apollo
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Problem when using apollo with spark cluster
When trying to run hash
or cmd
commands with spark in cluster mode, we get the same problem we used to have with ml
, because the workers do not have the apollo lib and it is not added to the spark session using addPyfile
.
I think we should either modify the way the --depzip
flag functions in order to add it, or change logic:
- when
ml
-s
flag is used to specify a master that is not local, we should add ml, engine and all other dependencies if the call is not made by a command of theml
library, e.g.apollo
and it's dependencies. - the
--dep-zip
flag should be used to addml
dependencies. It will be of no use for us since our workers useml-core
image and already have them, but it will be useful for other users. - as was pointed out in this issue, I think we should add to the spark conf by default the flags that will clean up after us, because it ends up taking a lot of memory