Spaces:
Sleeping
Sleeping
Update src/streamlit_app.py
Browse files- src/streamlit_app.py +57 -46
src/streamlit_app.py
CHANGED
|
@@ -2,48 +2,65 @@ import streamlit as st
|
|
| 2 |
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
|
| 3 |
import torch
|
| 4 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 5 |
@st.cache_resource
|
| 6 |
def load_model():
|
| 7 |
-
tokenizer = AutoTokenizer.from_pretrained("google/flan-t5-
|
| 8 |
-
model = AutoModelForSeq2SeqLM.from_pretrained("google/flan-t5-
|
| 9 |
return tokenizer, model
|
| 10 |
|
| 11 |
-
# ⭐ MUST CALL FUNCTION
|
| 12 |
tokenizer, model = load_model()
|
| 13 |
|
|
|
|
|
|
|
|
|
|
| 14 |
|
| 15 |
-
|
| 16 |
-
|
| 17 |
-
st.set_page_config(page_title="FitPlan AI - BMI Calculator", page_icon="💪")
|
| 18 |
-
st.title("💪 FitPlan AI - Fitness Profile & BMI Calculator")
|
| 19 |
-
|
| 20 |
-
st.write("Fill in your details to calculate your BMI and get AI workout plan.")
|
| 21 |
|
| 22 |
# -------------------------
|
| 23 |
-
#
|
| 24 |
# -------------------------
|
| 25 |
|
| 26 |
name = st.text_input("Enter Your Name *")
|
| 27 |
-
|
| 28 |
-
|
| 29 |
-
|
| 30 |
-
height_cm = st.number_input("Enter Height (in centimeters) *", min_value=0.0, format="%.2f")
|
| 31 |
-
weight_kg = st.number_input("Enter Weight (in kilograms) *", min_value=0.0, format="%.2f")
|
| 32 |
|
| 33 |
# -------------------------
|
| 34 |
-
#
|
| 35 |
# -------------------------
|
| 36 |
|
| 37 |
-
st.subheader("Fitness Details")
|
| 38 |
-
|
| 39 |
goal = st.selectbox(
|
| 40 |
-
"
|
| 41 |
["Build Muscle", "Weight Loss", "Strength Gain", "Abs Building", "Flexible"]
|
| 42 |
)
|
| 43 |
|
| 44 |
equipment = st.multiselect(
|
| 45 |
"Available Equipment",
|
| 46 |
-
["Dumbbells", "Resistance Band", "Yoga Mat", "Skipping Rope",
|
|
|
|
| 47 |
)
|
| 48 |
|
| 49 |
fitness_level = st.radio(
|
|
@@ -55,10 +72,9 @@ fitness_level = st.radio(
|
|
| 55 |
# BMI Functions
|
| 56 |
# -------------------------
|
| 57 |
|
| 58 |
-
def calculate_bmi(weight,
|
| 59 |
-
height_m =
|
| 60 |
-
|
| 61 |
-
return round(bmi, 2)
|
| 62 |
|
| 63 |
def bmi_category(bmi):
|
| 64 |
if bmi < 18.5:
|
|
@@ -71,52 +87,47 @@ def bmi_category(bmi):
|
|
| 71 |
return "Obese"
|
| 72 |
|
| 73 |
# -------------------------
|
| 74 |
-
#
|
| 75 |
# -------------------------
|
| 76 |
|
| 77 |
-
if st.button("
|
| 78 |
|
| 79 |
-
# Validation
|
| 80 |
if not name:
|
| 81 |
-
st.error("
|
| 82 |
elif height_cm <= 0 or weight_kg <= 0:
|
| 83 |
-
st.error("Enter valid height
|
| 84 |
elif not equipment:
|
| 85 |
-
st.error("Select
|
| 86 |
else:
|
| 87 |
-
st.success("✅ Profile Submitted Successfully!")
|
| 88 |
-
|
| 89 |
-
# Calculate BMI
|
| 90 |
bmi = calculate_bmi(weight_kg, height_cm)
|
| 91 |
bmi_status = bmi_category(bmi)
|
| 92 |
|
| 93 |
-
st.
|
| 94 |
|
| 95 |
equipment_list = ", ".join(equipment)
|
| 96 |
|
| 97 |
prompt = f"""
|
| 98 |
-
|
| 99 |
|
| 100 |
-
User Details:
|
| 101 |
Name: {name}
|
| 102 |
Gender: {gender}
|
| 103 |
BMI: {bmi} ({bmi_status})
|
| 104 |
Goal: {goal}
|
| 105 |
-
|
| 106 |
-
|
| 107 |
|
| 108 |
-
Include warmup, exercises
|
| 109 |
"""
|
| 110 |
|
| 111 |
-
with st.spinner("Generating
|
| 112 |
-
inputs = tokenizer(prompt, return_tensors="pt", truncation=
|
| 113 |
outputs = model.generate(
|
| 114 |
**inputs,
|
| 115 |
-
max_new_tokens=
|
| 116 |
-
temperature=
|
| 117 |
-
do_sample=
|
| 118 |
)
|
| 119 |
-
result = tokenizer.decode(outputs[0], skip_special_tokens=
|
| 120 |
|
| 121 |
-
st.subheader("🏋️ Your
|
| 122 |
st.write(result)
|
|
|
|
| 2 |
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
|
| 3 |
import torch
|
| 4 |
|
| 5 |
+
# -------------------------
|
| 6 |
+
# Page Config FIRST
|
| 7 |
+
# -------------------------
|
| 8 |
+
|
| 9 |
+
st.set_page_config(page_title="FitPlan AI", page_icon="💪")
|
| 10 |
+
|
| 11 |
+
# 🎨 Background Style
|
| 12 |
+
st.markdown(
|
| 13 |
+
"""
|
| 14 |
+
<style>
|
| 15 |
+
.stApp {
|
| 16 |
+
background: linear-gradient(to right, #ff512f, #dd2476);
|
| 17 |
+
}
|
| 18 |
+
</style>
|
| 19 |
+
""",
|
| 20 |
+
unsafe_allow_html=True
|
| 21 |
+
)
|
| 22 |
+
|
| 23 |
+
# -------------------------
|
| 24 |
+
# Load Model (Small for HF)
|
| 25 |
+
# -------------------------
|
| 26 |
+
|
| 27 |
@st.cache_resource
|
| 28 |
def load_model():
|
| 29 |
+
tokenizer = AutoTokenizer.from_pretrained("google/flan-t5-small")
|
| 30 |
+
model = AutoModelForSeq2SeqLM.from_pretrained("google/flan-t5-small")
|
| 31 |
return tokenizer, model
|
| 32 |
|
|
|
|
| 33 |
tokenizer, model = load_model()
|
| 34 |
|
| 35 |
+
# -------------------------
|
| 36 |
+
# App Title
|
| 37 |
+
# -------------------------
|
| 38 |
|
| 39 |
+
st.title("💪 FitPlan AI - BMI Calculator & Workout Planner")
|
| 40 |
+
st.write("Enter your details to get AI workout plan.")
