Module_2 / src /streamlit_app.py
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import streamlit as st
from transformers import pipeline
# =========================
# Page Configuration
# =========================
st.set_page_config(
page_title="Fitness Profile",
page_icon="🏋️",
layout="centered"
)
# =========================
# Load Model
# =========================
@st.cache_resource
def load_model():
return pipeline(
"text-generation",
model="google/flan-t5-base"
)
generator = load_model()
st.title("🏋️ Personalized Fitness Profile")
st.markdown("---")
# =========================
# 1️⃣ Personal Information
# =========================
st.header("1. Personal Information")
name = st.text_input("Name *")
gender = st.selectbox(
"Gender *",
["Male", "Female"]
)
height_cm = st.number_input(
"Height (in centimeters) *",
min_value=0.0,
format="%.2f"
)
weight_kg = st.number_input(
"Weight (in kilograms) *",
min_value=0.0,
format="%.2f"
)
# =========================
# BMI Calculation
# =========================
# =========================
# BMI Calculation
# =========================
def calculate_bmi(height_cm, weight_kg):
if height_cm > 0 and weight_kg > 0:
height_m = height_cm / 100
return weight_kg / (height_m ** 2)
return 0 # Always return something
def bmi_category(bmi):
if bmi < 18.5:
return "Underweight"
elif 18.5 <= bmi < 25:
return "Normal weight"
elif 25 <= bmi < 30:
return "Overweight"
else:
return "Obese"
# ALWAYS define bmi safely
bmi = 0
if height_cm > 0 and weight_kg > 0:
bmi = calculate_bmi(height_cm, weight_kg)
st.info(f"Your BMI is: {bmi:.2f} ({bmi_category(bmi)})")
# =========================
# 2️⃣ Fitness Details
# =========================
st.header("2. Fitness Details")
fitness_goal = st.selectbox(
"Fitness Goal",
["Build Muscle", "Weight Loss", "Strength Gain", "Abs Building", "Flexible"]
)
equipment = st.multiselect(
"Available Equipment (Multiple selection allowed)",
["Dumbbells", "Resistance Band", "Yoga Mat", "No Equipment"]
)
fitness_level = st.radio(
"Fitness Level",
["Beginner", "Intermediate", "Advanced"],
horizontal=True
)
st.markdown("---")
# =========================
# Submit Button
# =========================
if st.button("Submit Profile"):
if not name:
st.error("Please enter your name.")
elif height_cm <= 0 or weight_kg <= 0:
st.error("Please enter valid height and weight.")
elif not equipment:
st.error("Please select at least one equipment option.")
else:
st.success("✅ Profile Submitted Successfully!")
bmi_status = bmi_category(bmi)
equipment_list = ", ".join(equipment)
prompt = f"""
Generate a 5-day structured workout plan.
User Details:
Name: {name}
Gender: {gender}
BMI: {bmi:.2f} ({bmi_status})
Goal: {fitness_goal}
Fitness Level: {fitness_level}
Available Equipment: {equipment_list}
Requirements:
- Include warmup
- Include exercises with sets and reps
- Include rest time
- Adjust intensity based on BMI and fitness level
- Keep it structured day-wise
"""
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("🏋️ Your Personalized Workout Plan")
st.write(result)