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Converge Logistic Regression
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@shristirwt
shristirwt committed Oct 5, 2024
2 parents f0fb892 + 448a6b5 commit d8b3e33
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75 changes: 40 additions & 35 deletions disease-prediction-api/app.py
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@@ -1,44 +1,48 @@
import os
from flask import Flask, redirect, render_template, request, jsonify
from flask import Flask, jsonify, request
from PIL import Image
import torchvision.transforms.functional as TF
import CNN
import numpy as np
import torch
import tensorflow as tf
import pandas as pd
from flask_cors import CORS

disease_info = pd.read_csv('disease_info.csv', encoding='cp1252')
supplement_info = pd.read_csv('supplement_info.csv', encoding='cp1252')

# Load TensorFlow Lite model
interpreter = tf.lite.Interpreter(model_path="plant_disease_detection.tflite")
interpreter.allocate_tensors()

disease_info = pd.read_csv('disease_info.csv' , encoding='cp1252')
supplement_info = pd.read_csv('supplement_info.csv',encoding='cp1252')

model = CNN.CNN(39)
model.load_state_dict(torch.load("plant_disease_model_1_latest.pt"))
model.eval()
# Get input and output details
input_details = interpreter.get_input_details()
output_details = interpreter.get_output_details()

# Preprocess image and run inference
def prediction(image_path):
image = Image.open(image_path)
image = image.resize((224, 224))
input_data = TF.to_tensor(image)
input_data = input_data.view((-1, 3, 224, 224))
output = model(input_data)
output = output.detach().numpy()
index = np.argmax(output)
return index
image = image.resize((224, 224)) # Resize to match model's input size
input_data = np.array(image, dtype=np.float32) / 255.0 # Normalize the image
input_data = np.expand_dims(input_data, axis=0) # Add batch dimension

interpreter.set_tensor(input_details[0]['index'], input_data) # Set input tensor
interpreter.invoke() # Run inference

output_data = interpreter.get_tensor(output_details[0]['index']) # Get output
pred = np.argmax(output_data) # Get predicted index
return pred

# Flask App Setup
app = Flask(__name__)
application=app
# Define a route for handling HTTP GET requests to the root URL
application = app
CORS(app)

@app.route('/', methods=['GET'])
def get_data():
data = {
"message":"API is Running"
"message": "API is Running"
}
return jsonify(data)
CORS(app)

@app.route('/submit', methods=['POST'])
def submit():
if request.method == 'POST':
Expand All @@ -50,20 +54,22 @@ def submit():

pred = prediction(file_path)
print(pred)
if pred not in disease_info['disease_name'] or pred not in supplement_info['supplement name']:

# Check if prediction is valid
if pred not in disease_info.index or pred not in supplement_info.index:
raise ValueError("Invalid prediction value")

title = disease_info['disease_name'][pred]
description = disease_info['description'][pred]
prevent = disease_info['Possible Steps'][pred]
image_url = disease_info['image_url'][pred]
supplement_name = supplement_info['supplement name'][pred]
supplement_image_url = supplement_info['supplement image'][pred]
supplement_buy_link = supplement_info['buy link'][pred]
# Retrieve information from the dataframes and convert values to standard Python types
title = str(disease_info['disease_name'][pred])
description = str(disease_info['description'][pred])
prevent = str(disease_info['Possible Steps'][pred])
image_url = str(disease_info['image_url'][pred])
supplement_name = str(supplement_info['supplement name'][pred])
supplement_image_url = str(supplement_info['supplement image'][pred])
supplement_buy_link = str(supplement_info['buy link'][pred])

# Convert any int64 to int
if isinstance(pred, np.int64):
pred = int(pred)
# Convert `pred` (which is likely int64) to a regular Python int
pred = int(pred)

return jsonify({
'title': title,
Expand All @@ -76,9 +82,8 @@ def submit():
'buy_link': supplement_buy_link
})
except Exception as e:
print("error")
print("error:", str(e))
return jsonify({'error': str(e)}), 500

if __name__ == '__main__':
app.run(debug=True)

app.run(debug=True)
Binary file added disease-prediction-api/plant_disease_detection.tflite
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3 changes: 2 additions & 1 deletion frontend/src/components/AIEngine.jsx
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Expand Up @@ -25,7 +25,8 @@ const AIEngine = () => {
formData.append('image', selectedFile);

try {
const response = await fetch('http://127.0.0.1:5000/submit', {
// const response = await fetch('http://127.0.0.1:5000/submit', {
const response = await fetch('https://disease-prediction-api-2.onrender.com/submit', {
method: 'POST',
body: formData,
});
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196 changes: 112 additions & 84 deletions frontend/src/components/Footer.jsx
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@@ -1,103 +1,131 @@
import React from 'react';
import { Link } from "react-router-dom";
import { FaHome, FaGithub, FaRegCopyright } from 'react-icons/fa';
import playstore from "../assets/favicon2.png";
// import bgHero from "../assets/bgHero.png";
import { FaHome, FaGithub, FaRegCopyright, FaDiscord, FaTwitter, FaLinkedinIn } from 'react-icons/fa';

