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Reduce cardinality estimation times #2642

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@dey4ss dey4ss commented Apr 30, 2024

#2626 showed that we spend long times in the optimizer, especially during cardinality estimation. We do not really see this issue in our benchmarks because we do not have changing query templates in TPC-DS and JOB. Instead, we retrieve the chached plans and do not measure optimization overhead.

This PR reduces these runtimes by addressing multiple issues:

  • The CardinalityEstimator caches statistics internally. This is useful when we have diamonds.
  • AttributeStatistics created during estimation are constant. Instead of copying unmodified statistics, we reuse them.
  • When histograms are scaled, we do not create a new histogram with scaled bins. Instead, ScaledHistogram references the original histogram and recalculates the counts on request using the selctivity used for scaling.

There are still bottlenecks during optimization, often by the shere amount of calls to AttributeStatistics::scaled() and by join ordering (MANY candidates and building new histograms for joins).

Benchmarks (benchmark_all.sh)

See #2642 (comment).

Benchmarks (with --pipeline_metrics, i.e., no plan caching)

System

nemea - click to expand
property value
Hostname nemea
CPU Intel(R) Xeon(R) Platinum 8180 CPU @ 2.50GHz
Memory 628GB
numactl nodebind: 2
numactl membind: 2

Commit Info and Build Time

commit date message build time
804f9ed 23.05.2024 15:26 Fix for benchmark_all.sh output (#2644) real 34.84 user 594.81 sys 28.40
a2eb2dc 30.05.2024 16:04 small feedback real 34.57 user 603.03 sys 28.35

hyriseBenchmarkTPCH - single-threaded, SF 10.0

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview----+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_804f9ed10d7ee197868614287ec5403b3728c205_st_metrics.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_a2eb2dc2b624be46891fda0325a39c381724937f_st_metrics.json |
 +--------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                 | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                 |
 |  benchmark_mode          | Ordered                                                                                                                                        | Ordered                                                                                                                                        |
 |  build_type              | release                                                                                                                                        | release                                                                                                                                        |
 |  chunk_indexes           | False                                                                                                                                          | False                                                                                                                                          |
 |  chunk_size              | 65535                                                                                                                                          | 65535                                                                                                                                          |
 |  clients                 | 1                                                                                                                                              | 1                                                                                                                                              |
 |  clustering              | None                                                                                                                                           | None                                                                                                                                           |
 |  compiler                | clang 15.0.7                                                                                                                                   | clang 15.0.7                                                                                                                                   |
 |  cores                   | 0                                                                                                                                              | 0                                                                                                                                              |
 |  data_preparation_cores  | 0                                                                                                                                              | 0                                                                                                                                              |
 |  date                    | 2024-05-31 02:30:03                                                                                                                            | 2024-05-31 06:53:03                                                                                                                            |
 |  encoding                | {'default': {'encoding': 'Dictionary'}}                                                                                                        | {'default': {'encoding': 'Dictionary'}}                                                                                                        |
 |  max_duration            | 60000000000                                                                                                                                    | 60000000000                                                                                                                                    |
 |  max_runs                | 50                                                                                                                                             | 50                                                                                                                                             |
 |  scale_factor            | 10.0                                                                                                                                           | 10.0                                                                                                                                           |
 |  time_unit               | ns                                                                                                                                             | ns                                                                                                                                             |
 |  use_prepared_statements | False                                                                                                                                          | False                                                                                                                                          |
 |  using_scheduler         | False                                                                                                                                          | False                                                                                                                                          |
 |  verify                  | False                                                                                                                                          | False                                                                                                                                          |
 |  warmup_duration         | 1000000000                                                                                                                                     | 1000000000                                                                                                                                     |
 +--------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item     || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |          ||      old |      new |        ||      old |      new |        |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | TPC-H 01 ||  6436.09 |  6495.94 |   +1%  ||     0.16 |     0.15 |   -1%  |               0.6600 |
+| TPC-H 02 ||    49.53 |    46.40 |   -6%˄ ||    20.19 |    21.55 |   +7%˄ | (run time too short) |
 | TPC-H 03 ||  1321.98 |  1327.86 |   +0%  ||     0.76 |     0.75 |   -0%  |               0.7587 |
 | TPC-H 04 ||  1438.24 |  1417.02 |   -1%  ||     0.70 |     0.71 |   +1%  |               0.3714 |
 | TPC-H 05 ||  2249.07 |  2183.62 |   -3%  ||     0.44 |     0.46 |   +3%  |               0.0001 |
+| TPC-H 06 ||   159.59 |   150.66 |   -6%˄ ||     6.27 |     6.64 |   +6%˄ | (run time too short) |
 | TPC-H 07 ||   832.55 |   801.84 |   -4%˄ ||     1.20 |     1.25 |   +4%˄ | (run time too short) |
 | TPC-H 08 ||   510.54 |   503.00 |   -1%˄ ||     1.96 |     1.99 |   +1%˄ | (run time too short) |
 | TPC-H 09 ||  5148.13 |  5127.97 |   -0%  ||     0.19 |     0.20 |   +0%  |               0.5160 |
 | TPC-H 10 ||  1281.39 |  1280.31 |   -0%  ||     0.78 |     0.78 |   +0%  |               0.9092 |
 | TPC-H 11 ||    65.91 |    65.36 |   -1%˄ ||    15.17 |    15.30 |   +1%˄ | (run time too short) |
-| TPC-H 12 ||   920.18 |   987.46 |   +7%˄ ||     1.09 |     1.01 |   -7%˄ | (run time too short) |
 | TPC-H 13 ||  4988.80 |  4954.34 |   -1%  ||     0.20 |     0.20 |   +1%  |               0.4718 |
 | TPC-H 14 ||   414.25 |   417.88 |   +1%˄ ||     2.41 |     2.39 |   -1%˄ | (run time too short) |
 | TPC-H 15 ||   190.86 |   189.79 |   -1%˄ ||     5.24 |     5.27 |   +1%˄ | (run time too short) |
 | TPC-H 16 ||   554.79 |   560.31 |   +1%˄ ||     1.80 |     1.78 |   -1%˄ | (run time too short) |
 | TPC-H 17 ||   222.63 |   224.28 |   +1%˄ ||     4.49 |     4.46 |   -1%˄ | (run time too short) |
 | TPC-H 18 ||  1685.85 |  1708.04 |   +1%  ||     0.59 |     0.59 |   -1%  |               0.4716 |
 | TPC-H 19 ||   212.21 |   215.82 |   +2%˄ ||     4.71 |     4.63 |   -2%˄ | (run time too short) |
 | TPC-H 20 ||   529.39 |   540.67 |   +2%˄ ||     1.89 |     1.85 |   -2%˄ | (run time too short) |
 | TPC-H 21 ||  3801.88 |  3832.94 |   +1%  ||     0.26 |     0.26 |   -1%  |               0.3970 |
-| TPC-H 22 ||   430.28 |   465.99 |   +8%˄ ||     2.32 |     2.15 |   -8%˄ | (run time too short) |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum      || 33444.14 | 33497.49 |   +0%  ||          |          |        |                      |
 | Geomean  ||          |          |        ||          |          |   -0%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                         |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - single-threaded, SF 0.01

Sum of avg. item runtimes: -8% || Geometric mean of throughput changes: +7%
Configuration Overview - click to expand
 +Configuration Overview----+----------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_804f9ed10d7ee197868614287ec5403b3728c205_st_s01_metrics.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_a2eb2dc2b624be46891fda0325a39c381724937f_st_s01_metrics.json |
 +--------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                     | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                     |
 |  benchmark_mode          | Ordered                                                                                                                                            | Ordered                                                                                                                                            |
 |  build_type              | release                                                                                                                                            | release                                                                                                                                            |
 |  chunk_indexes           | False                                                                                                                                              | False                                                                                                                                              |
 |  chunk_size              | 65535                                                                                                                                              | 65535                                                                                                                                              |
 |  clients                 | 1                                                                                                                                                  | 1                                                                                                                                                  |
 |  clustering              | None                                                                                                                                               | None                                                                                                                                               |
 |  compiler                | clang 15.0.7                                                                                                                                       | clang 15.0.7                                                                                                                                       |
 |  cores                   | 0                                                                                                                                                  | 0                                                                                                                                                  |
 |  data_preparation_cores  | 0                                                                                                                                                  | 0                                                                                                                                                  |
 |  date                    | 2024-05-31 02:45:48                                                                                                                                | 2024-05-31 07:08:56                                                                                                                                |
 |  encoding                | {'default': {'encoding': 'Dictionary'}}                                                                                                            | {'default': {'encoding': 'Dictionary'}}                                                                                                            |
 |  max_duration            | 60000000000                                                                                                                                        | 60000000000                                                                                                                                        |
 |  max_runs                | 50                                                                                                                                                 | 50                                                                                                                                                 |
 |  scale_factor            | 0.009999999776482582                                                                                                                               | 0.009999999776482582                                                                                                                               |
 |  time_unit               | ns                                                                                                                                                 | ns                                                                                                                                                 |
 |  use_prepared_statements | False                                                                                                                                              | False                                                                                                                                              |
 |  using_scheduler         | False                                                                                                                                              | False                                                                                                                                              |
 |  verify                  | False                                                                                                                                              | False                                                                                                                                              |
 |  warmup_duration         | 1000000000                                                                                                                                         | 1000000000                                                                                                                                         |
 +--------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item     || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |          ||      old |     new |        ||      old |      new |        |                      |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 | TPC-H 01 ||     5.77 |    5.65 |   -2%˄ ||   173.12 |   177.09 |   +2%˄ | (run time too short) |
+| TPC-H 02 ||     4.99 |    4.58 |   -8%˄ ||   200.18 |   218.41 |   +9%˄ | (run time too short) |
 | TPC-H 03 ||     2.04 |    1.98 |   -3%˄ ||   489.12 |   503.94 |   +3%˄ | (run time too short) |
 | TPC-H 04 ||     0.96 |    0.96 |   -0%˄ ||  1040.64 |  1041.75 |   +0%˄ | (run time too short) |
+| TPC-H 05 ||    11.56 |   10.69 |   -8%˄ ||    86.46 |    93.51 |   +8%˄ | (run time too short) |
 | TPC-H 06 ||     0.53 |    0.51 |   -3%˄ ||  1885.76 |  1950.17 |   +3%˄ | (run time too short) |
+| TPC-H 07 ||    13.73 |   12.44 |   -9%˄ ||    72.85 |    80.40 |  +10%˄ | (run time too short) |
+| TPC-H 08 ||    16.70 |   15.70 |   -6%˄ ||    59.89 |    63.70 |   +6%˄ | (run time too short) |
+| TPC-H 09 ||    12.79 |   11.51 |  -10%˄ ||    78.20 |    86.90 |  +11%˄ | (run time too short) |
+| TPC-H 10 ||     2.96 |    2.81 |   -5%˄ ||   338.03 |   356.23 |   +5%˄ | (run time too short) |
 | TPC-H 11 ||     1.71 |    1.71 |   -0%˄ ||   583.37 |   584.09 |   +0%˄ | (run time too short) |
+| TPC-H 12 ||     1.91 |    1.69 |  -11%˄ ||   523.73 |   589.95 |  +13%˄ | (run time too short) |
 | TPC-H 13 ||     2.39 |    2.36 |   -1%˄ ||   418.95 |   422.78 |   +1%˄ | (run time too short) |
+| TPC-H 14 ||     1.05 |    1.00 |   -6%˄ ||   947.16 |  1003.29 |   +6%˄ | (run time too short) |
+| TPC-H 15 ||     1.25 |    1.17 |   -7%˄ ||   800.05 |   857.14 |   +7%˄ | (run time too short) |
+| TPC-H 16 ||     2.22 |    1.95 |  -12%˄ ||   450.11 |   511.31 |  +14%˄ | (run time too short) |
+| TPC-H 17 ||     1.46 |    1.38 |   -5%˄ ||   686.02 |   724.69 |   +6%˄ | (run time too short) |
 | TPC-H 18 ||     2.47 |    2.40 |   -3%˄ ||   404.55 |   416.04 |   +3%˄ | (run time too short) |
+| TPC-H 19 ||     5.76 |    4.60 |  -20%˄ ||   173.68 |   217.32 |  +25%˄ | (run time too short) |
 | TPC-H 20 ||     2.67 |    2.57 |   -4%˄ ||   374.73 |   388.92 |   +4%˄ | (run time too short) |
+| TPC-H 21 ||     5.70 |    4.93 |  -14%˄ ||   175.35 |   202.96 |  +16%˄ | (run time too short) |
+| TPC-H 22 ||     1.13 |    1.06 |   -6%˄ ||   883.09 |   942.02 |   +7%˄ | (run time too short) |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
+| Sum      ||   101.74 |   93.63 |   -8%  ||          |          |        |                      |
+| Geomean  ||          |         |        ||          |          |   +7%  |                      |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                        |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - multi-threaded, ordered, 1 client, 28 cores, SF 10.0

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---------+--------------------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_804f9ed10d7ee197868614287ec5403b3728c205_mt_ordered_metrics.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_a2eb2dc2b624be46891fda0325a39c381724937f_mt_ordered_metrics.json |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                         | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                         |
 |  benchmark_mode               | Ordered                                                                                                                                                | Ordered                                                                                                                                                |
 |  build_type                   | release                                                                                                                                                | release                                                                                                                                                |
 |  chunk_indexes                | False                                                                                                                                                  | False                                                                                                                                                  |
 |  chunk_size                   | 65535                                                                                                                                                  | 65535                                                                                                                                                  |
 |  clients                      | 1                                                                                                                                                      | 1                                                                                                                                                      |
 |  clustering                   | None                                                                                                                                                   | None                                                                                                                                                   |
 |  compiler                     | clang 15.0.7                                                                                                                                           | clang 15.0.7                                                                                                                                           |
 |  cores                        | 28                                                                                                                                                     | 28                                                                                                                                                     |
 |  data_preparation_cores       | 0                                                                                                                                                      | 0                                                                                                                                                      |
 |  date                         | 2024-05-31 02:46:15                                                                                                                                    | 2024-05-31 07:09:23                                                                                                                                    |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                                | {'default': {'encoding': 'Dictionary'}}                                                                                                                |
 |  max_duration                 | 60000000000                                                                                                                                            | 60000000000                                                                                                                                            |
 |  max_runs                     | 50                                                                                                                                                     | 50                                                                                                                                                     |
 |  scale_factor                 | 10.0                                                                                                                                                   | 10.0                                                                                                                                                   |
 |  time_unit                    | ns                                                                                                                                                     | ns                                                                                                                                                     |
 |  use_prepared_statements      | False                                                                                                                                                  | False                                                                                                                                                  |
 |  using_scheduler              | True                                                                                                                                                   | True                                                                                                                                                   |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                             | [0, 0, 28]                                                                                                                                             |
 |  verify                       | False                                                                                                                                                  | False                                                                                                                                                  |
 |  warmup_duration              | 1000000000                                                                                                                                             | 1000000000                                                                                                                                             |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item     || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |          ||      old |      new |        ||      old |      new |        |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | TPC-H 01 ||  4752.32 |  4680.97 |   -2%  ||     0.21 |     0.21 |   +2%  |               0.4095 |
+| TPC-H 02 ||    64.48 |    56.29 |  -13%˄ ||    15.47 |    17.71 |  +14%˄ | (run time too short) |
 | TPC-H 03 ||   579.92 |   593.08 |   +2%˄ ||     1.72 |     1.69 |   -2%˄ | (run time too short) |
 | TPC-H 04 ||   517.18 |   518.60 |   +0%˄ ||     1.93 |     1.93 |   -0%˄ | (run time too short) |
 | TPC-H 05 ||   536.86 |   536.46 |   -0%˄ ||     1.86 |     1.86 |   +0%˄ | (run time too short) |
 | TPC-H 06 ||    61.40 |    62.13 |   +1%˄ ||    16.25 |    16.05 |   -1%˄ | (run time too short) |
 | TPC-H 07 ||   253.09 |   246.37 |   -3%˄ ||     3.95 |     4.06 |   +3%˄ | (run time too short) |
 | TPC-H 08 ||   237.50 |   234.26 |   -1%˄ ||     4.21 |     4.27 |   +1%˄ | (run time too short) |
 | TPC-H 09 ||  1667.70 |  1664.97 |   -0%  ||     0.60 |     0.60 |   +0%  |               0.7977 |
 | TPC-H 10 ||   548.26 |   541.47 |   -1%˄ ||     1.82 |     1.85 |   +1%˄ | (run time too short) |
 | TPC-H 11 ||    62.66 |    62.83 |   +0%˄ ||    15.93 |    15.88 |   -0%˄ | (run time too short) |
 | TPC-H 12 ||   452.14 |   452.66 |   +0%˄ ||     2.21 |     2.21 |   -0%˄ | (run time too short) |
 | TPC-H 13 ||  2200.48 |  2211.75 |   +1%  ||     0.45 |     0.45 |   -1%  |               0.1102 |
 | TPC-H 14 ||   147.21 |   145.46 |   -1%˄ ||     6.79 |     6.87 |   +1%˄ | (run time too short) |
 | TPC-H 15 ||   141.18 |   140.81 |   -0%˄ ||     7.08 |     7.09 |   +0%˄ | (run time too short) |
 | TPC-H 16 ||   616.85 |   616.21 |   -0%˄ ||     1.62 |     1.62 |   +0%˄ | (run time too short) |
 | TPC-H 17 ||    70.55 |    71.14 |   +1%˄ ||    14.15 |    14.03 |   -1%˄ | (run time too short) |
 | TPC-H 18 ||  2190.37 |  2229.56 |   +2%  ||     0.46 |     0.45 |   -2%  |               0.2146 |
+| TPC-H 19 ||   119.63 |   112.21 |   -6%˄ ||     8.35 |     8.90 |   +7%˄ | (run time too short) |
 | TPC-H 20 ||   208.92 |   202.00 |   -3%˄ ||     4.78 |     4.95 |   +3%˄ | (run time too short) |
 | TPC-H 21 ||   871.39 |   863.41 |   -1%˄ ||     1.15 |     1.16 |   +1%˄ | (run time too short) |
 | TPC-H 22 ||   142.11 |   144.68 |   +2%˄ ||     7.03 |     6.90 |   -2%˄ | (run time too short) |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum      || 16442.20 | 16387.31 |   -0%  ||          |          |        |                      |
 | Geomean  ||          |          |        ||          |          |   +1%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                         |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - multi-threaded, shuffled, 28 clients, 28 cores, SF 10.0

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_804f9ed10d7ee197868614287ec5403b3728c205_mt_metrics.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_a2eb2dc2b624be46891fda0325a39c381724937f_mt_metrics.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                 | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                 |
 |  benchmark_mode               | Shuffled                                                                                                                                       | Shuffled                                                                                                                                       |
 |  build_type                   | release                                                                                                                                        | release                                                                                                                                        |
 |  chunk_indexes                | False                                                                                                                                          | False                                                                                                                                          |
 |  chunk_size                   | 65535                                                                                                                                          | 65535                                                                                                                                          |
 |  clients                      | 28                                                                                                                                             | 28                                                                                                                                             |
 |  clustering                   | None                                                                                                                                           | None                                                                                                                                           |
 |  compiler                     | clang 15.0.7                                                                                                                                   | clang 15.0.7                                                                                                                                   |
 |  cores                        | 28                                                                                                                                             | 28                                                                                                                                             |
 |  data_preparation_cores       | 0                                                                                                                                              | 0                                                                                                                                              |
 |  date                         | 2024-05-31 02:57:37                                                                                                                            | 2024-05-31 07:20:43                                                                                                                            |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                        | {'default': {'encoding': 'Dictionary'}}                                                                                                        |
 |  max_duration                 | 1200000000000                                                                                                                                  | 1200000000000                                                                                                                                  |
 |  max_runs                     | -1                                                                                                                                             | -1                                                                                                                                             |
 |  scale_factor                 | 10.0                                                                                                                                           | 10.0                                                                                                                                           |
 |  time_unit                    | ns                                                                                                                                             | ns                                                                                                                                             |
 |  use_prepared_statements      | False                                                                                                                                          | False                                                                                                                                          |
 |  using_scheduler              | True                                                                                                                                           | True                                                                                                                                           |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                     | [0, 0, 28]                                                                                                                                     |
 |  verify                       | False                                                                                                                                          | False                                                                                                                                          |
 |  warmup_duration              | 0                                                                                                                                              | 0                                                                                                                                              |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | Item     || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |          ||      old |      new |        ||      old |      new |        |         |
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | TPC-H 01 ||  6552.26 |  6311.60 |   -4%  ||     0.56 |     0.56 |   +0%  |  0.0267 |
+| TPC-H 02 ||   453.10 |   315.68 |  -30%  ||     0.56 |     0.56 |   +0%  |  0.0599 |
 | TPC-H 03 ||  2079.41 |  2138.57 |   +3%  ||     0.56 |     0.56 |   +0%  |  0.6652 |
+| TPC-H 04 ||  2182.86 |  2082.53 |   -5%  ||     0.56 |     0.56 |   +0%  |  0.5415 |
 | TPC-H 05 ||  3448.99 |  3354.16 |   -3%  ||     0.56 |     0.56 |   -0%  |  0.6573 |
 | TPC-H 06 ||   617.47 |   637.95 |   +3%  ||     0.56 |     0.56 |   +0%  |  0.8056 |
+| TPC-H 07 ||  2722.16 |  2455.05 |  -10%  ||     0.56 |     0.56 |   +1%  |  0.1225 |
 | TPC-H 08 ||  1814.34 |  1862.27 |   +3%  ||     0.56 |     0.56 |   +1%  |  0.7511 |
+| TPC-H 09 ||  5060.75 |  4606.20 |   -9%  ||     0.56 |     0.56 |   -0%  |  0.0223 |
 | TPC-H 10 ||  2753.57 |  2719.06 |   -1%  ||     0.56 |     0.56 |   +0%  |  0.8493 |
 | TPC-H 11 ||   379.60 |   371.18 |   -2%  ||     0.56 |     0.56 |   +0%  |  0.8941 |
 | TPC-H 12 ||  2064.19 |  2121.24 |   +3%  ||     0.56 |     0.56 |   +0%  |  0.6989 |
 | TPC-H 13 ||  4979.18 |  4903.97 |   -2%  ||     0.56 |     0.56 |   +0%  |  0.5978 |
-| TPC-H 14 ||   782.99 |  1050.43 |  +34%  ||     0.56 |     0.56 |   +0%  |  0.0204 |
 | TPC-H 15 ||   480.09 |   495.91 |   +3%  ||     0.56 |     0.56 |   +1%  |  0.7662 |
 | TPC-H 16 ||  1832.29 |  1822.45 |   -1%  ||     0.56 |     0.56 |   +0%  |  0.9357 |
-| TPC-H 17 ||   639.84 |   764.58 |  +19%  ||     0.56 |     0.56 |   +0%  |  0.1893 |
 | TPC-H 18 ||  3483.95 |  3434.53 |   -1%  ||     0.56 |     0.56 |   +0%  |  0.6697 |
-| TPC-H 19 ||   904.82 |  1038.99 |  +15%  ||     0.56 |     0.56 |   +1%  |  0.2743 |
-| TPC-H 20 ||  1635.01 |  1856.60 |  +14%  ||     0.56 |     0.56 |   +1%  |  0.2046 |
-| TPC-H 21 ||  4001.88 |  4263.42 |   +7%  ||     0.56 |     0.56 |   +0%  |  0.2315 |
-| TPC-H 22 ||   973.97 |  1028.11 |   +6%  ||     0.56 |     0.56 |   +1%  |  0.6414 |
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | Sum      || 49842.71 | 49634.48 |   -0%  ||          |          |        |         |
 | Geomean  ||          |          |        ||          |          |   +0%  |         |
 +----------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCDS - single-threaded

