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import os
import gradio as gr
import json
import logging
from app.app import app as flask_app # Flask ์ฑ ๊ฐ์ ธ์ค๊ธฐ
from flask import json as flask_json
from retrying import retry
# ๋ก๊ฑฐ ์ค์
logging.basicConfig(
format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
level=logging.DEBUG # INFO์์ DEBUG๋ก ๋ณ๊ฒฝํ์ฌ ๋ ์์ธํ ๋ก๊ทธ ํ์ธ
)
logger = logging.getLogger(__name__)
# Flask ํ
์คํธ ํด๋ผ์ด์ธํธ ์ด๊ธฐํ
@retry(tries=5, delay=1, backoff=2)
def init_flask_client():
"""๋ฐฑ๊ทธ๋ผ์ด๋ ์คํ Flask ์๋ฒ์ ์ฐ๊ฒฐํ๋ ํด๋ผ์ด์ธํธ ์ด๊ธฐํ"""
try:
test_client = flask_app.test_client()
logger.info("Flask ํ
์คํธ ํด๋ผ์ด์ธํธ ์ด๊ธฐํ ์ฑ๊ณต")
return test_client
except Exception as e:
logger.error(f"Flask ํ
์คํธ ํด๋ผ์ด์ธํธ ์ด๊ธฐํ ์คํจ: {e}")
raise e
# ์์ค ์ ๋ณด ํฌ๋งทํ
ํค๋ฃจํผ ํจ์
def format_source_info(sources, prefix=""):
"""๊ฒ์ ๊ฒฐ๊ณผ ์์ค ์ ๋ณด๋ฅผ ํ์ํ
Args:
sources: ์์ค ์ ๋ณด ๋ฆฌ์คํธ
prefix: ๋ก๊ทธ ๋ฉ์์ง ์ ๋์ฌ (๊ธฐ๋ณธ๊ฐ: "")
Returns:
ํ์ํ๋ ์์ค ์ ๋ณด ๋ฌธ์์ด
"""
source_info = ""
if sources and len(sources) > 0:
logger.debug(f"{prefix}์์ค ์ ๋ณด ํฌ๋งทํ
: {len(sources)}๊ฐ ์์ค: {json.dumps(sources, ensure_ascii=False, indent=2)}")
source_list = []
for src in sources:
source_text = src["source"]
# id ํ๋๊ฐ ์์ผ๋ฉด ํจ๊ป ํ์
if "id" in src:
logger.debug(f"{prefix}ID ํ๋ ๋ฐ๊ฒฌ: {src['id']}")
source_text += f" (ID: {src['id']})"
source_list.append(source_text)
if source_list:
source_info = "\n\n์ฐธ์กฐ ์์ค:\n" + "\n".join(source_list)
logger.debug(f"{prefix}์ต์ข
์์ค ์ ๋ณด ํ์: {source_info}")
return source_info
# Flask ํ
์คํธ ํด๋ผ์ด์ธํธ ์ด๊ธฐํ
flask_client = init_flask_client()
# Gradio ๋ฒ์ ํ์ธ ๋ฉ์์ง
logger.info(f"Gradio ๋ฒ์ : {gr.__version__}")
# Gradio ์ธํฐํ์ด์ค ์์ฑ
with gr.Blocks(title="RAG ๊ฒ์ ์ฑ๋ด with ์์ฑ์ธ์") as demo:
gr.HTML("""
<div style="text-align: center; max-width: 800px; margin: 0 auto;">
<h1>RAG ๊ฒ์ ์ฑ๋ด with ์์ฑ์ธ์</h1>
<p>ํ
์คํธ ๋๋ ์์ฑ์ผ๋ก ์ง๋ฌธ์ ์
๋ ฅํ์ธ์.</p>
</div>
""")
with gr.Tab("ํ
์คํธ ์ฑ"):
text_input = gr.Textbox(label="์ง๋ฌธ ์
๋ ฅ", placeholder="์ฌ๊ธฐ์ ์ง๋ฌธ์ ์
๋ ฅํ์ธ์...")
text_output = gr.Textbox(label="์๋ต", interactive=False)
text_button = gr.Button("์ง๋ฌธ ์ ์ถ")
with gr.Tab("์์ฑ ์ฑ"):
with gr.Row():
# ๋
น์ UI ๊ฐ์ : ๋ง์ดํฌ๋กํฐ์ผ๋ก ์์ค ์ง์ ๋ฐ ์ํ ํ์ ํ์ฑํ
audio_input = gr.Audio(
label="์์ฑ ์
๋ ฅ",
type="filepath",
sources=["microphone"],
show_label=True,
waveform_options={"show_controls": True, "normalize": True},
interactive=True
)
audio_transcription = gr.Textbox(label="์ธ์๋ ํ
์คํธ", interactive=False)
audio_output = gr.Textbox(label="์๋ต", interactive=False)
gr.Markdown("""
<div style="text-align: center; margin: 10px 0;">
<p>๋
น์ ์ ์ง ๋ฒํผ์ ๋๋ฅด๋ฉด ์๋์ผ๋ก ์์ฑ์ด ์ ์ก๋ฉ๋๋ค.</p>
</div>
""")
with gr.Tab("๋ฌธ์ ์
๋ก๋"):
doc_input = gr.File(label="๋ฌธ์ ์
๋ก๋", file_types=[".txt", ".md", ".pdf", ".docx", ".csv"])
doc_output = gr.Textbox(label="์
๋ก๋ ๊ฒฐ๊ณผ", interactive=False)
doc_button = gr.Button("๋ฌธ์ ์
๋ก๋")
# ํ
์คํธ ์ฑ ๊ธฐ๋ฅ
def handle_text_chat(query):
if not query:
return "์ง๋ฌธ์ ์
๋ ฅํ์ธ์."
