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aditii27
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- app (1).py +212 -0
app (1).py
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| 1 |
+
import streamlit as st
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| 2 |
+
from dotenv import load_dotenv
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| 3 |
+
from langchain_groq import ChatGroq
|
| 4 |
+
import os
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| 5 |
+
import importlib.util
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| 6 |
+
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| 7 |
+
# Check if team_info module exists and import it
|
| 8 |
+
try:
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| 9 |
+
import team_info
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| 10 |
+
has_team_info = True
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| 11 |
+
except ImportError:
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| 12 |
+
has_team_info = False
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| 13 |
+
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| 14 |
+
# Load environment variables
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| 15 |
+
load_dotenv()
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| 16 |
+
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| 17 |
+
# Initialize the model
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| 18 |
+
model = ChatGroq(model="llama3-8b-8192")
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| 19 |
+
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| 20 |
+
# Function to calculate daily calorie requirements
|
| 21 |
+
def calculate_calorie_requirements(age, gender, weight, height, fitness_goal):
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| 22 |
+
if gender == "Male":
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| 23 |
+
bmr = 10 * weight + 6.25 * height - 5 * age + 5
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| 24 |
+
else:
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| 25 |
+
bmr = 10 * weight + 6.25 * height - 5 * age - 161
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| 26 |
+
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| 27 |
+
if fitness_goal == "Weight Loss":
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| 28 |
+
return bmr * 1.2
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| 29 |
+
elif fitness_goal == "Weight Gain":
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| 30 |
+
return bmr * 1.5
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| 31 |
+
else:
|
| 32 |
+
return bmr * 1.375
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| 33 |
+
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| 34 |
+
# Function to generate the plan
|
| 35 |
+
def generate_plan_with_prompt(metrics, prompt_template):
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| 36 |
+
prompt = prompt_template.format(**metrics)
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| 37 |
+
response = model.invoke(prompt)
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| 38 |
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return response
|
| 39 |
+
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| 40 |
+
# Function to format the response neatly
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| 41 |
+
def format_plan(response):
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| 42 |
+
try:
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| 43 |
+
content = response.content
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| 44 |
+
sections = content.split("\n\n")
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| 45 |
+
formatted = ""
|
| 46 |
+
for section in sections:
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| 47 |
+
formatted += f"**{section.strip()}**\n\n"
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| 48 |
+
return formatted
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| 49 |
+
except Exception as e:
|
| 50 |
+
return f"Error formatting plan: {e}"
|
| 51 |
+
|
| 52 |
+
# Ayurvedic prompt template
|
| 53 |
+
ayurveda_prompt_template = """
|
| 54 |
+
You are a health expert specialized in both modern medicine and Ayurveda. Generate a personalized weekly diet and exercise plan for {name}, a {age}-year-old {gender} with a BMI of {bmi} ({health_status}).
|
| 55 |
+
|
| 56 |
+
Fitness Goal: {fitness_goal}.
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| 57 |
+
Daily Calorie Requirement: {daily_calories} kcal.
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| 58 |
+
Dietary Preference: {dietary_preference}.
|
| 59 |
+
Food Allergies: {food_allergies}.
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| 60 |
+
Local Cuisine: {local_cuisine}.
|
| 61 |
+
Month: {month}.
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| 62 |
+
Ayurvedic Consideration: True
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| 63 |
+
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| 64 |
+
Plan should include:
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| 65 |
+
1. A daily diet plan with meal timings, calorie details, and meal alternatives.
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| 66 |
+
2. Exercise routines based on goals, incorporating cardio, strength, and flexibility.
|
| 67 |
+
3. Dynamic plan adjustments based on month and local cuisine preferences.
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| 68 |
+
4. Wearable integration for tracking steps, heart rate, and calorie burn.
|
| 69 |
+
5. Progress monitoring for daily calorie burn and weight tracking.
|
| 70 |
+
6. **Food Delivery Integration**:
|
| 71 |
+
- Meal suggestions based on diet plans.
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| 72 |
+
- Integration with food delivery platforms (Uber Eats, DoorDash).
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| 73 |
+
- Searching menu items that fit calorie and dietary preferences.
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| 74 |
+
- Multi-restaurant meal aggregation for complete diet fulfillment.
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| 75 |
+
- Location-based meal recommendations.
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| 76 |
+
- Customizable meal delivery schedules.
