Parquet - support for Delta Binary Pcked encoding - #1764
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… to reduce memory consumption
norberttech
commented
Jul 13, 2025
Codecov ReportAttention: Patch coverage is
✅ All tests successful. No failed tests found. Additional details and impacted files@@ Coverage Diff @@
## 1.x #1764 +/- ##
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+ Coverage 81.68% 81.79% +0.10%
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Files 718 725 +7
Lines 20279 20771 +492
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+ Hits 16565 16989 +424
- Misses 3714 3782 +68
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Flow PHP - BenchmarksResults of the benchmarks from this PR are compared with the results from 1.x branch. Extractors+-----------------------+------------------------+------+-----+-----------------+------------------+-----------------+
| benchmark | subject | revs | its | mem_peak | mode | rstdev |
+-----------------------+------------------------+------+-----+-----------------+------------------+-----------------+
| CSVExtractorBench | bench_extract_10k | 1 | 3 | 4.865mb +0.08% | 439.630ms +0.85% | ±0.30% -51.34% |
| ExcelExtractorBench | bench_extract_10k_ods | 1 | 3 | 65.560mb +0.01% | 1.065s +1.43% | ±0.45% -56.97% |
| ExcelExtractorBench | bench_extract_10k_xlsx | 1 | 3 | 67.660mb +0.01% | 1.690s -0.42% | ±0.38% -50.93% |
| JsonExtractorBench | bench_extract_10k | 1 | 3 | 5.457mb +0.07% | 1.143s +0.65% | ±0.03% -97.41% |
| ParquetExtractorBench | bench_extract_10k | 1 | 3 | 10.647mb -0.03% | 9.321s -17.99% | ±0.84% +143.97% |
| TextExtractorBench | bench_extract_10k | 1 | 3 | 4.588mb +0.09% | 42.683ms +1.99% | ±1.27% +54.36% |
| XmlExtractorBench | bench_extract_10k | 1 | 3 | 4.573mb +0.09% | 607.992ms +2.22% | ±0.86% -45.52% |
+-----------------------+------------------------+------+-----+-----------------+------------------+-----------------+
Transformers+---------------------------------+--------------------------+------+-----+------------------+-----------------+----------------+
| benchmark | subject | revs | its | mem_peak | mode | rstdev |
+---------------------------------+--------------------------+------+-----+------------------+-----------------+----------------+
| RenameEachEntryTransformerBench | bench_transform_10k_rows | 1 | 3 | 18.584mb +0.02% | 71.826ms -1.50% | ±0.30% -75.91% |
| RenameEntryTransformerBench | bench_transform_10k_rows | 1 | 3 | 123.322mb +0.00% | 66.268ms -2.11% | ±1.14% -33.08% |
+---------------------------------+--------------------------+------+-----+------------------+-----------------+----------------+
Loaders+--------------------+----------------+------+-----+------------------+------------------+----------------+
| benchmark | subject | revs | its | mem_peak | mode | rstdev |
+--------------------+----------------+------+-----+------------------+------------------+----------------+
| CSVLoaderBench | bench_load_10k | 1 | 3 | 62.526mb +0.01% | 83.876ms -3.58% | ±1.59% -24.18% |
| JsonLoaderBench | bench_load_10k | 1 | 3 | 80.607mb +0.00% | 100.408ms -5.25% | ±0.45% -84.68% |
| ParquetLoaderBench | bench_load_10k | 1 | 3 | 835.122mb +0.03% | 18.928s -29.86% | ±0.69% -18.79% |
| TextLoaderBench | bench_load_10k | 1 | 3 | 17.890mb +0.02% | 29.640ms -2.15% | ±0.34% -67.49% |
+--------------------+----------------+------+-----+------------------+------------------+----------------+
Building Blocks+-------------------+----------------------------+------+-----+------------------+------------------+-----------------+
| benchmark | subject | revs | its | mem_peak | mode | rstdev |
+-------------------+----------------------------+------+-----+------------------+------------------+-----------------+
| EntryFactoryBench | bench_entry_factory | 1 | 3 | 106.004mb +0.00% | 644.658ms -1.88% | ±1.20% -36.05% |
| EntryFactoryBench | bench_entry_factory | 1 | 3 | 55.279mb +0.01% | 326.411ms -0.97% | ±2.84% +0.92% |
| EntryFactoryBench | bench_entry_factory | 1 | 3 | 14.865mb +0.03% | 68.935ms -2.60% | ±0.95% -10.12% |
| TypeDetectorBench | bench_type_detector | 1 | 3 | 42.535mb +0.01% | 403.678ms -1.69% | ±1.49% +39.23% |
| TypeDetectorBench | bench_type_detector | 1 | 3 | 11.592mb +0.03% | 81.170ms -1.70% | ±0.35% -80.85% |
| RowsBench | bench_chunk_10_on_10k | 2 | 3 | 93.475mb +0.00% | 3.420ms -7.53% | ±0.34% -75.11% |
