."""
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}
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]
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}
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]
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}
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try:
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response = requests.post(
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"https://api.anthropic.com/v1/messages",
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headers=headers,
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json=payload
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)
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response.raise_for_status()
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result = response.json()
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return result['content'][0]['text']
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except requests.exceptions.RequestException as e:
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st.error(f"API Request Error: {e}")
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return None
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except KeyError:
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st.error("Unexpected API response format")
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return None
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def main():
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# Image upload
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uploaded_file = st.file_uploader(
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"Upload a leaf image",
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type=["jpg", "jpeg", "png"],
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help="Upload a clear image of a leaf for disease analysis"
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)
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if uploaded_file is not None:
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# Display uploaded image
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image = Image.open(uploaded_file)
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st.image(image, caption='Uploaded Leaf Image', use_column_width=True)
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# Analysis button
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if st.button('Analyze Leaf Disease'):
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with st.spinner('Analyzing image... This might take a moment'):
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analysis = analyze_leaf_disease(image)
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if analysis:
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st.success('Analysis Complete!')
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st.markdown("### 🔬 Leaf Disease Analysis")
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st.write(analysis)
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else:
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st.error("Failed to analyze the image. Please try again.")
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if __name__ == "__main__":
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main()
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requirements-huggingface.txt
ADDED
@@ -0,0 +1,3 @@
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streamlit==1.33.0
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requests==2.31.0
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Pillow==10.3.0
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