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Iamfxz avatar Iamfxz commented on June 15, 2024

more training time:
image

from rl-job-shop-scheduling.

ingambe avatar ingambe commented on June 15, 2024

Hi, thanks for trying to reproduce :)

As we are training from scratch the neural network and setting a timeout of 10 minutes, the results of the approach will depend on the hardware it is run on.
It looks like you are using a CPU-only platform. Using a GPU is much faster. Also, the more core the machine has, the better/faster.

To give you an example of a recent run, I was able to reproduce using a different machine with an NVIDIA RTX A5000 and an AMD epyc CPU with 96 cores.
As you can see from the W&B logging platform, we manage good results for ta60 in 10 minutes: https://wandb.ai/ingambe/RL-Job-Shop-Scheduling-JSS/runs/1gq3knc0/overview

If your machine is less powerful, you might have to run longers/with more environments per worker.
What is your configuration?

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WayneHsiao0225 avatar WayneHsiao0225 commented on June 15, 2024

Does the "step" on the y-axis means the "episode"?

from rl-job-shop-scheduling.

ingambe avatar ingambe commented on June 15, 2024

No, it refers to the number of training iterations

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