| RowsBench | bench_diff_left_1k_on_10k | 2 | 3 | 110.846mb +0.00% | 237.985ms -0.51% | ±0.50% -22.15% |
| RowsBench | bench_diff_right_1k_on_10k | 2 | 3 | 93.566mb +0.00% | 23.679ms -0.30% | ±0.35% +15.16% |
| RowsBench | bench_drop_1k_on_10k | 2 | 3 | 94.350mb +0.00% | 1.506ms -14.66% | ±2.60% -26.56% |
| RowsBench | bench_drop_right_1k_on_10k | 2 | 3 | 94.350mb +0.00% | 1.514ms -9.34% | ±0.56% -78.74% |
| RowsBench | bench_entries_on_10k | 2 | 3 | 92.510mb +0.00% | 3.457ms +1.75% | ±0.50% -84.70% |
| RowsBench | bench_filter_on_10k | 2 | 3 | 93.039mb +0.00% | 16.954ms +9.85% | ±1.85% +50.93% |
| RowsBench | bench_find_on_10k | 2 | 3 | 93.039mb +0.00% | 16.527ms +3.08% | ±1.47% -39.39% |
| RowsBench | bench_find_one_on_10k | 10 | 3 | 91.728mb +0.00% | 1.794μs -5.88% | ±2.67% +9.43% |
| RowsBench | bench_first_on_10k | 10 | 3 | 91.728mb +0.00% | 0.300μs -25.00% | ±0.00% -100.00% |
| RowsBench | bench_flat_map_on_1k | 2 | 3 | 100.789mb +0.00% | 14.569ms -1.25% | ±0.47% -82.66% |
| RowsBench | bench_map_on_10k | 2 | 3 | 130.216mb +0.00% | 68.100ms -2.22% | ±3.21% +214.92% |
| RowsBench | bench_merge_1k_on_10k | 2 | 3 | 93.559mb +0.00% | 1.348ms -2.22% | ±1.37% -51.96% |
| RowsBench | bench_partition_by_on_10k | 2 | 3 | 96.928mb +0.00% | 61.820ms -1.61% | ±0.62% -65.34% |
| RowsBench | bench_remove_on_10k | 2 | 3 | 94.612mb +0.00% | 3.666ms -6.65% | ±1.33% -61.45% |
| RowsBench | bench_sort_asc_on_1k | 2 | 3 | 92.090mb +0.00% | 39.279ms -1.82% | ±1.42% +73.96% |
| RowsBench | bench_sort_by_on_1k | 2 | 3 | 92.090mb +0.00% | 39.311ms -2.32% | ±0.98% +198.05% |
| RowsBench | bench_sort_desc_on_1k | 2 | 3 | 92.090mb +0.00% | 39.701ms -1.31% | ±2.13% +47.75% |
| RowsBench | bench_sort_entries_on_1k | 2 | 3 | 94.171mb +0.00% | 8.047ms -1.86% | ±0.24% -84.05% |
| RowsBench | bench_sort_on_1k | 2 | 3 | 91.921mb +0.00% | 29.222ms -2.05% | ±0.84% -50.79% |
| RowsBench | bench_take_1k_on_10k | 10 | 3 | 91.728mb +0.00% | 13.841μs -13.11% | ±1.82% +23.81% |
| RowsBench | bench_take_right_1k_on_10k | 10 | 3 | 91.728mb +0.00% | 15.543μs -5.99% | ±2.11% -14.58% |
| RowsBench | bench_unique_on_1k | 2 | 3 | 110.847mb +0.00% | 240.563ms -0.59% | ±0.13% -80.10% |
+-------------------+----------------------------+------+-----+------------------+------------------+-----------------+
Parquet Library+--------------------+---------------------------------+------+-----+----------------+-------------------+------------------+
| benchmark | subject | revs | its | mem_peak | mode | rstdev |
+--------------------+---------------------------------+------+-----+----------------+-------------------+------------------+
| ParquetReaderBench | bench_page_headers | 1 | 3 | 6.656mb +0.07% | 3.339s +0.70% | ±0.84% -29.29% |
| ParquetReaderBench | bench_read_metadata | 1 | 3 | 5.341mb +0.08% | 18.055ms -0.07% | ±0.37% -25.06% |
| ParquetReaderBench | bench_read_schema | 1 | 3 | 5.341mb +0.08% | 18.122ms -0.32% | ±0.27% +18.84% |
| ParquetReaderBench | bench_read_values_all_columns | 1 | 3 | 9.079mb -0.03% | 5.657s -28.22% | ±0.68% -21.93% |
| ParquetReaderBench | bench_read_values_single_column | 1 | 3 | 6.377mb -0.05% | 229.631ms -50.28% | ±0.83% +38.75% |
| ParquetReaderBench | bench_read_values_with_limit | 1 | 3 | 6.907mb -0.22% | 28.849ms -14.23% | ±0.28% +27.19% |
| ParquetWriterBench | bench_write_batch | 1 | 3 | 9.823mb -3.46% | 164.869ms -17.17% | ±0.68% +4186.18% |
| ParquetWriterBench | bench_write_gzip | 1 | 3 | 9.785mb +0.10% | 178.742ms +0.88% | ±1.40% +110.14% |
| ParquetWriterBench | bench_write_row_by_row | 1 | 3 | 9.823mb -3.46% | 165.357ms -16.70% | ±1.11% +106.85% |
| ParquetWriterBench | bench_write_snappy | 1 | 3 | 9.823mb -3.46% | 164.906ms -17.58% | ±0.12% -41.53% |
| ParquetWriterBench | bench_write_uncompressed | 1 | 3 | 9.600mb +0.11% | 163.845ms -0.13% | ±1.25% +366.20% |
+--------------------+---------------------------------+------+-----+----------------+-------------------+------------------+
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Resolves: #697
Change Log
Added
Fixed
Changed
Removed
Deprecated
Security
Delta Binary Packed is applicable to Int32 and Int64 (which means that it also applies to Timestamps and other logical types stored as int32/64).
The goal is to significantly reduce output file size through storing only delta between integers in a column rather than integers themself.
This is super useful when we are dealing with incremental datasets, like for example orders.