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[NSE-943] improve rowtocolumn operator (#990)
* [NSE-943] Optimize String/Binary Type for Row2Columnar * Fix TPCDS queries * Add __AVX512BW__ Check * [WIP][NSE-943] Utilize CPU Cache by first-row-second-column and fixed-width type Optimization * Extract vector from functin * Add optimizations * Add remaining optimization * Remove ListType in Native R2C * Fix Spark UT * Clean code * Fix clang format
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