viirya opened a new pull request, #19533:
URL: https://github.com/apache/datafusion/pull/19533
Optimize translate function by reusing HashMap and Vec buffers across all
rows instead of allocating new ones for each row.
Changes:
- Moved HashMap and Vec allocations outside the main loop
- Clear and reuse buffers for each row instead of reallocating
- Use explicit loops instead of chained iterators for better control
- Added benchmark to measure performance improvements
Optimization:
- Before: Allocated HashMap + 4 Vecs for every row
- After: Single set of reusable buffers cleared for each row
Benchmark Results:
- size=1024, str_len=8: 234.6 µs → 147.9 µs (37% faster)
- size=1024, str_len=32: 628.6 µs → 394.2 µs (37% faster)
- size=4096, str_len=8: 964.4 µs → 575.2 µs (40% faster)
- size=4096, str_len=32: 2.54 ms → 1.56 ms (39% faster)
The optimization shows exceptional 37-40% performance improvements across
all test cases. The HashMap reuse is particularly impactful since HashMap
creation/destruction has significant overhead with hashing, bucket allocation,
and internal bookkeeping. Combined with eliminating 4 Vec allocations per row,
this becomes the most significant optimization in this series.
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