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LikeLy-Journey avatar LikeLy-Journey commented on May 23, 2024

so your batch size is 12 * 8? I only use batch 12 with 1 gpus which is consistent with paper.

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pawopawo avatar pawopawo commented on May 23, 2024

so your batch size is 32? I only use batch 12 with 3 gpus which is consistent with paper.

The BATCH_SIZE in the config file refers to the total batch_size or the batch_size on each gpu? My understanding is that this parameter is the batch_size on each gpu

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LikeLy-Journey avatar LikeLy-Journey commented on May 23, 2024

so your batch size is 32? I only use batch 12 with 3 gpus which is consistent with paper.

The BATCH_SIZE in the config file refers to the total batch_size or the batch_size on each gpu? My understanding is that this parameter is the batch_size on each gpu

you are right, it is the batch_size on each gpu, i updated my reply. so only need 1 gpus to make total batch size be 12.

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pawopawo avatar pawopawo commented on May 23, 2024

so your batch size is 32? I only use batch 12 with 3 gpus which is consistent with paper.

The BATCH_SIZE in the config file refers to the total batch_size or the batch_size on each gpu? My understanding is that this parameter is the batch_size on each gpu

you are right, it is the batch_size on each gpu, i updated my reply. so only need 1 gpus to make total batch size be 12.

Thank you for your reply. Are all the parameters in the configs file trained by 1 gpu by default?

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nemonameless avatar nemonameless commented on May 23, 2024

so your batch size is 32? I only use batch 12 with 3 gpus which is consistent with paper.

The BATCH_SIZE in the config file refers to the total batch_size or the batch_size on each gpu? My understanding is that this parameter is the batch_size on each gpu

you are right, it is the batch_size on each gpu, i updated my reply. so only need 1 gpus to make total batch size be 12.

Only one GPU training and bs=12 is so slow, If I train with 4 GPUs and thus the batchsize=48? Any else should I change to reproduce 68.9 by training with 4gpus and bs=48 ?

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LikeLy-Journey avatar LikeLy-Journey commented on May 23, 2024

so your batch size is 32? I only use batch 12 with 3 gpus which is consistent with paper.

The BATCH_SIZE in the config file refers to the total batch_size or the batch_size on each gpu? My understanding is that this parameter is the batch_size on each gpu

you are right, it is the batch_size on each gpu, i updated my reply. so only need 1 gpus to make total batch size be 12.

Only one GPU training and bs=12 is so slow, If I train with 4 GPUs and thus the batchsize=48? Any else should I change to reproduce 68.9 by training with 4gpus and bs=48 ?

you can set batch_size=3 in config file, and use 4gpu to keep total batch size=12

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LikeLy-Journey avatar LikeLy-Journey commented on May 23, 2024

so your batch size is 32? I only use batch 12 with 3 gpus which is consistent with paper.

The BATCH_SIZE in the config file refers to the total batch_size or the batch_size on each gpu? My understanding is that this parameter is the batch_size on each gpu

you are right, it is the batch_size on each gpu, i updated my reply. so only need 1 gpus to make total batch size be 12.

Thank you for your reply. Are all the parameters in the configs file trained by 1 gpu by default?

no, i only trained 3 or 4 models. i think keep total batch size=12~16 will be ok.

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nemonameless avatar nemonameless commented on May 23, 2024

so your batch size is 32? I only use batch 12 with 3 gpus which is consistent with paper.

The BATCH_SIZE in the config file refers to the total batch_size or the batch_size on each gpu? My understanding is that this parameter is the batch_size on each gpu

you are right, it is the batch_size on each gpu, i updated my reply. so only need 1 gpus to make total batch size be 12.

Only one GPU training and bs=12 is so slow, If I train with 4 GPUs and thus the batchsize=48? Any else should I change to reproduce 68.9 by training with 4gpus and bs=48 ?

you can set batch_size=3 in config file, and use 4gpu to keep total batch size=12

I mean bs=12 training is so slow, I just want train with larger batchsize . If I use bs=48 (12*4) and change lr=0.045x4 , can I reproduce 68.9?

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LikeLy-Journey avatar LikeLy-Journey commented on May 23, 2024

so your batch size is 32? I only use batch 12 with 3 gpus which is consistent with paper.

The BATCH_SIZE in the config file refers to the total batch_size or the batch_size on each gpu? My understanding is that this parameter is the batch_size on each gpu

you are right, it is the batch_size on each gpu, i updated my reply. so only need 1 gpus to make total batch size be 12.

Only one GPU training and bs=12 is so slow, If I train with 4 GPUs and thus the batchsize=48? Any else should I change to reproduce 68.9 by training with 4gpus and bs=48 ?

you can set batch_size=3 in config file, and use 4gpu to keep total batch size=12

I mean bs=12 training is so slow, I just want train with larger batchsize . If I use bs=48 (12*4) and change lr=0.045x4 , can I reproduce 68.9?

i have not tried this hyper parameters.

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y-kl8 avatar y-kl8 commented on May 23, 2024

hi, I see you get the trained model, dou you know where can i obtain the trained cityscapes_deeplabv3_plus_mobilenet model?

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LikeLy-Journey avatar LikeLy-Journey commented on May 23, 2024

hi, I see you get the trained model, dou you know where can i obtain the trained cityscapes_deeplabv3_plus_mobilenet model?

https://github.com/LikeLy-Journey/SegmenTron#real-time-models
https://github.com/LikeLy-Journey/SegmenTron/releases

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