Sum of avg. item runtimes: +1% || Geometric mean of throughput changes: +3%
Configuration Overview - click to expand
 +Configuration Overview---+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_804f9ed10d7ee197868614287ec5403b3728c205_st_metrics.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_a2eb2dc2b624be46891fda0325a39c381724937f_st_metrics.json |
 +-------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                  | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                  |
 |  benchmark_mode         | Ordered                                                                                                                                         | Ordered                                                                                                                                         |
 |  build_type             | release                                                                                                                                         | release                                                                                                                                         |
 |  chunk_indexes          | False                                                                                                                                           | False                                                                                                                                           |
 |  chunk_size             | 65535                                                                                                                                           | 65535                                                                                                                                           |
 |  clients                | 1                                                                                                                                               | 1                                                                                                                                               |
 |  compiler               | clang 15.0.7                                                                                                                                    | clang 15.0.7                                                                                                                                    |
 |  cores                  | 0                                                                                                                                               | 0                                                                                                                                               |
 |  data_preparation_cores | 0                                                                                                                                               | 0                                                                                                                                               |
 |  date                   | 2024-05-31 03:19:15                                                                                                                             | 2024-05-31 07:42:24                                                                                                                             |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                         | {'default': {'encoding': 'Dictionary'}}                                                                                                         |
 |  max_duration           | 60000000000                                                                                                                                     | 60000000000                                                                                                                                     |
 |  max_runs               | 50                                                                                                                                              | 50                                                                                                                                              |
 |  time_unit              | ns                                                                                                                                              | ns                                                                                                                                              |
 |  using_scheduler        | False                                                                                                                                           | False                                                                                                                                           |
 |  verify                 | False                                                                                                                                           | False                                                                                                                                           |
 |  warmup_duration        | 1000000000                                                                                                                                      | 1000000000                                                                                                                                      |
 +-------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 01      ||   253.28 |   252.54 |   -0%˄ ||     3.95 |     3.96 |   +0%˄ | (run time too short) |
 | 03      ||    84.74 |    83.91 |   -1%˄ ||    11.80 |    11.92 |   +1%˄ | (run time too short) |
 | 06      ||   212.03 |   210.53 |   -1%˄ ||     4.72 |     4.75 |   +1%˄ | (run time too short) |
 | 07      ||   321.01 |   329.60 |   +3%˄ ||     3.12 |     3.03 |   -3%˄ | (run time too short) |
 | 09      ||   699.13 |   685.09 |   -2%˄ ||     1.43 |     1.46 |   +2%˄ | (run time too short) |
+| 10      ||   198.30 |   189.19 |   -5%˄ ||     5.04 |     5.29 |   +5%˄ | (run time too short) |
+| 13      ||   622.41 |   584.52 |   -6%˄ ||     1.61 |     1.71 |   +6%˄ | (run time too short) |
+| 15      ||   129.93 |   122.81 |   -5%˄ ||     7.70 |     8.14 |   +6%˄ | (run time too short) |
 | 16      ||    96.67 |    94.13 |   -3%˄ ||    10.34 |    10.62 |   +3%˄ | (run time too short) |
+| 17      ||   595.69 |   518.16 |  -13%˄ ||     1.68 |     1.93 |  +15%˄ | (run time too short) |
+| 19      ||   167.26 |   153.82 |   -8%˄ ||     5.98 |     6.50 |   +9%˄ | (run time too short) |
+| 25      ||   449.25 |   373.33 |  -17%˄ ||     2.23 |     2.68 |  +20%˄ | (run time too short) |
 | 26      ||   153.06 |   159.42 |   +4%˄ ||     6.53 |     6.27 |   -4%˄ | (run time too short) |
 | 28      ||   613.52 |   608.87 |   -1%˄ ||     1.63 |     1.64 |   +1%˄ | (run time too short) |
+| 29      ||   751.37 |   685.71 |   -9%˄ ||     1.33 |     1.46 |  +10%˄ | (run time too short) |
 | 31      ||  1387.17 |  1389.84 |   +0%  ||     0.72 |     0.72 |   -0%  |               0.2509 |
 | 32      ||    48.74 |    47.55 |   -2%˄ ||    20.52 |    21.03 |   +3%˄ | (run time too short) |
+| 34      ||   187.78 |   179.39 |   -4%˄ ||     5.33 |     5.57 |   +5%˄ | (run time too short) |
 | 35      ||   642.70 |   642.43 |   -0%˄ ||     1.56 |     1.56 |   +0%˄ | (run time too short) |
 | 37      ||   543.07 |   557.07 |   +3%˄ ||     1.84 |     1.80 |   -3%˄ | (run time too short) |
 | 39a     ||  1740.37 |  1717.00 |   -1%  ||     0.57 |     0.58 |   +1%  |               0.0160 |
 | 39b     ||  1723.63 |  1748.58 |   +1%  ||     0.58 |     0.57 |   -1%  |               0.0647 |
 | 41      ||   296.89 |   297.45 |   +0%˄ ||     3.37 |     3.36 |   -0%˄ | (run time too short) |
 | 42      ||   103.77 |   107.25 |   +3%˄ ||     9.64 |     9.32 |   -3%˄ | (run time too short) |
 | 43      ||   985.80 |   992.14 |   +1%˄ ||     1.01 |     1.01 |   -1%˄ | (run time too short) |
+| 45      ||   147.69 |   138.15 |   -6%˄ ||     6.77 |     7.24 |   +7%˄ | (run time too short) |
 | 48      ||  1099.70 |  1098.75 |   -0%˄ ||     0.91 |     0.91 |   +0%˄ | (run time too short) |
 | 50      ||   161.72 |   156.87 |   -3%˄ ||     6.18 |     6.37 |   +3%˄ | (run time too short) |
 | 52      ||   102.49 |   101.71 |   -1%˄ ||     9.76 |     9.83 |   +1%˄ | (run time too short) |
 | 55      ||    99.83 |    98.60 |   -1%˄ ||    10.02 |    10.14 |   +1%˄ | (run time too short) |
 | 62      ||   542.70 |   538.11 |   -1%˄ ||     1.84 |     1.86 |   +1%˄ | (run time too short) |
 | 65      ||  1762.41 |  1774.85 |   +1%  ||     0.57 |     0.56 |   -1%  |               0.2405 |
 | 69      ||   187.20 |   185.96 |   -1%˄ ||     5.34 |     5.38 |   +1%˄ | (run time too short) |
 | 73      ||   106.95 |   105.64 |   -1%˄ ||     9.35 |     9.47 |   +1%˄ | (run time too short) |
 | 79      ||   500.28 |   497.60 |   -1%˄ ||     2.00 |     2.01 |   +1%˄ | (run time too short) |
 | 81      ||   175.24 |   170.50 |   -3%˄ ||     5.71 |     5.86 |   +3%˄ | (run time too short) |
 | 82      ||   614.56 |   616.94 |   +0%˄ ||     1.63 |     1.62 |   -0%˄ | (run time too short) |
+| 83      ||    55.14 |    52.34 |   -5%˄ ||    18.14 |    19.10 |   +5%˄ | (run time too short) |
+| 84      ||    32.70 |    28.48 |  -13%˄ ||    30.58 |    35.12 |  +15%˄ | (run time too short) |
+| 85      ||   952.65 |   606.38 |  -36%˄ ||     1.05 |     1.65 |  +57%˄ | (run time too short) |
 | 88      ||   836.59 |   822.04 |   -2%˄ ||     1.20 |     1.22 |   +2%˄ | (run time too short) |
+| 91      ||    55.84 |    47.57 |  -15%˄ ||    17.91 |    21.02 |  +17%˄ | (run time too short) |
+| 92      ||    38.72 |    36.89 |   -5%˄ ||    25.82 |    27.11 |   +5%˄ | (run time too short) |
 | 93      ||  3827.49 |  3841.39 |   +0%  ||     0.26 |     0.26 |   -0%  |               0.4859 |
 | 94      ||    62.38 |    59.81 |   -4%˄ ||    16.03 |    16.72 |   +4%˄ | (run time too short) |
-| 95      ||  4688.75 |  5532.10 |  +18%  ||     0.21 |     0.18 |  -15%  |               0.0000 |
 | 96      ||    83.33 |    82.17 |   -1%˄ ||    12.00 |    12.17 |   +1%˄ | (run time too short) |
 | 97      ||  4227.22 |  4328.48 |   +2%  ||     0.24 |     0.23 |   -2%  |               0.0170 |
 | 99      ||  1032.84 |  1031.51 |   -0%˄ ||     0.97 |     0.97 |   +0%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 34402.00 | 34683.18 |   +1%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   +3%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCDS - multi-threaded, ordered, 1 client, 28 cores

Sum of avg. item runtimes: -5% || Geometric mean of throughput changes: +6%
Configuration Overview - click to expand
 +Configuration Overview---------+---------------------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_804f9ed10d7ee197868614287ec5403b3728c205_mt_ordered_metrics.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_a2eb2dc2b624be46891fda0325a39c381724937f_mt_ordered_metrics.json |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                          | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                          |
 |  benchmark_mode               | Ordered                                                                                                                                                 | Ordered                                                                                                                                                 |
 |  build_type                   | release                                                                                                                                                 | release                                                                                                                                                 |
 |  chunk_indexes                | False                                                                                                                                                   | False                                                                                                                                                   |
 |  chunk_size                   | 65535                                                                                                                                                   | 65535                                                                                                                                                   |
 |  clients                      | 1                                                                                                                                                       | 1                                                                                                                                                       |
 |  compiler                     | clang 15.0.7                                                                                                                                            | clang 15.0.7                                                                                                                                            |
 |  cores                        | 28                                                                                                                                                      | 28                                                                                                                                                      |
 |  data_preparation_cores       | 0                                                                                                                                                       | 0                                                                                                                                                       |
 |  date                         | 2024-05-31 03:40:27                                                                                                                                     | 2024-05-31 08:02:57                                                                                                                                     |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                                 | {'default': {'encoding': 'Dictionary'}}                                                                                                                 |
 |  max_duration                 | 60000000000                                                                                                                                             | 60000000000                                                                                                                                             |
 |  max_runs                     | 50                                                                                                                                                      | 50                                                                                                                                                      |
 |  time_unit                    | ns                                                                                                                                                      | ns                                                                                                                                                      |
 |  using_scheduler              | True                                                                                                                                                    | True                                                                                                                                                    |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                              | [0, 0, 28]                                                                                                                                              |
 |  verify                       | False                                                                                                                                                   | False                                                                                                                                                   |
 |  warmup_duration              | 1000000000                                                                                                                                              | 1000000000                                                                                                                                              |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 01      ||   249.95 |   243.92 |   -2%˄ ||     4.00 |     4.10 |   +2%˄ | (run time too short) |
+| 03      ||    51.41 |    45.18 |  -12%˄ ||    19.39 |    22.07 |  +14%˄ | (run time too short) |
 | 06      ||   229.90 |   225.95 |   -2%˄ ||     4.35 |     4.42 |   +2%˄ | (run time too short) |
 | 07      ||   208.42 |   206.01 |   -1%˄ ||     4.79 |     4.85 |   +1%˄ | (run time too short) |
 | 09      ||   119.70 |   118.71 |   -1%˄ ||     8.35 |     8.41 |   +1%˄ | (run time too short) |
+| 10      ||    92.43 |    79.83 |  -14%˄ ||    10.81 |    12.51 |  +16%˄ | (run time too short) |
+| 13      ||   360.36 |   324.38 |  -10%˄ ||     2.77 |     3.08 |  +11%˄ | (run time too short) |
+| 15      ||    91.17 |    83.88 |   -8%˄ ||    10.95 |    11.90 |   +9%˄ | (run time too short) |
+| 16      ||    70.96 |    65.70 |   -7%˄ ||    14.07 |    15.20 |   +8%˄ | (run time too short) |
+| 17      ||   457.77 |   348.13 |  -24%˄ ||     2.18 |     2.87 |  +31%˄ | (run time too short) |
+| 19      ||   138.84 |   124.22 |  -11%˄ ||     7.20 |     8.04 |  +12%˄ | (run time too short) |
+| 25      ||   411.92 |   309.01 |  -25%˄ ||     2.43 |     3.23 |  +33%˄ | (run time too short) |
 | 26      ||   127.61 |   122.31 |   -4%˄ ||     7.83 |     8.17 |   +4%˄ | (run time too short) |
+| 28      ||   109.70 |   104.40 |   -5%˄ ||     9.11 |     9.57 |   +5%˄ | (run time too short) |
+| 29      ||   697.42 |   599.49 |  -14%˄ ||     1.43 |     1.67 |  +16%˄ | (run time too short) |
 | 31      ||   507.85 |   493.57 |   -3%˄ ||     1.97 |     2.03 |   +3%˄ | (run time too short) |
 | 32      ||    50.73 |    50.01 |   -1%˄ ||    19.66 |    19.95 |   +1%˄ | (run time too short) |
 | 34      ||   114.67 |   113.48 |   -1%˄ ||     8.71 |     8.80 |   +1%˄ | (run time too short) |
 | 35      ||   385.80 |   378.17 |   -2%˄ ||     2.59 |     2.64 |   +2%˄ | (run time too short) |
 | 37      ||   177.25 |   181.76 |   +3%˄ ||     5.64 |     5.50 |   -2%˄ | (run time too short) |
-| 39a     ||   809.84 |   876.80 |   +8%˄ ||     1.23 |     1.14 |   -8%˄ | (run time too short) |
+| 39b     ||   843.17 |   792.41 |   -6%˄ ||     1.19 |     1.26 |   +6%˄ | (run time too short) |
 | 41      ||   360.01 |   358.13 |   -1%˄ ||     2.78 |     2.79 |   +1%˄ | (run time too short) |
 | 42      ||    65.89 |    64.48 |   -2%˄ ||    15.14 |    15.47 |   +2%˄ | (run time too short) |
 | 43      ||   437.76 |   436.82 |   -0%˄ ||     2.28 |     2.29 |   +0%˄ | (run time too short) |
+| 45      ||    99.25 |    91.05 |   -8%˄ ||    10.06 |    10.97 |   +9%˄ | (run time too short) |
 | 48      ||   492.13 |   481.39 |   -2%˄ ||     2.03 |     2.08 |   +2%˄ | (run time too short) |
 | 50      ||   150.56 |   144.09 |   -4%˄ ||     6.63 |     6.93 |   +4%˄ | (run time too short) |
 | 52      ||    69.62 |    67.54 |   -3%˄ ||    14.33 |    14.77 |   +3%˄ | (run time too short) |
 | 55      ||    61.91 |    62.17 |   +0%˄ ||    16.11 |    16.04 |   -0%˄ | (run time too short) |
 | 62      ||   322.16 |   322.09 |   -0%˄ ||     3.10 |     3.10 |   +0%˄ | (run time too short) |
 | 65      ||  1499.77 |  1511.39 |   +1%  ||     0.67 |     0.66 |   -1%  |               0.1636 |
 | 69      ||   101.63 |    98.44 |   -3%˄ ||     9.83 |    10.14 |   +3%˄ | (run time too short) |
 | 73      ||    83.11 |    80.49 |   -3%˄ ||    12.02 |    12.40 |   +3%˄ | (run time too short) |
 | 79      ||   456.25 |   456.01 |   -0%˄ ||     2.19 |     2.19 |   +0%˄ | (run time too short) |
 | 81      ||   212.32 |   208.54 |   -2%˄ ||     4.71 |     4.79 |   +2%˄ | (run time too short) |
 | 82      ||   217.31 |   218.55 |   +1%˄ ||     4.60 |     4.57 |   -1%˄ | (run time too short) |
+| 83      ||    73.18 |    68.57 |   -6%˄ ||    13.64 |    14.55 |   +7%˄ | (run time too short) |
+| 84      ||    50.03 |    46.25 |   -8%˄ ||    19.92 |    21.54 |   +8%˄ | (run time too short) |
+| 85      ||   931.36 |   529.95 |  -43%˄ ||     1.07 |     1.89 |  +76%˄ | (run time too short) |
+| 88      ||   157.40 |   145.62 |   -7%˄ ||     6.35 |     6.86 |   +8%˄ | (run time too short) |
+| 91      ||    76.91 |    68.43 |  -11%˄ ||    12.98 |    14.59 |  +12%˄ | (run time too short) |
 | 92      ||    51.79 |    51.96 |   +0%˄ ||    19.26 |    19.20 |   -0%˄ | (run time too short) |
 | 93      ||   624.27 |   620.01 |   -1%˄ ||     1.60 |     1.61 |   +1%˄ | (run time too short) |
+| 94      ||    73.35 |    65.86 |  -10%˄ ||    13.61 |    15.16 |  +11%˄ | (run time too short) |
 | 95      ||   674.84 |   680.20 |   +1%˄ ||     1.48 |     1.47 |   -1%˄ | (run time too short) |
 | 96      ||    65.24 |    65.09 |   -0%˄ ||    15.31 |    15.34 |   +0%˄ | (run time too short) |
 | 97      ||  1506.14 |  1545.25 |   +3%  ||     0.66 |     0.65 |   -3%  |               0.0105 |
 | 99      ||   601.06 |   611.84 |   +2%˄ ||     1.66 |     1.63 |   -2%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
+| Sum     || 15822.16 | 14987.54 |   -5%  ||          |          |        |                      |
+| Geomean ||          |          |        ||          |          |   +6%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCDS - multi-threaded, shuffled, 28 clients, 28 cores

Sum of avg. item runtimes: -2% || Geometric mean of throughput changes: +3%
Configuration Overview - click to expand
 +Configuration Overview---------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_804f9ed10d7ee197868614287ec5403b3728c205_mt_metrics.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_a2eb2dc2b624be46891fda0325a39c381724937f_mt_metrics.json |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                  | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                  |
 |  benchmark_mode               | Shuffled                                                                                                                                        | Shuffled                                                                                                                                        |
 |  build_type                   | release                                                                                                                                         | release                                                                                                                                         |
 |  chunk_indexes                | False                                                                                                                                           | False                                                                                                                                           |
 |  chunk_size                   | 65535                                                                                                                                           | 65535                                                                                                                                           |
 |  clients                      | 28                                                                                                                                              | 28                                                                                                                                              |
 |  compiler                     | clang 15.0.7                                                                                                                                    | clang 15.0.7                                                                                                                                    |
 |  cores                        | 28                                                                                                                                              | 28                                                                                                                                              |
 |  data_preparation_cores       | 0                                                                                                                                               | 0                                                                                                                                               |
 |  date                         | 2024-05-31 03:55:01                                                                                                                             | 2024-05-31 08:16:42                                                                                                                             |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                         | {'default': {'encoding': 'Dictionary'}}                                                                                                         |
 |  max_duration                 | 1200000000000                                                                                                                                   | 1200000000000                                                                                                                                   |
 |  max_runs                     | -1                                                                                                                                              | -1                                                                                                                                              |
 |  time_unit                    | ns                                                                                                                                              | ns                                                                                                                                              |
 |  using_scheduler              | True                                                                                                                                            | True                                                                                                                                            |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                      | [0, 0, 28]                                                                                                                                      |
 |  verify                       | False                                                                                                                                           | False                                                                                                                                           |
 |  warmup_duration              | 0                                                                                                                                               | 0                                                                                                                                               |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
-| 01      ||   652.50 |   727.37 |  +11%  ||     0.51 |     0.53 |   +3%  |  0.2493 |
 | 03      ||   230.94 |   223.97 |   -3%  ||     0.51 |     0.53 |   +2%  |  0.8455 |
 | 06      ||   737.88 |   713.63 |   -3%  ||     0.51 |     0.53 |   +2%  |  0.6851 |
+| 07      ||   984.16 |   865.39 |  -12%  ||     0.51 |     0.53 |   +3%  |  0.1080 |
+| 09      ||   683.08 |   638.11 |   -7%  ||     0.51 |     0.53 |   +2%  |  0.4060 |
+| 10      ||   714.02 |   651.54 |   -9%  ||     0.51 |     0.53 |   +3%  |  0.3688 |
+| 13      ||  1603.44 |  1467.23 |   -8%  ||     0.51 |     0.53 |   +2%  |  0.1412 |
-| 15      ||   395.17 |   442.29 |  +12%  ||     0.51 |     0.53 |   +3%  |  0.3429 |
-| 16      ||   442.66 |   462.63 |   +5%  ||     0.51 |     0.53 |   +3%  |  0.7302 |
+| 17      ||  1402.16 |  1300.76 |   -7%  ||     0.51 |     0.53 |   +2%  |  0.2099 |
+| 19      ||   664.23 |   630.39 |   -5%  ||     0.51 |     0.53 |   +2%  |  0.6286 |
 | 25      ||  1159.41 |  1127.17 |   -3%  ||     0.51 |     0.53 |   +2%  |  0.6635 |
+| 26      ||   461.31 |   421.65 |   -9%  ||     0.51 |     0.53 |   +3%  |  0.3462 |
+| 28      ||  1310.89 |  1125.73 |  -14%  ||     0.51 |     0.53 |   +3%  |  0.0748 |
 | 29      ||  1790.26 |  1710.03 |   -4%  ||     0.51 |     0.53 |   +3%  |  0.3897 |
+| 31      ||  2270.90 |  2065.40 |   -9%  ||     0.51 |     0.53 |   +3%  |  0.0926 |
 | 32      ||   200.22 |   197.78 |   -1%  ||     0.51 |     0.53 |   +2%  |  0.9538 |
+| 34      ||   728.33 |   656.06 |  -10%  ||     0.51 |     0.53 |   +2%  |  0.2755 |
+| 35      ||  1697.34 |  1608.68 |   -5%  ||     0.51 |     0.53 |   +2%  |  0.3442 |
-| 37      ||   748.09 |   828.34 |  +11%  ||     0.51 |     0.53 |   +3%  |  0.2379 |
 | 39a     ||  2239.32 |  2334.91 |   +4%  ||     0.51 |     0.53 |   +2%  |  0.2877 |
-| 39b     ||  2162.55 |  2349.91 |   +9%  ||     0.51 |     0.53 |   +2%  |  0.0478 |
 | 41      ||  1988.63 |  1950.53 |   -2%  ||     0.51 |     0.53 |   +3%  |  0.7265 |
+| 42      ||   456.80 |   394.86 |  -14%  ||     0.51 |     0.53 |   +2%  |  0.2125 |
+| 43      ||  1517.58 |  1439.33 |   -5%  ||     0.51 |     0.53 |   +3%  |  0.3461 |
+| 45      ||   654.87 |   572.33 |  -13%  ||     0.51 |     0.53 |   +3%  |  0.1395 |
 | 48      ||  2104.55 |  2110.24 |   +0%  ||     0.51 |     0.53 |   +3%  |  0.9570 |
-| 50      ||   880.01 |   927.18 |   +5%  ||     0.51 |     0.53 |   +3%  |  0.5243 |
-| 52      ||   376.06 |   423.66 |  +13%  ||     0.51 |     0.53 |   +2%  |  0.2554 |
+| 55      ||   450.59 |   369.22 |  -18%  ||     0.51 |     0.53 |   +3%  |  0.1157 |
+| 62      ||   978.29 |   905.37 |   -7%  ||     0.51 |     0.53 |   +3%  |  0.2109 |
 | 65      ||  3201.78 |  3285.89 |   +3%  ||     0.51 |     0.53 |   +3%  |  0.2298 |
+| 69      ||   956.84 |   886.11 |   -7%  ||     0.51 |     0.53 |   +2%  |  0.4003 |
+| 73      ||   541.57 |   413.51 |  -24%  ||     0.51 |     0.53 |   +3%  |  0.0144 |
-| 79      ||  1314.93 |  1424.19 |   +8%  ||     0.51 |     0.53 |   +3%  |  0.1267 |
 | 81      ||   574.39 |   578.72 |   +1%  ||     0.51 |     0.53 |   +2%  |  0.9359 |
-| 82      ||   868.20 |   968.85 |  +12%  ||     0.51 |     0.53 |   +3%  |  0.1306 |
+| 83      ||   286.41 |   258.96 |  -10%  ||     0.51 |     0.53 |   +2%  |  0.4557 |
-| 84      ||   112.91 |   130.30 |  +15%  ||     0.51 |     0.53 |   +2%  |  0.4048 |
+| 85      ||  1806.46 |  1354.47 |  -25%  ||     0.51 |     0.53 |   +3%  |  0.0000 |
-| 88      ||  2014.52 |  2169.19 |   +8%  ||     0.51 |     0.53 |   +2%  |  0.2099 |
+| 91      ||   240.19 |   229.16 |   -5%  ||     0.51 |     0.53 |   +3%  |  0.7660 |
+| 92      ||   261.82 |   234.57 |  -10%  ||     0.51 |     0.53 |   +2%  |  0.4681 |
 | 93      ||  1784.00 |  1767.15 |   -1%  ||     0.51 |     0.53 |   +3%  |  0.8369 |
 | 94      ||   385.94 |   396.36 |   +3%  ||     0.51 |     0.53 |   +3%  |  0.8327 |
 | 95      ||  2048.42 |  2013.92 |   -2%  ||     0.51 |     0.53 |   +3%  |  0.7282 |
+| 96      ||   408.18 |   358.07 |  -12%  ||     0.51 |     0.53 |   +3%  |  0.2991 |
 | 97      ||  3646.69 |  3594.53 |   -1%  ||     0.51 |     0.53 |   +3%  |  0.6147 |
-| 99      ||  1224.75 |  1299.59 |   +6%  ||     0.51 |     0.53 |   +3%  |  0.2532 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 54364.26 | 53005.22 |   -2%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +3%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - single-threaded

Sum of avg. item runtimes: -55% || Geometric mean of throughput changes: +179%
Configuration Overview - click to expand
 +Configuration Overview---+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_804f9ed10d7ee197868614287ec5403b3728c205_st_metrics.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_a2eb2dc2b624be46891fda0325a39c381724937f_st_metrics.json |
 +-------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                 | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                 |
 |  benchmark_mode         | Shuffled                                                                                                                                       | Shuffled                                                                                                                                       |
 |  build_type             | release                                                                                                                                        | release                                                                                                                                        |
 |  chunk_indexes          | False                                                                                                                                          | False                                                                                                                                          |
 |  chunk_size             | 65535                                                                                                                                          | 65535                                                                                                                                          |
 |  clients                | 1                                                                                                                                              | 1                                                                                                                                              |
 |  compiler               | clang 15.0.7                                                                                                                                   | clang 15.0.7                                                                                                                                   |
 |  cores                  | 0                                                                                                                                              | 0                                                                                                                                              |
 |  data_preparation_cores | 0                                                                                                                                              | 0                                                                                                                                              |
 |  date                   | 2024-06-03 13:38:50                                                                                                                            | 2024-06-03 13:40:35                                                                                                                            |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                        | {'default': {'encoding': 'Dictionary'}}                                                                                                        |
 |  max_duration           | 60000000000                                                                                                                                    | 60000000000                                                                                                                                    |
 |  max_runs               | -1                                                                                                                                             | -1                                                                                                                                             |
 |  scale_factor           | 10                                                                                                                                             | 10                                                                                                                                             |
 |  time_unit              | ns                                                                                                                                             | ns                                                                                                                                             |
 |  using_scheduler        | False                                                                                                                                          | False                                                                                                                                          |
 |  verify                 | False                                                                                                                                          | False                                                                                                                                          |
 |  warmup_duration        | 0                                                                                                                                              | 0                                                                                                                                              |
 +-------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Delivery     ||    51.92 |   26.50 |  -49%  ||     1.73 |     5.28 | +205%  |  0.0000 |
+| New-Order    ||    36.27 |   12.56 |  -65%  ||    20.84 |    55.99 | +169%  |  0.0000 |
+| Order-Status ||     1.67 |    1.16 |  -31%  ||     1.95 |     5.52 | +183%  |  0.0000 |
+| Payment      ||     6.85 |    2.44 |  -64%  ||    21.08 |    56.83 | +170%  |  0.0000 |
+| Stock-Level  ||     3.05 |    2.08 |  -32%  ||     2.02 |     5.42 | +169%  |  0.0000 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Sum          ||    99.77 |   44.74 |  -55%  ||          |          |        |         |
+| Geomean      ||          |         |        ||          |          | +179%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - multi-threaded, shuffled, 28 clients, 10 warehouses, 28 cores (high contention)

Sum of avg. item runtimes: -26% || Geometric mean of throughput changes: +49%
Configuration Overview - click to expand
 +Configuration Overview---------+---------------------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_804f9ed10d7ee197868614287ec5403b3728c205_mt_highcont_metrics.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_a2eb2dc2b624be46891fda0325a39c381724937f_mt_highcont_metrics.json |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                          | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                          |
 |  benchmark_mode               | Shuffled                                                                                                                                                | Shuffled                                                                                                                                                |
 |  build_type                   | release                                                                                                                                                 | release                                                                                                                                                 |
 |  chunk_indexes                | False                                                                                                                                                   | False                                                                                                                                                   |
 |  chunk_size                   | 65535                                                                                                                                                   | 65535                                                                                                                                                   |
 |  clients                      | 28                                                                                                                                                      | 28                                                                                                                                                      |
 |  compiler                     | clang 15.0.7                                                                                                                                            | clang 15.0.7                                                                                                                                            |
 |  cores                        | 28                                                                                                                                                      | 28                                                                                                                                                      |
 |  data_preparation_cores       | 0                                                                                                                                                       | 0                                                                                                                                                       |
 |  date                         | 2024-05-31 04:15:25                                                                                                                                     | 2024-05-31 08:37:06                                                                                                                                     |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                                 | {'default': {'encoding': 'Dictionary'}}                                                                                                                 |
 |  max_duration                 | 600000000000                                                                                                                                            | 600000000000                                                                                                                                            |
 |  max_runs                     | -1                                                                                                                                                      | -1                                                                                                                                                      |
 |  scale_factor                 | 10                                                                                                                                                      | 10                                                                                                                                                      |
 |  time_unit                    | ns                                                                                                                                                      | ns                                                                                                                                                      |
 |  using_scheduler              | True                                                                                                                                                    | True                                                                                                                                                    |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                              | [0, 0, 28]                                                                                                                                              |
 |  verify                       | False                                                                                                                                                   | False                                                                                                                                                   |
 |  warmup_duration              | 0                                                                                                                                                       | 0                                                                                                                                                       |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Delivery     ||   114.66 |   91.80 |  -20%  ||    25.20 |    35.46 |  +41%  |  0.0000 |
 |    unsucc.:  ||     1.92 |    2.27 |  +18%  ||     9.49 |    16.14 |  +70%  |         |
+| New-Order    ||    68.96 |   43.14 |  -37%  ||   297.02 |   451.30 |  +52%  |  0.0000 |
 |    unsucc.:  ||     6.83 |    6.52 |   -5%  ||    96.18 |   133.57 |  +39%  |         |
+| Order-Status ||     5.80 |    5.49 |   -5%  ||    35.07 |    52.18 |  +49%  |  0.0035 |
+| Payment      ||    13.91 |    8.83 |  -37%  ||   207.91 |   313.93 |  +51%  |  0.0000 |
 |    unsucc.:  ||     2.88 |    3.29 |  +14%  ||   166.98 |   244.93 |  +47%  |         |
+| Stock-Level  ||    10.01 |    9.01 |  -10%  ||    34.59 |    52.31 |  +51%  |  0.0000 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Sum          ||   213.34 |  158.26 |  -26%  ||          |          |        |         |
+| Geomean      ||          |         |        ||          |          |  +49%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - multi-threaded, shuffled, 10 clients, 10 warehouses, 28 cores (low contention)