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| 77 |
+
7. **Ayurvedic Elements**:
|
| 78 |
+
- Dosha assessment based on provided metrics.
|
| 79 |
+
- Ayurvedic dietary recommendations aligned with your dosha type.
|
| 80 |
+
- Seasonal herbs and spices for balance.
|
| 81 |
+
- Daily routines (Dinacharya) for optimal health.
|
| 82 |
+
- Natural remedies complementing modern medicine.
|
| 83 |
+
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| 84 |
+
Provide a detailed plan for each weekday: Monday, Tuesday, Wednesday, Thursday, Friday, Saturday, Sunday.
|
| 85 |
+
|
| 86 |
+
Return output as:
|
| 87 |
+
Day: {{weekday}}
|
| 88 |
+
- Breakfast: Time, Description, Calories, Ayurvedic Properties
|
| 89 |
+
- Lunch: Time, Description, Calories, Ayurvedic Properties
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| 90 |
+
- Snacks: Time, Description, Calories, Ayurvedic Properties
|
| 91 |
+
- Dinner: Time, Description, Calories, Ayurvedic Properties
|
| 92 |
+
- Exercise: Description, Duration, Dosha Benefits
|
| 93 |
+
- Wearable Tracking: Steps, Heart Rate, Calories Burned
|
| 94 |
+
- Progress Monitoring: Daily calorie intake vs. burn.
|
| 95 |
+
- Food Delivery: Suggested meal items and delivery options.
|
| 96 |
+
- Ayurvedic Tips: Daily wellness practices based on dosha.
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| 97 |
+
"""
|
| 98 |
+
|
| 99 |
+
# Regular prompt template
|
| 100 |
+
regular_prompt_template = """
|
| 101 |
+
You are a health expert. Generate a personalized weekly diet and exercise plan for {name}, a {age}-year-old {gender} with a BMI of {bmi} ({health_status}).
|
| 102 |
+
|
| 103 |
+
Fitness Goal: {fitness_goal}.
|
| 104 |
+
Daily Calorie Requirement: {daily_calories} kcal.
|
| 105 |
+
Dietary Preference: {dietary_preference}.
|
| 106 |
+
Food Allergies: {food_allergies}.
|
| 107 |
+
Local Cuisine: {local_cuisine}.
|
| 108 |
+
Month: {month}.
|
| 109 |
+
|
| 110 |
+
Plan should include:
|
| 111 |
+
1. A daily diet plan with meal timings, calorie details, and meal alternatives.
|
| 112 |
+
2. Exercise routines based on goals, incorporating cardio, strength, and flexibility.
|
| 113 |
+
3. Dynamic plan adjustments based on month and local cuisine preferences.
|
| 114 |
+
4. Wearable integration for tracking steps, heart rate, and calorie burn.
|
| 115 |
+
5. Progress monitoring for daily calorie burn and weight tracking.
|
| 116 |
+
6. **Food Delivery Integration**:
|
| 117 |
+
- Meal suggestions based on diet plans.
|
| 118 |
+
- Integration with food delivery platforms (Uber Eats, DoorDash).
|
| 119 |
+
- Searching menu items that fit calorie and dietary preferences.
|
| 120 |
+
- Multi-restaurant meal aggregation for complete diet fulfillment.
|
| 121 |
+
- Location-based meal recommendations.
|
| 122 |
+
- Customizable meal delivery schedules.
|
| 123 |
+
|
| 124 |
+
Provide a detailed plan for each weekday: Monday, Tuesday, Wednesday, Thursday, Friday, Saturday, Sunday.
|
| 125 |
+
|
| 126 |
+
Return output as:
|
| 127 |
+
Day: {{weekday}}
|
| 128 |
+
- Breakfast: Time, Description, Calories
|
| 129 |
+
- Lunch: Time, Description, Calories
|
| 130 |
+
- Snacks: Time, Description, Calories
|
| 131 |
+
- Dinner: Time, Description, Calories
|
| 132 |
+
- Exercise: Description, Duration
|
| 133 |
+
- Wearable Tracking: Steps, Heart Rate, Calories Burned
|
| 134 |
+
- Progress Monitoring: Daily calorie intake vs. burn.
|
| 135 |
+
- Food Delivery: Suggested meal items and delivery options.
