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LightGBM does not use all cores and RAM

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I have an AWS instance with 16 cores and 128GB of RAM. Beside my LightGBM code, the system is mostly idle. However, LightGBM uses less than half of the cores most of the time and only about 8GB of RAM is used while about 10GB of virtual memory is used. Please see screenshot from the "top" command below:

enter image description here

How do I make it run more efficiently?


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