Sum of avg. item runtimes: -42% || Geometric mean of throughput changes: +99%
Configuration Overview - click to expand
 +Configuration Overview---------+--------------------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_804f9ed10d7ee197868614287ec5403b3728c205_mt_lowcont_metrics.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_a2eb2dc2b624be46891fda0325a39c381724937f_mt_lowcont_metrics.json |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                         | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                         |
 |  benchmark_mode               | Shuffled                                                                                                                                               | Shuffled                                                                                                                                               |
 |  build_type                   | release                                                                                                                                                | release                                                                                                                                                |
 |  chunk_indexes                | False                                                                                                                                                  | False                                                                                                                                                  |
 |  chunk_size                   | 65535                                                                                                                                                  | 65535                                                                                                                                                  |
 |  clients                      | 10                                                                                                                                                     | 10                                                                                                                                                     |
 |  compiler                     | clang 15.0.7                                                                                                                                           | clang 15.0.7                                                                                                                                           |
 |  cores                        | 28                                                                                                                                                     | 28                                                                                                                                                     |
 |  data_preparation_cores       | 0                                                                                                                                                      | 0                                                                                                                                                      |
 |  date                         | 2024-05-31 04:33:36                                                                                                                                    | 2024-05-31 08:59:11                                                                                                                                    |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                                | {'default': {'encoding': 'Dictionary'}}                                                                                                                |
 |  max_duration                 | 600000000000                                                                                                                                           | 600000000000                                                                                                                                           |
 |  max_runs                     | -1                                                                                                                                                     | -1                                                                                                                                                     |
 |  scale_factor                 | 10                                                                                                                                                     | 10                                                                                                                                                     |
 |  time_unit                    | ns                                                                                                                                                     | ns                                                                                                                                                     |
 |  using_scheduler              | True                                                                                                                                                   | True                                                                                                                                                   |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                             | [0, 0, 28]                                                                                                                                             |
 |  verify                       | False                                                                                                                                                  | False                                                                                                                                                  |
 |  warmup_duration              | 0                                                                                                                                                      | 0                                                                                                                                                      |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Delivery     ||    82.56 |   52.86 |  -36%  ||    10.78 |    20.66 |  +92%  |  0.0000 |
 |    unsucc.:  ||     1.67 |    1.58 |   -5%  ||     0.85 |     2.14 | +150%  |         |
+| New-Order    ||    58.40 |   28.67 |  -51%  ||   119.45 |   234.96 |  +97%  |  0.0000 |
 |    unsucc.:  ||     5.88 |    3.89 |  -34%  ||    11.51 |    20.95 |  +82%  |         |
+| Order-Status ||     6.18 |    4.65 |  -25%  ||    11.31 |    22.71 | +101%  |  0.0000 |
+| Payment      ||    18.75 |    8.88 |  -53%  ||    97.02 |   192.05 |  +98%  |  0.0000 |
 |    unsucc.:  ||     2.45 |    2.39 |   -2%  ||    27.96 |    51.95 |  +86%  |         |
+| Stock-Level  ||     8.91 |    5.94 |  -33%  ||    11.15 |    23.15 | +108%  |  0.0000 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Sum          ||   174.79 |  101.01 |  -42%  ||          |          |        |         |
+| Geomean      ||          |         |        ||          |          |  +99%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkJoinOrder - single-threaded

Sum of avg. item runtimes: -11% || Geometric mean of throughput changes: +16%
Configuration Overview - click to expand
 +Configuration Overview---+-----------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_804f9ed10d7ee197868614287ec5403b3728c205_st_metrics.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_a2eb2dc2b624be46891fda0325a39c381724937f_st_metrics.json |
 +-------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                      | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                      |
 |  benchmark_mode         | Ordered                                                                                                                                             | Ordered                                                                                                                                             |
 |  build_type             | release                                                                                                                                             | release                                                                                                                                             |
 |  chunk_indexes          | False                                                                                                                                               | False                                                                                                                                               |
 |  chunk_size             | 65535                                                                                                                                               | 65535                                                                                                                                               |
 |  clients                | 1                                                                                                                                                   | 1                                                                                                                                                   |
 |  compiler               | clang 15.0.7                                                                                                                                        | clang 15.0.7                                                                                                                                        |
 |  cores                  | 0                                                                                                                                                   | 0                                                                                                                                                   |
 |  data_preparation_cores | 0                                                                                                                                                   | 0                                                                                                                                                   |
 |  date                   | 2024-05-31 04:46:53                                                                                                                                 | 2024-05-31 09:15:24                                                                                                                                 |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                             | {'default': {'encoding': 'Dictionary'}}                                                                                                             |
 |  max_duration           | 60000000000                                                                                                                                         | 60000000000                                                                                                                                         |
 |  max_runs               | 50                                                                                                                                                  | 50                                                                                                                                                  |
 |  time_unit              | ns                                                                                                                                                  | ns                                                                                                                                                  |
 |  using_scheduler        | False                                                                                                                                               | False                                                                                                                                               |
 |  verify                 | False                                                                                                                                               | False                                                                                                                                               |
 |  warmup_duration        | 1000000000                                                                                                                                          | 1000000000                                                                                                                                          |
 +-------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
+| 10a     ||   170.25 |   155.65 |   -9%˄ ||     5.87 |     6.42 |   +9%˄ | (run time too short) |
+| 10b     ||   127.49 |   117.89 |   -8%˄ ||     7.84 |     8.48 |   +8%˄ | (run time too short) |
 | 10c     ||   390.13 |   381.78 |   -2%˄ ||     2.56 |     2.62 |   +2%˄ | (run time too short) |
+| 11a     ||   330.35 |   254.71 |  -23%˄ ||     3.03 |     3.93 |  +30%˄ | (run time too short) |
+| 11b     ||   332.78 |   253.35 |  -24%˄ ||     3.00 |     3.95 |  +31%˄ | (run time too short) |
+| 11c     ||   255.56 |   183.66 |  -28%˄ ||     3.91 |     5.44 |  +39%˄ | (run time too short) |
+| 11d     ||   256.36 |   184.33 |  -28%˄ ||     3.90 |     5.42 |  +39%˄ | (run time too short) |
+| 12a     ||   437.18 |   324.17 |  -26%˄ ||     2.29 |     3.08 |  +35%˄ | (run time too short) |
+| 12b     ||   448.67 |   328.76 |  -27%˄ ||     2.23 |     3.04 |  +36%˄ | (run time too short) |
+| 12c     ||   478.74 |   360.54 |  -25%˄ ||     2.09 |     2.77 |  +33%˄ | (run time too short) |
 | 13a     ||   231.01 |   222.10 |   -4%˄ ||     4.33 |     4.50 |   +4%˄ | (run time too short) |
+| 13b     ||   297.17 |   273.37 |   -8%˄ ||     3.37 |     3.66 |   +9%˄ | (run time too short) |
+| 13c     ||   259.81 |   237.14 |   -9%˄ ||     3.85 |     4.22 |  +10%˄ | (run time too short) |
 | 13d     ||   556.15 |   547.73 |   -2%˄ ||     1.80 |     1.83 |   +2%˄ | (run time too short) |
+| 14a     ||   495.91 |   390.63 |  -21%˄ ||     2.02 |     2.56 |  +27%˄ | (run time too short) |
+| 14b     ||   505.42 |   405.13 |  -20%˄ ||     1.98 |     2.47 |  +25%˄ | (run time too short) |
+| 14c     ||   604.96 |   498.97 |  -18%˄ ||     1.65 |     2.00 |  +21%˄ | (run time too short) |
+| 15a     ||   158.30 |   127.28 |  -20%˄ ||     6.32 |     7.86 |  +24%˄ | (run time too short) |
+| 15b     ||   153.43 |   124.40 |  -19%˄ ||     6.52 |     8.04 |  +23%˄ | (run time too short) |
+| 15c     ||   150.25 |   116.43 |  -23%˄ ||     6.66 |     8.59 |  +29%˄ | (run time too short) |
+| 15d     ||   134.06 |   111.61 |  -17%˄ ||     7.46 |     8.96 |  +20%˄ | (run time too short) |
+| 16a     ||  1876.99 |  1737.63 |   -7%  ||     0.53 |     0.58 |   +8%  |               0.0000 |
+| 16b     ||  3019.53 |  2853.28 |   -6%  ||     0.33 |     0.35 |   +6%  |               0.0000 |
+| 16c     ||  2043.34 |  1895.80 |   -7%  ||     0.49 |     0.53 |   +8%  |               0.0000 |
+| 16d     ||  2037.64 |  1851.65 |   -9%  ||     0.49 |     0.54 |  +10%  |               0.0000 |
+| 17a     ||   683.52 |   634.49 |   -7%˄ ||     1.46 |     1.58 |   +8%˄ | (run time too short) |
+| 17b     ||   597.65 |   550.76 |   -8%˄ ||     1.67 |     1.82 |   +9%˄ | (run time too short) |
+| 17c     ||   581.04 |   534.60 |   -8%˄ ||     1.72 |     1.87 |   +9%˄ | (run time too short) |
+| 17d     ||   653.04 |   599.82 |   -8%˄ ||     1.53 |     1.67 |   +9%˄ | (run time too short) |
 | 17e     ||  1736.60 |  1704.20 |   -2%  ||     0.58 |     0.59 |   +2%  |               0.0000 |
 | 17f     ||  1110.91 |  1064.41 |   -4%˄ ||     0.90 |     0.94 |   +4%˄ | (run time too short) |
+| 18a     ||   381.97 |   309.31 |  -19%˄ ||     2.62 |     3.23 |  +23%˄ | (run time too short) |
+| 18b     ||   331.64 |   270.48 |  -18%˄ ||     3.02 |     3.70 |  +23%˄ | (run time too short) |
+| 18c     ||   433.51 |   386.87 |  -11%˄ ||     2.31 |     2.58 |  +12%˄ | (run time too short) |
+| 19a     ||   359.58 |   294.75 |  -18%˄ ||     2.78 |     3.39 |  +22%˄ | (run time too short) |
+| 19b     ||   307.00 |   251.45 |  -18%˄ ||     3.26 |     3.98 |  +22%˄ | (run time too short) |
+| 19c     ||   384.96 |   335.81 |  -13%˄ ||     2.60 |     2.98 |  +15%˄ | (run time too short) |
+| 19d     ||   777.73 |   729.95 |   -6%˄ ||     1.29 |     1.37 |   +7%˄ | (run time too short) |
+| 1a      ||    27.56 |    24.13 |  -12%˄ ||    36.28 |    41.44 |  +14%˄ | (run time too short) |
+| 1b      ||    27.00 |    24.32 |  -10%˄ ||    37.04 |    41.11 |  +11%˄ | (run time too short) |
+| 1c      ||    27.23 |    24.64 |   -9%˄ ||    36.73 |    40.57 |  +10%˄ | (run time too short) |
+| 1d      ||    26.05 |    23.53 |  -10%˄ ||    38.38 |    42.50 |  +11%˄ | (run time too short) |
 | 20a     ||   679.09 |   661.17 |   -3%˄ ||     1.47 |     1.51 |   +3%˄ | (run time too short) |
 | 20b     ||   718.97 |   695.77 |   -3%˄ ||     1.39 |     1.44 |   +3%˄ | (run time too short) |
 | 20c     ||   435.76 |   427.10 |   -2%˄ ||     2.29 |     2.34 |   +2%˄ | (run time too short) |
+| 21a     ||   172.44 |   140.00 |  -19%˄ ||     5.80 |     7.14 |  +23%˄ | (run time too short) |
+| 21b     ||   156.14 |   131.18 |  -16%˄ ||     6.40 |     7.62 |  +19%˄ | (run time too short) |
+| 21c     ||   177.29 |   143.39 |  -19%˄ ||     5.64 |     6.97 |  +24%˄ | (run time too short) |
+| 22a     ||   281.19 |   241.16 |  -14%˄ ||     3.56 |     4.15 |  +17%˄ | (run time too short) |
+| 22b     ||   265.08 |   226.38 |  -15%˄ ||     3.77 |     4.42 |  +17%˄ | (run time too short) |
+| 22c     ||   346.25 |   298.72 |  -14%˄ ||     2.89 |     3.35 |  +16%˄ | (run time too short) |
+| 22d     ||   475.23 |   435.29 |   -8%˄ ||     2.10 |     2.30 |   +9%˄ | (run time too short) |
+| 23a     ||   145.64 |   122.11 |  -16%˄ ||     6.87 |     8.19 |  +19%˄ | (run time too short) |
+| 23b     ||   161.39 |   133.70 |  -17%˄ ||     6.20 |     7.48 |  +21%˄ | (run time too short) |
+| 23c     ||   148.78 |   124.63 |  -16%˄ ||     6.72 |     8.02 |  +19%˄ | (run time too short) |
+| 24a     ||   402.80 |   335.03 |  -17%˄ ||     2.48 |     2.98 |  +20%˄ | (run time too short) |
+| 24b     ||   397.67 |   332.36 |  -16%˄ ||     2.51 |     3.01 |  +20%˄ | (run time too short) |
+| 25a     ||   216.97 |   190.85 |  -12%˄ ||     4.61 |     5.24 |  +14%˄ | (run time too short) |
+| 25b     ||   180.68 |   152.71 |  -15%˄ ||     5.53 |     6.55 |  +18%˄ | (run time too short) |
+| 25c     ||   362.13 |   328.89 |   -9%˄ ||     2.76 |     3.04 |  +10%˄ | (run time too short) |
+| 26a     ||   312.93 |   281.76 |  -10%˄ ||     3.20 |     3.55 |  +11%˄ | (run time too short) |
+| 26b     ||   261.08 |   243.61 |   -7%˄ ||     3.83 |     4.10 |   +7%˄ | (run time too short) |
+| 26c     ||   424.29 |   401.24 |   -5%˄ ||     2.36 |     2.49 |   +6%˄ | (run time too short) |
+| 27a     ||   204.08 |   161.03 |  -21%˄ ||     4.90 |     6.21 |  +27%˄ | (run time too short) |
+| 27b     ||   195.02 |   152.56 |  -22%˄ ||     5.13 |     6.55 |  +28%˄ | (run time too short) |
+| 27c     ||   218.67 |   169.86 |  -22%˄ ||     4.57 |     5.89 |  +29%˄ | (run time too short) |
+| 28a     ||   412.37 |   342.94 |  -17%˄ ||     2.43 |     2.92 |  +20%˄ | (run time too short) |
+| 28b     ||   266.26 |   203.60 |  -24%˄ ||     3.76 |     4.91 |  +31%˄ | (run time too short) |
+| 28c     ||   379.36 |   309.00 |  -19%˄ ||     2.64 |     3.24 |  +23%˄ | (run time too short) |
+| 29a     ||   581.60 |   446.83 |  -23%˄ ||     1.72 |     2.24 |  +30%˄ | (run time too short) |
+| 29b     ||  1166.03 |  1025.63 |  -12%˄ ||     0.86 |     0.98 |  +14%˄ | (run time too short) |
+| 29c     ||   602.17 |   453.81 |  -25%˄ ||     1.66 |     2.20 |  +33%˄ | (run time too short) |
+| 2a      ||    48.40 |    45.33 |   -6%˄ ||    20.66 |    22.06 |   +7%˄ | (run time too short) |
+| 2b      ||    46.53 |    43.38 |   -7%˄ ||    21.49 |    23.05 |   +7%˄ | (run time too short) |
+| 2c      ||    43.29 |    40.14 |   -7%˄ ||    23.10 |    24.91 |   +8%˄ | (run time too short) |
+| 2d      ||    70.79 |    67.35 |   -5%˄ ||    14.13 |    14.85 |   +5%˄ | (run time too short) |
+| 30a     ||   307.77 |   255.23 |  -17%˄ ||     3.25 |     3.92 |  +21%˄ | (run time too short) |
+| 30b     ||   319.86 |   262.06 |  -18%˄ ||     3.13 |     3.82 |  +22%˄ | (run time too short) |
+| 30c     ||   379.63 |   320.87 |  -15%˄ ||     2.63 |     3.12 |  +18%˄ | (run time too short) |
+| 31a     ||   332.94 |   252.09 |  -24%˄ ||     3.00 |     3.97 |  +32%˄ | (run time too short) |
+| 31b     ||   349.77 |   257.18 |  -26%˄ ||     2.86 |     3.89 |  +36%˄ | (run time too short) |
+| 31c     ||   350.80 |   264.14 |  -25%˄ ||     2.85 |     3.79 |  +33%˄ | (run time too short) |
+| 32a     ||    48.54 |    37.90 |  -22%˄ ||    20.60 |    26.38 |  +28%˄ | (run time too short) |
+| 32b     ||    65.10 |    53.92 |  -17%˄ ||    15.36 |    18.55 |  +21%˄ | (run time too short) |
+| 33a     ||   149.79 |   103.60 |  -31%˄ ||     6.68 |     9.65 |  +45%˄ | (run time too short) |
+| 33b     ||   134.81 |    95.10 |  -29%˄ ||     7.42 |    10.52 |  +42%˄ | (run time too short) |
+| 33c     ||   157.35 |   110.45 |  -30%˄ ||     6.36 |     9.05 |  +42%˄ | (run time too short) |
+| 3a      ||    74.27 |    69.44 |   -6%˄ ||    13.46 |    14.40 |   +7%˄ | (run time too short) |
+| 3b      ||    27.11 |    25.72 |   -5%˄ ||    36.88 |    38.88 |   +5%˄ | (run time too short) |
 | 3c      ||   236.27 |   233.42 |   -1%˄ ||     4.23 |     4.28 |   +1%˄ | (run time too short) |
 | 4a      ||   149.67 |   148.68 |   -1%˄ ||     6.68 |     6.73 |   +1%˄ | (run time too short) |
+| 4b      ||    31.25 |    29.51 |   -6%˄ ||    32.00 |    33.88 |   +6%˄ | (run time too short) |
 | 4c      ||   202.69 |   203.59 |   +0%˄ ||     4.93 |     4.91 |   -0%˄ | (run time too short) |
+| 5a      ||    65.81 |    55.16 |  -16%˄ ||    15.19 |    18.13 |  +19%˄ | (run time too short) |
+| 5b      ||    65.37 |    59.11 |  -10%˄ ||    15.30 |    16.92 |  +11%˄ | (run time too short) |
+| 5c      ||   113.17 |    99.94 |  -12%˄ ||     8.84 |    10.01 |  +13%˄ | (run time too short) |
 | 6a      ||   193.10 |   190.22 |   -1%˄ ||     5.18 |     5.26 |   +2%˄ | (run time too short) |
 | 6b      ||   209.10 |   204.00 |   -2%˄ ||     4.78 |     4.90 |   +2%˄ | (run time too short) |
 | 6c      ||   193.62 |   189.85 |   -2%˄ ||     5.16 |     5.27 |   +2%˄ | (run time too short) |
 | 6d      ||   416.81 |   423.97 |   +2%˄ ||     2.40 |     2.36 |   -2%˄ | (run time too short) |
 | 6e      ||   192.67 |   190.78 |   -1%˄ ||     5.19 |     5.24 |   +1%˄ | (run time too short) |
 | 6f      ||   726.42 |   718.40 |   -1%˄ ||     1.38 |     1.39 |   +1%˄ | (run time too short) |
+| 7a      ||   544.51 |   410.47 |  -25%˄ ||     1.84 |     2.44 |  +33%˄ | (run time too short) |
+| 7b      ||   556.80 |   412.27 |  -26%˄ ||     1.80 |     2.43 |  +35%˄ | (run time too short) |
+| 7c      ||  1062.29 |   923.07 |  -13%˄ ||     0.94 |     1.08 |  +15%˄ | (run time too short) |
+| 8a      ||   274.39 |   245.57 |  -11%˄ ||     3.64 |     4.07 |  +12%˄ | (run time too short) |
+| 8b      ||   278.99 |   243.63 |  -13%˄ ||     3.58 |     4.10 |  +15%˄ | (run time too short) |
 | 8c      ||  1976.09 |  1924.31 |   -3%  ||     0.51 |     0.52 |   +3%  |               0.0000 |
+| 8d      ||   421.98 |   386.01 |   -9%˄ ||     2.37 |     2.59 |   +9%˄ | (run time too short) |
+| 9a      ||   461.30 |   387.76 |  -16%˄ ||     2.17 |     2.58 |  +19%˄ | (run time too short) |
+| 9b      ||   365.73 |   296.77 |  -19%˄ ||     2.73 |     3.37 |  +23%˄ | (run time too short) |
+| 9c      ||   482.35 |   410.58 |  -15%˄ ||     2.07 |     2.44 |  +17%˄ | (run time too short) |
+| 9d      ||   633.41 |   554.11 |  -13%˄ ||     1.58 |     1.80 |  +14%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
+| Sum     || 47706.36 | 42258.89 |  -11%  ||          |          |        |                      |
+| Geomean ||          |          |        ||          |          |  +16%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkJoinOrder - multi-threaded, ordered, 1 client, 28 cores

