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import gradio as gr
import requests
import json
import os
from datetime import datetime, timedelta
from huggingface_hub import InferenceClient # LLM ์‚ฌ์šฉ์„ ์œ„ํ•ด ํ•„์š”
# ํ™˜๊ฒฝ ๋ณ€์ˆ˜์—์„œ API ํ‚ค ๊ฐ€์ ธ์˜ค๊ธฐ
API_KEY = os.getenv("SERPHOUSE_API_KEY") # ๋ณธ์ธ์˜ SerpHouse API ํ‚ค๋ฅผ ํ™˜๊ฒฝ ๋ณ€์ˆ˜๋กœ ์„ค์ •ํ•˜์„ธ์š”.
HF_TOKEN = os.getenv("HF_TOKEN") # Hugging Face API ํ† ํฐ์„ ํ™˜๊ฒฝ ๋ณ€์ˆ˜๋กœ ์„ค์ •ํ•˜์„ธ์š”.
MAJOR_COUNTRIES = [
"United States", "United Kingdom", "Canada", "Australia", "Germany",
"France", "Japan", "South Korea", "China", "India",
"Brazil", "Mexico", "Russia", "Italy", "Spain",
"Netherlands", "Sweden", "Switzerland", "Norway", "Denmark",
"Finland", "Belgium", "Austria", "New Zealand", "Ireland",
"Singapore", "Hong Kong", "Israel", "United Arab Emirates", "Saudi Arabia",
"South Africa", "Turkey", "Egypt", "Poland", "Czech Republic",
"Hungary", "Greece", "Portugal", "Argentina", "Chile",
"Colombia", "Peru", "Venezuela", "Thailand", "Malaysia",
"Indonesia", "Philippines", "Vietnam", "Pakistan", "Bangladesh"
]
def search_serphouse(query, country, page=1, num_result=10):
url = "https://api.serphouse.com/serp/live"
now = datetime.utcnow()
yesterday = now - timedelta(days=1)
date_range = f"{yesterday.strftime('%Y-%m-%d')},{now.strftime('%Y-%m-%d')}"
payload = {
"data": {
"q": query,
"domain": "google.com",
"loc": country, # ๊ตญ๊ฐ€ ์ด๋ฆ„์„ ์ง์ ‘ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค.
"lang": "en",
"device": "desktop",
"serp_type": "news",
"page": str(page),
"verbatim": "1",
"num": str(num_result),
"date_range": date_range
}
}
headers = {
"accept": "application/json",
"content-type": "application/json",
"authorization": f"Bearer {API_KEY}"
}
try:
response = requests.post(url, json=payload, headers=headers)
response.raise_for_status()
return response.json()
except requests.RequestException as e:
error_msg = f"Error: {str(e)}"
if hasattr(response, 'text'):
error_msg += f"\nResponse content: {response.text}"
return {"error": error_msg}
def format_results_from_raw(results):
try:
if isinstance(results, dict) and "error" in results:
return "Error: " + results["error"], []
if not isinstance(results, dict):
raise ValueError("๊ฒฐ๊ณผ๊ฐ€ ์‚ฌ์ „ ํ˜•์‹์ด ์•„๋‹™๋‹ˆ๋‹ค.")
# 'results' ํ‚ค ๋‚ด๋ถ€์˜ ๊ตฌ์กฐ ํ™•์ธ
if 'results' in results:
results_content = results['results']
if 'results' in results_content:
results_content = results_content['results']
if 'news' in results_content:
news_results = results_content['news']
else:
news_results = []
else:
news_results = []
else:
news_results = []
if not news_results:
return "๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ๊ฐ€ ์—†์Šต๋‹ˆ๋‹ค.", []
articles = []
for idx, result in enumerate(news_results, 1):
title = result.get("title", "์ œ๋ชฉ ์—†์Œ")
link = result.get("url", result.get("link", "#"))
snippet = result.get("snippet", "๋‚ด์šฉ ์—†์Œ")
channel = result.get("channel", result.get("source", "์•Œ ์ˆ˜ ์—†์Œ"))
time = result.get("time", result.get("date", "์•Œ ์ˆ˜ ์—†๋Š” ์‹œ๊ฐ„"))
image_url = result.get("img", result.get("thumbnail", ""))
articles.append({
"index": idx,
"title": title,
"link": link,
"snippet": snippet,
"channel": channel,
"time": time,
"image_url": image_url
})
return "", articles
except Exception as e:
error_message = f"๊ฒฐ๊ณผ ์ฒ˜๋ฆฌ ์ค‘ ์˜ค๋ฅ˜ ๋ฐœ์ƒ: {str(e)}"
return "Error: " + error_message, []
def serphouse_search(query, country):
page = 1
num_result = 10
results = search_serphouse(query, country, page, num_result)
error_message, articles = format_results_from_raw(results)
return error_message, articles
# LLM ์„ค์ •
hf_client = InferenceClient("CohereForAI/c4ai-command-r-plus-08-2024", token=HF_TOKEN)
def summarize_article(title, snippet):
try:
prompt = f"๋‹ค์Œ ๋‰ด์Šค ์ œ๋ชฉ๊ณผ ์š”์•ฝ์„ ๋ฐ”ํƒ•์œผ๋กœ ํ•œ๊ตญ์–ด๋กœ 3๋ฌธ์žฅ์œผ๋กœ ์š”์•ฝํ•˜์„ธ์š”:\n์ œ๋ชฉ: {title}\n์š”์•ฝ: {snippet}"
summary = hf_client.text_generation(prompt, max_new_tokens=500)
return summary
except Exception as e:
return f"์š”์•ฝ ์ค‘ ์˜ค๋ฅ˜ ๋ฐœ์ƒ: {str(e)}"
css = """
footer {
visibility: hidden;
}
"""
# Gradio ์ธํ„ฐํŽ˜์ด์Šค ๊ตฌ์„ฑ
with gr.Blocks(theme="Nymbo/Nymbo_Theme", css=css, title="NewsAI ์„œ๋น„์Šค") as iface:
gr.Markdown("๊ฒ€์ƒ‰์–ด๋ฅผ ์ž…๋ ฅํ•˜๊ณ  ์›ํ•˜๋Š” ๊ตญ๊ฐ€๋ฅผ ์„ ํƒํ•˜๋ฉด, ๊ฒ€์ƒ‰์–ด์™€ ์ผ์น˜ํ•˜๋Š” 24์‹œ๊ฐ„ ์ด๋‚ด ๋‰ด์Šค๋ฅผ ์ตœ๋Œ€ 10๊ฐœ ์ถœ๋ ฅํ•ฉ๋‹ˆ๋‹ค.")
