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| import streamlit as st | |
| from transformers import pipeline | |
| # ------------------------- | |
| # PAGE CONFIG | |
| # ------------------------- | |
| st.set_page_config(page_title="FitPlan-AI", page_icon="๐ช") | |
| # ------------------------- | |
| # BMI FUNCTIONS | |
| # ------------------------- | |
| def calculate_bmi(weight, height_cm): | |
| height_m = height_cm / 100 | |
| return round(weight / (height_m ** 2), 2) | |
| def get_category(bmi): | |
| if bmi < 18.5: | |
| return "Underweight" | |
| elif bmi < 24.9: | |
| return "Normal" | |
| elif bmi < 29.9: | |
| return "Overweight" | |
| else: | |
| return "Obese" | |
| # ------------------------- | |
| # LOAD FLAN-T5 MODEL | |
| # ------------------------- | |
| def load_model(): | |
| return pipeline( | |
| "text-generation", | |
| model="google/flan-t5-base" | |
| ) | |
| generator = load_model() | |
| # ------------------------- | |
| # UI STARTS | |
| # ------------------------- | |
| st.title("๐ช FitPlan-AI: Personalized Fitness Profile") | |
| with st.form("fitness_form"): | |
| st.subheader("Personal Information") | |
| name = st.text_input("Full Name*", placeholder="Enter your name") | |
| col1, col2 = st.columns(2) | |
| with col1: | |
| height = st.number_input("Height (cm)*", min_value=1.0, step=0.1) | |
| with col2: | |
| weight = st.number_input("Weight (kg)*", min_value=1.0, step=0.1) | |
| st.subheader("Fitness Details") | |
| goal = st.selectbox( | |
| "Fitness Goal", | |
| ["Build Muscle", "Weight Loss", "Strength Gain", "Abs Building", "Flexibility"] | |
| ) | |
| level = st.radio( | |
| "Fitness Level", | |
| ["Beginner", "Intermediate", "Advanced"] | |
| ) | |
| equipment = st.multiselect( | |
| "Available Equipment", | |
| ["Dumbbells", "Resistance Band", "Yoga Mat", "No Equipment", "Kettlebell", "Pull-up Bar"] | |
| ) | |
| submit = st.form_submit_button("Submit Profile") | |
| # ------------------------- | |
| # HANDLE SUBMISSION | |
| # ------------------------- | |
| if submit: | |
| if not name.strip(): | |
| st.error("Please enter your name.") | |
| elif height <= 0 or weight <= 0: | |
| st.error("Height and Weight must be positive values.") | |
| elif not equipment: | |
| st.error("Please select at least one equipment option.") | |
| else: | |
| # Calculate BMI | |
| user_bmi = calculate_bmi(weight, height) | |
| bmi_status = get_category(user_bmi) | |
| st.success(f"โ Profile Created Successfully for {name}!") | |
| st.metric("Your BMI", user_bmi) | |
| st.info(f"Health Category: **{bmi_status}**") | |
| equipment_list = ", ".join(equipment) | |
| # FLAN-T5 works best with instruction-style prompts | |
| prompt = f""" | |
| Create a structured 5-day workout plan. | |
| User Details: | |
| Name: {name} | |
| BMI: {user_bmi} ({bmi_status}) | |
| Goal: {goal} | |
| Fitness Level: {level} | |
| Equipment: {equipment_list} | |
| Include: | |
| - Warm-up | |
| - Exercises with sets and reps | |
| - Rest time | |
| - Day-wise breakdown | |
| - Safety advice | |
| """ | |
| with st.spinner("Generating your AI workout plan..."): | |
| result = generator( | |
| prompt, | |
| max_new_tokens=400, | |
| do_sample=True, | |
| temperature=0.7 | |
| )[0]["generated_text"] | |
| st.subheader("๐๏ธ Your Personalized Workout Plan") | |
| st.write(result) |