Sum of avg. item runtimes: -18% || Geometric mean of throughput changes: +23%
Configuration Overview - click to expand
 +Configuration Overview---------+-------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_804f9ed10d7ee197868614287ec5403b3728c205_mt_ordered_metrics.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_a2eb2dc2b624be46891fda0325a39c381724937f_mt_ordered_metrics.json |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                              | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                              |
 |  benchmark_mode               | Ordered                                                                                                                                                     | Ordered                                                                                                                                                     |
 |  build_type                   | release                                                                                                                                                     | release                                                                                                                                                     |
 |  chunk_indexes                | False                                                                                                                                                       | False                                                                                                                                                       |
 |  chunk_size                   | 65535                                                                                                                                                       | 65535                                                                                                                                                       |
 |  clients                      | 1                                                                                                                                                           | 1                                                                                                                                                           |
 |  compiler                     | clang 15.0.7                                                                                                                                                | clang 15.0.7                                                                                                                                                |
 |  cores                        | 28                                                                                                                                                          | 28                                                                                                                                                          |
 |  data_preparation_cores       | 0                                                                                                                                                           | 0                                                                                                                                                           |
 |  date                         | 2024-05-31 05:24:49                                                                                                                                         | 2024-05-31 09:49:25                                                                                                                                         |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                                     | {'default': {'encoding': 'Dictionary'}}                                                                                                                     |
 |  max_duration                 | 60000000000                                                                                                                                                 | 60000000000                                                                                                                                                 |
 |  max_runs                     | 50                                                                                                                                                          | 50                                                                                                                                                          |
 |  time_unit                    | ns                                                                                                                                                          | ns                                                                                                                                                          |
 |  using_scheduler              | True                                                                                                                                                        | True                                                                                                                                                        |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                                  | [0, 0, 28]                                                                                                                                                  |
 |  verify                       | False                                                                                                                                                       | False                                                                                                                                                       |
 |  warmup_duration              | 1000000000                                                                                                                                                  | 1000000000                                                                                                                                                  |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
+| 10a     ||   118.07 |   100.39 |  -15%˄ ||     8.46 |     9.95 |  +18%˄ | (run time too short) |
+| 10b     ||    99.87 |    84.21 |  -16%˄ ||    10.00 |    11.86 |  +19%˄ | (run time too short) |
+| 10c     ||   222.36 |   205.06 |   -8%˄ ||     4.49 |     4.87 |   +8%˄ | (run time too short) |
+| 11a     ||   286.42 |   198.37 |  -31%˄ ||     3.49 |     5.04 |  +44%˄ | (run time too short) |
+| 11b     ||   298.71 |   205.77 |  -31%˄ ||     3.35 |     4.86 |  +45%˄ | (run time too short) |
+| 11c     ||   296.91 |   202.67 |  -32%˄ ||     3.37 |     4.93 |  +46%˄ | (run time too short) |
+| 11d     ||   293.50 |   203.44 |  -31%˄ ||     3.41 |     4.91 |  +44%˄ | (run time too short) |
+| 12a     ||   488.98 |   342.40 |  -30%˄ ||     2.04 |     2.92 |  +43%˄ | (run time too short) |
+| 12b     ||   486.38 |   326.44 |  -33%˄ ||     2.06 |     3.06 |  +49%˄ | (run time too short) |
+| 12c     ||   533.52 |   371.33 |  -30%˄ ||     1.87 |     2.69 |  +44%˄ | (run time too short) |
 | 13a     ||   202.55 |   195.09 |   -4%˄ ||     4.93 |     5.12 |   +4%˄ | (run time too short) |
+| 13b     ||   182.98 |   165.18 |  -10%˄ ||     5.46 |     6.05 |  +11%˄ | (run time too short) |
+| 13c     ||   167.75 |   150.16 |  -10%˄ ||     5.96 |     6.65 |  +12%˄ | (run time too short) |
 | 13d     ||   461.00 |   445.56 |   -3%˄ ||     2.17 |     2.24 |   +3%˄ | (run time too short) |
+| 14a     ||   511.61 |   372.23 |  -27%˄ ||     1.95 |     2.69 |  +37%˄ | (run time too short) |
+| 14b     ||   502.69 |   383.33 |  -24%˄ ||     1.99 |     2.61 |  +31%˄ | (run time too short) |
+| 14c     ||   631.80 |   502.07 |  -21%˄ ||     1.58 |     1.99 |  +26%˄ | (run time too short) |
+| 15a     ||   150.14 |   116.54 |  -22%˄ ||     6.65 |     8.57 |  +29%˄ | (run time too short) |
+| 15b     ||   142.08 |   113.47 |  -20%˄ ||     7.03 |     8.80 |  +25%˄ | (run time too short) |
+| 15c     ||   150.94 |   111.69 |  -26%˄ ||     6.62 |     8.94 |  +35%˄ | (run time too short) |
+| 15d     ||   142.51 |   116.87 |  -18%˄ ||     7.01 |     8.55 |  +22%˄ | (run time too short) |
+| 16a     ||  1390.64 |  1143.12 |  -18%˄ ||     0.72 |     0.87 |  +22%˄ | (run time too short) |
+| 16b     ||  2423.18 |  2178.66 |  -10%  ||     0.41 |     0.46 |  +11%  |               0.0000 |
+| 16c     ||  1555.11 |  1303.14 |  -16%  ||     0.64 |     0.77 |  +19%  |               0.0000 |
+| 16d     ||  1523.03 |  1275.61 |  -16%  ||     0.66 |     0.78 |  +19%  |               0.0000 |
+| 17a     ||   471.25 |   394.65 |  -16%˄ ||     2.12 |     2.53 |  +19%˄ | (run time too short) |
+| 17b     ||   447.62 |   370.22 |  -17%˄ ||     2.23 |     2.70 |  +21%˄ | (run time too short) |
+| 17c     ||   418.12 |   342.15 |  -18%˄ ||     2.39 |     2.92 |  +22%˄ | (run time too short) |
+| 17d     ||   422.40 |   339.14 |  -20%˄ ||     2.37 |     2.95 |  +25%˄ | (run time too short) |
+| 17e     ||  1012.54 |   935.95 |   -8%˄ ||     0.99 |     1.07 |   +8%˄ | (run time too short) |
+| 17f     ||   597.71 |   518.13 |  -13%˄ ||     1.67 |     1.93 |  +15%˄ | (run time too short) |
+| 18a     ||   335.78 |   246.05 |  -27%˄ ||     2.98 |     4.06 |  +36%˄ | (run time too short) |
+| 18b     ||   308.52 |   241.70 |  -22%˄ ||     3.24 |     4.14 |  +28%˄ | (run time too short) |
+| 18c     ||   342.48 |   310.92 |   -9%˄ ||     2.92 |     3.21 |  +10%˄ | (run time too short) |
+| 19a     ||   260.86 |   188.93 |  -28%˄ ||     3.83 |     5.29 |  +38%˄ | (run time too short) |
+| 19b     ||   210.49 |   153.20 |  -27%˄ ||     4.75 |     6.52 |  +37%˄ | (run time too short) |
+| 19c     ||   247.40 |   201.30 |  -19%˄ ||     4.04 |     4.96 |  +23%˄ | (run time too short) |
+| 19d     ||   632.48 |   583.42 |   -8%˄ ||     1.58 |     1.71 |   +8%˄ | (run time too short) |
+| 1a      ||    36.25 |    32.81 |  -10%˄ ||    27.48 |    30.36 |  +10%˄ | (run time too short) |
 | 1b      ||    30.87 |    30.29 |   -2%˄ ||    32.28 |    32.89 |   +2%˄ | (run time too short) |
+| 1c      ||    34.04 |    29.64 |  -13%˄ ||    29.26 |    33.58 |  +15%˄ | (run time too short) |
+| 1d      ||    38.02 |    35.22 |   -7%˄ ||    26.22 |    28.28 |   +8%˄ | (run time too short) |
+| 20a     ||   151.49 |   140.39 |   -7%˄ ||     6.60 |     7.12 |   +8%˄ | (run time too short) |
+| 20b     ||   133.90 |   120.94 |  -10%˄ ||     7.46 |     8.26 |  +11%˄ | (run time too short) |
+| 20c     ||   162.43 |   147.52 |   -9%˄ ||     6.15 |     6.77 |  +10%˄ | (run time too short) |
+| 21a     ||   109.83 |    76.26 |  -31%˄ ||     9.10 |    13.09 |  +44%˄ | (run time too short) |
+| 21b     ||    94.77 |    71.36 |  -25%˄ ||    10.54 |    13.99 |  +33%˄ | (run time too short) |
+| 21c     ||   110.25 |    80.07 |  -27%˄ ||     9.06 |    12.47 |  +38%˄ | (run time too short) |
+| 22a     ||   189.11 |   151.60 |  -20%˄ ||     5.28 |     6.59 |  +25%˄ | (run time too short) |
+| 22b     ||   182.38 |   143.95 |  -21%˄ ||     5.48 |     6.94 |  +27%˄ | (run time too short) |
+| 22c     ||   266.64 |   215.26 |  -19%˄ ||     3.75 |     4.64 |  +24%˄ | (run time too short) |
+| 22d     ||   387.93 |   332.85 |  -14%˄ ||     2.58 |     3.00 |  +17%˄ | (run time too short) |
+| 23a     ||   137.10 |   108.96 |  -21%˄ ||     7.29 |     9.17 |  +26%˄ | (run time too short) |
+| 23b     ||   154.24 |   126.55 |  -18%˄ ||     6.48 |     7.89 |  +22%˄ | (run time too short) |
+| 23c     ||   135.46 |   110.28 |  -19%˄ ||     7.38 |     9.06 |  +23%˄ | (run time too short) |
+| 24a     ||   259.85 |   190.21 |  -27%˄ ||     3.85 |     5.25 |  +37%˄ | (run time too short) |
+| 24b     ||   260.68 |   186.82 |  -28%˄ ||     3.83 |     5.35 |  +40%˄ | (run time too short) |
+| 25a     ||   169.17 |   145.05 |  -14%˄ ||     5.91 |     6.89 |  +17%˄ | (run time too short) |
+| 25b     ||   157.09 |   125.02 |  -20%˄ ||     6.36 |     7.99 |  +26%˄ | (run time too short) |
+| 25c     ||   275.20 |   243.00 |  -12%˄ ||     3.63 |     4.11 |  +13%˄ | (run time too short) |
+| 26a     ||   235.41 |   204.29 |  -13%˄ ||     4.25 |     4.89 |  +15%˄ | (run time too short) |
+| 26b     ||   194.95 |   177.62 |   -9%˄ ||     5.13 |     5.63 |  +10%˄ | (run time too short) |
+| 26c     ||   266.76 |   251.08 |   -6%˄ ||     3.75 |     3.98 |   +6%˄ | (run time too short) |
+| 27a     ||   136.97 |    97.03 |  -29%˄ ||     7.29 |    10.30 |  +41%˄ | (run time too short) |
+| 27b     ||   135.67 |    97.83 |  -28%˄ ||     7.37 |    10.21 |  +39%˄ | (run time too short) |
+| 27c     ||   147.61 |    98.01 |  -34%˄ ||     6.77 |    10.19 |  +51%˄ | (run time too short) |
+| 28a     ||   378.38 |   303.73 |  -20%˄ ||     2.64 |     3.29 |  +25%˄ | (run time too short) |
+| 28b     ||   250.44 |   183.50 |  -27%˄ ||     3.99 |     5.45 |  +36%˄ | (run time too short) |
+| 28c     ||   348.10 |   266.95 |  -23%˄ ||     2.87 |     3.74 |  +30%˄ | (run time too short) |
+| 29a     ||   508.91 |   332.85 |  -35%˄ ||     1.96 |     3.00 |  +53%˄ | (run time too short) |
+| 29b     ||   550.98 |   378.57 |  -31%˄ ||     1.81 |     2.64 |  +46%˄ | (run time too short) |
+| 29c     ||   474.34 |   303.10 |  -36%˄ ||     2.11 |     3.30 |  +56%˄ | (run time too short) |
 | 2a      ||    62.26 |    59.69 |   -4%˄ ||    16.02 |    16.71 |   +4%˄ | (run time too short) |
+| 2b      ||    58.36 |    54.46 |   -7%˄ ||    17.09 |    18.32 |   +7%˄ | (run time too short) |
+| 2c      ||    52.00 |    49.45 |   -5%˄ ||    19.19 |    20.17 |   +5%˄ | (run time too short) |
 | 2d      ||    84.53 |    81.34 |   -4%˄ ||    11.80 |    12.27 |   +4%˄ | (run time too short) |
+| 30a     ||   272.40 |   212.70 |  -22%˄ ||     3.67 |     4.70 |  +28%˄ | (run time too short) |
+| 30b     ||   271.42 |   210.87 |  -22%˄ ||     3.68 |     4.74 |  +29%˄ | (run time too short) |
+| 30c     ||   335.96 |   269.20 |  -20%˄ ||     2.98 |     3.71 |  +25%˄ | (run time too short) |
+| 31a     ||   296.27 |   212.77 |  -28%˄ ||     3.37 |     4.70 |  +39%˄ | (run time too short) |
+| 31b     ||   323.25 |   219.19 |  -32%˄ ||     3.09 |     4.56 |  +47%˄ | (run time too short) |
+| 31c     ||   300.15 |   214.05 |  -29%˄ ||     3.33 |     4.67 |  +40%˄ | (run time too short) |
+| 32a     ||    54.69 |    45.08 |  -18%˄ ||    18.24 |    22.12 |  +21%˄ | (run time too short) |
+| 32b     ||    81.32 |    70.44 |  -13%˄ ||    12.27 |    14.16 |  +15%˄ | (run time too short) |
+| 33a     ||   142.18 |    92.55 |  -35%˄ ||     7.03 |    10.79 |  +54%˄ | (run time too short) |
+| 33b     ||   139.13 |    97.88 |  -30%˄ ||     7.18 |    10.20 |  +42%˄ | (run time too short) |
+| 33c     ||   156.04 |   104.24 |  -33%˄ ||     6.40 |     9.58 |  +50%˄ | (run time too short) |
+| 3a      ||    71.95 |    65.21 |   -9%˄ ||    13.87 |    15.30 |  +10%˄ | (run time too short) |
 | 3b      ||    29.73 |    29.48 |   -1%˄ ||    33.49 |    33.74 |   +1%˄ | (run time too short) |
+| 3c      ||   121.31 |   109.98 |   -9%˄ ||     8.23 |     9.08 |  +10%˄ | (run time too short) |
 | 4a      ||   110.85 |   109.39 |   -1%˄ ||     9.01 |     9.13 |   +1%˄ | (run time too short) |
+| 4b      ||    32.72 |    29.66 |   -9%˄ ||    30.48 |    33.64 |  +10%˄ | (run time too short) |
 | 4c      ||   136.45 |   132.34 |   -3%˄ ||     7.32 |     7.55 |   +3%˄ | (run time too short) |
+| 5a      ||    66.67 |    52.20 |  -22%˄ ||    14.98 |    19.12 |  +28%˄ | (run time too short) |
+| 5b      ||    55.55 |    46.38 |  -17%˄ ||    17.96 |    21.50 |  +20%˄ | (run time too short) |
+| 5c      ||    91.04 |    79.17 |  -13%˄ ||    10.97 |    12.61 |  +15%˄ | (run time too short) |
+| 6a      ||    65.28 |    60.61 |   -7%˄ ||    15.30 |    16.48 |   +8%˄ | (run time too short) |
+| 6b      ||   102.11 |    94.84 |   -7%˄ ||     9.78 |    10.53 |   +8%˄ | (run time too short) |
+| 6c      ||    76.65 |    67.33 |  -12%˄ ||    13.03 |    14.83 |  +14%˄ | (run time too short) |
 | 6d      ||   202.53 |   195.67 |   -3%˄ ||     4.93 |     5.11 |   +4%˄ | (run time too short) |
+| 6e      ||    64.79 |    60.69 |   -6%˄ ||    15.42 |    16.46 |   +7%˄ | (run time too short) |
 | 6f      ||   541.25 |   525.14 |   -3%˄ ||     1.85 |     1.90 |   +3%˄ | (run time too short) |
+| 7a      ||   517.93 |   352.05 |  -32%˄ ||     1.93 |     2.84 |  +47%˄ | (run time too short) |
+| 7b      ||   541.81 |   362.11 |  -33%˄ ||     1.85 |     2.76 |  +50%˄ | (run time too short) |
+| 7c      ||   839.52 |   657.35 |  -22%˄ ||     1.19 |     1.52 |  +28%˄ | (run time too short) |
+| 8a      ||   162.74 |   131.12 |  -19%˄ ||     6.14 |     7.62 |  +24%˄ | (run time too short) |
+| 8b      ||   162.83 |   126.68 |  -22%˄ ||     6.14 |     7.89 |  +29%˄ | (run time too short) |
 | 8c      ||  1305.01 |  1274.51 |   -2%  ||     0.77 |     0.78 |   +2%  |               0.0000 |
+| 8d      ||   370.59 |   330.90 |  -11%˄ ||     2.70 |     3.02 |  +12%˄ | (run time too short) |
+| 9a      ||   386.70 |   300.60 |  -22%˄ ||     2.59 |     3.33 |  +29%˄ | (run time too short) |
+| 9b      ||   318.68 |   243.27 |  -24%˄ ||     3.14 |     4.11 |  +31%˄ | (run time too short) |
+| 9c      ||   375.47 |   303.37 |  -19%˄ ||     2.66 |     3.29 |  +24%˄ | (run time too short) |
+| 9d      ||   573.26 |   489.66 |  -15%˄ ||     1.74 |     2.04 |  +17%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
+| Sum     || 36028.99 | 29400.73 |  -18%  ||          |          |        |                      |
+| Geomean ||          |          |        ||          |          |  +23%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkJoinOrder - multi-threaded, shuffled, 28 clients, 28 cores

Sum of avg. item runtimes: -12% || Geometric mean of throughput changes: +14%
Configuration Overview - click to expand
 +Configuration Overview---------+-----------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_804f9ed10d7ee197868614287ec5403b3728c205_mt_metrics.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_a2eb2dc2b624be46891fda0325a39c381724937f_mt_metrics.json |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                      | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                      |
 |  benchmark_mode               | Shuffled                                                                                                                                            | Shuffled                                                                                                                                            |
 |  build_type                   | release                                                                                                                                             | release                                                                                                                                             |
 |  chunk_indexes                | False                                                                                                                                               | False                                                                                                                                               |
 |  chunk_size                   | 65535                                                                                                                                               | 65535                                                                                                                                               |
 |  clients                      | 28                                                                                                                                                  | 28                                                                                                                                                  |
 |  compiler                     | clang 15.0.7                                                                                                                                        | clang 15.0.7                                                                                                                                        |
 |  cores                        | 28                                                                                                                                                  | 28                                                                                                                                                  |
 |  data_preparation_cores       | 0                                                                                                                                                   | 0                                                                                                                                                   |
 |  date                         | 2024-05-31 05:56:52                                                                                                                                 | 2024-05-31 10:16:32                                                                                                                                 |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                             | {'default': {'encoding': 'Dictionary'}}                                                                                                             |
 |  max_duration                 | 1200000000000                                                                                                                                       | 1200000000000                                                                                                                                       |
 |  max_runs                     | -1                                                                                                                                                  | -1                                                                                                                                                  |
 |  time_unit                    | ns                                                                                                                                                  | ns                                                                                                                                                  |
 |  using_scheduler              | True                                                                                                                                                | True                                                                                                                                                |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                          | [0, 0, 28]                                                                                                                                          |
 |  verify                       | False                                                                                                                                               | False                                                                                                                                               |
 |  warmup_duration              | 0                                                                                                                                                   | 0                                                                                                                                                   |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
+| 10a     ||   306.53 |   226.77 |  -26%  ||     0.39 |     0.44 |  +14%  |  0.0211 |
+| 10b     ||   252.38 |   267.03 |   +6%  ||     0.39 |     0.44 |  +14%  |  0.7346 |
+| 10c     ||   557.57 |   492.12 |  -12%  ||     0.39 |     0.44 |  +14%  |  0.1216 |
+| 11a     ||   431.93 |   370.78 |  -14%  ||     0.39 |     0.44 |  +14%  |  0.0467 |
+| 11b     ||   451.07 |   328.91 |  -27%  ||     0.39 |     0.44 |  +14%  |  0.0000 |
+| 11c     ||   372.44 |   313.32 |  -16%  ||     0.39 |     0.44 |  +14%  |  0.0007 |
+| 11d     ||   405.04 |   315.19 |  -22%  ||     0.39 |     0.44 |  +14%  |  0.0007 |
+| 12a     ||   708.07 |   543.82 |  -23%  ||     0.39 |     0.44 |  +14%  |  0.0000 |
+| 12b     ||   600.84 |   441.01 |  -27%  ||     0.39 |     0.44 |  +14%  |  0.0000 |
+| 12c     ||   830.11 |   704.67 |  -15%  ||     0.39 |     0.44 |  +14%  |  0.0016 |
+| 13a     ||   465.66 |   451.19 |   -3%  ||     0.39 |     0.44 |  +14%  |  0.7281 |
+| 13b     ||   421.81 |   377.61 |  -10%  ||     0.39 |     0.44 |  +14%  |  0.2400 |
+| 13c     ||   366.11 |   366.80 |   +0%  ||     0.39 |     0.44 |  +14%  |  0.9867 |
+| 13d     ||   803.51 |   839.80 |   +5%  ||     0.39 |     0.44 |  +14%  |  0.4092 |
+| 14a     ||   850.47 |   737.93 |  -13%  ||     0.39 |     0.44 |  +14%  |  0.0024 |
+| 14b     ||   887.00 |   699.60 |  -21%  ||     0.39 |     0.44 |  +14%  |  0.0000 |
+| 14c     ||  1058.57 |   914.83 |  -14%  ||     0.39 |     0.44 |  +14%  |  0.0052 |
+| 15a     ||   247.00 |   186.47 |  -25%  ||     0.39 |     0.45 |  +14%  |  0.0019 |
+| 15b     ||   243.72 |   215.75 |  -11%  ||     0.39 |     0.44 |  +14%  |  0.2415 |
+| 15c     ||   241.93 |   214.12 |  -11%  ||     0.39 |     0.45 |  +15%  |  0.2377 |
+| 15d     ||   248.43 |   227.27 |   -9%  ||     0.39 |     0.44 |  +14%  |  0.3280 |
+| 16a     ||  2202.58 |  1857.14 |  -16%  ||     0.39 |     0.44 |  +14%  |  0.0000 |
+| 16b     ||  3549.25 |  3249.25 |   -8%  ||     0.39 |     0.44 |  +15%  |  0.0000 |
+| 16c     ||  2389.30 |  2042.72 |  -15%  ||     0.39 |     0.44 |  +14%  |  0.0000 |
+| 16d     ||  2347.11 |  2078.74 |  -11%  ||     0.39 |     0.44 |  +14%  |  0.0001 |
+| 17a     ||  1169.85 |  1008.62 |  -14%  ||     0.39 |     0.44 |  +14%  |  0.0089 |
+| 17b     ||   990.11 |   856.94 |  -13%  ||     0.39 |     0.44 |  +14%  |  0.0172 |
+| 17c     ||   933.96 |   815.21 |  -13%  ||     0.39 |     0.44 |  +14%  |  0.0243 |
+| 17d     ||   913.03 |   872.64 |   -4%  ||     0.39 |     0.44 |  +14%  |  0.4867 |
+| 17e     ||  1879.56 |  1684.21 |  -10%  ||     0.39 |     0.44 |  +14%  |  0.0034 |
+| 17f     ||  1537.74 |  1263.92 |  -18%  ||     0.39 |     0.44 |  +14%  |  0.0002 |
+| 18a     ||   584.46 |   482.27 |  -17%  ||     0.39 |     0.45 |  +14%  |  0.0024 |
+| 18b     ||   674.16 |   577.73 |  -14%  ||     0.39 |     0.44 |  +14%  |  0.0574 |
+| 18c     ||   853.55 |   768.44 |  -10%  ||     0.39 |     0.44 |  +14%  |  0.1041 |
+| 19a     ||   803.76 |   577.81 |  -28%  ||     0.39 |     0.44 |  +14%  |  0.0000 |
+| 19b     ||   555.61 |   449.93 |  -19%  ||     0.39 |     0.44 |  +14%  |  0.0199 |
+| 19c     ||   725.11 |   724.43 |   -0%  ||     0.39 |     0.44 |  +14%  |  0.9903 |
+| 19d     ||  1454.74 |  1444.21 |   -1%  ||     0.39 |     0.44 |  +14%  |  0.8819 |
+| 1a      ||    59.17 |    57.69 |   -3%  ||     0.39 |     0.44 |  +14%  |  0.8899 |
+| 1b      ||    79.94 |    71.49 |  -11%  ||     0.39 |     0.45 |  +14%  |  0.6965 |
+| 1c      ||   102.64 |    55.09 |  -46%  ||     0.39 |     0.44 |  +14%  |  0.0136 |
+| 1d      ||    61.75 |    50.32 |  -19%  ||     0.39 |     0.45 |  +14%  |  0.3967 |
+| 20a     ||   502.25 |   532.66 |   +6%  ||     0.39 |     0.44 |  +14%  |  0.5117 |
+| 20b     ||   501.32 |   417.42 |  -17%  ||     0.39 |     0.45 |  +14%  |  0.0497 |
+| 20c     ||   607.21 |   401.63 |  -34%  ||     0.39 |     0.44 |  +14%  |  0.0000 |
+| 21a     ||   303.06 |   223.71 |  -26%  ||     0.39 |     0.44 |  +14%  |  0.0479 |
+| 21b     ||   227.69 |   211.34 |   -7%  ||     0.39 |     0.45 |  +14%  |  0.6068 |
+| 21c     ||   282.67 |   231.38 |  -18%  ||     0.39 |     0.44 |  +14%  |  0.1262 |
+| 22a     ||   572.08 |   485.55 |  -15%  ||     0.39 |     0.44 |  +14%  |  0.0630 |
+| 22b     ||   509.27 |   552.95 |   +9%  ||     0.39 |     0.44 |  +14%  |  0.4312 |
+| 22c     ||   717.96 |   607.62 |  -15%  ||     0.39 |     0.44 |  +14%  |  0.0338 |
+| 22d     ||  1011.81 |   821.38 |  -19%  ||     0.39 |     0.44 |  +14%  |  0.0024 |
+| 23a     ||   307.87 |   242.57 |  -21%  ||     0.39 |     0.45 |  +14%  |  0.0409 |
+| 23b     ||   277.26 |   249.30 |  -10%  ||     0.39 |     0.45 |  +14%  |  0.2789 |
+| 23c     ||   324.31 |   263.79 |  -19%  ||     0.39 |     0.44 |  +14%  |  0.0539 |
+| 24a     ||   649.91 |   570.42 |  -12%  ||     0.39 |     0.45 |  +15%  |  0.1077 |
+| 24b     ||   521.00 |   420.36 |  -19%  ||     0.39 |     0.44 |  +14%  |  0.0028 |
+| 25a     ||   434.75 |   459.46 |   +6%  ||     0.39 |     0.44 |  +14%  |  0.4844 |
+| 25b     ||   373.74 |   335.52 |  -10%  ||     0.39 |     0.44 |  +14%  |  0.3225 |
+| 25c     ||  1002.45 |   929.90 |   -7%  ||     0.39 |     0.44 |  +14%  |  0.2718 |
+| 26a     ||   536.09 |   499.93 |   -7%  ||     0.39 |     0.44 |  +14%  |  0.4184 |
+| 26b     ||   415.65 |   372.87 |  -10%  ||     0.39 |     0.44 |  +14%  |  0.1955 |
+| 26c     ||   683.96 |   671.52 |   -2%  ||     0.39 |     0.44 |  +14%  |  0.8068 |
+| 27a     ||   285.76 |   221.17 |  -23%  ||     0.39 |     0.44 |  +14%  |  0.0141 |
+| 27b     ||   338.19 |   234.69 |  -31%  ||     0.39 |     0.44 |  +14%  |  0.0028 |
+| 27c     ||   350.83 |   276.78 |  -21%  ||     0.39 |     0.44 |  +14%  |  0.0468 |
+| 28a     ||   805.64 |   747.25 |   -7%  ||     0.39 |     0.44 |  +14%  |  0.2574 |
+| 28b     ||   510.36 |   452.62 |  -11%  ||     0.39 |     0.45 |  +14%  |  0.1349 |
+| 28c     ||   766.48 |   786.97 |   +3%  ||     0.39 |     0.44 |  +14%  |  0.7343 |
+| 29a     ||   822.52 |   619.23 |  -25%  ||     0.39 |     0.44 |  +14%  |  0.0000 |
+| 29b     ||   893.65 |   732.39 |  -18%  ||     0.39 |     0.45 |  +14%  |  0.0002 |
+| 29c     ||   853.90 |   738.97 |  -13%  ||     0.39 |     0.44 |  +14%  |  0.0232 |
+| 2a      ||   140.78 |   143.35 |   +2%  ||     0.39 |     0.44 |  +14%  |  0.9196 |
+| 2b      ||   161.87 |   135.79 |  -16%  ||     0.39 |     0.44 |  +14%  |  0.2587 |
+| 2c      ||   132.12 |   109.38 |  -17%  ||     0.39 |     0.44 |  +14%  |  0.2517 |
+| 2d      ||   236.70 |   224.08 |   -5%  ||     0.39 |     0.44 |  +14%  |  0.6483 |
+| 30a     ||   590.17 |   551.84 |   -6%  ||     0.39 |     0.45 |  +15%  |  0.4128 |
+| 30b     ||   624.01 |   498.56 |  -20%  ||     0.39 |     0.45 |  +14%  |  0.0087 |
+| 30c     ||   918.22 |   788.52 |  -14%  ||     0.39 |     0.44 |  +14%  |  0.0474 |
+| 31a     ||   536.67 |   418.22 |  -22%  ||     0.39 |     0.44 |  +14%  |  0.0002 |
+| 31b     ||   559.69 |   485.72 |  -13%  ||     0.39 |     0.45 |  +14%  |  0.0475 |
+| 31c     ||   635.88 |   432.92 |  -32%  ||     0.39 |     0.44 |  +14%  |  0.0000 |
+| 32a     ||   101.66 |    66.56 |  -35%  ||     0.39 |     0.44 |  +14%  |  0.0130 |
+| 32b     ||   234.60 |   182.16 |  -22%  ||     0.39 |     0.45 |  +14%  |  0.1423 |
+| 33a     ||   263.00 |   238.51 |   -9%  ||     0.39 |     0.44 |  +14%  |  0.3943 |
+| 33b     ||   275.58 |   164.47 |  -40%  ||     0.39 |     0.44 |  +14%  |  0.0001 |
+| 33c     ||   321.77 |   260.69 |  -19%  ||     0.39 |     0.45 |  +15%  |  0.0683 |
+| 3a      ||   304.92 |   236.79 |  -22%  ||     0.39 |     0.44 |  +14%  |  0.0733 |
+| 3b      ||    79.61 |   105.84 |  +33%  ||     0.39 |     0.44 |  +14%  |  0.2986 |
+| 3c      ||   396.87 |   357.68 |  -10%  ||     0.39 |     0.44 |  +14%  |  0.3429 |
+| 4a      ||   214.20 |   248.15 |  +16%  ||     0.39 |     0.44 |  +14%  |  0.1975 |
+| 4b      ||    58.29 |    90.46 |  +55%  ||     0.39 |     0.45 |  +14%  |  0.1487 |
+| 4c      ||   318.86 |   308.58 |   -3%  ||     0.39 |     0.45 |  +14%  |  0.7949 |
+| 5a      ||   204.14 |   238.51 |  +17%  ||     0.39 |     0.44 |  +14%  |  0.2844 |
+| 5b      ||   196.13 |   164.37 |  -16%  ||     0.39 |     0.45 |  +14%  |  0.3213 |
+| 5c      ||   296.49 |   264.73 |  -11%  ||     0.39 |     0.44 |  +14%  |  0.3233 |
+| 6a      ||   206.66 |   214.08 |   +4%  ||     0.39 |     0.44 |  +14%  |  0.8477 |
+| 6b      ||   220.51 |   217.27 |   -1%  ||     0.39 |     0.44 |  +14%  |  0.9061 |
+| 6c      ||   188.77 |   171.87 |   -9%  ||     0.39 |     0.44 |  +14%  |  0.5251 |
+| 6d      ||   589.20 |   574.63 |   -2%  ||     0.39 |     0.44 |  +14%  |  0.7810 |
+| 6e      ||   180.41 |   182.67 |   +1%  ||     0.39 |     0.45 |  +14%  |  0.9375 |
+| 6f      ||  1159.31 |  1074.24 |   -7%  ||     0.39 |     0.44 |  +14%  |  0.1554 |
+| 7a      ||   723.69 |   579.91 |  -20%  ||     0.39 |     0.44 |  +14%  |  0.0000 |
+| 7b      ||   805.86 |   604.73 |  -25%  ||     0.39 |     0.44 |  +14%  |  0.0000 |
+| 7c      ||  1737.38 |  1425.89 |  -18%  ||     0.39 |     0.44 |  +14%  |  0.0000 |
+| 8a      ||   357.28 |   304.82 |  -15%  ||     0.39 |     0.45 |  +14%  |  0.1076 |
+| 8b      ||   347.06 |   323.89 |   -7%  ||     0.39 |     0.44 |  +14%  |  0.5137 |
+| 8c      ||  2003.03 |  2049.73 |   +2%  ||     0.39 |     0.44 |  +14%  |  0.4431 |
+| 8d      ||   675.34 |   671.21 |   -1%  ||     0.39 |     0.44 |  +14%  |  0.9342 |
+| 9a      ||   855.66 |   706.05 |  -17%  ||     0.39 |     0.44 |  +14%  |  0.0014 |
+| 9b      ||   783.17 |   536.99 |  -31%  ||     0.39 |     0.44 |  +14%  |  0.0000 |
+| 9c      ||   906.86 |   753.69 |  -17%  ||     0.39 |     0.44 |  +14%  |  0.0036 |
+| 9d      ||  1236.35 |  1203.84 |   -3%  ||     0.39 |     0.44 |  +14%  |  0.6045 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
+| Sum     || 71785.99 | 62846.57 |  -12%  ||          |          |        |         |
+| Geomean ||          |          |        ||          |          |  +14%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkStarSchema - single-threaded

