Spaces:
Configuration error
Configuration error
import streamlit as st | |
from multimodal_rag_chat import partition_pdf_elements, classify_elements, summarize_tables, generate_img_summaries, handle_query, handle_image_query | |
# Google API Key (Make sure to replace this with your actual API key) | |
GOOGLE_API_KEY = "YOUR_GOOGLE_API_KEY" | |
st.title("PDF and Image Content Summarizer and Query Answerer") | |
st.header("Upload PDF or Image") | |
uploaded_file = st.file_uploader("Choose a PDF or Image file", type=["pdf", "jpg", "jpeg", "png"]) | |
query = st.text_input("Enter your query") | |
if uploaded_file is not None and query: | |
file_type = uploaded_file.type | |
file_path = "temp." + file_type.split('/')[1] | |
with open(file_path, "wb") as f: | |
f.write(uploaded_file.getbuffer()) | |
if file_type.startswith("application/pdf"): | |
raw_pdf_elements = partition_pdf_elements(file_path) | |
Header, Footer, Title, NarrativeText, Text, ListItem, img, tab = classify_elements(raw_pdf_elements) | |
text_elements = Header + Footer + Title + NarrativeText + Text + ListItem | |
text_response = handle_query(query, GOOGLE_API_KEY, text_elements) | |
st.header("Query Response") | |
st.write(text_response) | |
if tab: | |
st.header("Table Summaries") | |
table_summaries = summarize_tables(tab, GOOGLE_API_KEY) | |
st.write(table_summaries) | |
if img: | |
st.header("Image Summaries") | |
img_base64_list, image_summaries = generate_img_summaries("extracted_data", GOOGLE_API_KEY) | |
st.write(image_summaries) | |
elif file_type.startswith("image"): | |
image_query_response = handle_image_query(file_path, query, GOOGLE_API_KEY) | |
st.header("Image Query Response") | |
st.write(image_query_response) |