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streamlit_app.py
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import streamlit as st
from models.LLM import llm
from tools.index_tool import indexer
from graph import workflow_compiler
st.set_page_config(page_title="Assistant", layout="centered")
st.markdown(
"""<style>
[data-testid="stAppViewContainer"] {
width: 100%;
height: 100%;
background-size: cover;
background-position: center center;
background-repeat: repeat;
background-image: url("data:image/svg+xml;utf8,%3Csvg viewBox=%220 0 2000 1400%22 xmlns=%22http:%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Cmask id=%22b%22 x=%220%22 y=%220%22 width=%222000%22 height=%221400%22%3E%3Cpath fill=%22url(%23a)%22 d=%22M0 0h2000v1400H0z%22%2F%3E%3C%2Fmask%3E%3Cpath fill=%22%230f190e%22 d=%22M0 0h2000v1400H0z%22%2F%3E%3Cg mask=%22url(%23b)%22%3E%3Cg style=%22transform-origin:center center%22 fill=%22%236c94ad%22%3E%3Ccircle cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%2254%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22108%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22162%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22216%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22270%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22324%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22378%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22432%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22486%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22540%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22594%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22648%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22702%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22756%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22810%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22864%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22918%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%22972%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%221026%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%221080%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%221134%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%221188%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%221242%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%221296%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%221350%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%221404%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%221458%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%221512%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%221566%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle cx=%221620%22 cy=%2227%22 r=%226%22%2F%3E%3Ccircle 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}
[data-testid="stHeader"]{
background-color: transparent;
}
</style>
""",
unsafe_allow_html=True,
)
st.markdown(
"<h1 style='text-align: center; color: #aed0ab;'>Corrective-RAG</h1> <br>",
unsafe_allow_html=True,
)
indexed = False
uploaded_file = st.file_uploader("Choose a PDF file", type=["pdf"])
if uploaded_file:
temp_file = f"./{uploaded_file.name}"
with open(temp_file, "wb") as file:
file.write(uploaded_file.getvalue())
file_name = uploaded_file.name
indexer(temp_file)
app = workflow_compiler()
indexed = True
def generate_llm_response(input_text):
ans = ""
container = st.empty()
for token in llm.stream(input_text):
ans += token.content
container.info(ans)
def generate_rag_response(input_text):
ans = ""
input_dict = {"question": str(input_text)}
container = st.empty()
response = app.invoke(input_dict)
arr = []
for token in response["generation"]:
ans += token
arr.append(token)
container.info(ans)
ans += "\n\nSources - "
for j, i in enumerate(response["documents"]):
s = str(i.page_content).replace("\n", " ")
ans += f"\n\n{str(j+1)}. "
if len(s) > 100:
ans += f"Document - ({s[:45]}..........{s[-45:]}) "
else:
ans += f"Document - ({s}) "
ans += f"Source - ({i.metadata['source']}) "
if "page" in i.metadata:
ans += f"Page - ({int(i.metadata['page'])+1}) "
container.info(ans)
with st.form("my_form"):
text = st.text_area("Enter text:", "How can I help you?")
submitted = st.form_submit_button("Submit")
if submitted:
if indexed:
generate_rag_response(text)
else:
generate_llm_response(text)
st.write("made by grecil")