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### HeartFuel NutriGuide APP | |
from dotenv import load_dotenv | |
load_dotenv() ## load all the environment variables | |
import streamlit as st | |
import os | |
import google.generativeai as genai | |
from PIL import Image | |
genai.configure(api_key=os.getenv("GOOGLE_API_KEY")) | |
## Function to load Google Gemini Pro Vision API And get response | |
def get_gemini_repsonse(input,image,prompt): | |
model=genai.GenerativeModel('gemini-pro-vision') | |
response=model.generate_content([input,image[0],prompt]) | |
return response.text | |
def input_image_setup(uploaded_file): | |
# Check if a file has been uploaded | |
if uploaded_file is not None: | |
# Read the file into bytes | |
bytes_data = uploaded_file.getvalue() | |
image_parts = [ | |
{ | |
"mime_type": uploaded_file.type, # Get the mime type of the uploaded file | |
"data": bytes_data | |
} | |
] | |
return image_parts | |
else: | |
raise FileNotFoundError("No file uploaded") | |
##initialize our streamlit app | |
# Set the page title | |
st.set_page_config(page_title="HeartFuel NutriGuide") | |
# Colorful header | |
st.markdown("<h1 style='color: #009933;'>HeartFuel NutriGuide</h1>", unsafe_allow_html=True) | |
# Colorful text | |
st.markdown("<span style='color:#0066cc;'>**Regulating food intake for CVD Risk patients**</span><br>by <span style='color:#ff3399;'>***Chidozie Louis Uzoegwu***</span>", unsafe_allow_html=True) | |
input=st.text_input("Ask any Question about this food: ",key="input") | |
uploaded_file = st.file_uploader("Choose an image...", type=["jpg", "jpeg", "png"]) | |
image="" | |
if uploaded_file is not None: | |
image = Image.open(uploaded_file) | |
st.image(image, caption="Uploaded Image.", use_column_width=True) | |
submit=st.button("Calculate Nutrition Profile") | |
input_prompt=""" | |
As a nutritionist specialist in cardiovascular health, your task is to analyze the nutritional content of the food items in the provided image. For each item, list the following nutrients in a table: | |
Food Item | |
Calories | |
Omega-3 (mg) | |
Fiber (g) | |
Antioxidants | |
Potassium (mg) | |
Magnesium (mg) | |
After listing the nutrients, provide a summary of the overall impact of these nutrients on heart health. If any items are found to be less than ideal, suggest alternative heart-healthy options. | |
""" | |
## If submit button is clicked | |
if submit: | |
image_data=input_image_setup(uploaded_file) | |
response=get_gemini_repsonse(input_prompt,image_data,input) | |
st.markdown("**<h3 style='color: blue;'>RESULT:</h3>**", unsafe_allow_html=True) | |
st.write(response) | |