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from youtubesearchpython import VideosSearch, Transcript # Changed import statement
import gradio as gr # Added import statement for Gradio
import openai
import os
openai.api_key = os.getenv('O_API_KEY')
def search_youtube_videos(keyword):
videos_search = VideosSearch(keyword, limit=5)
results = videos_search.result()
video_urls = [video['link'] for video in results['result']]
return video_urls
# Function to get the transcript for a given list of video URLs
def get_transcript(urls):
contents = ''
for url in urls:
data = Transcript.get(url)
text = ""
for segment in data['segments']:
text += segment['text']
contents += text
return contents
# Function to summarize text using OpenAI's API
def summarize_text(contents, OPENAI_API_KEY):
response = openai.ChatCompletion.create(
model="gpt-4-turbo-preview", # Corrected engine identifier
messages=[
{"role": "system", "content": "You are a helpful assistant."},
{"role": "user", "content": f"Summarize this: {contents}"}
],
headers={
"Content-Type": "application/json",
"Authorization": f"Bearer {OPENAI_API_KEY}"
}
)
return response.choices[0].message['content'].strip()
# def summarize_text(contents):
# response = openai.ChatCompletion.create(
# engine="gpt-3.5-turbo",
# prompt=f"์์ฝ: {contents}",
# max_tokens=150
# )
# return response.choices[0].text.strip()
# Function to integrate all the functionalities
def summarize_youtube_videos(keyword):
urls = search_youtube_videos(keyword)
contents = get_transcript(urls)
summary = summarize_text(contents)
return summary
# Define Gradio interface
iface = gr.Interface(
input = gr.Textbox(label="keyword", placeholder='ํค์๋๋ฅผ ์
๋ ฅํ์ธ์. (์.๋นํธ์ฝ์ธ)'),
OPENAI_API_KEY = gr.Textbox(label="OpenAI API ํค", placeholder="์ฌ๊ธฐ์ OpenAI API ํค๋ฅผ ์
๋ ฅํ์ธ์"),
output =gr.JSON(label='์ ํ๋ธ 5๊ฐ ์์ฝ ๊ฒฐ๊ณผ'),
result = gr.Button('submit'),
result.click(
fn = summarize_youtube_videos,
inputs = [input, OPEN_API_KEY],
outputs = [output]
),
title="Summarize YouTube Videos",
description="Enter a keyword to summarize related YouTube videos.")
# Launch Gradio interface
iface.launch()
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