docker 설정 수정
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9
docker-compose.yml
Normal file
9
docker-compose.yml
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@@ -0,0 +1,9 @@
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version: "3"
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services:
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app:
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build: .
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volumes:
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- .:/opt/workspace # 로컬 디렉토리와 컨테이너 디렉토리 동기화
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ports:
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- "8501:8501" # Streamlit 앱 포트 설정
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container_name: streamlit-rag # 컨테이너 이름 설정
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@@ -1,6 +1,7 @@
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FROM pytorch/pytorch:latest
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FROM pytorch/pytorch:latest
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WORKDIR /app
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ADD . /opt/workspace
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WORKDIR /opt/workspace
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# 필수 패키지 설치
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# 필수 패키지 설치
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RUN apt-get update && apt-get install -y python3-pip
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RUN apt-get update && apt-get install -y python3-pip
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13
main.py
13
main.py
@@ -84,10 +84,15 @@ def load_and_process_documents(directory_path):
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def save_faiss_index(faiss_index, path="faiss_index"):
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def save_faiss_index(faiss_index, path="faiss_index"):
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faiss_index.save_local(path)
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faiss_index.save_local(path)
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print("-------------------------------------------")
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print("save_faiss_index")
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print("-------------------------------------------")
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def load_faiss_index(path="faiss_index"):
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def load_faiss_index(path="faiss_index"):
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embeddings = embedding()
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embeddings = embedding()
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print("-------------------------------------------")
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print("load_faiss_index")
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print("-------------------------------------------")
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return FAISS.load_local(path, embeddings, allow_dangerous_deserialization=True)
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return FAISS.load_local(path, embeddings, allow_dangerous_deserialization=True)
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@@ -101,6 +106,7 @@ def initialize_processing():
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try:
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try:
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faiss_index = load_faiss_index(SAVE_VD)
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faiss_index = load_faiss_index(SAVE_VD)
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except Exception:
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except Exception:
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print("no load_faiss_index")
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embeddings = embedding()
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embeddings = embedding()
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faiss_index = FAISS.from_documents(docs, embeddings)
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faiss_index = FAISS.from_documents(docs, embeddings)
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save_faiss_index(faiss_index, SAVE_VD)
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save_faiss_index(faiss_index, SAVE_VD)
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@@ -168,10 +174,11 @@ if user_input := st.chat_input():
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with st.spinner("문서 검색 및 답변 생성 중..."):
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with st.spinner("문서 검색 및 답변 생성 중..."):
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docs = reranker.invoke(user_input)
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docs = reranker.invoke(user_input)
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print(docs)
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context_texts = "\n\n".join(
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context_texts = "\n\n".join(
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[
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[
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f"- {doc[0].metadata['source']} (유사도: {doc[1]}): {doc[0].page_content}"
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f"- {doc[0].metadata['source']} (유사도: {doc[1]}): {doc[0].page_content}"
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for doc in docs
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for doc in docs
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]
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]
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)
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)
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