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updated docs
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@@ -86,6 +86,11 @@ cluster.optimize_parallel_cluster_gpu(
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job_display_name='my_exp')
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```
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**NOTE** nb_trials specifies how many of the possible permutations to use. If using ```grid_search``` it will use
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the depth first ordering. If using ```random_search``` it will use the first k shuffled options. FYI, random search
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has been shown to be just as good as any Bayesian optimization method when using a reasonable number of samples (60),
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[see this paper for more information](http://www.jmlr.org/papers/volume13/bergstra12a/bergstra12a.pdf).
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---
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#### Walltime auto-resubmit
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Lightning automatically resubmits jobs when they reach the walltime. Make sure to set the SIGUSR1 signal in
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