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Comments (11)

YuwenXiong avatar YuwenXiong commented on May 28, 2024

From your information you only compile bbox cython module with python 3.7, make sure you also use python 3.7 when you run experiments.

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YuwenXiong avatar YuwenXiong commented on May 28, 2024

Also please note that config files w/o 4gpu suffix are with horovod in distributed setting

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WenFuLee avatar WenFuLee commented on May 28, 2024

�We only have 1 GPU in our environment now. Is it still compatible with the distributed setting?

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YuwenXiong avatar YuwenXiong commented on May 28, 2024

Then please edit the 4gpu config, reduce lr by 4x / enlarge #iter by 4x, etc. BTW I don't think you can run coco dataset w/ 1 GPU in a acceptable time, please try cityscapes instead.

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WenFuLee avatar WenFuLee commented on May 28, 2024

I am not so sure to make the setting upsnet_resnet50_cityscapes_4gpu.yaml to fit my current environment with only 1 GPU. I have done the change below.

====

train:
gpus: '0,1,2,3' -> '0'
lr: 0.005 -> 0.00125
max_iteration: 48000 -> 192000
decay_iteration:

  • 36000 -> 144000
    warmup_iteration: 1500 -> 6000

====

test:
test_iteration: 48000 -> 192000

====

Did I miss anything? Thanks.

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YuwenXiong avatar YuwenXiong commented on May 28, 2024

looks good to me

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WenFuLee avatar WenFuLee commented on May 28, 2024

I know training takes a long time. Could you please give me a rough time how long it may take to finish training a model using only 1 GPU based on the above setting? Thank you!

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YuwenXiong avatar YuwenXiong commented on May 28, 2024

It will take ~3 days to train on 1 1080Ti GPU

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WenFuLee avatar WenFuLee commented on May 28, 2024

I see. What if I don't need a model as accurate as your best one? Could I trade off performance for less training time? For example, I can decrease the iteration numbers in order to get a trained model more quickly, which may have lower accuracy. If this is acceptable, what parameters I can try first, iteration number or else? Thank you!

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YuwenXiong avatar YuwenXiong commented on May 28, 2024

You can reduce #iter, e.g. 72k/96k rather than 144k/192k

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wshilaji avatar wshilaji commented on May 28, 2024

兄弟请问怎么自定义自己的coco panoptic格式的数据集

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