Solution

data.table

groupby

0.5 GB

5 GB

50 GB

join

0.5 GB

5 GB

50 GB
## not enough ticks on X axis

groupby2014

0.5 GB

5 GB

50 GB

pydatatable

groupby

0.5 GB

5 GB

50 GB

join

0.5 GB

5 GB

50 GB

pandas

groupby

0.5 GB

5 GB

50 GB
## not enough ticks on X axis

join

0.5 GB

5 GB

50 GB
## not enough ticks on X axis

groupby2014

0.5 GB

5 GB

50 GB
## not enough ticks on X axis

dplyr

groupby

0.5 GB

5 GB

50 GB

join

0.5 GB

5 GB

50 GB
## not enough ticks on X axis

groupby2014

0.5 GB

5 GB

50 GB
## not enough ticks on X axis

dask

groupby

0.5 GB

5 GB

50 GB

join

0.5 GB

5 GB

50 GB
## not enough ticks on X axis

spark

groupby

0.5 GB

5 GB

50 GB

join

0.5 GB

5 GB

50 GB

juliadf

groupby

0.5 GB

5 GB

50 GB

join

0.5 GB

5 GB

50 GB
## not enough ticks on X axis

cudf

groupby

0.5 GB

5 GB

50 GB
## not enough ticks on X axis

join

0.5 GB

5 GB
## not enough ticks on X axis
50 GB
## not enough ticks on X axis

clickhouse

groupby

0.5 GB

5 GB

50 GB

join

0.5 GB

5 GB

50 GB

polars

groupby

0.5 GB

5 GB

50 GB

join

0.5 GB

5 GB

50 GB
## not enough ticks on X axis

arrow

groupby

0.5 GB

5 GB

50 GB

join

0.5 GB
## not enough ticks on X axis
5 GB
## not enough ticks on X axis
50 GB
## not enough ticks on X axis

duckdb

groupby

0.5 GB

5 GB

50 GB

join

0.5 GB

5 GB

50 GB
## not enough ticks on X axis

Details

Environment

Nodename: mr-dl11


Report was generated on: 2021-07-02 06:45:29 PDT.