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Browse files- src/streamlit_app.py +0 -152
src/streamlit_app.py
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import streamlit as st
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from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
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import torch
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# -------------------------
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# PAGE CONFIG
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# -------------------------
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st.set_page_config(page_title="FitPlan-AI", page_icon="💪")
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st.title("💪 FitPlan-AI: Personalized Fitness Profile")
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# -------------------------
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# BMI FUNCTIONS
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# -------------------------
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def calculate_bmi(weight, height_cm):
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height_m = height_cm / 100
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return round(weight / (height_m ** 2), 2)
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def get_category(bmi):
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if bmi < 18.5:
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return "Underweight"
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elif bmi < 24.9:
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return "Normal"
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elif bmi < 29.9:
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return "Overweight"
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else:
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return "Obese"
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# -------------------------
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# LOAD MODEL
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# -------------------------
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@st.cache_resource
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def load_model():
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tokenizer = AutoTokenizer.from_pretrained("google/flan-t5-base")
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model = AutoModelForSeq2SeqLM.from_pretrained("google/flan-t5-base")
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return tokenizer, model
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tokenizer, model = load_model()
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# -------------------------
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# FORM
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# -------------------------
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with st.form("fitness_form"):
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st.subheader("Personal Information")
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name = st.text_input("Full Name*", placeholder="Enter your name")
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col1, col2 = st.columns(2)
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with col1:
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height = st.number_input("Height (cm)*", min_value=1.0, step=0.1)
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with col2:
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weight = st.number_input("Weight (kg)*", min_value=1.0, step=0.1)
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st.subheader("Fitness Details")
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goal = st.selectbox(
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"Fitness Goal",
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["Build Muscle", "Weight Loss", "Strength Gain", "Abs Building", "Flexibility"]
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)
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level = st.radio(
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"Fitness Level",
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["Beginner", "Intermediate", "Advanced"]
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)
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equipment = st.multiselect(
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"Available Equipment",
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["Dumbbells", "Resistance Band", "Yoga Mat", "No Equipment",
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"Kettlebell", "Pull-up Bar"]
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)
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submit = st.form_submit_button("Submit Profile")
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# -------------------------
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# HANDLE SUBMISSION
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# -------------------------
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if submit:
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if not name:
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st.error("Please enter your name.")
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elif height <= 0 or weight <= 0:
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st.error("Please enter valid height and weight.")
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elif not equipment:
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st.error("Please select at least one equipment option.")
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else:
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st.success("Profile Submitted Successfully!")
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# Calculate BMI
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bmi = calculate_bmi(weight, height)
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bmi_status = get_category(bmi)
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st.write(f"### 📊 Your BMI: {bmi} ({bmi_status})")
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equipment_list = ", ".join(equipment)
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# -------------------------
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# GENERATE 5-DAY PLAN (LOOP METHOD)
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# -------------------------
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with st.spinner("Generating your 5-day workout plan..."):
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full_plan = ""
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for day in range(1, 6):
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prompt = f"""
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You are a certified professional fitness trainer.
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Create a detailed workout plan for Day {day}.
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Include:
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- Warm-up
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- 4 to 6 exercises
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- Sets and reps
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- Cool down
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User Details:
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BMI: {bmi} ({bmi_status})
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Goal: {goal}
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Fitness Level: {level}
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Equipment Available: {equipment_list}
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Start with:
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Day {day}:
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"""
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inputs = tokenizer(prompt, return_tensors="pt", truncation=True)
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outputs = model.generate(
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**inputs,
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max_new_tokens=350,
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temperature=0.8,
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do_sample=True,
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repetition_penalty=1.1
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)
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result = tokenizer.decode(
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outputs[0],
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skip_special_tokens=True
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).strip()
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full_plan += result + "\n\n"
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# -------------------------
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# DISPLAY PLAN
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# -------------------------
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st.subheader("🏋️ Your Personalized 5-Day Workout Plan")
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st.write(full_plan)
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