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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-1.5-latest") | |
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 FileNotFoundError("File not uploaded") | |
st.set_page_config(page_title="FoodAnalyzer") | |
st.markdown("<h1 style='text-align: center;'>FoodAnalyzer App</h1>", unsafe_allow_html=True) | |
age = st.number_input("Enter Age", min_value=0, max_value=120, step=1) | |
gender = st.selectbox("Select Gender", options=["Male", "Female", "Other"]) | |
weight = st.number_input("Enter Weight in (kg)", min_value=0.0, step=0.1) | |
Height = st.number_input("Enter Height in (cm)", min_value=0.0, step=0.1) | |
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="Uploaded Image", use_column_width=True) | |
col1, col2, col3 = st.columns([7, 2, 7]) | |
with col2: | |
submit = st.button("Analyze") | |
input_prompt = f""" | |
You are an expert nutritionist. Please analyze the food items from the uploaded image and calculate the | |
total calories. Also provide the details of every food item with calorie intake in the following format: | |
1. Item 1 - Number of calories | |
2. Item 2 - Number of calories | |
3. Item 3 - Number of calories | |
4. Item 4 - Number of calories | |
...... | |
...... | |
Also, consider the user inputted {age}, {gender}, {weight}, {Height} and mention whether the food is healthy or not | |
for the inputted {age}, {gender}, {weight},{Height}. Additionally, mention the percentage split of the ratio of proteins, carbohydrates, fats, fiber, sugar, minerals, vitamins, and | |
other important nutrients required in our diet. Do not confuse and show {weight} with {Height} or {Height} with {weight}""" | |
if submit: | |
image_date = get_image_content(uploaded_file) | |
response=get_gemini_response(input_prompt,image_date) | |
st.subheader("The Response is") | |
st.write(response) | |