try:
logger.info("ํ
์คํธ ์ฑ ์์ฒญ: /api/chat")
response = flask_client.post("/api/chat", json={"query": query})
data = flask_json.loads(response.data)
# ๋๋ฒ๊น
์ ์ํ API ์๋ต ๋ก๊ทธ
logger.info(f"API ์๋ต ๊ตฌ์กฐ: {json.dumps(data, ensure_ascii=False, indent=2)[:500]}...")
if "error" in data:
logger.error(f"ํ
์คํธ ์ฑ ์ค๋ฅ: {data['error']}")
return data["error"]
# ์์ค ์ ๋ณด ์ถ์ถ ๋ฐ ํฌ๋งทํ
source_info = ""
if "sources" in data and data["sources"]:
source_info = format_source_info(data["sources"])
# ์๋ต๊ณผ ์์ค ์ ๋ณด๋ฅผ ํจ๊ป ๋ฐํ
return data["answer"] + source_info
except Exception as e:
logger.error(f"ํ
์คํธ ์ฑ ์ฒ๋ฆฌ ์คํจ: {str(e)}")
return f"์ฒ๋ฆฌ ์ค ์ค๋ฅ ๋ฐ์: {str(e)}"
# ์์ฑ ์ฑ ๊ธฐ๋ฅ
def handle_voice_chat(audio_file):
if not audio_file:
return "", "์์ฑ์ ์
๋ก๋ํ์ธ์."
try:
logger.info("์์ฑ ์ฑ ์์ฒญ: /api/voice")
with open(audio_file, "rb") as f:
# Flask ํ
์คํธ ํด๋ผ์ด์ธํธ๋ files ์ง์ ์ง์ ์ ํ๋ฏ๋ก, ๋ฐ์ดํฐ๋ฅผ ์ฝ์ด ์ ๋ฌ
response = flask_client.post(
"/api/voice",
data={"audio": (f, "audio_file")}
)
data = flask_json.loads(response.data)
# ๋๋ฒ๊น
์ ์ํ API ์๋ต ๋ก๊ทธ
logger.info(f"[์์ฑ์ฑ] API ์๋ต ๊ตฌ์กฐ: {json.dumps(data, ensure_ascii=False, indent=2)[:500]}...")
if "error" in data:
logger.error(f"์์ฑ ์ฑ ์ค๋ฅ: {data['error']}")
return "", data["error"]
# ์์ค ์ ๋ณด ์ถ์ถ ๋ฐ ํฌ๋งทํ
source_info = ""
if "sources" in data and data["sources"]:
source_info = format_source_info(data["sources"], prefix="[์์ฑ์ฑ] ")
# ์ธ์๋ ํ
์คํธ์ ์์ค ์ ๋ณด๊ฐ ํฌํจ๋ ์๋ต ๋ฐํ
return data["transcription"], data["answer"] + source_info
except Exception as e:
logger.error(f"์์ฑ ์ฑ ์ฒ๋ฆฌ ์คํจ: {str(e)}")
return "", f"์ฒ๋ฆฌ ์ค ์ค๋ฅ ๋ฐ์: {str(e)}"
# ๋ฌธ์ ์
๋ก๋ ๊ธฐ๋ฅ
def handle_doc_upload(doc_file):
if not doc_file:
return "๋ฌธ์๋ฅผ ์
๋ก๋ํ์ธ์."
try:
logger.info(f"๋ฌธ์ ์
๋ก๋ ์์ฒญ: /api/upload, ํ์ผ๋ช
: {doc_file.name}")
file_extension = os.path.splitext(doc_file.name)[1].lower()
logger.info(f"ํ์ผ ํ์ฅ์: {file_extension}")
with open(doc_file, "rb") as f:
response = flask_client.post(
"/api/upload",
data={"document": (f, doc_file.name)}
)
data = flask_json.loads(response.data)
if "error" in data:
logger.error(f"๋ฌธ์ ์
๋ก๋ ์ค๋ฅ: {data['error']}")
return data["error"]
return data["message"]
except Exception as e:
logger.error(f"๋ฌธ์ ์
๋ก๋ ์ฒ๋ฆฌ ์คํจ: {str(e)}")
return f"์ฒ๋ฆฌ ์ค ์ค๋ฅ ๋ฐ์: {str(e)}"
# ์ด๋ฒคํธ ํธ๋ค๋ฌ ์ฐ๊ฒฐ
text_button.click(
fn=handle_text_chat,
inputs=text_input,
outputs=text_output
)
# ์์ฑ ์
๋ ฅ ๊ฐ์ด ๋ณ๊ฒฝ๋ ๋ ์๋์ผ๋ก ์ ์ก
audio_input.change(
fn=handle_voice_chat,
inputs=audio_input,
outputs=[audio_transcription, audio_output]
)
doc_button.click(
fn=handle_doc_upload,
inputs=doc_input,
outputs=doc_output
)
if __name__ == "__main__":
demo.launch(server_port=7860) |