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---+------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_804f9ed10d7ee197868614287ec5403b3728c205_st_metrics.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_a2eb2dc2b624be46891fda0325a39c381724937f_st_metrics.json |
 +-------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                       | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                       |
 |  benchmark_mode         | Ordered                                                                                                                                              | Ordered                                                                                                                                              |
 |  build_type             | release                                                                                                                                              | release                                                                                                                                              |
 |  chunk_indexes          | False                                                                                                                                                | False                                                                                                                                                |
 |  chunk_size             | 65535                                                                                                                                                | 65535                                                                                                                                                |
 |  clients                | 1                                                                                                                                                    | 1                                                                                                                                                    |
 |  compiler               | clang 15.0.7                                                                                                                                         | clang 15.0.7                                                                                                                                         |
 |  cores                  | 0                                                                                                                                                    | 0                                                                                                                                                    |
 |  data_preparation_cores | 0                                                                                                                                                    | 0                                                                                                                                                    |
 |  date                   | 2024-05-31 06:17:21                                                                                                                                  | 2024-05-31 10:37:00                                                                                                                                  |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                              | {'default': {'encoding': 'Dictionary'}}                                                                                                              |
 |  max_duration           | 60000000000                                                                                                                                          | 60000000000                                                                                                                                          |
 |  max_runs               | 50                                                                                                                                                   | 50                                                                                                                                                   |
 |  scale_factor           | 10.0                                                                                                                                                 | 10.0                                                                                                                                                 |
 |  time_unit              | ns                                                                                                                                                   | ns                                                                                                                                                   |
 |  using_scheduler        | False                                                                                                                                                | False                                                                                                                                                |
 |  verify                 | False                                                                                                                                                | False                                                                                                                                                |
 |  warmup_duration        | 1000000000                                                                                                                                           | 1000000000                                                                                                                                           |
 +-------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |     new |        ||      old |      new |        |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | 1.1     ||   341.00 |  326.70 |   -4%˄ ||     2.93 |     3.06 |   +4%˄ | (run time too short) |
 | 1.2     ||   157.68 |  158.65 |   +1%˄ ||     6.34 |     6.30 |   -1%˄ | (run time too short) |
 | 1.3     ||   156.35 |  156.19 |   -0%˄ ||     6.40 |     6.40 |   +0%˄ | (run time too short) |
 | 2.1     ||   562.53 |  556.44 |   -1%˄ ||     1.78 |     1.80 |   +1%˄ | (run time too short) |
 | 2.2     ||   301.48 |  302.57 |   +0%˄ ||     3.32 |     3.31 |   -0%˄ | (run time too short) |
 | 2.3     ||   204.75 |  205.06 |   +0%˄ ||     4.88 |     4.88 |   -0%˄ | (run time too short) |
 | 3.1     ||  2967.55 | 2985.25 |   +1%  ||     0.34 |     0.33 |   -1%  |               0.7322 |
 | 3.2     ||   299.12 |  299.22 |   +0%˄ ||     3.34 |     3.34 |   -0%˄ | (run time too short) |
 | 3.3     ||   156.33 |  156.41 |   +0%˄ ||     6.40 |     6.39 |   -0%˄ | (run time too short) |
 | 3.4     ||   147.07 |  145.95 |   -1%˄ ||     6.80 |     6.85 |   +1%˄ | (run time too short) |
 | 4.1     ||  2958.35 | 2939.45 |   -1%  ||     0.34 |     0.34 |   +1%  |               0.6545 |
 | 4.2     ||   892.65 |  922.53 |   +3%˄ ||     1.12 |     1.08 |   -3%˄ | (run time too short) |
 | 4.3     ||   279.18 |  286.70 |   +3%˄ ||     3.58 |     3.49 |   -3%˄ | (run time too short) |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum     ||  9424.03 | 9441.10 |   +0%  ||          |          |        |                      |
 | Geomean ||          |         |        ||          |          |   -0%  |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                        |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkStarSchema - multi-threaded, ordered, 1 client, 28 cores

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---------+--------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_804f9ed10d7ee197868614287ec5403b3728c205_mt_ordered_metrics.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_a2eb2dc2b624be46891fda0325a39c381724937f_mt_ordered_metrics.json |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                               | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                               |
 |  benchmark_mode               | Ordered                                                                                                                                                      | Ordered                                                                                                                                                      |
 |  build_type                   | release                                                                                                                                                      | release                                                                                                                                                      |
 |  chunk_indexes                | False                                                                                                                                                        | False                                                                                                                                                        |
 |  chunk_size                   | 65535                                                                                                                                                        | 65535                                                                                                                                                        |
 |  clients                      | 1                                                                                                                                                            | 1                                                                                                                                                            |
 |  compiler                     | clang 15.0.7                                                                                                                                                 | clang 15.0.7                                                                                                                                                 |
 |  cores                        | 28                                                                                                                                                           | 28                                                                                                                                                           |
 |  data_preparation_cores       | 0                                                                                                                                                            | 0                                                                                                                                                            |
 |  date                         | 2024-05-31 06:23:00                                                                                                                                          | 2024-05-31 10:42:41                                                                                                                                          |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                                      | {'default': {'encoding': 'Dictionary'}}                                                                                                                      |
 |  max_duration                 | 60000000000                                                                                                                                                  | 60000000000                                                                                                                                                  |
 |  max_runs                     | 50                                                                                                                                                           | 50                                                                                                                                                           |
 |  scale_factor                 | 10.0                                                                                                                                                         | 10.0                                                                                                                                                         |
 |  time_unit                    | ns                                                                                                                                                           | ns                                                                                                                                                           |
 |  using_scheduler              | True                                                                                                                                                         | True                                                                                                                                                         |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                                   | [0, 0, 28]                                                                                                                                                   |
 |  verify                       | False                                                                                                                                                        | False                                                                                                                                                        |
 |  warmup_duration              | 1000000000                                                                                                                                                   | 1000000000                                                                                                                                                   |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |     new |        ||      old |      new |        |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | 1.1     ||   111.62 |  110.64 |   -1%˄ ||     8.94 |     9.02 |   +1%˄ | (run time too short) |
 | 1.2     ||    92.36 |   93.05 |   +1%˄ ||    10.81 |    10.73 |   -1%˄ | (run time too short) |
 | 1.3     ||    90.94 |   89.88 |   -1%˄ ||    10.98 |    11.10 |   +1%˄ | (run time too short) |
 | 2.1     ||   354.30 |  357.20 |   +1%˄ ||     2.82 |     2.80 |   -1%˄ | (run time too short) |
 | 2.2     ||   177.31 |  176.71 |   -0%˄ ||     5.64 |     5.65 |   +0%˄ | (run time too short) |
 | 2.3     ||    71.69 |   72.11 |   +1%˄ ||    13.92 |    13.84 |   -1%˄ | (run time too short) |
 | 3.1     ||   876.78 |  866.54 |   -1%˄ ||     1.14 |     1.15 |   +1%˄ | (run time too short) |
 | 3.2     ||   174.54 |  172.83 |   -1%˄ ||     5.72 |     5.78 |   +1%˄ | (run time too short) |
 | 3.3     ||    99.44 |   98.33 |   -1%˄ ||    10.04 |    10.15 |   +1%˄ | (run time too short) |
 | 3.4     ||    90.61 |   89.96 |   -1%˄ ||    11.02 |    11.10 |   +1%˄ | (run time too short) |
 | 4.1     ||   720.74 |  717.07 |   -1%˄ ||     1.39 |     1.39 |   +1%˄ | (run time too short) |
 | 4.2     ||   415.69 |  412.45 |   -1%˄ ||     2.40 |     2.42 |   +1%˄ | (run time too short) |
 | 4.3     ||   142.66 |  140.35 |   -2%˄ ||     7.00 |     7.12 |   +2%˄ | (run time too short) |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum     ||  3418.70 | 3397.12 |   -1%  ||          |          |        |                      |
 | Geomean ||          |         |        ||          |          |   +1%  |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                        |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkStarSchema - multi-threaded, shuffled, 28 clients, 28 cores

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_804f9ed10d7ee197868614287ec5403b3728c205_mt_metrics.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_a2eb2dc2b624be46891fda0325a39c381724937f_mt_metrics.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                       | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                       |
 |  benchmark_mode               | Shuffled                                                                                                                                             | Shuffled                                                                                                                                             |
 |  build_type                   | release                                                                                                                                              | release                                                                                                                                              |
 |  chunk_indexes                | False                                                                                                                                                | False                                                                                                                                                |
 |  chunk_size                   | 65535                                                                                                                                                | 65535                                                                                                                                                |
 |  clients                      | 28                                                                                                                                                   | 28                                                                                                                                                   |
 |  compiler                     | clang 15.0.7                                                                                                                                         | clang 15.0.7                                                                                                                                         |
 |  cores                        | 28                                                                                                                                                   | 28                                                                                                                                                   |
 |  data_preparation_cores       | 0                                                                                                                                                    | 0                                                                                                                                                    |
 |  date                         | 2024-05-31 06:26:34                                                                                                                                  | 2024-05-31 10:46:13                                                                                                                                  |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                              | {'default': {'encoding': 'Dictionary'}}                                                                                                              |
 |  max_duration                 | 1200000000000                                                                                                                                        | 1200000000000                                                                                                                                        |
 |  max_runs                     | -1                                                                                                                                                   | -1                                                                                                                                                   |
 |  scale_factor                 | 10.0                                                                                                                                                 | 10.0                                                                                                                                                 |
 |  time_unit                    | ns                                                                                                                                                   | ns                                                                                                                                                   |
 |  using_scheduler              | True                                                                                                                                                 | True                                                                                                                                                 |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                           | [0, 0, 28]                                                                                                                                           |
 |  verify                       | False                                                                                                                                                | False                                                                                                                                                |
 |  warmup_duration              | 0                                                                                                                                                    | 0                                                                                                                                                    |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
+| 1.1     ||   685.47 |   625.57 |   -9%  ||     2.07 |     2.07 |   +0%  |  0.0130 |
 | 1.2     ||   400.84 |   385.25 |   -4%  ||     2.07 |     2.07 |   +0%  |  0.4411 |
 | 1.3     ||   354.81 |   350.10 |   -1%  ||     2.07 |     2.07 |   +0%  |  0.7781 |
 | 2.1     ||  1652.63 |  1632.27 |   -1%  ||     2.07 |     2.07 |   +0%  |  0.5959 |
 | 2.2     ||   887.39 |   896.74 |   +1%  ||     2.07 |     2.07 |   +0%  |  0.7405 |
-| 2.3     ||   331.24 |   349.63 |   +6%  ||     2.07 |     2.07 |   +0%  |  0.3110 |
 | 3.1     ||  2553.82 |  2607.38 |   +2%  ||     2.07 |     2.07 |   +0%  |  0.1755 |
 | 3.2     ||   835.17 |   816.33 |   -2%  ||     2.07 |     2.07 |   +0%  |  0.4842 |
+| 3.3     ||   460.76 |   422.53 |   -8%  ||     2.07 |     2.07 |   +0%  |  0.0770 |
 | 3.4     ||   438.70 |   432.98 |   -1%  ||     2.07 |     2.07 |   +0%  |  0.7834 |
 | 4.1     ||  2258.67 |  2296.10 |   +2%  ||     2.07 |     2.07 |   +0%  |  0.3525 |
 | 4.2     ||  1997.09 |  2023.03 |   +1%  ||     2.07 |     2.07 |   +0%  |  0.5465 |
 | 4.3     ||   649.98 |   645.71 |   -1%  ||     2.07 |     2.07 |   +0%  |  0.8566 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 13506.56 | 13483.62 |   -0%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +0%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

@dey4ss dey4ss added the FullCI Run all CI tests (slow, but required for merge) label Apr 30, 2024
@dey4ss dey4ss requested a review from Bouncner April 30, 2024 02:25
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dey4ss commented Apr 30, 2024

Direct optimizer time comparison (ms)

TPC-H
      Item |      old |      new | Change
 ----------|----------|----------|--------
  TPC-H 01 |     1.30 |     1.36 |    +4%
+ TPC-H 02 |    12.32 |     8.10 |   -34%
  TPC-H 03 |     7.76 |     8.07 |    +4%
+ TPC-H 04 |     1.01 |     0.95 |    -6%
+ TPC-H 05 |    18.98 |    12.77 |   -33%
- TPC-H 06 |     1.47 |     1.56 |    +7%
+ TPC-H 07 |    25.05 |    17.98 |   -28%
+ TPC-H 08 |    25.19 |    19.08 |   -24%
+ TPC-H 09 |    26.21 |    16.07 |   -39%
+ TPC-H 10 |     5.83 |     4.45 |   -24%
+ TPC-H 11 |     3.17 |     2.75 |   -13%
+ TPC-H 12 |     2.90 |     2.03 |   -30%
+ TPC-H 13 |     3.80 |     1.21 |   -68%
+ TPC-H 14 |     1.80 |     1.50 |   -16%
+ TPC-H 15 |     2.39 |     2.18 |    -9%
+ TPC-H 16 |     6.24 |     1.83 |   -71%
+ TPC-H 17 |     2.50 |     1.96 |   -22%
  TPC-H 18 |     3.13 |     3.16 |    +1%
+ TPC-H 19 |    11.01 |     4.85 |   -56%
+ TPC-H 20 |     7.68 |     6.22 |   -19%
+ TPC-H 21 |    12.71 |     7.65 |   -40%
+ TPC-H 22 |     1.43 |     0.78 |   -45%
 ----------|----------|----------|--------
+      Sum |   183.87 |   126.51 |   -31%
TPC-DS
  Item |      old |      new | Change
 ------|----------|----------|--------
+   01 |     7.70 |     6.38 |   -17%
+   03 |     3.07 |     2.53 |   -18%
+   06 |    13.87 |    11.11 |   -20%
+   07 |    12.29 |    10.22 |   -17%
    09 |     9.82 |     9.73 |    -1%
+   10 |    31.52 |    18.27 |   -42%
+   13 |    93.94 |    57.16 |   -39%
+   15 |    15.30 |     8.44 |   -45%
+   16 |    14.05 |    11.11 |   -21%
+   17 |   254.54 |   172.85 |   -32%
+   19 |    46.57 |    33.90 |   -27%
+   25 |   252.63 |   172.17 |   -32%
+   26 |    13.47 |    11.02 |   -18%
+   28 |     9.77 |     8.10 |   -17%
+   29 |   254.01 |   172.85 |   -32%
+   31 |    38.73 |    30.54 |   -21%
+   32 |     7.23 |     5.85 |   -19%
+   34 |    10.68 |     7.93 |   -26%
+   35 |     8.88 |     7.60 |   -14%
+   37 |    11.15 |     9.06 |   -19%
+  39a |    13.98 |     9.91 |   -29%
+  39b |    13.94 |    10.61 |   -24%
+   41 |     3.43 |     3.05 |   -11%
+   42 |     3.14 |     2.60 |   -17%
+   43 |     2.75 |     2.44 |   -11%
+   45 |    26.24 |    17.83 |   -32%
+   48 |    43.33 |    22.85 |   -47%
+   50 |    25.51 |    20.29 |   -20%
+   52 |     3.21 |     2.62 |   -19%
+   55 |     3.25 |     2.69 |   -17%
+   62 |    10.21 |     8.56 |   -16%
+   65 |     7.58 |     5.83 |   -23%
+   69 |    13.02 |    11.46 |   -12%
+   73 |    10.77 |     7.98 |   -26%
+   79 |    10.00 |     7.59 |   -24%
+   81 |    20.04 |    14.18 |   -29%
+   82 |    13.00 |     7.64 |   -41%
+   83 |    14.14 |    10.40 |   -26%
+   85 |   808.87 |   447.59 |   -45%
+   88 |    57.38 |    45.43 |   -21%
+   91 |    39.80 |    32.66 |   -18%
+   92 |     7.32 |     5.88 |   -20%
+   93 |     1.74 |     1.44 |   -17%
+   94 |    14.92 |    11.73 |   -21%
+   95 |    31.67 |    19.10 |   -40%
+   96 |     4.63 |     4.15 |   -10%
-   97 |     3.21 |     3.44 |    +7%
+   99 |    10.27 |     8.61 |   -16%
 ------|----------|----------|--------
+  Sum |  2326.56 |  1515.36 |   -35%
TPC-C
          Item |      old |      new | Change
 --------------|----------|----------|--------
+     Delivery |    40.76 |    16.53 |   -59%
+    New-Order |    28.59 |     6.50 |   -77%
+ Order-Status |     1.13 |     0.63 |   -45%
+      Payment |     5.60 |     1.42 |   -75%
+  Stock-Level |     2.22 |     1.18 |   -47%
 --------------|----------|----------|--------
+          Sum |    78.31 |    26.25 |   -66%
SSB
  Item |      old |      new | Change
 ------|----------|----------|--------
   1.1 |     2.38 |     2.29 |    -4%
   1.2 |     2.25 |     2.31 |    +3%
   1.3 |     2.28 |     2.29 |     0%
+  2.1 |     4.47 |     3.90 |   -13%
+  2.2 |     4.45 |     3.96 |   -11%
+  2.3 |     4.27 |     3.82 |   -11%
+  3.1 |     4.52 |     3.89 |   -14%
+  3.2 |     4.88 |     4.29 |   -12%
+  3.3 |     6.32 |     5.65 |   -11%
+  3.4 |     4.41 |     3.83 |   -13%
+  4.1 |    11.52 |    10.77 |    -7%
+  4.2 |    10.39 |     9.75 |    -6%
+  4.3 |    10.21 |     8.56 |   -16%
 ------|----------|----------|--------
+  Sum |    72.34 |    65.30 |   -10%
JOB
  Item |      old |      new | Change
 ------|----------|----------|--------
+  10a |    56.23 |    41.24 |   -27%
+  10b |    60.01 |    44.59 |   -26%
+  10c |    59.16 |    41.85 |   -29%
+  11a |   224.36 |   156.99 |   -30%
+  11b |   229.98 |   159.06 |   -31%
+  11c |   229.00 |   156.24 |   -32%
+  11d |   227.65 |   155.33 |   -32%
+  12a |   407.20 |   292.19 |   -28%
+  12b |   407.49 |   286.35 |   -30%
+  12c |   413.47 |   294.55 |   -29%
+  13a |    38.91 |    30.57 |   -21%
+  13b |    57.13 |    39.20 |   -31%
+  13c |    57.02 |    39.18 |   -31%
+  13d |    50.56 |    37.28 |   -26%
+  14a |   396.84 |   290.17 |   -27%
+  14b |   395.97 |   293.18 |   -26%
+  14c |   396.23 |   290.61 |   -27%
+  15a |   101.89 |    71.38 |   -30%
+  15b |    96.36 |    68.27 |   -29%
+  15c |   102.64 |    69.33 |   -32%
+  15d |    88.98 |    67.00 |   -25%
+  16a |   554.94 |   357.52 |   -36%
+  16b |   548.58 |   351.69 |   -36%
+  16c |   544.02 |   356.48 |   -34%
+  16d |   555.52 |   358.61 |   -35%
+  17a |   224.96 |   165.84 |   -26%
+  17b |   226.20 |   165.16 |   -27%
+  17c |   226.17 |   166.87 |   -26%
+  17d |   227.61 |   163.82 |   -28%
+  17e |   233.50 |   168.51 |   -28%
+  17f |   229.05 |   164.59 |   -28%
+  18a |   236.80 |   164.47 |   -31%
+  18b |   226.33 |   165.42 |   -27%
+  18c |   230.73 |   158.48 |   -31%
+  19a |   131.49 |    63.06 |   -52%
+  19b |   113.76 |    61.48 |   -46%
+  19c |   113.65 |    60.64 |   -47%
+  19d |   108.10 |    59.67 |   -45%
+   1a |    14.68 |    11.31 |   -23%
+   1b |    12.22 |    10.02 |   -18%
+   1c |    12.47 |    10.10 |   -19%
+   1d |    13.71 |    11.34 |   -17%
+  20a |    51.33 |    39.39 |   -23%
+  20b |    51.97 |    39.55 |   -24%
+  20c |    54.31 |    42.32 |   -22%
+  21a |    58.08 |    28.75 |   -50%
+  21b |    48.53 |    27.31 |   -44%
+  21c |    60.08 |    29.02 |   -52%
+  22a |   107.83 |    68.43 |   -37%
+  22b |   107.96 |    68.86 |   -36%
+  22c |   116.64 |    68.99 |   -41%
+  22d |   127.77 |    84.98 |   -33%
+  23a |    94.93 |    72.02 |   -24%
+  23b |   104.58 |    79.12 |   -24%
+  23c |    94.98 |    72.25 |   -24%
+  24a |   177.28 |   107.43 |   -39%
+  24b |   177.71 |   110.80 |   -38%
+  25a |   103.09 |    75.47 |   -27%
+  25b |   107.75 |    79.68 |   -26%
+  25c |   107.96 |    73.59 |   -32%
+  26a |   124.05 |    94.14 |   -24%
+  26b |   105.23 |    87.77 |   -17%
+  26c |   109.34 |    88.72 |   -19%
+  27a |    92.51 |    52.41 |   -43%
+  27b |    91.78 |    52.52 |   -43%
+  27c |   100.10 |    53.28 |   -47%
+  28a |   207.76 |   137.48 |   -34%
+  28b |   197.51 |   136.29 |   -31%
+  28c |   207.22 |   137.95 |   -33%
+  29a |   391.92 |   255.23 |   -35%
+  29b |   389.83 |   252.91 |   -35%
+  29c |   377.76 |   223.67 |   -41%
+   2a |    16.87 |    14.04 |   -17%
+   2b |    16.92 |    14.02 |   -17%
+   2c |    16.92 |    14.04 |   -17%
+   2d |    17.06 |    14.09 |   -17%
+  30a |   202.12 |   148.43 |   -27%
+  30b |   207.09 |   150.28 |   -27%
+  30c |   208.49 |   147.10 |   -29%
+  31a |   239.87 |   159.18 |   -34%
+  31b |   258.81 |   166.34 |   -36%
+  31c |   245.69 |   158.76 |   -35%
+  32a |    30.75 |    20.53 |   -33%
+  32b |    30.59 |    20.55 |   -33%
+  33a |   109.09 |    64.32 |   -41%
+  33b |   105.27 |    67.29 |   -36%
+  33c |   110.55 |    64.90 |   -41%
+   3a |    12.92 |     7.71 |   -40%
+   3b |     8.45 |     7.19 |   -15%
+   3c |    14.08 |     7.81 |   -45%
+   4a |    13.68 |    11.73 |   -14%
+   4b |    13.09 |    11.59 |   -11%
+   4c |    13.74 |    11.70 |   -15%
+   5a |    23.00 |    12.22 |   -47%
+   5b |    17.59 |    11.94 |   -32%
+   5c |    25.25 |    12.36 |   -51%
+   6a |    20.33 |    16.57 |   -19%
+   6b |    26.17 |    19.06 |   -27%
+   6c |    28.70 |    20.95 |   -27%
+   6d |    24.02 |    17.30 |   -28%
+   6e |    20.28 |    16.68 |   -18%
+   6f |    34.05 |    21.58 |   -37%
+   7a |   430.66 |   295.77 |   -31%
+   7b |   444.26 |   305.58 |   -31%
+   7c |   465.01 |   308.79 |   -34%
+   8a |   100.37 |    72.36 |   -28%
+   8b |   109.37 |    74.92 |   -32%
+   8c |    95.96 |    66.64 |   -31%
+   8d |    94.69 |    65.85 |   -30%
+   9a |   212.09 |   138.04 |   -35%
+   9b |   205.62 |   139.74 |   -32%
+   9c |   205.81 |   133.48 |   -35%
+   9d |   204.80 |   133.01 |   -35%
 ------|----------|----------|--------
+  Sum | 17709.47 | 12024.40 |   -32%

@dey4ss
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dey4ss commented Apr 30, 2024

Still, cardinality estimation is a black hole for performance, and I have not totally figured out all problems. However, I think that there's more than enough material for this PR. What's your opinion, @Bouncner?

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Not done with all tests yet. But I won't be on the PC for a couple of days and some people might be bored sitting in korean banks.

src/lib/statistics/attribute_statistics.hpp Outdated Show resolved Hide resolved
src/lib/optimizer/join_ordering/dp_ccp.hpp Outdated Show resolved Hide resolved
src/lib/statistics/attribute_statistics.cpp Outdated Show resolved Hide resolved
@@ -58,13 +52,13 @@ std::ostream& operator<<(std::ostream& stream, const AttributeStatistics<T>& att
}

if (attribute_statistics.min_max_filter) {
// TODO(anybody) implement printing of MinMaxFilter if ever required
stream << "Has MinMaxFilter\n";
stream << "MinMaxFilter: " << *attribute_statistics.min_max_filter << '\n';
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Reminder for me. Looks strange ...

src/test/lib/statistics/attribute_statistics_test.cpp Outdated Show resolved Hide resolved
src/test/lib/statistics/attribute_statistics_test.cpp Outdated Show resolved Hide resolved
src/lib/statistics/attribute_statistics.cpp Show resolved Hide resolved
Has MinMaxFilter
Has RangeFilter
MinMaxFilter: {0 100}
RangeFilter: { 0->100 }
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Not a big fan of this input. As we should test more ranges IMO.

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Added another range

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dey4ss commented May 27, 2024

Benchmark all

TPC-H results are unexpected, I'll rerun those. See below for more recent version.

