Modin performance enhancements #4315
Labels
Epic
P2
Minor bugs or low-priority feature requests
Performance 🚀
Performance related issues and pull requests.
The table below contains a set of performance gaps, which take the most time part of execution in Modin performance tests.
merge
operationleft
join typeinner
join typeright/outer
join type, defaults to pandas for nowgroupby
aggregation operationsgroupby.mean
reproducer is presented as example of aggregation operation. Applicable for flowDataFrameGroupBy._wrap_aggregation->qc.groupby_agg
groupby.mean
groupby.mean
getitem
operations__getitem__
operation,_get_dict_of_block_index()
is hotspotiloc
,_get_dict_of_block_index()
is hotspotModin DataFrame/Series
Modin DataFrame/Series
, a lot of details (need to verify after #4391)drop
operation_get_dict_of_block_index()
sort_values
operationread_parquet
operationDataFrame
from dict withModin Series
valuesfrom_non_pandas
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