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Update app.py
Browse files
app.py
CHANGED
@@ -9,16 +9,6 @@ from typing import Optional
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# [기본코드] - 수정/삭제 불가
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#############################
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# 제거할 모델들을 MODELS 사전에서 제외
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MODELS = {
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"Zephyr 7B Beta": "HuggingFaceH4/zephyr-7b-beta",
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"Meta Llama 3.1 8B": "meta-llama/Meta-Llama-3.1-8B-Instruct",
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"Meta-Llama 3.1 70B-Instruct": "meta-llama/Meta-Llama-3.1-70B-Instruct",
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"Microsoft": "microsoft/Phi-3-mini-4k-instruct",
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"Mixtral 8x7B": "mistralai/Mistral-7B-Instruct-v0.3",
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"Mixtral Nous-Hermes": "NousResearch/Nous-Hermes-2-Mixtral-8x7B-DPO",
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"Aya-23-35B": "CohereForAI/aya-23-35B"}
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# Cohere Command R+ 모델 ID 정의
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COHERE_MODEL = "CohereForAI/c4ai-command-r-plus-08-2024"
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@@ -31,51 +21,12 @@ def get_client(model_name):
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if not hf_token:
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raise ValueError("HuggingFace API 토큰이 필요합니다.")
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if model_name
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model_id = MODELS[model_name]
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elif model_name == "Cohere Command R+":
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model_id = COHERE_MODEL
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else:
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raise ValueError("유효하지 않은 모델 이름입니다.")
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return InferenceClient(model_id, token=hf_token)
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def respond_hf_qna(
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question: str,
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model_name: str,
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max_tokens: int,
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temperature: float,
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top_p: float,
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system_message: str
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):
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"""
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HuggingFace 모델(Zephyr 등)에 대해 한 번의 질문(question)에 대한 답변을 반환하는 함수.
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"""
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try:
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client = get_client(model_name)
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except ValueError as e:
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return f"오류: {str(e)}"
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messages = [
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{"role": "system", "content": system_message},
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{"role": "user", "content": question}
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]
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try:
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response = client.chat_completion(
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messages,
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max_tokens=max_tokens,
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temperature=temperature,
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top_p=top_p,
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stream=False,
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)
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assistant_message = response.choices[0].message.content
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return assistant_message
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except Exception as e:
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return f"오류가 발생했습니다: {str(e)}"
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def respond_cohere_qna(
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question: str,
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system_message: str,
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@@ -109,7 +60,6 @@ def respond_cohere_qna(
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except Exception as e:
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return f"오류가 발생했습니다: {str(e)}"
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def respond_chatgpt_qna(
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question: str,
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system_message: str,
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@@ -144,7 +94,6 @@ def respond_chatgpt_qna(
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except Exception as e:
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return f"오류가 발생했습니다: {str(e)}"
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def respond_deepseek_qna(
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question: str,
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system_message: str,
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@@ -180,7 +129,6 @@ def respond_deepseek_qna(
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except Exception as e:
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return f"오류가 발생했습니다: {str(e)}"
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def respond_claude_qna(
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question: str,
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system_message: str,
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@@ -221,7 +169,6 @@ def respond_claude_qna(
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except Exception as e:
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return f"예상치 못한 오류가 발생했습니다: {str(e)}"
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#############################
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# [기본코드] UI 부분 - 수정/삭제 불가
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#############################
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@@ -229,68 +176,6 @@ def respond_claude_qna(
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with gr.Blocks() as demo:
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gr.Markdown("# LLM 플레이그라운드")
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#################
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# 일반 모델 탭
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#################
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with gr.Tab("일반 모델"):
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# 모델명 선택
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model_name = gr.Radio(
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choices=list(MODELS.keys()),
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label="Language Model (HuggingFace)",
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value="Zephyr 7B Beta"
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)
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# 입력1 ~ 입력5 (세로로 하나씩)
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input1 = gr.Textbox(label="입력1", lines=1)
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input2 = gr.Textbox(label="입력2", lines=1)
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input3 = gr.Textbox(label="입력3", lines=1)
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input4 = gr.Textbox(label="입력4", lines=1)
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input5 = gr.Textbox(label="입력5", lines=1)
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# 결과
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answer_output = gr.Textbox(label="결과", lines=5, interactive=False)
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# 고급 설정 - System Message를 Max Tokens 위로 이동
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with gr.Accordion("고급 설정 (일반 모델)", open=False):
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system_message = gr.Textbox(
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value="""반드시 한글로 답변할 것.
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너는 최고의 비서이다.
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내가 요구하는것들을 최대한 자세하고 정확하게 답변하라.
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""",
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label="System Message",
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lines=3
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)
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max_tokens = gr.Slider(minimum=0, maximum=2000, value=500, step=100, label="Max Tokens")
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temperature = gr.Slider(minimum=0.1, maximum=2.0, value=0.7, step=0.05, label="Temperature")
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top_p = gr.Slider(minimum=0.1, maximum=1.0, value=0.95, step=0.05, label="Top-p")
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submit_button = gr.Button("전송")
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def merge_and_call_hf(i1, i2, i3, i4, i5, m_name, mt, temp, top_p_, sys_msg):
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# 입력1~5를 공백 기준으로 합쳐서 question 구성
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question = " ".join([i1, i2, i3, i4, i5])
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return respond_hf_qna(
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question=question,
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model_name=m_name,
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max_tokens=mt,
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temperature=temp,
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top_p=top_p_,
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system_message=sys_msg
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)
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submit_button.click(
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fn=merge_and_call_hf,
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inputs=[
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input1, input2, input3, input4, input5,
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model_name,
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max_tokens,
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temperature,
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top_p,
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system_message
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],
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outputs=answer_output
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)
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#################
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# Cohere Command R+ 탭
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#################
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@@ -508,4 +393,4 @@ with gr.Blocks() as demo:
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# 메인 실행부
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#############################
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if __name__ == "__main__":
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demo.launch()
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# [기본코드] - 수정/삭제 불가
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#############################
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# Cohere Command R+ 모델 ID 정의
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COHERE_MODEL = "CohereForAI/c4ai-command-r-plus-08-2024"
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if not hf_token:
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raise ValueError("HuggingFace API 토큰이 필요합니다.")
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if model_name == "Cohere Command R+":
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model_id = COHERE_MODEL
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else:
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raise ValueError("유효하지 않은 모델 이름입니다.")
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return InferenceClient(model_id, token=hf_token)
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def respond_cohere_qna(
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question: str,
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system_message: str,
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except Exception as e:
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return f"오류가 발생했습니다: {str(e)}"
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def respond_chatgpt_qna(
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question: str,
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system_message: str,
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except Exception as e:
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return f"오류가 발생했습니다: {str(e)}"
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def respond_deepseek_qna(
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question: str,
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system_message: str,
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except Exception as e:
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return f"오류가 발생했습니다: {str(e)}"
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def respond_claude_qna(
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question: str,
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system_message: str,
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except Exception as e:
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return f"예상치 못한 오류가 발생했습니다: {str(e)}"
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#############################
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# [기본코드] UI 부분 - 수정/삭제 불가
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#############################
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with gr.Blocks() as demo:
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gr.Markdown("# LLM 플레이그라운드")
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#################
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# Cohere Command R+ 탭
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#################
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# 메인 실행부
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#############################
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if __name__ == "__main__":
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demo.launch()
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