const Footer = () => {
const currentYear = new Date().getFullYear();

return (
<div className='bg-gradient-to-r from-[#11cb46] via-[#3ff132] to-[#04ba10] p-6'>
<div className='md:flex'>
<div className="md:w-1/2 md:-mt-10 sm:mt-1 sm:w-full content-center">
<div className="mt-1 sm:mt-2 md:mt-10 flex flex-col md:items-start">
<div className="flex items-center sm:w-full">
<Link to="/" className="flex items-center gap-1">
<img src={playstore} className="h-8" alt="AgroTech AI Logo" />
<span className="ml-4 text-2xl font-semibold whitespace-nowrap text-white">
AgroTech AI
</span>
</Link>
</div>
<p className="mt-2 text-white text-justify text-sm md:text-base md:text-left lg:w-1/2 sm:w-full pr-2">
AgroTech AI platform provides various Machine Learning models for predictions.
<footer className='bg-gradient-to-r from-emerald-500 via-green-500 to-lime-500 p-8 text-white'>
<div className='container mx-auto'>
<div className='grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-8'>
<div className="space-y-4">
<Link to="/" className="flex items-center gap-2 group transition-all duration-300 ease-in-out transform hover:scale-105">
<img src={playstore} className="h-10 w-10 transition-transform duration-300 group-hover:rotate-12" alt="AgroTech AI Logo" />
<span className="text-2xl font-bold bg-gradient-to-r from-white to-white bg-clip-text text-transparent group-hover:from-lime-200 group-hover:to-white transition-all duration-300">
AgroTech AI
</span>
</Link>
<p className="text-sm leading-relaxed max-w-xs">
AgroTech AI platform provides cutting-edge Machine Learning models for agricultural predictions and insights.
</p>
</div>
</div>
<div className='md:w-3/4 md:flex'>
<div className='md:w-1/3'>
<p className='text-white font-bold mt-8 md:mt-0'>Company</p>
<ul className='text-white py-1'>
<li className='py-0.5 cursor-pointer hover:text-green-600'>
<Link to='/'>About Us</Link>
</li>
<li className='py-0.5 cursor-pointer hover:text-green-600'>
<Link to='/'>Contact Us</Link>
</li>

<div>
<h3 className='text-lg font-semibold mb-4 relative inline-block after:content-[""] after:absolute after:w-0 after:h-0.5 after:bg-lime-200 after:left-0 after:-bottom-1 after:transition-all after:duration-300 hover:after:w-full'>Company</h3>
<ul className='space-y-2'>
{['About Us', 'Contact Us'].map((item) => (
<li key={item}>
<Link to='/' className='flex items-center group'>
<span className="mr-2 transition-transform duration-300 group-hover:translate-x-1">›</span>
<span className="relative overflow-hidden">
<span className="inline-block transition-transform duration-300 group-hover:-translate-y-full">{item}</span>
<span className="absolute top-0 left-0 inline-block transition-transform duration-300 translate-y-full group-hover:translate-y-0 text-lime-200">{item}</span>
</span>
</Link>
</li>
))}
</ul>
</div>
<div className='md:w-1/3'>
<p className='text-white font-bold text-md'>Quick Links</p>
<ul className='text-white py-1 cursor-pointer'>
{/* <li className='py-1 cursor-pointer hover:text-green-800'>
<Link className='flex items-center gap-1' to='/crop'>
Crop Recommendation
</Link>
</li> */}
{/* <li className='py-1 cursor-pointer hover:text-green-800'>
<Link className='flex items-center gap-1' to='/fertilizer'>
Fertilizer Recommendation
</Link>
</li> */}
{/* <li className='py-0.5 cursor-pointer hover:text-green-600'>
<Link className='flex items-center gap-1' to='/soil'>
Soil Quality
</Link>
</li> */}
<li className='py-0.5 cursor-pointer hover:text-green-600'>
<Link className='flex items-center gap-1' to='/prices'>
Price Prediction
</Link>
</li>
<li className='py-0.5 cursor-pointer hover:text-green-600'>
<Link className='flex items-center gap-1' to="/forecast">
Forecast
</Link>
</li>

<div className="flex flex-col">
<h3 className='text-lg font-semibold mb-4 relative inline-block after:content-[""] after:absolute after:w-0 after:h-0.5 after:bg-lime-200 after:left-0 after:-bottom-1 after:transition-all after:duration-300 hover:after:w-full'>
Quick Links
</h3>
<ul className='space-y-2'>
{[
{ name: 'Crop Recommendation', path: '/crop' },
{ name: 'Fertilizer Recommendation', path: '/fertilizer' },
{ name: 'Soil Quality', path: '/soil' },
{ name: 'Price Prediction', path: '/prices' },
{ name: 'Forecast', path: '/forecast' },
{ name: 'Disease', path: '/disease' },
].map((link) => (
<li key={link.name} className="w-full">
<Link to={link.path} className='flex items-center group'>
<span className="mr-2 transition-transform duration-300 group-hover:translate-x-1">›</span>
<span className="relative overflow-hidden">
<span className="inline-block transition-transform duration-300 group-hover:-translate-y-full">{link.name}</span>
<span className="absolute top-0 left-0 inline-block transition-transform duration-300 translate-y-full group-hover:translate-y-0 text-lime-200">{link.name}</span>
</span>
</Link>
</li>
))}
</ul>
</div>
{/* <div className='md:w-1/3'>
<p className='text-white font-bold'>Legal Pages</p>
<ul className='text-white py-4 cursor-pointer'>
<li className='py-1 cursor-pointer hover:text-green-800'>
<Link to='/'>Privacy Policy</Link>
</li>
<li className='py-1 cursor-pointer hover:text-green-800'>
<Link to='/'>Terms and Conditions</Link>
</li>
<li className='py-1 cursor-pointer hover:text-green-800'>
<Link to='/'>Cookie Policy</Link>
</li>