**System**
nemea - click to expand
property value
Hostname nemea
CPU Intel(R) Xeon(R) Platinum 8180 CPU @ 2.50GHz
Memory 645GB
numactl nodebind: 2
numactl membind: 2

Commit Info and Build Time

commit date message build time
804f9ed 23.05.2024 15:26 Fix for benchmark_all.sh output (#2644) real 426.26 user 3640.96 sys 108.85
72005ca 27.05.2024 02:26 merge real 357.21 user 3455.39 sys 113.16

hyriseBenchmarkTPCH - single-threaded, SF 10.0

Sum of avg. item runtimes: -17% || Geometric mean of throughput changes: +21%
Configuration Overview - click to expand
 +Configuration Overview----+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_804f9ed10d7ee197868614287ec5403b3728c205_st.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_72005cad13851f371f2ae8db5998839820daba92_st.json |
 +--------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                         | 72005cad13851f371f2ae8db5998839820daba92-dirty                                                                                         |
 |  benchmark_mode          | Ordered                                                                                                                                | Ordered                                                                                                                                |
 |  build_type              | release                                                                                                                                | release                                                                                                                                |
 |  chunk_indexes           | False                                                                                                                                  | False                                                                                                                                  |
 |  chunk_size              | 65535                                                                                                                                  | 65535                                                                                                                                  |
 |  clients                 | 1                                                                                                                                      | 1                                                                                                                                      |
 |  clustering              | None                                                                                                                                   | None                                                                                                                                   |
 |  compiler                | clang 15.0.7                                                                                                                           | clang 15.0.7                                                                                                                           |
 |  cores                   | 0                                                                                                                                      | 0                                                                                                                                      |
 |  data_preparation_cores  | 0                                                                                                                                      | 0                                                                                                                                      |
 |  date                    | 2024-05-26 12:44:56                                                                                                                    | 2024-05-27 02:42:43                                                                                                                    |
 |  encoding                | {'default': {'encoding': 'Dictionary'}}                                                                                                | {'default': {'encoding': 'Dictionary'}}                                                                                                |
 |  max_duration            | 60000000000                                                                                                                            | 60000000000                                                                                                                            |
 |  max_runs                | 50                                                                                                                                     | 50                                                                                                                                     |
 |  scale_factor            | 10.0                                                                                                                                   | 10.0                                                                                                                                   |
 |  time_unit               | ns                                                                                                                                     | ns                                                                                                                                     |
 |  use_prepared_statements | False                                                                                                                                  | False                                                                                                                                  |
 |  using_scheduler         | False                                                                                                                                  | False                                                                                                                                  |
 |  verify                  | False                                                                                                                                  | False                                                                                                                                  |
 |  warmup_duration         | 1000000000                                                                                                                             | 1000000000                                                                                                                             |
 +--------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item     || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |          ||      old |      new |        ||      old |      new |        |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
+| TPC-H 01 ||  8048.02 |  6475.15 |  -20%  ||     0.12 |     0.15 |  +24%  |                    ˅ |
+| TPC-H 02 ||    64.86 |    45.94 |  -29%˄ ||    15.42 |    21.76 |  +41%˄ | (run time too short) |
+| TPC-H 03 ||  1597.70 |  1322.16 |  -17%  ||     0.63 |     0.76 |  +21%  |               0.0000 |
+| TPC-H 04 ||  1745.14 |  1391.12 |  -20%  ||     0.57 |     0.72 |  +25%  |               0.0000 |
+| TPC-H 05 ||  2580.28 |  2211.39 |  -14%  ||     0.39 |     0.45 |  +17%  |               0.0000 |
+| TPC-H 06 ||   194.04 |   160.71 |  -17%˄ ||     5.15 |     6.22 |  +21%˄ | (run time too short) |
+| TPC-H 07 ||  1009.70 |   816.55 |  -19%˄ ||     0.99 |     1.22 |  +24%˄ | (run time too short) |
+| TPC-H 08 ||   637.86 |   516.65 |  -19%˄ ||     1.57 |     1.94 |  +23%˄ | (run time too short) |
+| TPC-H 09 ||  6224.41 |  5087.43 |  -18%  ||     0.16 |     0.20 |  +22%  |               0.0000 |
+| TPC-H 10 ||  1561.10 |  1283.42 |  -18%  ||     0.64 |     0.78 |  +22%  |               0.0000 |
+| TPC-H 11 ||    77.96 |    63.34 |  -19%˄ ||    12.83 |    15.79 |  +23%˄ | (run time too short) |
+| TPC-H 12 ||  1124.59 |   993.75 |  -12%˄ ||     0.89 |     1.01 |  +13%˄ | (run time too short) |
+| TPC-H 13 ||  6008.21 |  4855.71 |  -19%  ||     0.17 |     0.21 |  +24%  |               0.0000 |
+| TPC-H 14 ||   506.88 |   415.01 |  -18%˄ ||     1.97 |     2.41 |  +22%˄ | (run time too short) |
+| TPC-H 15 ||   215.97 |   185.42 |  -14%˄ ||     4.63 |     5.39 |  +16%˄ | (run time too short) |
+| TPC-H 16 ||   696.67 |   560.22 |  -20%˄ ||     1.44 |     1.79 |  +24%˄ | (run time too short) |
+| TPC-H 17 ||   270.92 |   221.56 |  -18%˄ ||     3.69 |     4.51 |  +22%˄ | (run time too short) |
+| TPC-H 18 ||  2189.00 |  1923.24 |  -12%  ||     0.46 |     0.52 |  +14%  |               0.0002 |
+| TPC-H 19 ||   249.52 |   208.20 |  -17%˄ ||     4.01 |     4.80 |  +20%˄ | (run time too short) |
+| TPC-H 20 ||   606.02 |   533.76 |  -12%˄ ||     1.65 |     1.87 |  +14%˄ | (run time too short) |
+| TPC-H 21 ||  4666.35 |  3970.45 |  -15%  ||     0.21 |     0.25 |  +18%  |               0.0000 |
+| TPC-H 22 ||   532.34 |   463.45 |  -13%˄ ||     1.88 |     2.16 |  +15%˄ | (run time too short) |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
+| Sum      || 40807.55 | 33704.65 |  -17%  ||          |          |        |                      |
+| Geomean  ||          |          |        ||          |          |  +21%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                         |
 |          || ˅ Insufficient number of runs for p-value calculation                               |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - single-threaded, SF 0.01

Sum of avg. item runtimes: -36% || Geometric mean of throughput changes: +46%
Configuration Overview - click to expand
 +Configuration Overview----+--------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_804f9ed10d7ee197868614287ec5403b3728c205_st_s01.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_72005cad13851f371f2ae8db5998839820daba92_st_s01.json |
 +--------------------------+--------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                             | 72005cad13851f371f2ae8db5998839820daba92-dirty                                                                                             |
 |  benchmark_mode          | Ordered                                                                                                                                    | Ordered                                                                                                                                    |
 |  build_type              | release                                                                                                                                    | release                                                                                                                                    |
 |  chunk_indexes           | False                                                                                                                                      | False                                                                                                                                      |
 |  chunk_size              | 65535                                                                                                                                      | 65535                                                                                                                                      |
 |  clients                 | 1                                                                                                                                          | 1                                                                                                                                          |
 |  clustering              | None                                                                                                                                       | None                                                                                                                                       |
 |  compiler                | clang 15.0.7                                                                                                                               | clang 15.0.7                                                                                                                               |
 |  cores                   | 0                                                                                                                                          | 0                                                                                                                                          |
 |  data_preparation_cores  | 0                                                                                                                                          | 0                                                                                                                                          |
 |  date                    | 2024-05-26 13:01:57                                                                                                                        | 2024-05-27 02:58:37                                                                                                                        |
 |  encoding                | {'default': {'encoding': 'Dictionary'}}                                                                                                    | {'default': {'encoding': 'Dictionary'}}                                                                                                    |
 |  max_duration            | 60000000000                                                                                                                                | 60000000000                                                                                                                                |
 |  max_runs                | 50                                                                                                                                         | 50                                                                                                                                         |
 |  scale_factor            | 0.009999999776482582                                                                                                                       | 0.009999999776482582                                                                                                                       |
 |  time_unit               | ns                                                                                                                                         | ns                                                                                                                                         |
 |  use_prepared_statements | False                                                                                                                                      | False                                                                                                                                      |
 |  using_scheduler         | False                                                                                                                                      | False                                                                                                                                      |
 |  verify                  | False                                                                                                                                      | False                                                                                                                                      |
 |  warmup_duration         | 1000000000                                                                                                                                 | 1000000000                                                                                                                                 |
 +--------------------------+--------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item     || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |          ||      old |     new |        ||      old |      new |        |                      |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 | TPC-H 01 ||     5.31 |    5.20 |   -2%˄ ||   188.42 |   192.29 |   +2%˄ | (run time too short) |
+| TPC-H 02 ||     5.63 |    4.03 |  -28%˄ ||   177.67 |   248.11 |  +40%˄ | (run time too short) |
+| TPC-H 03 ||     0.69 |    0.57 |  -18%˄ ||  1439.19 |  1748.79 |  +22%˄ | (run time too short) |
+| TPC-H 04 ||     0.59 |    0.44 |  -25%˄ ||  1703.41 |  2279.13 |  +34%˄ | (run time too short) |
+| TPC-H 05 ||     1.39 |    1.00 |  -29%˄ ||   716.97 |  1003.61 |  +40%˄ | (run time too short) |
+| TPC-H 06 ||     0.22 |    0.18 |  -20%˄ ||  4441.16 |  5529.39 |  +25%˄ | (run time too short) |
+| TPC-H 07 ||    17.97 |    9.94 |  -45%˄ ||    55.65 |   100.62 |  +81%˄ | (run time too short) |
+| TPC-H 08 ||    24.08 |   15.85 |  -34%˄ ||    41.53 |    63.10 |  +52%˄ | (run time too short) |
+| TPC-H 09 ||     8.50 |    3.93 |  -54%˄ ||   117.66 |   254.32 | +116%˄ | (run time too short) |
+| TPC-H 10 ||     0.89 |    0.65 |  -27%˄ ||  1116.85 |  1537.02 |  +38%˄ | (run time too short) |
+| TPC-H 11 ||     0.32 |    0.21 |  -34%˄ ||  3148.99 |  4760.64 |  +51%˄ | (run time too short) |
+| TPC-H 12 ||     0.76 |    0.62 |  -18%˄ ||  1308.77 |  1600.24 |  +22%˄ | (run time too short) |
+| TPC-H 13 ||     2.63 |    2.07 |  -21%˄ ||   379.86 |   481.59 |  +27%˄ | (run time too short) |
+| TPC-H 14 ||     0.55 |    0.34 |  -37%˄ ||  1824.34 |  2910.40 |  +60%˄ | (run time too short) |
+| TPC-H 15 ||     1.85 |    1.23 |  -33%˄ ||   537.29 |   806.94 |  +50%˄ | (run time too short) |
+| TPC-H 16 ||     3.13 |    2.01 |  -36%˄ ||   318.77 |   496.74 |  +56%˄ | (run time too short) |
+| TPC-H 17 ||     1.19 |    0.68 |  -43%˄ ||   836.99 |  1462.48 |  +75%˄ | (run time too short) |
+| TPC-H 18 ||     1.54 |    1.15 |  -25%˄ ||   647.89 |   868.02 |  +34%˄ | (run time too short) |
+| TPC-H 19 ||     8.62 |    4.62 |  -46%˄ ||   115.99 |   216.27 |  +86%˄ | (run time too short) |
+| TPC-H 20 ||     4.11 |    2.69 |  -35%˄ ||   243.25 |   371.63 |  +53%˄ | (run time too short) |
+| TPC-H 21 ||     1.59 |    1.07 |  -33%˄ ||   626.74 |   929.76 |  +48%˄ | (run time too short) |
+| TPC-H 22 ||     1.66 |    1.15 |  -31%˄ ||   600.50 |   871.26 |  +45%˄ | (run time too short) |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
+| Sum      ||    93.23 |   59.63 |  -36%  ||          |          |        |                      |
+| Geomean  ||          |         |        ||          |          |  +46%  |                      |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                        |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - multi-threaded, ordered, 1 client, 28 cores, SF 10.0

Sum of avg. item runtimes: -11% || Geometric mean of throughput changes: +7%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_804f9ed10d7ee197868614287ec5403b3728c205_mt_ordered.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_72005cad13851f371f2ae8db5998839820daba92_mt_ordered.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                 | 72005cad13851f371f2ae8db5998839820daba92-dirty                                                                                                 |
 |  benchmark_mode               | Ordered                                                                                                                                        | Ordered                                                                                                                                        |
 |  build_type                   | release                                                                                                                                        | release                                                                                                                                        |
 |  chunk_indexes                | False                                                                                                                                          | False                                                                                                                                          |
 |  chunk_size                   | 65535                                                                                                                                          | 65535                                                                                                                                          |
 |  clients                      | 1                                                                                                                                              | 1                                                                                                                                              |
 |  clustering                   | None                                                                                                                                           | None                                                                                                                                           |
 |  compiler                     | clang 15.0.7                                                                                                                                   | clang 15.0.7                                                                                                                                   |
 |  cores                        | 28                                                                                                                                             | 28                                                                                                                                             |
 |  data_preparation_cores       | 0                                                                                                                                              | 0                                                                                                                                              |
 |  date                         | 2024-05-26 13:02:24                                                                                                                            | 2024-05-27 02:59:02                                                                                                                            |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                        | {'default': {'encoding': 'Dictionary'}}                                                                                                        |
 |  max_duration                 | 60000000000                                                                                                                                    | 60000000000                                                                                                                                    |
 |  max_runs                     | 50                                                                                                                                             | 50                                                                                                                                             |
 |  scale_factor                 | 10.0                                                                                                                                           | 10.0                                                                                                                                           |
 |  time_unit                    | ns                                                                                                                                             | ns                                                                                                                                             |
 |  use_prepared_statements      | False                                                                                                                                          | False                                                                                                                                          |
 |  using_scheduler              | True                                                                                                                                           | True                                                                                                                                           |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                     | [0, 0, 28]                                                                                                                                     |
 |  verify                       | False                                                                                                                                          | False                                                                                                                                          |
 |  warmup_duration              | 1000000000                                                                                                                                     | 1000000000                                                                                                                                     |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item     || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |          ||      old |      new |        ||      old |      new |        |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
+| TPC-H 01 ||  5854.05 |  4672.96 |  -20%  ||     0.17 |     0.21 |  +25%  |               0.0000 |
+| TPC-H 02 ||    63.01 |    59.68 |   -5%˄ ||    15.86 |    16.71 |   +5%˄ | (run time too short) |
+| TPC-H 03 ||   659.43 |   582.43 |  -12%˄ ||     1.52 |     1.72 |  +13%˄ | (run time too short) |
+| TPC-H 04 ||   567.18 |   512.58 |  -10%˄ ||     1.76 |     1.95 |  +11%˄ | (run time too short) |
+| TPC-H 05 ||   582.47 |   517.37 |  -11%˄ ||     1.72 |     1.93 |  +13%˄ | (run time too short) |
+| TPC-H 06 ||    68.02 |    61.28 |  -10%˄ ||    14.69 |    16.27 |  +11%˄ | (run time too short) |
+| TPC-H 07 ||   289.72 |   257.36 |  -11%˄ ||     3.45 |     3.88 |  +13%˄ | (run time too short) |
+| TPC-H 08 ||   280.30 |   246.10 |  -12%˄ ||     3.57 |     4.06 |  +14%˄ | (run time too short) |
+| TPC-H 09 ||  1926.02 |  1637.80 |  -15%  ||     0.52 |     0.61 |  +18%  |               0.0000 |
+| TPC-H 10 ||   599.26 |   538.55 |  -10%˄ ||     1.67 |     1.86 |  +11%˄ | (run time too short) |
 | TPC-H 11 ||    62.71 |    63.38 |   +1%˄ ||    15.91 |    15.74 |   -1%˄ | (run time too short) |
 | TPC-H 12 ||   455.52 |   453.91 |   -0%˄ ||     2.19 |     2.20 |   +0%˄ | (run time too short) |
 | TPC-H 13 ||  2207.62 |  2215.95 |   +0%  ||     0.45 |     0.45 |   -0%  |               0.3520 |
 | TPC-H 14 ||   143.49 |   143.80 |   +0%˄ ||     6.96 |     6.95 |   -0%˄ | (run time too short) |
 | TPC-H 15 ||   140.85 |   138.64 |   -2%˄ ||     7.09 |     7.21 |   +2%˄ | (run time too short) |
 | TPC-H 16 ||   624.91 |   622.76 |   -0%˄ ||     1.60 |     1.61 |   +0%˄ | (run time too short) |
 | TPC-H 17 ||    75.86 |    74.41 |   -2%˄ ||    13.15 |    13.41 |   +2%˄ | (run time too short) |
 | TPC-H 18 ||  2210.68 |  2126.05 |   -4%  ||     0.45 |     0.47 |   +4%  |               0.1220 |
+| TPC-H 19 ||   123.86 |   110.74 |  -11%˄ ||     8.06 |     9.02 |  +12%˄ | (run time too short) |
 | TPC-H 20 ||   213.87 |   204.71 |   -4%˄ ||     4.67 |     4.88 |   +4%˄ | (run time too short) |
 | TPC-H 21 ||   880.12 |   867.44 |   -1%˄ ||     1.14 |     1.15 |   +1%˄ | (run time too short) |
 | TPC-H 22 ||   146.25 |   148.04 |   +1%˄ ||     6.83 |     6.75 |   -1%˄ | (run time too short) |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
+| Sum      || 18175.18 | 16255.94 |  -11%  ||          |          |        |                      |
+| Geomean  ||          |          |        ||          |          |   +7%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                         |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - multi-threaded, shuffled, 28 clients, 28 cores, SF 10.0

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_804f9ed10d7ee197868614287ec5403b3728c205_mt.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_72005cad13851f371f2ae8db5998839820daba92_mt.json |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                         | 72005cad13851f371f2ae8db5998839820daba92-dirty                                                                                         |
 |  benchmark_mode               | Shuffled                                                                                                                               | Shuffled                                                                                                                               |
 |  build_type                   | release                                                                                                                                | release                                                                                                                                |
 |  chunk_indexes                | False                                                                                                                                  | False                                                                                                                                  |
 |  chunk_size                   | 65535                                                                                                                                  | 65535                                                                                                                                  |
 |  clients                      | 28                                                                                                                                     | 28                                                                                                                                     |
 |  clustering                   | None                                                                                                                                   | None                                                                                                                                   |
 |  compiler                     | clang 15.0.7                                                                                                                           | clang 15.0.7                                                                                                                           |
 |  cores                        | 28                                                                                                                                     | 28                                                                                                                                     |
 |  data_preparation_cores       | 0                                                                                                                                      | 0                                                                                                                                      |
 |  date                         | 2024-05-26 13:14:29                                                                                                                    | 2024-05-27 03:10:24                                                                                                                    |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                | {'default': {'encoding': 'Dictionary'}}                                                                                                |
 |  max_duration                 | 1200000000000                                                                                                                          | 1200000000000                                                                                                                          |
 |  max_runs                     | -1                                                                                                                                     | -1                                                                                                                                     |
 |  scale_factor                 | 10.0                                                                                                                                   | 10.0                                                                                                                                   |
 |  time_unit                    | ns                                                                                                                                     | ns                                                                                                                                     |
 |  use_prepared_statements      | False                                                                                                                                  | False                                                                                                                                  |
 |  using_scheduler              | True                                                                                                                                   | True                                                                                                                                   |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                             | [0, 0, 28]                                                                                                                             |
 |  verify                       | False                                                                                                                                  | False                                                                                                                                  |
 |  warmup_duration              | 0                                                                                                                                      | 0                                                                                                                                      |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | Item     || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |          ||      old |      new |        ||      old |      new |        |         |
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | TPC-H 01 ||  6442.16 |  6311.85 |   -2%  ||     0.56 |     0.56 |   +1%  |  0.1469 |
 | TPC-H 02 ||   428.69 |   415.63 |   -3%  ||     0.56 |     0.56 |   +0%  |  0.8688 |
 | TPC-H 03 ||  2219.02 |  2172.03 |   -2%  ||     0.56 |     0.56 |   +0%  |  0.7306 |
 | TPC-H 04 ||  1983.94 |  1998.19 |   +1%  ||     0.56 |     0.56 |   +0%  |  0.9206 |
 | TPC-H 05 ||  3138.91 |  3240.01 |   +3%  ||     0.56 |     0.56 |   +1%  |  0.6063 |
 | TPC-H 06 ||   634.19 |   638.48 |   +1%  ||     0.56 |     0.56 |   +0%  |  0.9580 |
+| TPC-H 07 ||  2687.72 |  2444.46 |   -9%  ||     0.56 |     0.56 |   +0%  |  0.1939 |
 | TPC-H 08 ||  1881.42 |  1951.50 |   +4%  ||     0.56 |     0.56 |   +1%  |  0.6412 |
 | TPC-H 09 ||  4956.20 |  5038.38 |   +2%  ||     0.56 |     0.56 |   +0%  |  0.6734 |
 | TPC-H 10 ||  2774.58 |  2744.57 |   -1%  ||     0.56 |     0.56 |   +1%  |  0.8676 |
+| TPC-H 11 ||   395.00 |   347.79 |  -12%  ||     0.56 |     0.56 |   +0%  |  0.4622 |
-| TPC-H 12 ||  1993.56 |  2100.10 |   +5%  ||     0.56 |     0.56 |   +0%  |  0.4456 |
 | TPC-H 13 ||  4818.37 |  4852.43 |   +1%  ||     0.56 |     0.56 |   +0%  |  0.7835 |
+| TPC-H 14 ||  1041.57 |   819.57 |  -21%  ||     0.56 |     0.56 |   +0%  |  0.0376 |
-| TPC-H 15 ||   530.74 |   579.00 |   +9%  ||     0.56 |     0.56 |   +0%  |  0.5110 |
-| TPC-H 16 ||  1733.38 |  1812.90 |   +5%  ||     0.56 |     0.56 |   +0%  |  0.5240 |
 | TPC-H 17 ||   800.40 |   774.02 |   -3%  ||     0.56 |     0.56 |   +0%  |  0.8152 |
-| TPC-H 18 ||  3509.53 |  3733.33 |   +6%  ||     0.56 |     0.56 |   +0%  |  0.0845 |
 | TPC-H 19 ||   956.31 |   988.10 |   +3%  ||     0.56 |     0.56 |   +0%  |  0.7899 |
 | TPC-H 20 ||  1522.73 |  1556.42 |   +2%  ||     0.56 |     0.56 |   +0%  |  0.8050 |
+| TPC-H 21 ||  4578.39 |  4078.21 |  -11%  ||     0.56 |     0.56 |   +0%  |  0.0256 |
-| TPC-H 22 ||   810.88 |  1053.69 |  +30%  ||     0.56 |     0.56 |   +0%  |  0.0197 |
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | Sum      || 49837.69 | 49650.65 |   -0%  ||          |          |        |         |
 | Geomean  ||          |          |        ||          |          |   +0%  |         |
 +----------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCDS - single-threaded

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_804f9ed10d7ee197868614287ec5403b3728c205_st.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_72005cad13851f371f2ae8db5998839820daba92_st.json |
 +-------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                          | 72005cad13851f371f2ae8db5998839820daba92-dirty                                                                                          |
 |  benchmark_mode         | Ordered                                                                                                                                 | Ordered                                                                                                                                 |
 |  build_type             | release                                                                                                                                 | release                                                                                                                                 |
 |  chunk_indexes          | False                                                                                                                                   | False                                                                                                                                   |
 |  chunk_size             | 65535                                                                                                                                   | 65535                                                                                                                                   |
 |  clients                | 1                                                                                                                                       | 1                                                                                                                                       |
 |  compiler               | clang 15.0.7                                                                                                                            | clang 15.0.7                                                                                                                            |
 |  cores                  | 0                                                                                                                                       | 0                                                                                                                                       |
 |  data_preparation_cores | 0                                                                                                                                       | 0                                                                                                                                       |
 |  date                   | 2024-05-26 13:36:09                                                                                                                     | 2024-05-27 03:32:02                                                                                                                     |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                 | {'default': {'encoding': 'Dictionary'}}                                                                                                 |
 |  max_duration           | 60000000000                                                                                                                             | 60000000000                                                                                                                             |
 |  max_runs               | 50                                                                                                                                      | 50                                                                                                                                      |
 |  time_unit              | ns                                                                                                                                      | ns                                                                                                                                      |
 |  using_scheduler        | False                                                                                                                                   | False                                                                                                                                   |
 |  verify                 | False                                                                                                                                   | False                                                                                                                                   |
 |  warmup_duration        | 1000000000                                                                                                                              | 1000000000                                                                                                                              |
 +-------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 01      ||   244.74 |   244.67 |   -0%˄ ||     4.09 |     4.09 |   +0%˄ | (run time too short) |
 | 03      ||    81.29 |    80.72 |   -1%˄ ||    12.30 |    12.39 |   +1%˄ | (run time too short) |
 | 06      ||   198.89 |   197.32 |   -1%˄ ||     5.03 |     5.07 |   +1%˄ | (run time too short) |
 | 07      ||   318.48 |   312.83 |   -2%˄ ||     3.14 |     3.20 |   +2%˄ | (run time too short) |
 | 09      ||   673.89 |   666.26 |   -1%˄ ||     1.48 |     1.50 |   +1%˄ | (run time too short) |
 | 10      ||   164.05 |   162.46 |   -1%˄ ||     6.10 |     6.16 |   +1%˄ | (run time too short) |
 | 13      ||   519.10 |   517.43 |   -0%˄ ||     1.93 |     1.93 |   +0%˄ | (run time too short) |
 | 15      ||   113.72 |   115.28 |   +1%˄ ||     8.79 |     8.67 |   -1%˄ | (run time too short) |
 | 16      ||    82.70 |    82.02 |   -1%˄ ||    12.09 |    12.19 |   +1%˄ | (run time too short) |
 | 17      ||   337.21 |   334.75 |   -1%˄ ||     2.97 |     2.99 |   +1%˄ | (run time too short) |
 | 19      ||   118.87 |   117.69 |   -1%˄ ||     8.41 |     8.50 |   +1%˄ | (run time too short) |
 | 25      ||   193.27 |   190.82 |   -1%˄ ||     5.17 |     5.24 |   +1%˄ | (run time too short) |
 | 26      ||   139.16 |   137.84 |   -1%˄ ||     7.19 |     7.25 |   +1%˄ | (run time too short) |
 | 28      ||   606.47 |   596.87 |   -2%˄ ||     1.65 |     1.68 |   +2%˄ | (run time too short) |
 | 29      ||   495.33 |   497.50 |   +0%˄ ||     2.02 |     2.01 |   -0%˄ | (run time too short) |
 | 31      ||  1355.40 |  1354.72 |   -0%  ||     0.74 |     0.74 |   +0%  |               0.8081 |
 | 32      ||    40.91 |    42.54 |   +4%˄ ||    24.44 |    23.51 |   -4%˄ | (run time too short) |
 | 34      ||   171.23 |   172.70 |   +1%˄ ||     5.84 |     5.79 |   -1%˄ | (run time too short) |
 | 35      ||   628.19 |   628.08 |   -0%˄ ||     1.59 |     1.59 |   +0%˄ | (run time too short) |
-| 37      ||   490.05 |   524.34 |   +7%˄ ||     2.04 |     1.91 |   -7%˄ | (run time too short) |
 | 39a     ||  1703.01 |  1742.48 |   +2%  ||     0.59 |     0.57 |   -2%  |               0.0117 |
 | 39b     ||  1666.42 |  1714.36 |   +3%  ||     0.60 |     0.58 |   -3%  |               0.0001 |
 | 41      ||   293.71 |   294.60 |   +0%˄ ||     3.40 |     3.39 |   -0%˄ | (run time too short) |
 | 42      ||   100.62 |   103.42 |   +3%˄ ||     9.94 |     9.67 |   -3%˄ | (run time too short) |
 | 43      ||   984.98 |   975.88 |   -1%˄ ||     1.02 |     1.02 |   +1%˄ | (run time too short) |
 | 45      ||   119.14 |   119.36 |   +0%˄ ||     8.39 |     8.38 |   -0%˄ | (run time too short) |
 | 48      ||  1055.30 |  1032.40 |   -2%˄ ||     0.95 |     0.97 |   +2%˄ | (run time too short) |
 | 50      ||   135.90 |   135.29 |   -0%˄ ||     7.36 |     7.39 |   +0%˄ | (run time too short) |
 | 52      ||    98.74 |   100.18 |   +1%˄ ||    10.13 |     9.98 |   -1%˄ | (run time too short) |
 | 55      ||    96.13 |    97.57 |   +1%˄ ||    10.40 |    10.25 |   -1%˄ | (run time too short) |
 | 62      ||   533.94 |   531.36 |   -0%˄ ||     1.87 |     1.88 |   +0%˄ | (run time too short) |
 | 65      ||  1779.05 |  1743.64 |   -2%  ||     0.56 |     0.57 |   +2%  |               0.0078 |
 | 69      ||   172.94 |   175.28 |   +1%˄ ||     5.78 |     5.71 |   -1%˄ | (run time too short) |
 | 73      ||    95.66 |    98.17 |   +3%˄ ||    10.45 |    10.19 |   -3%˄ | (run time too short) |
 | 79      ||   489.98 |   491.40 |   +0%˄ ||     2.04 |     2.03 |   -0%˄ | (run time too short) |
 | 81      ||   153.99 |   152.17 |   -1%˄ ||     6.49 |     6.57 |   +1%˄ | (run time too short) |
-| 82      ||   553.71 |   604.12 |   +9%˄ ||     1.81 |     1.66 |   -8%˄ | (run time too short) |
 | 83      ||    38.40 |    39.99 |   +4%˄ ||    26.04 |    25.00 |   -4%˄ | (run time too short) |
 | 84      ||    13.29 |    13.29 |   +0%˄ ||    75.25 |    75.22 |   -0%˄ | (run time too short) |
 | 85      ||   157.96 |   160.03 |   +1%˄ ||     6.33 |     6.25 |   -1%˄ | (run time too short) |
 | 88      ||   775.17 |   792.62 |   +2%˄ ||     1.29 |     1.26 |   -2%˄ | (run time too short) |
 | 91      ||    14.65 |    14.57 |   -1%˄ ||    68.26 |    68.62 |   +1%˄ | (run time too short) |
 | 92      ||    30.35 |    30.08 |   -1%˄ ||    32.95 |    33.24 |   +1%˄ | (run time too short) |
 | 93      ||  3861.01 |  3859.15 |   -0%  ||     0.26 |     0.26 |   +0%  |               0.8964 |
 | 94      ||    47.14 |    47.12 |   -0%˄ ||    21.21 |    21.22 |   +0%˄ | (run time too short) |
 | 95      ||  4706.05 |  4578.26 |   -3%  ||     0.21 |     0.22 |   +3%  |               0.3490 |
 | 96      ||    78.41 |    77.61 |   -1%˄ ||    12.75 |    12.88 |   +1%˄ | (run time too short) |
 | 97      ||  4330.39 |  4161.12 |   -4%  ||     0.23 |     0.24 |   +4%  |               0.0022 |
 | 99      ||  1024.11 |  1025.98 |   +0%˄ ||     0.98 |     0.97 |   -0%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 32083.09 | 31888.32 |   -1%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -0%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCDS - multi-threaded, ordered, 1 client, 28 cores

