def __init__(self, *args):
"""initialize"""
# Passing None as `npartitions`, the tests will change it as needed.
self.headnode = HeadNode.get_headnode(None, *args)
self.headnode.backend = DistRDataFrameInterface.TestBackend()
self.headproxy = Proxy.TransformationProxy(self.headnode)
def make_dataframe(self, *args, **kwargs):
"""
Creates an instance of distributed RDataFrame that can send computations
to a Dask cluster.
"""
# Set the number of partitions for this dataframe, one of the following:
# 1. User-supplied `npartitions` optional argument
npartitions = kwargs.pop("npartitions", None)
headnode = HeadNode.get_headnode(self, npartitions, *args)
return DataFrame.RDataFrame(headnode)
def make_dataframe(self, *args, **kwargs):
"""
Creates an instance of distributed RDataFrame that can send computations
to a Dask cluster.
"""
# Set the number of partitions for this dataframe, one of the following:
# 1. User-supplied `npartitions` optional argument
# 2. An educated guess according to the backend, using the backend's
# `optimize_npartitions` function
# 3. Set `npartitions` to 2
npartitions = kwargs.pop("npartitions", self.optimize_npartitions())
headnode = HeadNode.get_headnode(self, npartitions, *args)
return DataFrame.RDataFrame(headnode)
def test_count_result_invariance(self):
"""
Tests that counting the entries in the dataset does not depend on the
number of partitions. This could have happened if we used TEntryList
to restrict processing on a certain range of entries of the TChain in a
distributed task, but the changes in
https://github.com/root-project/root/commit/77bd5aa82e9544811e0d5fce197ab87c739c2e23
were not implemented yet.
"""
treename = "entries"
filenames = ["1cluster_20entries.root"] * 5
for npartitions in range(1, 6):
headnode = HeadNode.get_headnode(npartitions, treename, filenames)
backend = DistRDataFrameInvariants.TestBackend()
rdf = DataFrame.RDataFrame(headnode, backend)
self.assertEqual(rdf.Count().GetValue(), 100)
def create_dummy_headnode(*args):
"""Create dummy head node instance needed in the test"""
# Pass None as `npartitions`. The tests will modify this member
# according to needs
return HeadNode.get_headnode(None, None, *args)