Spaces:
Sleeping
Sleeping
Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from dotenv import load_dotenv
|
| 2 |
+
load_dotenv()
|
| 3 |
+
import streamlit as st
|
| 4 |
+
from langchain.text_splitter import CharacterTextSplitter
|
| 5 |
+
from langchain.embeddings.openai import OpenAIEmbeddings
|
| 6 |
+
from langchain.vectorstores import FAISS
|
| 7 |
+
from langchain.chains.question_answering import load_qa_chain
|
| 8 |
+
from langchain.llms import OpenAI
|
| 9 |
+
import os
|
| 10 |
+
|
| 11 |
+
|
| 12 |
+
|
| 13 |
+
def main():
|
| 14 |
+
load_dotenv()
|
| 15 |
+
st.set_page_config(page_title="Chat Text")
|
| 16 |
+
st.header("Chat Text 💬")
|
| 17 |
+
|
| 18 |
+
# Dosyayı oku
|
| 19 |
+
file_path = 'shipping.txt'
|
| 20 |
+
with open(file_path, 'r', encoding='utf-8') as file:
|
| 21 |
+
text = file.read()
|
| 22 |
+
|
| 23 |
+
# Metni parçalara ayır
|
| 24 |
+
char_text_splitter = CharacterTextSplitter(separator="\n", chunk_size=1000,
|
| 25 |
+
chunk_overlap=200, length_function=len)
|
| 26 |
+
text_chunks = char_text_splitter.split_text(text)
|
| 27 |
+
|
| 28 |
+
embeddings = OpenAIEmbeddings(
|
| 29 |
+
openai_api_key=os.getenv('OPENAI_API_KEY')
|
| 30 |
+
)
|
| 31 |
+
docsearch = FAISS.from_texts(text_chunks, embeddings)
|
| 32 |
+
llm = OpenAI()
|
| 33 |
+
chain = load_qa_chain(llm, chain_type="stuff")
|
| 34 |
+
|
| 35 |
+
# Kullanıcıdan soru al
|
| 36 |
+
query = st.text_input("Type your question:")
|
| 37 |
+
if query:
|
| 38 |
+
docs = docsearch.similarity_search(query)
|
| 39 |
+
response = chain.run(input_documents=docs, question=query)
|
| 40 |
+
|
| 41 |
+
st.write(response)
|
| 42 |
+
|
| 43 |
+
if __name__ == '__main__':
|
| 44 |
+
main()
|