Summarizing Youtube Videos with OpenAI Whisper and GPT 3 - Summarizing Youtube Videos with OpenAI Whisper and GPT 3

Summarizing Youtube Videos with OpenAI Whisper and GPT 3

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Unduh

Peringkasan Video YouTube dengan OpenAI Whisper dan GPT

Skrip Python ini memungkinkan Anda meringkas video YouTube menggunakan Whisper OpenAI untuk transkripsi audio dan GPT untuk menghasilkan ringkasan video yang ringkas. Saluran ini melibatkan pengunduhan audio video YouTube, menyalinnya dengan Whisper, dan kemudian membuat ringkasan menggunakan GPT.

Prasyarat

Sebelum memulai, pastikan Anda memiliki pustaka Python yang diperlukan dan kunci API OpenAI:

Piton (>=3.6)
perpustakaan whisper (untuk transkripsi audio)
perpustakaan openai (untuk GPT)
perpustakaan pytube (untuk mengunduh video YouTube)

Anda juga harus menyiapkan kunci API OpenAI Anda sebagai variabel lingkungan.

Ikhtisar Skrip

1. Mengunduh Video YouTube

Skrip dimulai dengan mengunduh audio dari video YouTube. Ia menggunakan perpustakaan pytube untuk mengambil video, memilih streaming audio saja, dan menyimpannya sebagai file audio.

 youtube_video = YouTube ( YOUTUBE_VIDEO_URL )
streams = youtube_video . streams . filter ( only_audio = True )
# taking first object of lowest quality
stream = streams . first ()
stream . download ( filename = OUTPUT_AUDIO )

2. Transkripsi Audio dengan Bisikan

Selanjutnya audio ditranskripsi menggunakan model Whisper. Pustaka bisikan digunakan untuk memuat model Bisikan, menyalin audio, dan memperoleh transkrip.

 model = whisper . load_model ( WHISPER_MODEL )
transcript = model . transcribe ( OUTPUT_AUDIO . as_posix ())
transcript = transcript [ 'text' ]
print ( f'Transcript generated: n { transcript } ' )

3. Peringkasan dengan GPT

Skrip kemudian menggunakan GPT untuk menghasilkan ringkasan singkat dari teks yang ditranskripsi. Ini memberikan perintah sistem dan perintah pengguna untuk menginstruksikan GPT dalam menghasilkan ringkasan yang bermakna.

 model = whisper . load_model ( WHISPER_MODEL )
transcript = model . transcribe ( OUTPUT_AUDIO . as_posix ())
transcript = transcript [ 'text' ]
print ( f'Transcript generated: n { transcript } ' )    system_prompt = "I would like for you to assume the role of a Life Coach"
    user_prompt = f"""Generate a concise summary of the text below.
    Text: { transcript }
    
    Add a title to the summary.

    Make sure your summary has useful and true information about the main points of the topic.
    Begin with a short introduction explaining the topic. If you can, use bullet points to list important details,
    and finish your summary with a concluding sentence"""
    #
    print ( 'summarizing ... ' )
    response = openai . ChatCompletion . create (
        model = 'gpt-3.5-turbo-16k' ,
        messages = [
            { 'role' : 'system' , 'content' : system_prompt },
            { 'role' : 'user' , 'content' : user_prompt }
        ],
        max_tokens = 4096 ,
        temperature = 1
    )
    #
    summary = response [ 'choices' ][ 0 ][ 'message' ][ 'content' ]

Penggunaan

Siapkan kunci API OpenAI Anda sebagai variabel lingkungan.
Instal pustaka Python yang diperlukan (whisper, openai, pytube) menggunakan pip.
Ubah skrip dengan mengganti OPENAI_API_KEY dan YOUTUBE_VIDEO_URL dengan kunci OpenAI API Anda dan URL video YouTube yang ingin Anda rangkum.
Jalankan skrip menggunakan python ringkasan_youtube_videos.py.

Contoh Penggunaan

Untuk klip podcast youtube Joe Rogan dengan Dave Chappelle membahas 'Hollywood Bukan Kehidupan Nyata, Selebriti, Ketenaran itu aneh'. Ini menghasilkan ringkasan yang disebutkan di bawah

 '''
Title: The Realities of Fame and the Importance of Being True to Yourself

Summary:
This conversation revolves around the concept of fame and the misconceptions associated with it. The speaker emphasizes that despite the glitz and glamour of Hollywood, celebrities are just like normal people, and it is unrealistic to expect them to maintain a constant facade of perfection. The conversation also explores the speaker's personal journey of self-discovery and his desire to use his success for something more meaningful. The importance of forgiveness, both towards others and oneself, is highlighted. The speaker suggests that being of service to others can bring fulfillment and challenges the notion that fame should be pursued endlessly. The conversation concludes by discussing the distinction between fame and celebrity, and the importance of staying true to oneself amidst external scrutiny. The speaker admires the courage of the person he is speaking to for being relentlessly authentic in the public eye.

Introduction: This conversation delves into the realities of fame and the speaker's desire to go beyond the superficialities of success.

- Fame in Hollywood and the normalcy of celebrities

4. The treadmill of seeking more fame:
- Rejecting the pursuit of increasing celebrity status in the twilight of one's life
- Encouraging a focus on personal growth and meaningful experiences

5. Authenticity and self-discovery:
- Differentiating between fame as external circumstances and one's true self
- Acknowledging the courage required to maintain authenticity in the face of scrutiny

Conclusion: The conversation highlights the speaker's insights on fame, the importance of self-discovery, and the need to stay true to oneself in the public eye.
'''