with gr.Column():
with gr.Row():
query = gr.Textbox(label="๊ฒ€์ƒ‰์–ด")
country = gr.Dropdown(MAJOR_COUNTRIES, label="๊ตญ๊ฐ€", value="South Korea")
search_button = gr.Button("๊ฒ€์ƒ‰")
# ๊ธฐ์‚ฌ ๋ฐ์ดํ„ฐ๋ฅผ ์ €์žฅํ•  ์ƒํƒœ ๋ณ€์ˆ˜
articles_state = gr.State()
# ์ตœ๋Œ€ 10๊ฐœ์˜ ๊ธฐ์‚ฌ์— ๋Œ€ํ•œ ์ปดํฌ๋„ŒํŠธ๋ฅผ ๋ฏธ๋ฆฌ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค.
article_components = []
for i in range(10):
with gr.Group(visible=False) as article_group:
title = gr.Markdown()
image = gr.Image(width=200, height=150)
snippet = gr.Markdown()
info = gr.Markdown()
analyze_button = gr.Button("๋ถ„์„")
summary_output = gr.Markdown(visible=False)
article_components.append({
'group': article_group,
'title': title,
'image': image,
'snippet': snippet,
'info': info,
'analyze_button': analyze_button,
'summary_output': summary_output,
'index': i,
})
def search_and_display(query, country):
error_message, articles = serphouse_search(query, country)
outputs = []
if error_message:
outputs.append(gr.update(value=error_message, visible=True))
for comp in article_components:
outputs.extend([
gr.update(visible=False), # group
None, # title
None, # image
None, # snippet
None, # info
gr.update(visible=False), # summary_output
])
outputs.append(gr.update(value=[])) # articles_state ์ดˆ๊ธฐํ™”
else:
outputs.append(gr.update(value="", visible=False))
for idx, comp in enumerate(article_components):
if idx < len(articles):
article = articles[idx]
outputs.extend([
gr.update(visible=True), # group
gr.update(value=f"### [{article['title']}]({article['link']})"), # title
gr.update(value=article['image_url'] if article['image_url'] else None, visible=bool(article['image_url'])), # image
gr.update(value=f"**์š”์•ฝ:** {article['snippet']}"), # snippet
gr.update(value=f"**์ถœ์ฒ˜:** {article['channel']} | **์‹œ๊ฐ„:** {article['time']}"), # info
gr.update(visible=False), # summary_output
])
else:
outputs.extend([
gr.update(visible=False), # group
None, # title
None, # image
None, # snippet
None, # info
gr.update(visible=False), # summary_output
])
outputs.append(gr.update(value=articles)) # articles_state ์—…๋ฐ์ดํŠธ
return outputs
# search_button ํด๋ฆญ ์‹œ ์—…๋ฐ์ดํŠธ๋  ์ถœ๋ ฅ ์ปดํฌ๋„ŒํŠธ ๋ชฉ๋ก ์ƒ์„ฑ
search_outputs = []
error_output = gr.Markdown(visible=False)
search_outputs.append(error_output)
for comp in article_components:
search_outputs.append(comp['group'])
search_outputs.append(comp['title'])
search_outputs.append(comp['image'])
search_outputs.append(comp['snippet'])
search_outputs.append(comp['info'])
search_outputs.append(comp['summary_output'])
search_outputs.append(articles_state)
search_button.click(
search_and_display,
inputs=[query, country],
outputs=search_outputs
)
# ๋ถ„์„ ๋ฒ„ํŠผ ํด๋ฆญ ์ด๋ฒคํŠธ ์„ค์ •
for idx, comp in enumerate(article_components):
def create_analyze_function(index):
def analyze_article(articles):
if index < len(articles):
article = articles[index]
summary = summarize_article(article['title'], article['snippet'])
return gr.update(value=summary, visible=True)
else:
return gr.update(value="๊ธฐ์‚ฌ ์ •๋ณด๋ฅผ ์ฐพ์„ ์ˆ˜ ์—†์Šต๋‹ˆ๋‹ค.", visible=True)
return analyze_article
comp['analyze_button'].click(
create_analyze_function(idx),
inputs=[articles_state],
outputs=comp['summary_output']
)
iface.launch(auth=("gini", "pick"))