<div>
<h3 className='text-lg font-semibold mb-4 relative inline-block after:content-[""] after:absolute after:w-0 after:h-0.5 after:bg-lime-200 after:left-0 after:-bottom-1 after:transition-all after:duration-300 hover:after:w-full'>Connect with us</h3>
<div className='flex space-x-4 mt-4'>
{[
{ Icon: FaGithub, link: 'https://github.com/manikumarreddyu/AgroTech-AI', color: '#333' },
{ Icon: FaDiscord, link: 'https://discord.gg/yRPQDDP6', color: '#7289DA' },
{ Icon: FaTwitter, link: '/', color: '#1DA1F2' },
{ Icon: FaLinkedinIn, link: 'https://www.linkedin.com/in/manikumarreddyu', color: '#0077B5' },
].map(({ Icon, link, color }, index) => (
<a
key={index}
href={link}
className="p-2 rounded-full transition-all duration-300 transform hover:scale-110 hover:rotate-12"
style={{
backgroundColor: 'white',
color: color,
boxShadow: '0 0 0 0 rgba(255,255,255,0.7)'
}}
onMouseEnter={(e) => {
e.currentTarget.style.backgroundColor = color;
e.currentTarget.style.color = 'white';
e.currentTarget.style.boxShadow = `0 0 0 8px rgba(255,255,255,0.3)`;
}}
onMouseLeave={(e) => {
e.currentTarget.style.backgroundColor = 'white';
e.currentTarget.style.color = color;
e.currentTarget.style.boxShadow = '0 0 0 0 rgba(255,255,255,0.7)';
}}
aria-label={`Social media link ${index + 1}`}
>
<Icon size={20} />
</a>
))}
</div>

<h3 className='text-lg font-semibold mt-6 mb-4 relative inline-block after:content-[""] after:absolute after:w-0 after:h-0.5 after:bg-lime-200 after:left-0 after:-bottom-1 after:transition-all after:duration-300 hover:after:w-full'>Legal</h3>
<ul className='space-y-2'>
{['Privacy Policy', 'Terms and Conditions', 'Cookie Policy'].map((item) => (
<li key={item}>
<Link to='/' className='flex items-center group'>
<span className="mr-2 transition-transform duration-300 group-hover:translate-x-1">›</span>
<span className="relative overflow-hidden">
<span className="inline-block transition-transform duration-300 group-hover:-translate-y-full">{item}</span>
<span className="absolute top-0 left-0 inline-block transition-transform duration-300 translate-y-full group-hover:translate-y-0 text-lime-200">{item}</span>
</span>
</Link>
</li>
))}
</ul>
</div> */}
</div>
</div>
</div>
{/* <div className='block items-center m-auto mt-2'>
<div className='flex gap-4 justify-center '>
<a href="https://github.com/manikumarreddyu/AGRO-AI" className="hover:scale-110 hover:shadow-[0_0_10px_2px_green] transition-transform duration-300 ease-in-out flex items-center justify-center p-2 rounded-full">
<FaGithub size={35} className="text-white" />
</a>
<Link to='/' className="hover:scale-110 hover:shadow-[0_0_10px_2px_green] transition-transform duration-300 ease-in-out flex items-center justify-center p-2 text-white rounded-full focus:outline-none">
<FaHome size={35} />
</Link>
<div className='mt-8 pt-8 border-t border-white/30 text-center'>
<p className='flex items-center justify-center text-sm'>
Copyright <FaRegCopyright className="mx-2" /> {currentYear}
<span className="font-bold ml-2 bg-white text-emerald-600 px-2 py-1 rounded transition-all duration-300 hover:bg-emerald-600 hover:text-white">AgroTech AI</span>
</p>
</div>
</div> */}
<div className='mt-4 text-white flex justify-center space-x-2 text-md lg:text-md xl:text-md'>
Copyright <FaRegCopyright className="mx-0.5 my-1.5" /> {currentYear} <span className="font-bold">AgroTech AI</span>
</div>
</div>
)
}
</footer>
);
};

export default Footer;

6 changes: 6 additions & 0 deletions frontend/src/index.css
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@@ -1,3 +1,9 @@
@tailwind base;
@tailwind components;
@tailwind utilities;

.social{
padding: 0.4rem !important;
border: 1px solid white;
border-radius: 50%;
}

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