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from dotenv import load_dotenv | |
load_dotenv() | |
import streamlit as st | |
import google.generativeai as genai | |
import os | |
from PIL import Image | |
#from PyPDF2 import PdfReader | |
genai.configure(api_key=os.getenv("GOOGLE_API_KEY")) | |
def get_gemini_response(input_prompt,image): | |
model=genai.GenerativeModel("gemini-pro-vision") | |
response=model.generate_content([input_prompt,image[0]]) | |
return response.text | |
def get_image_content(uploaded_file): | |
if uploaded_file is not None: | |
image_byte_data=uploaded_file.getvalue() | |
image_parts = [ | |
{ | |
"mime_type":uploaded_file.type, | |
"data":image_byte_data | |
} | |
] | |
return image_parts | |
else: | |
raise FileNotFoundEroor("File not uploaded") | |
st.header("Healthify App") | |
uploaded_file=st.file_uploader("Upload an Image",type=["jpg","png","jpeg"]) | |
image='' | |
if uploaded_file is not None: | |
image=Image.open(uploaded_file) | |
st.image(image, caption="Upload Image", use_column_width=True) | |
submit=st.button("Click here to know total calories of the uploaded image") | |
input_prompt = """ | |
You are an expert in nutritionist where you need to see the food items from the uploaded image | |
and calculate the total calroies, also provide the details of every food items with calories intake | |
in the below formt | |
1. Item 1 - No of calories | |
2. Item 2 - No of calories | |
...... | |
...... | |
finally you can also mention whethere the food is healthy or not and also | |
mention the percentage split of the ratio of protains,carbohydrates,fats,fiber,sugar,minerals,vitamins and | |
other import things required in our diet | |
""" | |
if submit: | |
image_date = get_image_content(uploaded_file) | |
response=get_gemini_response(input_prompt,image_date) | |
st.markdown("The Response is") | |
st.write(response) |