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Update app.py
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app.py
CHANGED
@@ -33,6 +33,7 @@ def get_text_chunk(text):
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return chunks
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#embedding using openAI embedding. Warn: This will cost you money
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def get_vectorstore_openAI(text_chunks):
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embeddings = OpenAIEmbeddings()
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vectorstore = FAISS.from_texts(texts=text_chunks, embedding=embeddings)
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@@ -46,7 +47,8 @@ def get_vectorstore(text_chunks):
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return vectorstore
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def get_conversation_chain(vectorstore):
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llm = ChatOpenAI()
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memory = ConversationBufferMemory(memory_key='chat_history', return_messages=True)
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conversation_chain = ConversationalRetrievalChain.from_llm(
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llm=llm,
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@@ -68,8 +70,8 @@ def handle_userinput(user_question):
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def main():
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##############################################################################
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#load openai api_key from .evn
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load_dotenv()
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##############################################################################
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#set up basic page
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@@ -105,7 +107,7 @@ def main():
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print('text_chunks are generated')
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#create vector store
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vectorstore =
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print('vectorstore is created')
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#create converstion chain
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return chunks
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#embedding using openAI embedding. Warn: This will cost you money
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def get_vectorstore_openAI(text_chunks):
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embeddings = OpenAIEmbeddings()
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vectorstore = FAISS.from_texts(texts=text_chunks, embedding=embeddings)
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return vectorstore
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def get_conversation_chain(vectorstore):
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# llm = ChatOpenAI()
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llm =
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memory = ConversationBufferMemory(memory_key='chat_history', return_messages=True)
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conversation_chain = ConversationalRetrievalChain.from_llm(
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llm=llm,
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def main():
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##############################################################################
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#load openai api_key from .evn
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# load_dotenv()
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openai.api_key = os.getenv("OPENAI_API_KEY")
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##############################################################################
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#set up basic page
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print('text_chunks are generated')
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#create vector store
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vectorstore = get_vectorstore_openAI(text_chunks)
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print('vectorstore is created')
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#create converstion chain
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