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import os | |
import streamlit as st | |
import tempfile | |
from pymongo import MongoClient | |
from datetime import datetime | |
from pathlib import Path | |
from document_chunker import DocumentChunker | |
from urllib.parse import quote_plus | |
# === MongoDB connection via Hugging Face secrets === | |
user = quote_plus(os.getenv("MONGO_USER")) | |
password = quote_plus(os.getenv("MONGO_PASS")) | |
cluster = os.getenv("MONGO_CLUSTER") | |
db_name = os.environ.get("MONGO_DB", "grant_docs") | |
mongo_uri = f"mongodb+srv://{user}:{password}@{cluster}/{db_name}?retryWrites=true&w=majority&tls=true&tlsAllowInvalidCertificates=true" | |
client = MongoClient(mongo_uri, tls=True, tlsAllowInvalidCertificates=True, serverSelectionTimeoutMS=20000) | |
db = client[db_name] | |
st.set_page_config(page_title="Doc Chunker", layout="wide") | |
def gate_ui(): | |
APP_PASSWORD=st.secrets.get("APP_PASSWORD", os.getenv("APP_PASSWORD")).strip() | |
if "authed" not in st.session_state: | |
st.session_state.authed = False | |
if not APP_PASSWORD: | |
st.session_state.authed = True | |
return True | |
if st.session_state.authed: | |
return True | |
st.title("🔒 Document Chunker Login") | |
pwd=st.text_input("Enter password", type="password") | |
if st.button("Login"): | |
if pwd==APP_PASSWORD: | |
st.session_state.authed=True | |
st.rerun() | |
else: | |
st.error("Incorrect password.") | |
return False | |
# === Streamlit UI === | |
def main(): | |
if not gate_ui(): | |
return | |
st.title("📄 Document Chunker & Uploader") | |
with st.sidebar: | |
st.header("Settings") | |
# Fetch collection names for dropdown | |
try: | |
existing_categories = db["final_chunks"].distinct("collection_category") or [] | |
except Exception: | |
existing_categories = [] | |
existing_categories=sorted([c for c in existing_categories if c])+["Create New Category"] | |
selected_category = st.selectbox( | |
"Choose Category (collection_category)", | |
existing_categories, | |
index=existing_categories.index("Create New Category") if "Create New Category" in existing_categories else 0 | |
) | |
if selected_category == "Create New Category": | |
selected_category = st.sidebar.text_input("Enter Category Name:") | |
if not selected_category: | |
st.warning("⚠️ Enter a category name to proceed.") | |
st.stop() | |
is_grant_app = st.toggle("Is this a Grant Application?", value=False) | |
uploaded_file = st.file_uploader("Upload a DOCX, TXT, or PDF file", type=["docx", "txt", "pdf"]) | |
if uploaded_file: | |
temp_path = Path(tempfile.gettempdir()) / uploaded_file.name | |
with open(temp_path, "wb") as f: | |
f.write(uploaded_file.getbuffer()) | |
st.success(f"Uploaded `{uploaded_file.name}`") | |
modified_time = datetime.now().isoformat() | |
collection = db['final_chunks'] | |
already = collection.find_one({ | |
"metadata.title": uploaded_file.name, | |
"collection_category": selected_category | |
}) | |
if already: | |
st.warning(f"⚠️ `{uploaded_file.name}` already exists in category `{selected_category}`. Skipping…") | |
else: | |
st.write("⏳ Processing with DocumentChunker...") | |
chunker = DocumentChunker() | |
chunks = chunker.process_document(str(temp_path)) | |
if chunks: | |
for chunk in chunks: | |
chunk['collection_category']=selected_category | |
chunk['metadata'].update({ | |
"title": uploaded_file.name, | |
"uploaded_at": modified_time, | |
"is_grant_app": is_grant_app, | |
}) | |
collection.insert_one(chunk) | |
st.success(f"✅ {len(chunks)} chunks inserted into `final_chunks` (category: `{selected_category}`)") | |
# Show a few previews | |
for i, c in enumerate(chunks[:3]): | |
st.subheader(f"Chunk {i+1}: {c['metadata'].get('header') or 'No Header'}") | |
st.markdown(c['text'][:400] + "...") | |
st.caption(f"Topics: {', '.join(c['metadata']['topics'])} | Category: {c['metadata']['category']}") | |
st.progress(c['metadata']['confidence_score']) | |
if len(chunks) > 3: | |
st.info(f"... and {len(chunks)-3} more chunks processed.") | |
else: | |
st.warning("⚠️ No chunks were generated.") | |
if __name__ == "__main__": | |
main() | |
# try: | |
# os.remove(temp_path) | |
# except Exception as e: | |
# st.warning(f"⚠️ Could not delete temp file: {e}") | |