|
|
|
|
|
|
|
|
|
|
|
|
|
| 41 |
|
| 42 |
# -------------------------
|
| 43 |
+
# Personal Info
|
| 44 |
# -------------------------
|
| 45 |
|
| 46 |
name = st.text_input("Enter Your Name *")
|
| 47 |
+
gender = st.selectbox("Gender", ["Male", "Female", "Other"])
|
| 48 |
+
height_cm = st.number_input("Height (cm)", min_value=0.0)
|
| 49 |
+
weight_kg = st.number_input("Weight (kg)", min_value=0.0)
|
|
|
|
|
|
|
| 50 |
|
| 51 |
# -------------------------
|
| 52 |
+
# Fitness Details
|
| 53 |
# -------------------------
|
| 54 |
|
|
|
|
|
|
|
| 55 |
goal = st.selectbox(
|
| 56 |
+
"Fitness Goal",
|
| 57 |
["Build Muscle", "Weight Loss", "Strength Gain", "Abs Building", "Flexible"]
|
| 58 |
)
|
| 59 |
|
| 60 |
equipment = st.multiselect(
|
| 61 |
"Available Equipment",
|
| 62 |
+
["Dumbbells", "Resistance Band", "Yoga Mat", "Skipping Rope",
|
| 63 |
+
"Weight Plates", "Cycling", "Inclined Bench", "Pullups Bar", "No Equipment"]
|
| 64 |
)
|
| 65 |
|
| 66 |
fitness_level = st.radio(
|
|
|
|
| 72 |
# BMI Functions
|
| 73 |
# -------------------------
|
| 74 |
|
| 75 |
+
def calculate_bmi(weight, height):
|
| 76 |
+
height_m = height / 100
|
| 77 |
+
return round(weight / (height_m ** 2), 2)
|
|
|
|
| 78 |
|
| 79 |
def bmi_category(bmi):
|
| 80 |
if bmi < 18.5:
|
|
|
|
| 87 |
return "Obese"
|
| 88 |
|
| 89 |
# -------------------------
|
| 90 |
+
# Generate Plan
|
| 91 |
# -------------------------
|
| 92 |
|
| 93 |
+
if st.button("Generate Workout Plan"):
|
| 94 |
|
|
|
|
| 95 |
if not name:
|
| 96 |
+
st.error("Enter your name")
|
| 97 |
elif height_cm <= 0 or weight_kg <= 0:
|
| 98 |
+
st.error("Enter valid height & weight")
|
| 99 |
elif not equipment:
|
| 100 |
+
st.error("Select equipment")
|
| 101 |
else:
|
|
|
|
|
|
|
|
|
|
| 102 |
bmi = calculate_bmi(weight_kg, height_cm)
|
| 103 |
bmi_status = bmi_category(bmi)
|
| 104 |
|
| 105 |
+
st.success(f"BMI: {bmi} ({bmi_status})")
|
| 106 |
|
| 107 |
equipment_list = ", ".join(equipment)
|
| 108 |
|
| 109 |
prompt = f"""
|
| 110 |
+
Create a 5-day workout plan.
|
| 111 |
|
|
|
|
| 112 |
Name: {name}
|
| 113 |
Gender: {gender}
|
| 114 |
BMI: {bmi} ({bmi_status})
|
| 115 |
Goal: {goal}
|
| 116 |
+
Level: {fitness_level}
|
| 117 |
+
Equipment: {equipment_list}
|
| 118 |
|
| 119 |
+
Include warmup, exercises, sets, reps, rest time.
|
| 120 |
"""
|
| 121 |
|
| 122 |
+
with st.spinner("Generating workout plan..."):
|
| 123 |
+
inputs = tokenizer(prompt, return_tensors="pt", truncation=True)
|
| 124 |
outputs = model.generate(
|
| 125 |
**inputs,
|
| 126 |
+
max_new_tokens=400,
|
| 127 |
+
temperature=0.7,
|
| 128 |
+
do_sample=True
|
| 129 |
)
|
| 130 |
+
result = tokenizer.decode(outputs[0], skip_special_tokens=True)
|
| 131 |
|
| 132 |
+
st.subheader("🏋️ Your Workout Plan")
|
| 133 |
st.write(result)
|