Module_2 / app.py
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import streamlit as st
from huggingface_hub import InferenceClient
import os
# -------------------------
# PAGE CONFIG
# -------------------------
st.set_page_config(page_title="FitPlan-AI", page_icon="💪")
st.title("💪 FitPlan-AI: Personalized Fitness Profile")
# -------------------------
# LOAD HF CLIENT (CACHED)
# -------------------------
@st.cache_resource
def get_hf_client():
hf_token = os.getenv("HF_TOKEN")
if not hf_token:
raise ValueError("HF_TOKEN not set in environment variables.")
return InferenceClient(
model="mistralai/Mistral-7B-Instruct-v0.2",
token=hf_token
)
# -------------------------
# 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"
# -------------------------
# PROMPT BUILDER
# -------------------------
def build_prompt(name, height, weight, goal, level, equipment, bmi, bmi_status):
equipment_list = ", ".join(equipment)
prompt = f"""
Create a detailed 5-day personalized workout plan.
Client Details:
Name: {name}
Height: {height} cm
Weight: {weight} kg
BMI: {bmi} ({bmi_status})
Goal: {goal}
Fitness Level: {level}
Available Equipment: {equipment_list}
Instructions:
- Provide a structured 5-day plan.
- Each day must include:
- Warm-up
- Main Workout (Sets x Reps)
- Rest time
- Cooldown
- Ensure exercises match fitness level and equipment.
- Keep it practical and realistic.
- Format clearly as:
Day 1:
Warm-up:
Main Workout:
Cooldown:
Continue up to Day 5.
"""
return prompt.strip()
# -------------------------
# MODEL QUERY
# -------------------------
def query_model(prompt):
try:
client = get_hf_client()
response = client.chat_completion(
messages=[
{"role": "system", "content": "You are a certified professional fitness trainer."},
{"role": "user", "content": prompt}
],
max_tokens=800,
temperature=0.7,
top_p=0.9
)
return response.choices[0].message.content.strip()
except Exception as e:
return f"⚠️ Model Error: {str(e)}"
# -------------------------
# FORM
# -------------------------
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:
st.error("Please enter your name.")
elif height <= 0 or weight <= 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 Calculation
bmi = calculate_bmi(weight, height)
bmi_status = get_category(bmi)
st.write(f"### 📊 Your BMI: {bmi} ({bmi_status})")
# Generate Plan
with st.spinner("Generating your 5-day workout plan..."):
prompt = build_prompt(
name=name,
height=height,
weight=weight,
goal=goal,
level=level,
equipment=equipment,
bmi=bmi,
bmi_status=bmi_status
)
full_plan = query_model(prompt)
# Display Plan
st.subheader("🏋️ Your Personalized 5-Day Workout Plan")
st.write(full_plan)