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_804f9ed10d7ee197868614287ec5403b3728c205_mt_ordered.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_72005cad13851f371f2ae8db5998839820daba92_mt_ordered.json |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                  | 72005cad13851f371f2ae8db5998839820daba92-dirty                                                                                                  |
 |  benchmark_mode               | Ordered                                                                                                                                         | Ordered                                                                                                                                         |
 |  build_type                   | release                                                                                                                                         | release                                                                                                                                         |
 |  chunk_indexes                | False                                                                                                                                           | False                                                                                                                                           |
 |  chunk_size                   | 65535                                                                                                                                           | 65535                                                                                                                                           |
 |  clients                      | 1                                                                                                                                               | 1                                                                                                                                               |
 |  compiler                     | clang 15.0.7                                                                                                                                    | clang 15.0.7                                                                                                                                    |
 |  cores                        | 28                                                                                                                                              | 28                                                                                                                                              |
 |  data_preparation_cores       | 0                                                                                                                                               | 0                                                                                                                                               |
 |  date                         | 2024-05-26 13:55:19                                                                                                                             | 2024-05-27 03:51:19                                                                                                                             |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                         | {'default': {'encoding': 'Dictionary'}}                                                                                                         |
 |  max_duration                 | 60000000000                                                                                                                                     | 60000000000                                                                                                                                     |
 |  max_runs                     | 50                                                                                                                                              | 50                                                                                                                                              |
 |  time_unit                    | ns                                                                                                                                              | ns                                                                                                                                              |
 |  using_scheduler              | True                                                                                                                                            | True                                                                                                                                            |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                      | [0, 0, 28]                                                                                                                                      |
 |  verify                       | False                                                                                                                                           | False                                                                                                                                           |
 |  warmup_duration              | 1000000000                                                                                                                                      | 1000000000                                                                                                                                      |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 01      ||   231.59 |   233.91 |   +1%˄ ||     4.32 |     4.27 |   -1%˄ | (run time too short) |
+| 03      ||    40.56 |    38.30 |   -6%˄ ||    24.54 |    26.02 |   +6%˄ | (run time too short) |
 | 06      ||   195.19 |   195.36 |   +0%˄ ||     5.12 |     5.12 |   -0%˄ | (run time too short) |
 | 07      ||   177.66 |   178.05 |   +0%˄ ||     5.62 |     5.61 |   -0%˄ | (run time too short) |
 | 09      ||   100.37 |   100.76 |   +0%˄ ||     9.95 |     9.91 |   -0%˄ | (run time too short) |
 | 10      ||    48.56 |    49.17 |   +1%˄ ||    20.54 |    20.29 |   -1%˄ | (run time too short) |
 | 13      ||   258.61 |   258.25 |   -0%˄ ||     3.86 |     3.87 |   +0%˄ | (run time too short) |
 | 15      ||    69.52 |    69.70 |   +0%˄ ||    14.35 |    14.32 |   -0%˄ | (run time too short) |
 | 16      ||    45.03 |    44.48 |   -1%˄ ||    22.16 |    22.43 |   +1%˄ | (run time too short) |
 | 17      ||   147.72 |   147.78 |   +0%˄ ||     6.76 |     6.76 |   -0%˄ | (run time too short) |
 | 19      ||    71.20 |    70.75 |   -1%˄ ||    14.02 |    14.11 |   +1%˄ | (run time too short) |
 | 25      ||   112.13 |   112.33 |   +0%˄ ||     8.91 |     8.89 |   -0%˄ | (run time too short) |
 | 26      ||    92.74 |    93.93 |   +1%˄ ||    10.77 |    10.63 |   -1%˄ | (run time too short) |
 | 28      ||    95.39 |    94.49 |   -1%˄ ||    10.47 |    10.57 |   +1%˄ | (run time too short) |
 | 29      ||   402.19 |   397.99 |   -1%˄ ||     2.49 |     2.51 |   +1%˄ | (run time too short) |
 | 31      ||   462.97 |   451.62 |   -2%˄ ||     2.16 |     2.21 |   +3%˄ | (run time too short) |
 | 32      ||    38.30 |    37.88 |   -1%˄ ||    26.02 |    26.31 |   +1%˄ | (run time too short) |
 | 34      ||    94.65 |    94.66 |   +0%˄ ||    10.55 |    10.55 |   -0%˄ | (run time too short) |
 | 35      ||   366.02 |   370.51 |   +1%˄ ||     2.73 |     2.70 |   -1%˄ | (run time too short) |
 | 37      ||   162.85 |   159.70 |   -2%˄ ||     6.14 |     6.26 |   +2%˄ | (run time too short) |
 | 39a     ||   782.34 |   760.29 |   -3%˄ ||     1.28 |     1.31 |   +3%˄ | (run time too short) |
 | 39b     ||   750.79 |   736.24 |   -2%˄ ||     1.33 |     1.36 |   +2%˄ | (run time too short) |
 | 41      ||   355.78 |   358.16 |   +1%˄ ||     2.81 |     2.79 |   -1%˄ | (run time too short) |
 | 42      ||    54.92 |    56.98 |   +4%˄ ||    18.16 |    17.50 |   -4%˄ | (run time too short) |
 | 43      ||   432.29 |   428.05 |   -1%˄ ||     2.31 |     2.34 |   +1%˄ | (run time too short) |
 | 45      ||    56.49 |    57.41 |   +2%˄ ||    17.65 |    17.37 |   -2%˄ | (run time too short) |
 | 48      ||   444.06 |   438.40 |   -1%˄ ||     2.25 |     2.28 |   +1%˄ | (run time too short) |
 | 50      ||   106.19 |   105.90 |   -0%˄ ||     9.40 |     9.43 |   +0%˄ | (run time too short) |
 | 52      ||    58.75 |    59.07 |   +1%˄ ||    16.97 |    16.89 |   -0%˄ | (run time too short) |
 | 55      ||    51.58 |    53.39 |   +3%˄ ||    19.34 |    18.67 |   -3%˄ | (run time too short) |
 | 62      ||   309.54 |   307.89 |   -1%˄ ||     3.23 |     3.25 |   +1%˄ | (run time too short) |
 | 65      ||  1477.77 |  1490.66 |   +1%  ||     0.68 |     0.67 |   -1%  |               0.1358 |
 | 69      ||    77.17 |    77.10 |   -0%˄ ||    12.93 |    12.95 |   +0%˄ | (run time too short) |
 | 73      ||    61.55 |    60.53 |   -2%˄ ||    16.21 |    16.48 |   +2%˄ | (run time too short) |
 | 79      ||   430.63 |   431.67 |   +0%˄ ||     2.32 |     2.32 |   -0%˄ | (run time too short) |
 | 81      ||   194.15 |   189.01 |   -3%˄ ||     5.15 |     5.29 |   +3%˄ | (run time too short) |
 | 82      ||   196.37 |   195.31 |   -1%˄ ||     5.09 |     5.12 |   +1%˄ | (run time too short) |
 | 83      ||    46.02 |    46.18 |   +0%˄ ||    21.66 |    21.59 |   -0%˄ | (run time too short) |
 | 84      ||    17.04 |    16.82 |   -1%˄ ||    58.18 |    58.98 |   +1%˄ | (run time too short) |
 | 85      ||    65.94 |    63.50 |   -4%˄ ||    15.13 |    15.71 |   +4%˄ | (run time too short) |
 | 88      ||    82.68 |    83.37 |   +1%˄ ||    12.08 |    11.98 |   -1%˄ | (run time too short) |
 | 91      ||    20.58 |    20.89 |   +2%˄ ||    48.26 |    47.58 |   -1%˄ | (run time too short) |
 | 92      ||    36.59 |    36.49 |   -0%˄ ||    27.22 |    27.30 |   +0%˄ | (run time too short) |
 | 93      ||   634.38 |   626.33 |   -1%˄ ||     1.58 |     1.60 |   +1%˄ | (run time too short) |
 | 94      ||    42.40 |    43.14 |   +2%˄ ||    23.52 |    23.10 |   -2%˄ | (run time too short) |
 | 95      ||   651.54 |   651.88 |   +0%˄ ||     1.53 |     1.53 |   -0%˄ | (run time too short) |
 | 96      ||    55.92 |    54.90 |   -2%˄ ||    17.85 |    18.18 |   +2%˄ | (run time too short) |
 | 97      ||  1507.70 |  1502.07 |   -0%  ||     0.66 |     0.67 |   +0%  |               0.7237 |
 | 99      ||   594.40 |   598.02 |   +1%˄ ||     1.68 |     1.67 |   -1%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 12808.81 | 12749.27 |   -0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   +0%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCDS - multi-threaded, shuffled, 28 clients, 28 cores

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_804f9ed10d7ee197868614287ec5403b3728c205_mt.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_72005cad13851f371f2ae8db5998839820daba92_mt.json |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                          | 72005cad13851f371f2ae8db5998839820daba92-dirty                                                                                          |
 |  benchmark_mode               | Shuffled                                                                                                                                | Shuffled                                                                                                                                |
 |  build_type                   | release                                                                                                                                 | release                                                                                                                                 |
 |  chunk_indexes                | False                                                                                                                                   | False                                                                                                                                   |
 |  chunk_size                   | 65535                                                                                                                                   | 65535                                                                                                                                   |
 |  clients                      | 28                                                                                                                                      | 28                                                                                                                                      |
 |  compiler                     | clang 15.0.7                                                                                                                            | clang 15.0.7                                                                                                                            |
 |  cores                        | 28                                                                                                                                      | 28                                                                                                                                      |
 |  data_preparation_cores       | 0                                                                                                                                       | 0                                                                                                                                       |
 |  date                         | 2024-05-26 14:07:13                                                                                                                     | 2024-05-27 04:03:11                                                                                                                     |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                 | {'default': {'encoding': 'Dictionary'}}                                                                                                 |
 |  max_duration                 | 1200000000000                                                                                                                           | 1200000000000                                                                                                                           |
 |  max_runs                     | -1                                                                                                                                      | -1                                                                                                                                      |
 |  time_unit                    | ns                                                                                                                                      | ns                                                                                                                                      |
 |  using_scheduler              | True                                                                                                                                    | True                                                                                                                                    |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                              | [0, 0, 28]                                                                                                                              |
 |  verify                       | False                                                                                                                                   | False                                                                                                                                   |
 |  warmup_duration              | 0                                                                                                                                       | 0                                                                                                                                       |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | 01      ||   625.02 |   640.77 |   +3%  ||     0.55 |     0.54 |   -0%  |  0.7606 |
-| 03      ||   273.13 |   330.47 |  +21%  ||     0.54 |     0.54 |   +0%  |  0.2198 |
-| 06      ||   779.67 |   885.04 |  +14%  ||     0.55 |     0.54 |   -0%  |  0.2026 |
+| 07      ||   878.94 |   808.63 |   -8%  ||     0.55 |     0.54 |   -0%  |  0.2886 |
 | 09      ||   641.91 |   617.90 |   -4%  ||     0.54 |     0.54 |   +0%  |  0.6648 |
 | 10      ||   691.40 |   703.45 |   +2%  ||     0.54 |     0.54 |   +0%  |  0.8641 |
 | 13      ||  1414.43 |  1424.31 |   +1%  ||     0.54 |     0.54 |   +0%  |  0.9076 |
 | 15      ||   449.07 |   434.98 |   -3%  ||     0.54 |     0.54 |   +0%  |  0.7863 |
-| 16      ||   406.04 |   430.99 |   +6%  ||     0.55 |     0.54 |   -0%  |  0.6252 |
+| 17      ||  1183.56 |  1068.07 |  -10%  ||     0.55 |     0.54 |   -0%  |  0.1718 |
-| 19      ||   544.56 |   581.94 |   +7%  ||     0.54 |     0.54 |   +0%  |  0.4903 |
-| 25      ||   816.34 |   872.95 |   +7%  ||     0.54 |     0.54 |   +0%  |  0.5014 |
+| 26      ||   495.11 |   469.38 |   -5%  ||     0.55 |     0.54 |   -0%  |  0.6184 |
-| 28      ||  1141.81 |  1223.15 |   +7%  ||     0.54 |     0.54 |   -0%  |  0.3680 |
 | 29      ||  1309.49 |  1334.61 |   +2%  ||     0.54 |     0.54 |   -0%  |  0.7448 |
 | 31      ||  2071.84 |  2091.14 |   +1%  ||     0.54 |     0.54 |   -0%  |  0.8580 |
-| 32      ||   174.87 |   208.44 |  +19%  ||     0.55 |     0.54 |   -0%  |  0.3779 |
 | 34      ||   710.19 |   682.54 |   -4%  ||     0.54 |     0.54 |   +0%  |  0.6986 |
 | 35      ||  1682.23 |  1670.74 |   -1%  ||     0.55 |     0.54 |   -0%  |  0.9041 |
 | 37      ||   687.85 |   718.80 |   +4%  ||     0.54 |     0.54 |   -0%  |  0.5738 |
 | 39a     ||  2371.17 |  2290.40 |   -3%  ||     0.54 |     0.54 |   +0%  |  0.4262 |
 | 39b     ||  2317.43 |  2263.84 |   -2%  ||     0.54 |     0.54 |   +0%  |  0.5707 |
 | 41      ||  1966.91 |  1883.73 |   -4%  ||     0.54 |     0.54 |   -0%  |  0.4427 |
-| 42      ||   422.00 |   480.33 |  +14%  ||     0.55 |     0.54 |   -0%  |  0.2556 |
 | 43      ||  1481.71 |  1489.99 |   +1%  ||     0.55 |     0.54 |   -0%  |  0.9199 |
+| 45      ||   651.46 |   620.82 |   -5%  ||     0.55 |     0.54 |   -0%  |  0.6168 |
 | 48      ||  2114.49 |  2054.52 |   -3%  ||     0.54 |     0.54 |   -0%  |  0.5858 |
+| 50      ||   972.19 |   878.15 |  -10%  ||     0.54 |     0.54 |   +0%  |  0.2078 |
 | 52      ||   410.91 |   413.92 |   +1%  ||     0.55 |     0.54 |   -0%  |  0.9470 |
-| 55      ||   316.29 |   407.99 |  +29%  ||     0.54 |     0.54 |   +0%  |  0.0226 |
 | 62      ||   884.71 |   849.60 |   -4%  ||     0.54 |     0.54 |   +0%  |  0.5185 |
 | 65      ||  3372.20 |  3463.96 |   +3%  ||     0.54 |     0.54 |   -0%  |  0.2958 |
-| 69      ||   831.49 |   903.57 |   +9%  ||     0.54 |     0.54 |   -0%  |  0.3480 |
+| 73      ||   514.85 |   465.03 |  -10%  ||     0.55 |     0.54 |   -0%  |  0.3123 |
 | 79      ||  1391.39 |  1366.07 |   -2%  ||     0.54 |     0.54 |   +0%  |  0.7578 |
+| 81      ||   581.97 |   526.44 |  -10%  ||     0.55 |     0.54 |   -0%  |  0.3022 |
 | 82      ||   891.23 |   920.16 |   +3%  ||     0.55 |     0.54 |   -0%  |  0.6915 |
 | 83      ||   250.05 |   242.12 |   -3%  ||     0.55 |     0.54 |   -0%  |  0.8223 |
+| 84      ||   158.31 |   139.92 |  -12%  ||     0.54 |     0.54 |   +0%  |  0.5865 |
 | 85      ||   719.60 |   710.64 |   -1%  ||     0.55 |     0.54 |   -0%  |  0.8991 |
 | 88      ||  1908.48 |  1991.63 |   +4%  ||     0.54 |     0.54 |   +0%  |  0.4912 |
-| 91      ||   122.56 |   256.45 | +109%  ||     0.55 |     0.54 |   -0%  |  0.0006 |
 | 92      ||   271.94 |   279.20 |   +3%  ||     0.55 |     0.54 |   -0%  |  0.8677 |
 | 93      ||  1772.78 |  1756.66 |   -1%  ||     0.54 |     0.54 |   +0%  |  0.8494 |
+| 94      ||   433.53 |   376.32 |  -13%  ||     0.55 |     0.54 |   -0%  |  0.3030 |
 | 95      ||  1964.18 |  1883.02 |   -4%  ||     0.54 |     0.54 |   -0%  |  0.3550 |
-| 96      ||   355.96 |   412.11 |  +16%  ||     0.55 |     0.54 |   -0%  |  0.2276 |
 | 97      ||  3705.22 |  3596.81 |   -3%  ||     0.54 |     0.54 |   -0%  |  0.2932 |
-| 99      ||  1151.86 |  1223.55 |   +6%  ||     0.54 |     0.54 |   -0%  |  0.2056 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 51284.36 | 51345.26 |   +0%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   -0%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - single-threaded

Sum of avg. item runtimes: -59% || Geometric mean of throughput changes: +199%
Configuration Overview - click to expand
 +Configuration Overview---+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_804f9ed10d7ee197868614287ec5403b3728c205_st.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_72005cad13851f371f2ae8db5998839820daba92_st.json |
 +-------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                         | 72005cad13851f371f2ae8db5998839820daba92-dirty                                                                                         |
 |  benchmark_mode         | Shuffled                                                                                                                               | Shuffled                                                                                                                               |
 |  build_type             | release                                                                                                                                | release                                                                                                                                |
 |  chunk_indexes          | False                                                                                                                                  | False                                                                                                                                  |
 |  chunk_size             | 65535                                                                                                                                  | 65535                                                                                                                                  |
 |  clients                | 1                                                                                                                                      | 1                                                                                                                                      |
 |  compiler               | clang 15.0.7                                                                                                                           | clang 15.0.7                                                                                                                           |
 |  cores                  | 0                                                                                                                                      | 0                                                                                                                                      |
 |  data_preparation_cores | 0                                                                                                                                      | 0                                                                                                                                      |
 |  date                   | 2024-05-26 14:27:36                                                                                                                    | 2024-05-27 04:23:33                                                                                                                    |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                | {'default': {'encoding': 'Dictionary'}}                                                                                                |
 |  max_duration           | 60000000000                                                                                                                            | 60000000000                                                                                                                            |
 |  max_runs               | -1                                                                                                                                     | -1                                                                                                                                     |
 |  scale_factor           | 10                                                                                                                                     | 10                                                                                                                                     |
 |  time_unit              | ns                                                                                                                                     | ns                                                                                                                                     |
 |  using_scheduler        | False                                                                                                                                  | False                                                                                                                                  |
 |  verify                 | False                                                                                                                                  | False                                                                                                                                  |
 |  warmup_duration        | 0                                                                                                                                      | 0                                                                                                                                      |
 +-------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |              ||      old |     new |        ||      old |      new |        |                      |
 +--------------++----------+---------+--------++----------+----------+--------+----------------------+
+| Delivery     ||    57.55 |   27.69 |  -52%  ||     1.55 |     4.32 | +179%  | (run time too short) |
+| New-Order    ||    42.54 |   13.22 |  -69%  ||    18.24 |    55.59 | +205%  |               0.0000 |
+| Order-Status ||     1.92 |    1.24 |  -36%  ||     1.47 |     4.73 | +223%  | (run time too short) |
+| Payment      ||     7.27 |    2.37 |  -67%  ||    17.13 |    53.44 | +212%  |               0.0000 |
+| Stock-Level  ||     3.45 |    2.00 |  -42%  ||     1.90 |     5.35 | +182%  |               0.0000 |
 +--------------++----------+---------+--------++----------+----------+--------+----------------------+
+| Sum          ||   112.73 |   46.52 |  -59%  ||          |          |        |                      |
+| Geomean      ||          |         |        ||          |          | +199%  |                      |
 +--------------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCC - multi-threaded, shuffled, 28 clients, 10 warehouses, 28 cores (high contention)

Sum of avg. item runtimes: -32% || Geometric mean of throughput changes: +61%
Configuration Overview - click to expand
 +Configuration Overview---------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_804f9ed10d7ee197868614287ec5403b3728c205_mt_highcont.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_72005cad13851f371f2ae8db5998839820daba92_mt_highcont.json |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                  | 72005cad13851f371f2ae8db5998839820daba92-dirty                                                                                                  |
 |  benchmark_mode               | Shuffled                                                                                                                                        | Shuffled                                                                                                                                        |
 |  build_type                   | release                                                                                                                                         | release                                                                                                                                         |
 |  chunk_indexes                | False                                                                                                                                           | False                                                                                                                                           |
 |  chunk_size                   | 65535                                                                                                                                           | 65535                                                                                                                                           |
 |  clients                      | 28                                                                                                                                              | 28                                                                                                                                              |
 |  compiler                     | clang 15.0.7                                                                                                                                    | clang 15.0.7                                                                                                                                    |
 |  cores                        | 28                                                                                                                                              | 28                                                                                                                                              |
 |  data_preparation_cores       | 0                                                                                                                                               | 0                                                                                                                                               |
 |  date                         | 2024-05-26 14:28:42                                                                                                                             | 2024-05-27 04:24:39                                                                                                                             |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                         | {'default': {'encoding': 'Dictionary'}}                                                                                                         |
 |  max_duration                 | 600000000000                                                                                                                                    | 600000000000                                                                                                                                    |
 |  max_runs                     | -1                                                                                                                                              | -1                                                                                                                                              |
 |  scale_factor                 | 10                                                                                                                                              | 10                                                                                                                                              |
 |  time_unit                    | ns                                                                                                                                              | ns                                                                                                                                              |
 |  using_scheduler              | True                                                                                                                                            | True                                                                                                                                            |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                      | [0, 0, 28]                                                                                                                                      |
 |  verify                       | False                                                                                                                                           | False                                                                                                                                           |
 |  warmup_duration              | 0                                                                                                                                               | 0                                                                                                                                               |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Delivery     ||   129.36 |   95.87 |  -26%  ||    22.40 |    34.37 |  +53%  |  0.0000 |
 |    unsucc.:  ||     1.73 |    2.24 |  +29%  ||     8.59 |    16.17 |  +88%  |         |
+| New-Order    ||    78.55 |   45.05 |  -43%  ||   264.12 |   435.04 |  +65%  |  0.0000 |
 |    unsucc.:  ||     6.42 |    6.28 |   -2%  ||    86.22 |   133.34 |  +55%  |         |
+| Order-Status ||     6.42 |    5.47 |  -15%  ||    30.91 |    50.22 |  +62%  |  0.0000 |
+| Payment      ||    14.86 |    8.87 |  -40%  ||   187.65 |   304.31 |  +62%  |  0.0000 |
 |    unsucc.:  ||     3.02 |    3.26 |   +8%  ||   147.92 |   237.77 |  +61%  |         |
+| Stock-Level  ||    10.64 |    8.84 |  -17%  ||    30.92 |    50.67 |  +64%  |  0.0000 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Sum          ||   239.83 |  164.10 |  -32%  ||          |          |        |         |
+| Geomean      ||          |         |        ||          |          |  +61%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - multi-threaded, shuffled, 10 clients, 10 warehouses, 28 cores (low contention)

Sum of avg. item runtimes: -44% || Geometric mean of throughput changes: +102%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_804f9ed10d7ee197868614287ec5403b3728c205_mt_lowcont.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_72005cad13851f371f2ae8db5998839820daba92_mt_lowcont.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                 | 72005cad13851f371f2ae8db5998839820daba92-dirty                                                                                                 |
 |  benchmark_mode               | Shuffled                                                                                                                                       | Shuffled                                                                                                                                       |
 |  build_type                   | release                                                                                                                                        | release                                                                                                                                        |
 |  chunk_indexes                | False                                                                                                                                          | False                                                                                                                                          |
 |  chunk_size                   | 65535                                                                                                                                          | 65535                                                                                                                                          |
 |  clients                      | 10                                                                                                                                             | 10                                                                                                                                             |
 |  compiler                     | clang 15.0.7                                                                                                                                   | clang 15.0.7                                                                                                                                   |
 |  cores                        | 28                                                                                                                                             | 28                                                                                                                                             |
 |  data_preparation_cores       | 0                                                                                                                                              | 0                                                                                                                                              |
 |  date                         | 2024-05-26 14:38:51                                                                                                                            | 2024-05-27 04:34:50                                                                                                                            |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                        | {'default': {'encoding': 'Dictionary'}}                                                                                                        |
 |  max_duration                 | 600000000000                                                                                                                                   | 600000000000                                                                                                                                   |
 |  max_runs                     | -1                                                                                                                                             | -1                                                                                                                                             |
 |  scale_factor                 | 10                                                                                                                                             | 10                                                                                                                                             |
 |  time_unit                    | ns                                                                                                                                             | ns                                                                                                                                             |
 |  using_scheduler              | True                                                                                                                                           | True                                                                                                                                           |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                     | [0, 0, 28]                                                                                                                                     |
 |  verify                       | False                                                                                                                                          | False                                                                                                                                          |
 |  warmup_duration              | 0                                                                                                                                              | 0                                                                                                                                              |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Delivery     ||    91.14 |   56.32 |  -38%  ||     9.82 |    19.34 |  +97%  |  0.0000 |
 |    unsucc.:  ||     0.79 |    0.87 |  +10%  ||     0.85 |     2.06 | +142%  |         |
+| New-Order    ||    64.57 |   30.93 |  -52%  ||   109.32 |   220.55 | +102%  |  0.0000 |
 |    unsucc.:  ||     4.20 |    2.88 |  -31%  ||    10.80 |    19.88 |  +84%  |         |
+| Order-Status ||     6.82 |    5.00 |  -27%  ||    10.50 |    21.51 | +105%  |  0.0000 |
+| Payment      ||    19.84 |    9.17 |  -54%  ||    88.65 |   181.98 | +105%  |  0.0000 |
 |    unsucc.:  ||     2.27 |    2.17 |   -5%  ||    25.50 |    48.47 |  +90%  |         |
+| Stock-Level  ||     9.56 |    6.23 |  -35%  ||    10.70 |    21.62 | +102%  |  0.0000 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Sum          ||   191.93 |  107.65 |  -44%  ||          |          |        |         |
+| Geomean      ||          |         |        ||          |          | +102%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkJoinOrder - single-threaded

