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# Performance
## Network
The state of the network can hugely impact the performance of the training - to the tune of 40% difference in throughput.
When making slurm allocations, use `--contiguous` to request nodes to be close to each other. Unless reserved ahead of time by the admins, such constraint may add a huge delay for when such requests will be granted.
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