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from langchain_community.chat_message_histories import StreamlitChatMessageHistory | |
import streamlit as st | |
from langchain.prompts import ( | |
ChatPromptTemplate, | |
HumanMessagePromptTemplate, | |
MessagesPlaceholder, | |
) | |
from more_itertools import chunked | |
from langserve import RemoteRunnable | |
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM | |
import os | |
from langchain import PromptTemplate | |
from langchain import LLMChain | |
from langchain_together import Together | |
import re | |
import pdfplumber | |
# Set the API key with double quotes | |
os.environ['TOGETHER_API_KEY'] = "5653bbfbaf1f7c1438206f18e5dfc2f5992b8f0b6aa9796b0131ea454648ccde" | |
text = "" | |
max_pages = 16 | |
with pdfplumber.open("AI Engineer Test.pdf") as pdf: | |
for i, page in enumerate(pdf.pages): | |
if i >= max_pages: | |
break | |
text += page.extract_text() + "\n" | |
def Bot(Questions): | |
chat_template = """ | |
Based on the provided context: {text} | |
Please answer the following question: {Questions} | |
Only provide answers that are directly related to the context. If the question is unrelated, respond with "I don't know". | |
""" | |
prompt = PromptTemplate( | |
input_variables=['text', 'Questions'], | |
template=chat_template | |
) | |
llama3 = Together(model="meta-llama/Llama-3-70b-chat-hf", max_tokens=250) | |
Generated_chat = LLMChain(llm=llama3, prompt=prompt) | |
def ChatBot(Questions): | |
greetings = ["hi", "hello", "hey", "greetings", "what's up", "howdy"] | |
# Check if the input question is a greeting | |
question_lower = Questions.lower().strip() | |
if question_lower in greetings or any(question_lower.startswith(greeting) for greeting in greetings): | |
return "Hello! How can I assist you with the document today?" | |
else: | |
response=Bot(Questions) | |
return response.translate(str.maketrans('', '', '\n')) | |
""" # --- Logo --- | |
st.set_page_config( | |
page_title="AI Engineer Test Chatbot", | |
page_icon="Insight Therapy Solutions.png", | |
layout="wide", | |
) | |
st.sidebar.image("Insight Therapy Solutions.png", width=200) | |
st.sidebar.title("Navigation") | |
st.sidebar.write("Reclaim Your Mental Health") | |
st.sidebar.markdown("[Visit us at](https://www.insighttherapysolutions.com/)") | |
""" | |
# Add some custom styling | |
st.markdown( | |
""" | |
<style> | |
.css-18e3th9 { | |
padding-top: 3rem; | |
} | |
.css-1d391kg { | |
text-align: center; | |
} | |
.stButton>button { | |
background-color: #4CAF50; | |
color: white; | |
border: none; | |
padding: 15px 32px; | |
text-align: center; | |
text-decoration: none; | |
display: inline-block; | |
font-size: 16px; | |
margin: 4px 2px; | |
cursor: pointer; | |
border-radius: 8px; | |
} | |
</style> | |
""", unsafe_allow_html=True | |
) | |