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Show HN: Summary Cat, a YouTube Video Summary Generator

summarycat.com

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Show HN: Summary Cat, a YouTube Video Summary Generator

#1
Hello HN!

Please check out Summary Cat (https://www.summarycat.com). It uses OpenAI's GPT-3.5 to summarize YouTube transcripts.

Please note that it only works for

  - *English* videos.
  - videos that are not too long in length.
I'd appreciate any feedbacks, criticisms, or feature requests!! You can also find my contact info in my profile. Thank you in advance.

------------Technical Details---------------

Tech Stack

  - Frontend: HTML/CSS
  - Backend: Python/Flask
APIs:

  - For grabbing YouTube's transcripts: I used youtube-transcript-api (https://pypi.org/project/youtube-transcript-api/)
  - For summarizing the transcripts: I used OpenAI's GPT-3.5-turbo-16k: https://platform.openai.com/docs/guides/gpt.
  - I used GPT-3.5 because GPT-4 is quite a lot more expensive (roughly 10X).
My Prompt (Super Simple!)

  - "please summarize the following text into a few paragraphs:"  + the full transcript.
Thoughts about GPT-4 vs GPT-3.5-Turbo-16k for Summary Cat

  - GPT-4 was 20% better for "summary quality"
  - GPT-4 feels 50% faster
  - However, GPT-4 is about 10X as expensive as GPT-3.5
  - Winner: GPT-3.5-Turbo-16k

Show HN: Summary Cat, a YouTube Video Summary Generator
summarycat.com

Re: Show HN: Summary Cat, a YouTube Video Summary Generator

#3
post #2

How many tokens do you allow per session? I've been thinking about creating a similar app, but I'm a little bit concerned about the unintended costs.

Hello! Thanks for the question. I do not myself restrict tokens/session. The model I am using GPT-3.5-Turbo-16k (https://platform.openai.com/docs/models/gpt-3-5), allows max 16,385 tokens in total per input/output.

So far, I found that each ~10 minute video uses around 1000 tokens. It costs me about 3 cents to summarize, which is not too bad as I don't have many users, and users haven't been requesting summaries for super long videos yet.

If this sites gets a lot of interest, I might start restricting something :)..

GPT 3.5 Pricing: https://openai.com/pricing

Re: Show HN: Summary Cat, a YouTube Video Summary Generator

#5

Interesting, very cool! However, how does it do on videos where there's not a lot of speaking? Any plans to do actual video (image) processing?

Thanks for the question... Any sample videos you are thinking of?

Summary Cat doesn't work for videos where there's not a lot of speaking. I am hoping to build a bit more on text-rich videos first, so I do not plan to do actual video (image) processing any time soon.

I will keep that in mind!!

Re: Show HN: Summary Cat, a YouTube Video Summary Generator

#6
post #5

Interesting, very cool! However, how does it do on videos where there's not a lot of speaking? Any plans to do actual video (image) processing?

Thanks for the question... Any sample videos you are thinking of? Summary Cat doesn't work for videos where there's not a lot of speaking. I am hoping to build a bit more on text-rich videos first, so I do not plan to do actual video (image) processing any time soon. I will keep that in mind!!

I am thinking about music videos, where the lyrics don't describe the video necessarily. For instance, I am curious about what exactly is the story in this music video: https://www.youtube.com/watch?v=pruKV1chnHA&ab_channel

Re: Show HN: Summary Cat, a YouTube Video Summary Generator

#9
I tested it with two videos, the first one it does the summary quite well: https://youtu.be/Cy-NgpRN1FU, I love how it mentions the dogs name is Ernie, that made me smile :)

But in the second video https://www.youtube.com/watch?v=NBFyvOV7fz8 the app keeps mentioning things like: "The text discusses...", but the content is not a text, it's a video.

Really cool app, it's really quick too!

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