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czha5168 avatar czha5168 commented on June 23, 2024

Update:
pth-time is training time, which could be reduced by compiling habitat-smi with CUDA support. Moreover, is it possible to extend the PPO trainer & policy to be compatible with multi-GPUs env? Thanks!

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ChanganVR avatar ChanganVR commented on June 23, 2024

Hi Chaoyi,

For your first question, that message is generated when the code obtains all the scenes in the dataset and it builds a dummy dataset. Check out this line for more detail:

dataset = make_dataset(config.TASK_CONFIG.DATASET.TYPE)

It's weird that your GPU training time is longer than env-time. Usually the former takes more time. I would suggest you to first check if you have the correct version of pytorch installed. And I found incorrect pytorch version (matching CUDA version) significantly slowed down the training. As for multi-GPU training, I'll point you to the DD-PPO implementation (https://github.com/facebookresearch/habitat-lab/tree/master/habitat_baselines/rl/ddppo) in Habiat, which utilizes multi-gpus and speeds up training.

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czha5168 avatar czha5168 commented on June 23, 2024

Many thanks Changan! I will have a close study on it.

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