app.py

# importing the required libraries and classes 
import os 
import gradio as gr
from dotenv import load_dotenv
from langchain_openai import OpenAI
from langchain.prompts import PromptTemplate
from pytube import YouTube
from youtube_transcript_api import YouTubeTranscriptApi
from langchain.chains import LLMChain
from langchain_openai import ChatOpenAI

# Load environment variables from .env file
load_dotenv()

# Access the API key
openai_api_key = os.getenv("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")



def get_transcript(youtube_url):
    """ This Function will return the transcript of the given YouTube URL """
    try:
        # Extract the video ID from the YouTube URL
        video_id = youtube_url.split("?v=")[1]

        # Get the transcript
        transcript = YouTubeTranscriptApi.get_transcript(video_id)
        transcript_text = " ".join([entry["text"] for entry in transcript])

        return transcript_text

    # returning -1, if the URL is not valid
    except:
        return -1

def get_title(youtube_url):
    """ This function will return the Title of the given YouTube URL """ 
    try:
        # getting the title of the Youtube video
        yt_video = YouTube(youtube_url)
        return yt_video.title

    # returning -1, if the URL is not valid 
    except:
        return -1

def get_result(url,content):
    """ This function will return the content(type of content provided by the user)"""

    # getting the title and transcript of the Youtube URL
    title,transcript = get_title(url) , get_transcript(url)

    # if the URL is not valid 
    if title == -1 and transcript == -1:
        return f'The provided url:  "{url}"  is not valid. Please provide a valid URL.'

    # this template is for the Article or Stories
    basic_template = "Imagine you're a content creator. Your task is to create {user_input} by leveraging the provided title and transcript creatively. Craft a compelling {user_input} that engages the audience and leverages the information from the video in an about 800-1000 words. Your output should be creative. Specifics: The YouTube video is titled '{title}', and you have access to its transcript: {transcript}"

    # this template is for the Short Video Script
    reel_template = "Imagine you're a content writer. Your task is to produce a concise and engaging Short Video Script. You can leverage the provided video title and transcript creatively. Create a concise and powerful script for a 1-minute short video, tailored for the user's use in crafting their own video. Specifics: The YouTube video is titled '{title}', and you have access to its transcript: {transcript}"
    

    if content == 'Shorts/Reel Script':
        prompt = PromptTemplate(
            template = reel_template,
            input_variables = ['title','transcript','user_input']
        )
    else:
        prompt = PromptTemplate(
            template = basic_template,
            input_variables=['title','transcript','user_input']
        )

    chain = LLMChain(
        prompt = prompt,
        llm = ChatOpenAI(temperature=0.7, model = 'gpt-3.5-turbo-16k')
    )

    # invoking the chain and return the output i.e. content
    try:
        return chain.invoke({'title':title,'transcript':transcript,'user_input':content})['text']
    except Exception as e:
        return f'Error: {e}'



if __name__ == "__main__":
    # name of the WebApp
    title="🤖 YOUTUBE-SUMMARIZER 🤖"

    # About the WebApp
    description='🤔 CREATIVE CONTENT GENERATION FOR CONTENT CREATORS 🧠.\n\n WORKING ⚙️\n\n 💻 GIVE THE YOUTUBE LINK OF YOUR CHOICE AND SELECT THE OUTPUT TYPE AND YOUR RESULT IS READY !!!!!! 🎯'

    webapp = gr.Interface(
        fn = get_result,
        inputs=[gr.Textbox(placeholder="Enter your URL here...."),gr.Dropdown(["Stories",'Article','Shorts/Reel Script'],label="Choose the type of Content!")],
        outputs=gr.TextArea(label='Content'),
        title=title,
        description=description
    )

    webapp.launch()