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Changelog v0.10 / v0.11
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CSV Read IO
- Parallel csv reader
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Sample DataFrames/ Series
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Performance increase in take kernel
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Performance increase in ChunkedArray builders
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Join operation on multiple columns.
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~3.5 x performance increase in groupby operations (measured on db-benchmark), due to embarrassingly parallel grouping and better branch prediction (tight loops).
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Performance increase on join operation due to better branch prediction.
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Categorical datatype and global string cache (BETA).
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Lazy
- Lot’s of bug fixes in optimizer.
- Parallel execution of Physical plan
- Partition window function
- More simplify expression optimizations.
- Caching
- Alpha release of Aggregate pushdown optimization.
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Start of general Object type in ChunkedArray/DataFrames/Series