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MULTI-GPU about singan HOT 2 OPEN

tamarott avatar tamarott commented on May 19, 2024
MULTI-GPU

from singan.

Comments (2)

tamarott avatar tamarott commented on May 19, 2024

Thank you!

  1. The code does not support multiple GPUs currently.
  2. For this you will need to add a loop to the training function for each of your images.
  3. G(z_opt) is the reconstruction of the real image. Please see explanation in section 2 in our paper: http://openaccess.thecvf.com/content_ICCV_2019/papers/Shaham_SinGAN_Learning_a_Generative_Model_From_a_Single_Natural_Image_ICCV_2019_paper.pdf

from singan.

XiaoHao-Chen avatar XiaoHao-Chen commented on May 19, 2024

Thank you!

  1. The code does not support multiple GPUs currently.
  2. For this you will need to add a loop to the training function for each of your images.
  3. G(z_opt) is the reconstruction of the real image. Please see explanation in section 2 in our paper: http://openaccess.thecvf.com/content_ICCV_2019/papers/Shaham_SinGAN_Learning_a_Generative_Model_From_a_Single_Natural_Image_ICCV_2019_paper.pdf

Thank you for your reply. I'd like to ask you another question.
As mentioned in the supplementary materials submitted by you, when generating 256 * 256 images, on a single 1080ti GPU, the training time will take about 30 minutes, and the actual generated images will be less than one second each. But when I run main.train.py, when I train to generate 224 * 224 images, the actual training time is nearly two hours. Why? My image size for training is 224 * 224. My device is 2080ti, cuda9.0, pytorch1.1.0, python3.6. I've also tested it on 1080ti, and it takes longer to train.
Looking forward to your reply again.

from singan.

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