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An open source ML system for the end-to-end data science lifecycle

License: Apache License 2.0

Shell 1.15% Java 90.49% Jupyter Notebook 0.07% CMake 0.07% Makefile 0.02% Cuda 0.67% C++ 0.26% C 0.07% ANTLR 0.09% Batchfile 0.12% R 6.20% Python 0.76% Dockerfile 0.03%
data-science-lifecycle distributed machine-learning ml-system r tensor

systemds's People

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asecic avatar baunsgaard avatar bnyra avatar corepointer avatar enriquebarba97 avatar fklezin avatar gilgenbergg avatar ilovemesomeramen avatar iulian453 avatar kev-inn avatar levathan avatar mboehm7 avatar phaniarnab avatar philipportner avatar sebwrede avatar shafaq-siddiqi avatar wedenigt avatar

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systemds's Issues

Context Manager for Python Bindings

I would prefer some other way to shutdown the server than shutdown. Fist of all a check is missing since we only start a subprocess if no SystemDS instance is running yet, secondly if we need a explicit shutdown it makes sense to also have an explicit start. As I have already suggested in my PR it would make sense to use a ContextManager (See https://book.pythontips.com/en/latest/context_managers.html). We should make sure that we are happy with our decision since it will likely stay for longer, I hoped that we find a way to automatically shutdown the java server process on exit of the python program, but a ContextManager would also be a good idea.

Originally posted by @kev-inn in #125 (comment)

spark cbind frame bug

I looked at the bug ๐Ÿ› @Shafaq-Siddiqi mentioned. I didn't find where to fix it, but I'll leave some more information for somebody to fix it:

I reduced the DML that produces the bug to

F = read($X, data_type="frame", format="csv")
A = cbind(F, as.frame(matrix(1, nrow(F), 1)))
print(toString(A))

To produce the error uncomment the spark test invocation in BuiltinMiceTest.java:49 and replace the content of src/test/scripts/functions/builtin/mice.dml with the three lines of DML above.

Upon running the test, the check for frame block dimensions in FrameBlock.java:1002 will now fail with org.tugraz.sysds.runtime.DMLRuntimeException: Incompatible number of rows for cbind: 98 (expected: 49)

So the block is split and the column to append is not. This results in the dimension mismatch. This is as far as I got. I didn't find where the split happens. I tried specifying dimensions explicitly in the read() function (that gave other errors, which I'll investigate another time) and in an MTD file. That did not help though :-/ Furthermore, the problem seems to occur only with "real" frame data, not with matrices converted to frames with as.frame().

Originally posted by @corepointer in #116 (comment)

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