import streamlit as st | |
from streamlit_option_menu import option_menu | |
from transformers import pipeline, Conversation | |
convo = pipeline(task="conversational", model="microsoft/DialoGPT-medium") | |
imgclassifier = pipeline(model="microsoft/beit-base-patch16-224-pt22k-ft22k") | |
# def homepage(): | |
# st.write("Timeline") | |
# # allmessages =[] | |
# if "messages" not in st.session_state: | |
# st.session_state.messages = [] | |
# if usrmsg := st.chat_input("Share a thought"): | |
# st.session_state.messages.append(usrmsg) | |
# with st.chat_message("user"): | |
# st.session_state.messages | |
def chat(): | |
if query := st.chat_input("Enter your message"): | |
uquery = Conversation(query) | |
response = convo(uquery) | |
with st.chat_message("assistant"): | |
st.write(response.generated_responses[-1]) | |
def image_classifi(): | |
with st.sidebar: | |
file = st.file_uploader("Upload Image", ["png", "jpg"]) | |
output = imgclassifier(file) | |
if st.button("View Results"): | |
st.write(output) | |
# def invoke_audio(): | |
# st.write("Invoke Audio") | |
# st.write("Welcome to the invoke audio page") | |
# def invoke_video(): | |
# st.write("Invoke Video") | |
# st.write("Welcome to the invoke video page") | |
# def invoke_image(): | |
# st.write("Invoke Image") | |
# st.write("Welcome to the invoke image page") | |
# def invoke_text(): | |
# st.write("Invoke Text") | |
# st.write("Welcome to the invoke text page") | |
def dashboard(): | |
with st.sidebar: | |
selected = option_menu(None, ['Conversational', "Q&A", "Text Generation", "Text Classification", "Image Classification", "Summurization", "Visual Q&A" , "Logout"], | |
icons=['π¬','β', 'π', 'π€', 'πΌοΈ', 'π', 'π', 'π']) | |
# if selected == 'Home': | |
# homepage() | |
if selected == 'Conversational': | |
chat() | |
elif selected == 'Logout': | |
st.session_state.user = None | |
st.experimental_rerun() | |
# elif selected == "Invoke Document": | |
# invoke_document() | |
# elif selected == "Invoke Audio": | |
# invoke_audio() | |
# elif selected == "Invoke Video": | |
# invoke_video() | |
# elif selected == "Invoke Image": | |
# invoke_image() | |
# elif selected == "Invoke Text": | |
# invoke_text() | |