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citnaj's profile
Jason Antic
Jason Antic
Jason Antic
@citnaj

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Jason Antic

@citnaj

Obsessively pursuing the perfection of image and video colorization/restoration using deep learning. Creator of DeOldify.

Ocean Beach, San Diego
deoldify.ai
Joined January 2010

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    1. Jason Antic‏ @citnaj Jun 13
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      1/ With DeOldify being a real business now we invested in 4 Quadro RTX 8000 48GB video cards back in March. Expensive- definitely. Worth it? Totally. I'm now having the revelation of "oh...bigger models and bigger batches do help!" rather than endlessly chasing clever hacks.

      16 replies 18 retweets 302 likes
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    2. Mohammed Hasan Goni‏ @hasangoni Jun 13
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      Replying to @citnaj

      I am little bit confused. That means are you continuously training to increase it's performence? I thought when a model is trained, you don't need so much comupting power. Or it is because everyone is trying different pictures parallelly.

      1 reply 0 retweets 0 likes
    3. Jason Antic‏ @citnaj Jun 13
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      Replying to @hasangoni

      They don't get continuously trained once completed. You just train a new model until completion and then use it without further training. So I'm talking about making new models here that I couldn't previously make because of new hardware.

      1 reply 0 retweets 7 likes
    4. Mohammed Hasan Goni‏ @hasangoni Jun 13
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      Replying to @citnaj

      OK that makes sense. Thanks for the reply. So from the Tweet I just understood your first setup was 4 1080Ti, with what you implemented your first deoldify.

      1 reply 0 retweets 1 like
    5. Jason Antic‏ @citnaj Jun 13
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      Replying to @hasangoni

      Correct. And actually V1 and V2 were trained on single gpu configs (I used the four gpus to run parallel experiments). Now I use the four gpus in combination to squeeze extra capability in a single training session.

      1 reply 0 retweets 5 likes
    6. Mohammed Hasan Goni‏ @hasangoni Jun 13
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      Replying to @citnaj

      Thanks for your reply. Actually I am planning to build a Box. Thats why asking so many questions. Do you mind to give a suggestion? Should I Go for single 2080 ti or double 1080ti, with memory seems 1080 ti has almost double memory. I am confused ..

      2 replies 0 retweets 2 likes
      Jason Antic‏ @citnaj Jun 13
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      Replying to @hasangoni

      Honestly, the biggest priority for me is memory, by far. And these two cards have the same amount of memory. Next priority is being able to experiment and iterate rapidly: Two cards is much better than one. So my inclination is to say double 1080ti if you want a good deal.

      3:01 PM - 13 Jun 2020
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      • Teja Gollapudi Mohammed Hasan Goni Haider
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