|
| 136 |
+
"""
|
| 137 |
+
|
| 138 |
+
# Streamlit app
|
| 139 |
+
st.title("AI-Based Personalized Weekly Diet and Exercise Planner")
|
| 140 |
+
|
| 141 |
+
# Add sidebar with team information
|
| 142 |
+
with st.sidebar:
|
| 143 |
+
st.header("About this Project")
|
| 144 |
+
st.write("Integration of Ayurveda and modern medical science for comprehensive wellness insights")
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| 145 |
+
|
| 146 |
+
if has_team_info:
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| 147 |
+
st.subheader("Team Members")
|
| 148 |
+
st.markdown("- Aditi Soni [LinkedIn](https://www.linkedin.com/in/aditi-soni-259813285/)")
|
| 149 |
+
st.markdown("- Bhumika Patel [LinkedIn](https://www.linkedin.com/in/bhumika-patel-ml/)")
|
| 150 |
+
st.markdown("- Aditi Lakhera [LinkedIn](https://www.linkedin.com/in/aditi-lakhera-b628802bb/)")
|
| 151 |
+
st.markdown("- Anushri Tiwari [LinkedIn](https://www.linkedin.com/in/anushri-tiwari-916494300 )")
|
| 152 |
+
|
| 153 |
+
|
| 154 |
+
st.subheader("Project Links")
|
| 155 |
+
st.markdown("[GitHub Repository](https://github.com/Abs6187/AI_Health_v2)")
|
| 156 |
+
st.markdown("[Presentation](https://github.com/Abs6187/AI_Health_v2/blob/main/HackGirl_PPT_HackSRIT.pptx)")
|
| 157 |
+
st.markdown("[Hackathon](https://unstop.com/hackathons/hacksrit-shri-ram-group-of-institutions-jabalpur-1471613)")
|
| 158 |
+
|
| 159 |
+
# Input fields
|
| 160 |
+
st.header("Enter Your Details")
|
| 161 |
+
name = st.text_input("Name")
|
| 162 |
+
age = st.number_input("Age", min_value=1, value=25)
|
| 163 |
+
weight = st.number_input("Weight (kg)", min_value=1, value=70)
|
| 164 |
+
height = st.number_input("Height (cm)", min_value=1, value=170)
|
| 165 |
+
gender = st.selectbox("Gender", options=["Male", "Female", "Other"])
|
| 166 |
+
fitness_goal = st.selectbox("Fitness Goal", options=["Weight Loss", "Weight Gain", "Maintenance"])
|
| 167 |
+
dietary_preference = st.selectbox("Dietary Preference", options=["Vegetarian", "Vegan", "Keto", "Halal", "None"])
|
| 168 |
+
food_allergies = st.text_input("Food Allergies (if any)")
|
| 169 |
+
local_cuisine = st.text_input("Preferred Local Cuisine (e.g., Indian, Italian, Chinese)")
|
| 170 |
+
month = st.selectbox("Select Month", options=["January", "February", "March", "April", "May", "June", "July", "August", "September", "October", "November", "December"])
|
| 171 |
+
|
| 172 |
+
# New option for Ayurvedic integration
|
| 173 |
+
include_ayurveda = st.checkbox("Include Ayurvedic wellness insights", value=True)
|
| 174 |
+
|
| 175 |
+
bmi = round(weight / (height / 100) ** 2, 2)
|
| 176 |
+
health_status = "Underweight" if bmi < 18.5 else "Normal weight" if bmi <= 24.9 else "Overweight"
|
| 177 |
+
daily_calories = calculate_calorie_requirements(age, gender, weight, height, fitness_goal)
|
| 178 |
+
|
| 179 |
+
st.write(f"Your BMI is {bmi}, which indicates {health_status}.")
|
| 180 |
+
st.write(f"Your daily calorie requirement is approximately {int(daily_calories)} kcal.")
|
| 181 |
+
|
| 182 |
+
# User metrics
|
| 183 |
+
metrics = {
|
| 184 |
+
"name": name,
|
| 185 |
+
"age": age,
|
| 186 |
+
"gender": gender,
|
| 187 |
+
"bmi": bmi,
|
| 188 |
+
"health_status": health_status,
|
| 189 |
+
"fitness_goal": fitness_goal,
|
| 190 |
+
"dietary_preference": dietary_preference,
|
| 191 |
+
"food_allergies": food_allergies,
|
| 192 |
+
"daily_calories": int(daily_calories),
|
| 193 |
+
"local_cuisine": local_cuisine,
|
| 194 |
+
"weekdays": ["Monday", "Tuesday", "Wednesday", "Thursday", "Friday", "Saturday", "Sunday"],
|
| 195 |
+
"month": month,
|
| 196 |
+
}
|
| 197 |
+
|
| 198 |
+
# Generate and display plan
|
| 199 |
+
if st.button("Generate Plan"):
|
| 200 |
+
with st.spinner("Generating your plan..."):
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| 201 |
+
try:
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| 202 |
+
# Choose the appropriate prompt based on the Ayurveda option
|
| 203 |
+
selected_prompt = ayurveda_prompt_template if include_ayurveda else regular_prompt_template
|
| 204 |
+
plan = generate_plan_with_prompt(metrics, selected_prompt)
|
| 205 |
+
formatted_plan = format_plan(plan)
|
| 206 |
+
|
| 207 |
+
plan_title = "Integrated Ayurvedic & Modern Diet and Exercise Plan" if include_ayurveda else "Diet and Exercise Plan"
|
| 208 |
+
st.header(f"Generated {plan_title} for {month}")
|
| 209 |
+
st.markdown(formatted_plan)
|
| 210 |
+
except Exception as e:
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| 211 |
+
st.error(f"Error generating the plan: {e}")
|
| 212 |
+
|