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time for pretraining

Open Tortoise17 opened this issue 3 years ago • 4 comments

I have to ask that do you have any figures how much this takes for pretraining and on which GPU and which dataset_ ? please if you can guide.

Tortoise17 avatar May 07 '21 11:05 Tortoise17

where u able to download the dataset?

harshraj32 avatar May 09 '21 13:05 harshraj32

So for the dataset, I used the HowTo100M dataset and filtered out the cooking videos. The specific ids for only cooking videos are listed in VideoBERT/data/ids.txt. Here are the steps I took to download the dataset: go to this link: https://www.di.ens.fr/willow/research/howto100m/ On the bottom of the page there should be a download section. To get access to the private server to download it easily, you will need to fill out the form that it links. The creator of the dataset should respond within 2-3 days giving you a login for the server. Using that, you can download the videos with the instructions given along with the ids.txt file.

@Tortoise17 Unfortunately I do not have the pretraining figures for this model. I do not recall which GPU I was using at the time since I was using a VM. However, this should run on a google colab equivalent GPU if the model size is decreased a bit. Hope that helps.

ammesatyajit avatar May 10 '21 07:05 ammesatyajit

yeah there are over 47k ids, what would be the size of all 47k videos?

harshraj32 avatar May 10 '21 07:05 harshraj32

It was about 400-500 GB

ammesatyajit avatar May 10 '21 07:05 ammesatyajit