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Proposed changes
The Rlearner interface uses
cross_val_predict
to predictmu
but did not expose n_jobs params. The default value ofn_jobs
uses all processors, which may consumes too much memory (to OOM) especially for large dataset. Thecross_val_predict
method usesjoblib
for parallelization, the memory will grow with the number of workers. It's more reasonable to expose this param and let users decide.Types of changes
What types of changes does your code introduce to CausalML?
Put an
x
in the boxes that applyChecklist
Put an
x
in the boxes that apply. You can also fill these out after creating the PR. If you're unsure about any of them, don't hesitate to ask. We're here to help! This is simply a reminder of what we are going to look for before merging your code.Further comments
Nope