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_804f9ed10d7ee197868614287ec5403b3728c205_st.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_72005cad13851f371f2ae8db5998839820daba92_st.json |
 +-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                              | 72005cad13851f371f2ae8db5998839820daba92-dirty                                                                                              |
 |  benchmark_mode         | Ordered                                                                                                                                     | Ordered                                                                                                                                     |
 |  build_type             | release                                                                                                                                     | release                                                                                                                                     |
 |  chunk_indexes          | False                                                                                                                                       | False                                                                                                                                       |
 |  chunk_size             | 65535                                                                                                                                       | 65535                                                                                                                                       |
 |  clients                | 1                                                                                                                                           | 1                                                                                                                                           |
 |  compiler               | clang 15.0.7                                                                                                                                | clang 15.0.7                                                                                                                                |
 |  cores                  | 0                                                                                                                                           | 0                                                                                                                                           |
 |  data_preparation_cores | 0                                                                                                                                           | 0                                                                                                                                           |
 |  date                   | 2024-05-26 14:48:59                                                                                                                         | 2024-05-27 04:44:58                                                                                                                         |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                     | {'default': {'encoding': 'Dictionary'}}                                                                                                     |
 |  max_duration           | 60000000000                                                                                                                                 | 60000000000                                                                                                                                 |
 |  max_runs               | 50                                                                                                                                          | 50                                                                                                                                          |
 |  time_unit              | ns                                                                                                                                          | ns                                                                                                                                          |
 |  using_scheduler        | False                                                                                                                                       | False                                                                                                                                       |
 |  verify                 | False                                                                                                                                       | False                                                                                                                                       |
 |  warmup_duration        | 1000000000                                                                                                                                  | 1000000000                                                                                                                                  |
 +-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 10a     ||   110.60 |   112.02 |   +1%˄ ||     9.04 |     8.93 |   -1%˄ | (run time too short) |
 | 10b     ||    71.01 |    68.27 |   -4%˄ ||    14.08 |    14.65 |   +4%˄ | (run time too short) |
 | 10c     ||   336.68 |   331.86 |   -1%˄ ||     2.97 |     3.01 |   +1%˄ | (run time too short) |
 | 11a     ||    96.63 |    96.51 |   -0%˄ ||    10.35 |    10.36 |   +0%˄ | (run time too short) |
 | 11b     ||    93.34 |    91.78 |   -2%˄ ||    10.71 |    10.90 |   +2%˄ | (run time too short) |
 | 11c     ||    25.18 |    25.05 |   -1%˄ ||    39.70 |    39.92 |   +1%˄ | (run time too short) |
 | 11d     ||    27.22 |    27.09 |   -0%˄ ||    36.74 |    36.91 |   +0%˄ | (run time too short) |
 | 12a     ||    29.24 |    30.53 |   +4%˄ ||    34.20 |    32.75 |   -4%˄ | (run time too short) |
 | 12b     ||    39.88 |    41.32 |   +4%˄ ||    25.08 |    24.20 |   -3%˄ | (run time too short) |
 | 12c     ||    62.78 |    63.48 |   +1%˄ ||    15.93 |    15.75 |   -1%˄ | (run time too short) |
 | 13a     ||   192.18 |   188.38 |   -2%˄ ||     5.20 |     5.31 |   +2%˄ | (run time too short) |
+| 13b     ||   241.98 |   227.62 |   -6%˄ ||     4.13 |     4.39 |   +6%˄ | (run time too short) |
+| 13c     ||   202.85 |   191.66 |   -6%˄ ||     4.93 |     5.22 |   +6%˄ | (run time too short) |
 | 13d     ||   499.16 |   509.48 |   +2%˄ ||     2.00 |     1.96 |   -2%˄ | (run time too short) |
 | 14a     ||    99.19 |    97.86 |   -1%˄ ||    10.08 |    10.22 |   +1%˄ | (run time too short) |
 | 14b     ||   112.58 |   110.03 |   -2%˄ ||     8.88 |     9.09 |   +2%˄ | (run time too short) |
 | 14c     ||   208.60 |   204.37 |   -2%˄ ||     4.79 |     4.89 |   +2%˄ | (run time too short) |
 | 15a     ||    55.22 |    54.72 |   -1%˄ ||    18.11 |    18.27 |   +1%˄ | (run time too short) |
 | 15b     ||    55.71 |    55.36 |   -1%˄ ||    17.95 |    18.06 |   +1%˄ | (run time too short) |
 | 15c     ||    46.52 |    46.37 |   -0%˄ ||    21.50 |    21.56 |   +0%˄ | (run time too short) |
 | 15d     ||    44.03 |    43.99 |   -0%˄ ||    22.71 |    22.73 |   +0%˄ | (run time too short) |
 | 16a     ||  1332.13 |  1326.23 |   -0%  ||     0.75 |     0.75 |   +0%  |               0.4137 |
 | 16b     ||  2450.99 |  2409.47 |   -2%  ||     0.41 |     0.42 |   +2%  |               0.0008 |
 | 16c     ||  1491.79 |  1487.13 |   -0%  ||     0.67 |     0.67 |   +0%  |               0.4065 |
 | 16d     ||  1439.78 |  1445.19 |   +0%  ||     0.69 |     0.69 |   -0%  |               0.2615 |
 | 17a     ||   459.88 |   463.67 |   +1%˄ ||     2.17 |     2.16 |   -1%˄ | (run time too short) |
 | 17b     ||   377.71 |   380.41 |   +1%˄ ||     2.65 |     2.63 |   -1%˄ | (run time too short) |
 | 17c     ||   361.26 |   363.94 |   +1%˄ ||     2.77 |     2.75 |   -1%˄ | (run time too short) |
 | 17d     ||   430.63 |   435.89 |   +1%˄ ||     2.32 |     2.29 |   -1%˄ | (run time too short) |
 | 17e     ||  1533.40 |  1521.35 |   -1%  ||     0.65 |     0.66 |   +1%  |               0.0505 |
 | 17f     ||   889.36 |   888.05 |   -0%˄ ||     1.12 |     1.13 |   +0%˄ | (run time too short) |
 | 18a     ||   144.33 |   144.12 |   -0%˄ ||     6.93 |     6.94 |   +0%˄ | (run time too short) |
 | 18b     ||   105.37 |   104.06 |   -1%˄ ||     9.49 |     9.61 |   +1%˄ | (run time too short) |
-| 18c     ||   202.44 |   221.26 |   +9%˄ ||     4.94 |     4.52 |   -9%˄ | (run time too short) |
 | 19a     ||   229.56 |   228.23 |   -1%˄ ||     4.36 |     4.38 |   +1%˄ | (run time too short) |
 | 19b     ||   191.21 |   188.06 |   -2%˄ ||     5.23 |     5.32 |   +2%˄ | (run time too short) |
 | 19c     ||   273.55 |   271.10 |   -1%˄ ||     3.66 |     3.69 |   +1%˄ | (run time too short) |
 | 19d     ||   654.40 |   667.55 |   +2%˄ ||     1.53 |     1.50 |   -2%˄ | (run time too short) |
 | 1a      ||    12.41 |    12.47 |   +0%˄ ||    80.55 |    80.19 |   -0%˄ | (run time too short) |
 | 1b      ||    14.10 |    14.11 |   +0%˄ ||    70.92 |    70.88 |   -0%˄ | (run time too short) |
 | 1c      ||    14.27 |    14.16 |   -1%˄ ||    70.06 |    70.62 |   +1%˄ | (run time too short) |
 | 1d      ||    11.82 |    11.84 |   +0%˄ ||    84.59 |    84.23 |   -0%˄ | (run time too short) |
 | 20a     ||   634.51 |   616.45 |   -3%˄ ||     1.58 |     1.62 |   +3%˄ | (run time too short) |
 | 20b     ||   668.38 |   652.68 |   -2%˄ ||     1.50 |     1.53 |   +2%˄ | (run time too short) |
 | 20c     ||   382.75 |   381.69 |   -0%˄ ||     2.61 |     2.62 |   +0%˄ | (run time too short) |
 | 21a     ||   111.06 |   110.37 |   -1%˄ ||     9.00 |     9.06 |   +1%˄ | (run time too short) |
 | 21b     ||   103.57 |   102.71 |   -1%˄ ||     9.65 |     9.74 |   +1%˄ | (run time too short) |
 | 21c     ||   113.99 |   113.06 |   -1%˄ ||     8.77 |     8.84 |   +1%˄ | (run time too short) |
 | 22a     ||   173.14 |   170.64 |   -1%˄ ||     5.78 |     5.86 |   +1%˄ | (run time too short) |
 | 22b     ||   157.65 |   154.35 |   -2%˄ ||     6.34 |     6.48 |   +2%˄ | (run time too short) |
 | 22c     ||   230.07 |   227.10 |   -1%˄ ||     4.35 |     4.40 |   +1%˄ | (run time too short) |
 | 22d     ||   349.55 |   344.41 |   -1%˄ ||     2.86 |     2.90 |   +1%˄ | (run time too short) |
 | 23a     ||    49.28 |    48.83 |   -1%˄ ||    20.29 |    20.48 |   +1%˄ | (run time too short) |
 | 23b     ||    53.79 |    53.56 |   -0%˄ ||    18.59 |    18.67 |   +0%˄ | (run time too short) |
 | 23c     ||    51.75 |    51.53 |   -0%˄ ||    19.32 |    19.40 |   +0%˄ | (run time too short) |
 | 24a     ||   225.46 |   224.41 |   -0%˄ ||     4.44 |     4.46 |   +0%˄ | (run time too short) |
 | 24b     ||   220.01 |   218.97 |   -0%˄ ||     4.55 |     4.57 |   +0%˄ | (run time too short) |
 | 25a     ||   114.63 |   112.52 |   -2%˄ ||     8.72 |     8.89 |   +2%˄ | (run time too short) |
 | 25b     ||    72.38 |    71.66 |   -1%˄ ||    13.82 |    13.95 |   +1%˄ | (run time too short) |
 | 25c     ||   254.35 |   252.53 |   -1%˄ ||     3.93 |     3.96 |   +1%˄ | (run time too short) |
 | 26a     ||   186.15 |   183.61 |   -1%˄ ||     5.37 |     5.45 |   +1%˄ | (run time too short) |
 | 26b     ||   154.65 |   152.92 |   -1%˄ ||     6.47 |     6.54 |   +1%˄ | (run time too short) |
 | 26c     ||   313.06 |   306.57 |   -2%˄ ||     3.19 |     3.26 |   +2%˄ | (run time too short) |
 | 27a     ||   106.20 |   105.30 |   -1%˄ ||     9.42 |     9.50 |   +1%˄ | (run time too short) |
 | 27b     ||    97.96 |    97.26 |   -1%˄ ||    10.21 |    10.28 |   +1%˄ | (run time too short) |
 | 27c     ||   114.40 |   112.45 |   -2%˄ ||     8.74 |     8.89 |   +2%˄ | (run time too short) |
 | 28a     ||   208.43 |   202.39 |   -3%˄ ||     4.80 |     4.94 |   +3%˄ | (run time too short) |
 | 28b     ||    65.96 |    64.76 |   -2%˄ ||    15.16 |    15.44 |   +2%˄ | (run time too short) |
 | 28c     ||   169.82 |   167.94 |   -1%˄ ||     5.89 |     5.95 |   +1%˄ | (run time too short) |
 | 29a     ||   189.63 |   188.84 |   -0%˄ ||     5.27 |     5.30 |   +0%˄ | (run time too short) |
 | 29b     ||   779.62 |   764.69 |   -2%˄ ||     1.28 |     1.31 |   +2%˄ | (run time too short) |
 | 29c     ||   227.38 |   226.64 |   -0%˄ ||     4.40 |     4.41 |   +0%˄ | (run time too short) |
 | 2a      ||    31.12 |    30.83 |   -1%˄ ||    32.13 |    32.44 |   +1%˄ | (run time too short) |
 | 2b      ||    29.04 |    29.00 |   -0%˄ ||    34.43 |    34.49 |   +0%˄ | (run time too short) |
 | 2c      ||    25.97 |    25.68 |   -1%˄ ||    38.51 |    38.94 |   +1%˄ | (run time too short) |
 | 2d      ||    53.42 |    52.63 |   -1%˄ ||    18.72 |    19.00 |   +1%˄ | (run time too short) |
 | 30a     ||   106.16 |   105.34 |   -1%˄ ||     9.42 |     9.49 |   +1%˄ | (run time too short) |
 | 30b     ||   114.12 |   110.15 |   -3%˄ ||     8.76 |     9.08 |   +4%˄ | (run time too short) |
 | 30c     ||   172.29 |   170.90 |   -1%˄ ||     5.80 |     5.85 |   +1%˄ | (run time too short) |
 | 31a     ||    92.73 |    92.00 |   -1%˄ ||    10.78 |    10.87 |   +1%˄ | (run time too short) |
 | 31b     ||    90.78 |    89.90 |   -1%˄ ||    11.02 |    11.12 |   +1%˄ | (run time too short) |
 | 31c     ||   105.23 |   104.21 |   -1%˄ ||     9.50 |     9.60 |   +1%˄ | (run time too short) |
 | 32a     ||    17.08 |    16.95 |   -1%˄ ||    58.55 |    58.99 |   +1%˄ | (run time too short) |
 | 32b     ||    33.11 |    32.77 |   -1%˄ ||    30.20 |    30.52 |   +1%˄ | (run time too short) |
 | 33a     ||    38.56 |    37.74 |   -2%˄ ||    25.93 |    26.49 |   +2%˄ | (run time too short) |
 | 33b     ||    26.19 |    26.07 |   -0%˄ ||    38.18 |    38.36 |   +0%˄ | (run time too short) |
 | 33c     ||    44.31 |    44.26 |   -0%˄ ||    22.57 |    22.59 |   +0%˄ | (run time too short) |
 | 3a      ||    61.18 |    60.84 |   -1%˄ ||    16.34 |    16.44 |   +1%˄ | (run time too short) |
 | 3b      ||    18.45 |    18.23 |   -1%˄ ||    54.19 |    54.86 |   +1%˄ | (run time too short) |
 | 3c      ||   225.76 |   221.56 |   -2%˄ ||     4.43 |     4.51 |   +2%˄ | (run time too short) |
 | 4a      ||   136.09 |   134.36 |   -1%˄ ||     7.35 |     7.44 |   +1%˄ | (run time too short) |
 | 4b      ||    17.67 |    17.72 |   +0%˄ ||    56.59 |    56.41 |   -0%˄ | (run time too short) |
 | 4c      ||   190.11 |   188.93 |   -1%˄ ||     5.26 |     5.29 |   +1%˄ | (run time too short) |
 | 5a      ||    43.00 |    42.64 |   -1%˄ ||    23.25 |    23.45 |   +1%˄ | (run time too short) |
 | 5b      ||    47.38 |    47.10 |   -1%˄ ||    21.10 |    21.23 |   +1%˄ | (run time too short) |
 | 5c      ||    88.42 |    87.73 |   -1%˄ ||    11.31 |    11.40 |   +1%˄ | (run time too short) |
 | 6a      ||   174.78 |   172.04 |   -2%˄ ||     5.72 |     5.81 |   +2%˄ | (run time too short) |
 | 6b      ||   183.75 |   182.36 |   -1%˄ ||     5.44 |     5.48 |   +1%˄ | (run time too short) |
 | 6c      ||   165.76 |   163.95 |   -1%˄ ||     6.03 |     6.10 |   +1%˄ | (run time too short) |
 | 6d      ||   395.59 |   396.77 |   +0%˄ ||     2.53 |     2.52 |   -0%˄ | (run time too short) |
 | 6e      ||   173.11 |   171.23 |   -1%˄ ||     5.78 |     5.84 |   +1%˄ | (run time too short) |
 | 6f      ||   696.33 |   688.67 |   -1%˄ ||     1.44 |     1.45 |   +1%˄ | (run time too short) |
 | 7a      ||   111.49 |   110.51 |   -1%˄ ||     8.97 |     9.05 |   +1%˄ | (run time too short) |
 | 7b      ||   104.59 |   103.92 |   -1%˄ ||     9.56 |     9.62 |   +1%˄ | (run time too short) |
 | 7c      ||   586.35 |   594.15 |   +1%˄ ||     1.71 |     1.68 |   -1%˄ | (run time too short) |
 | 8a      ||   172.32 |   171.59 |   -0%˄ ||     5.80 |     5.83 |   +0%˄ | (run time too short) |
 | 8b      ||   167.45 |   167.19 |   -0%˄ ||     5.97 |     5.98 |   +0%˄ | (run time too short) |
 | 8c      ||  1847.45 |  1847.79 |   +0%  ||     0.54 |     0.54 |   -0%  |               0.9411 |
 | 8d      ||   322.44 |   321.36 |   -0%˄ ||     3.10 |     3.11 |   +0%˄ | (run time too short) |
 | 9a      ||   249.89 |   248.17 |   -1%˄ ||     4.00 |     4.03 |   +1%˄ | (run time too short) |
 | 9b      ||   154.46 |   153.18 |   -1%˄ ||     6.47 |     6.53 |   +1%˄ | (run time too short) |
 | 9c      ||   276.98 |   274.60 |   -1%˄ ||     3.61 |     3.64 |   +1%˄ | (run time too short) |
 | 9d      ||   420.82 |   422.23 |   +0%˄ ||     2.38 |     2.37 |   -0%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 29862.33 | 29674.13 |   -1%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   +1%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkJoinOrder - multi-threaded, ordered, 1 client, 28 cores

Sum of avg. item runtimes: +1% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+-----------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_804f9ed10d7ee197868614287ec5403b3728c205_mt_ordered.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_72005cad13851f371f2ae8db5998839820daba92_mt_ordered.json |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                      | 72005cad13851f371f2ae8db5998839820daba92-dirty                                                                                                      |
 |  benchmark_mode               | Ordered                                                                                                                                             | Ordered                                                                                                                                             |
 |  build_type                   | release                                                                                                                                             | release                                                                                                                                             |
 |  chunk_indexes                | False                                                                                                                                               | False                                                                                                                                               |
 |  chunk_size                   | 65535                                                                                                                                               | 65535                                                                                                                                               |
 |  clients                      | 1                                                                                                                                                   | 1                                                                                                                                                   |
 |  compiler                     | clang 15.0.7                                                                                                                                        | clang 15.0.7                                                                                                                                        |
 |  cores                        | 28                                                                                                                                                  | 28                                                                                                                                                  |
 |  data_preparation_cores       | 0                                                                                                                                                   | 0                                                                                                                                                   |
 |  date                         | 2024-05-26 15:14:07                                                                                                                                 | 2024-05-27 05:09:57                                                                                                                                 |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                             | {'default': {'encoding': 'Dictionary'}}                                                                                                             |
 |  max_duration                 | 60000000000                                                                                                                                         | 60000000000                                                                                                                                         |
 |  max_runs                     | 50                                                                                                                                                  | 50                                                                                                                                                  |
 |  time_unit                    | ns                                                                                                                                                  | ns                                                                                                                                                  |
 |  using_scheduler              | True                                                                                                                                                | True                                                                                                                                                |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                          | [0, 0, 28]                                                                                                                                          |
 |  verify                       | False                                                                                                                                               | False                                                                                                                                               |
 |  warmup_duration              | 1000000000                                                                                                                                          | 1000000000                                                                                                                                          |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 10a     ||    43.47 |    43.07 |   -1%˄ ||    22.93 |    23.15 |   +1%˄ | (run time too short) |
 | 10b     ||    25.09 |    25.01 |   -0%˄ ||    39.64 |    39.78 |   +0%˄ | (run time too short) |
 | 10c     ||   142.17 |   142.08 |   -0%˄ ||     7.03 |     7.03 |   +0%˄ | (run time too short) |
 | 11a     ||    28.13 |    28.02 |   -0%˄ ||    35.43 |    35.57 |   +0%˄ | (run time too short) |
 | 11b     ||    26.47 |    26.49 |   +0%˄ ||    37.62 |    37.58 |   -0%˄ | (run time too short) |
 | 11c     ||    30.41 |    30.04 |   -1%˄ ||    32.72 |    33.12 |   +1%˄ | (run time too short) |
 | 11d     ||    34.47 |    34.54 |   +0%˄ ||    28.88 |    28.82 |   -0%˄ | (run time too short) |
 | 12a     ||    30.21 |    30.09 |   -0%˄ ||    32.93 |    33.08 |   +0%˄ | (run time too short) |
 | 12b     ||    20.25 |    19.76 |   -2%˄ ||    49.04 |    50.36 |   +3%˄ | (run time too short) |
 | 12c     ||    60.37 |    59.89 |   -1%˄ ||    16.52 |    16.65 |   +1%˄ | (run time too short) |
 | 13a     ||   146.06 |   144.25 |   -1%˄ ||     6.84 |     6.92 |   +1%˄ | (run time too short) |
 | 13b     ||   105.20 |   104.78 |   -0%˄ ||     9.50 |     9.53 |   +0%˄ | (run time too short) |
 | 13c     ||    97.99 |    94.75 |   -3%˄ ||    10.19 |    10.54 |   +3%˄ | (run time too short) |
 | 13d     ||   389.40 |   384.96 |   -1%˄ ||     2.57 |     2.60 |   +1%˄ | (run time too short) |
 | 14a     ||    62.12 |    61.87 |   -0%˄ ||    16.06 |    16.14 |   +0%˄ | (run time too short) |
 | 14b     ||    74.43 |    74.26 |   -0%˄ ||    13.42 |    13.44 |   +0%˄ | (run time too short) |
 | 14c     ||   182.69 |   182.03 |   -0%˄ ||     5.47 |     5.49 |   +0%˄ | (run time too short) |
 | 15a     ||    33.22 |    32.52 |   -2%˄ ||    29.98 |    30.63 |   +2%˄ | (run time too short) |
+| 15b     ||    30.54 |    29.12 |   -5%˄ ||    32.59 |    34.22 |   +5%˄ | (run time too short) |
+| 15c     ||    30.97 |    26.64 |  -14%˄ ||    32.13 |    37.44 |  +17%˄ | (run time too short) |
 | 15d     ||    36.60 |    36.54 |   -0%˄ ||    27.20 |    27.25 |   +0%˄ | (run time too short) |
 | 16a     ||   736.17 |   741.11 |   +1%˄ ||     1.36 |     1.35 |   -1%˄ | (run time too short) |
 | 16b     ||  1788.81 |  1806.97 |   +1%  ||     0.56 |     0.55 |   -1%  |               0.0339 |
 | 16c     ||   898.64 |   898.68 |   +0%˄ ||     1.11 |     1.11 |   -0%˄ | (run time too short) |
 | 16d     ||   874.50 |   873.34 |   -0%˄ ||     1.14 |     1.14 |   +0%˄ | (run time too short) |
 | 17a     ||   208.57 |   210.07 |   +1%˄ ||     4.79 |     4.76 |   -1%˄ | (run time too short) |
 | 17b     ||   180.46 |   182.77 |   +1%˄ ||     5.54 |     5.47 |   -1%˄ | (run time too short) |
 | 17c     ||   152.64 |   154.10 |   +1%˄ ||     6.55 |     6.48 |   -1%˄ | (run time too short) |
 | 17d     ||   149.28 |   149.00 |   -0%˄ ||     6.69 |     6.70 |   +0%˄ | (run time too short) |
 | 17e     ||   741.53 |   746.80 |   +1%˄ ||     1.35 |     1.34 |   -1%˄ | (run time too short) |
 | 17f     ||   330.32 |   331.61 |   +0%˄ ||     3.03 |     3.01 |   -0%˄ | (run time too short) |
 | 18a     ||    61.55 |    61.47 |   -0%˄ ||    16.21 |    16.23 |   +0%˄ | (run time too short) |
 | 18b     ||    58.96 |    57.58 |   -2%˄ ||    16.92 |    17.33 |   +2%˄ | (run time too short) |
-| 18c     ||    93.45 |   133.65 |  +43%˄ ||    10.68 |     7.47 |  -30%˄ | (run time too short) |
 | 19a     ||   115.85 |   115.21 |   -1%˄ ||     8.62 |     8.67 |   +1%˄ | (run time too short) |
 | 19b     ||    78.88 |    77.43 |   -2%˄ ||    12.66 |    12.90 |   +2%˄ | (run time too short) |
 | 19c     ||   129.81 |   130.78 |   +1%˄ ||     7.69 |     7.64 |   -1%˄ | (run time too short) |
 | 19d     ||   511.77 |   523.67 |   +2%˄ ||     1.95 |     1.91 |   -2%˄ | (run time too short) |
 | 1a      ||    11.12 |    10.98 |   -1%˄ ||    88.71 |    89.91 |   +1%˄ | (run time too short) |
 | 1b      ||     6.58 |     6.68 |   +1%˄ ||   148.89 |   146.84 |   -1%˄ | (run time too short) |
 | 1c      ||     6.54 |     6.47 |   -1%˄ ||   149.80 |   151.31 |   +1%˄ | (run time too short) |
 | 1d      ||     9.12 |     9.20 |   +1%˄ ||   108.31 |   106.96 |   -1%˄ | (run time too short) |
 | 20a     ||    87.96 |    87.97 |   +0%˄ ||    11.36 |    11.36 |   -0%˄ | (run time too short) |
 | 20b     ||    67.30 |    69.29 |   +3%˄ ||    14.84 |    14.42 |   -3%˄ | (run time too short) |
 | 20c     ||    87.31 |    86.23 |   -1%˄ ||    11.43 |    11.58 |   +1%˄ | (run time too short) |
 | 21a     ||    32.49 |    32.36 |   -0%˄ ||    30.67 |    30.80 |   +0%˄ | (run time too short) |
 | 21b     ||    30.56 |    30.17 |   -1%˄ ||    32.58 |    33.03 |   +1%˄ | (run time too short) |
 | 21c     ||    34.37 |    33.97 |   -1%˄ ||    28.99 |    29.31 |   +1%˄ | (run time too short) |
 | 22a     ||    68.93 |    70.14 |   +2%˄ ||    14.48 |    14.23 |   -2%˄ | (run time too short) |
 | 22b     ||    60.38 |    59.74 |   -1%˄ ||    16.53 |    16.71 |   +1%˄ | (run time too short) |
 | 22c     ||   137.12 |   137.27 |   +0%˄ ||     7.28 |     7.28 |   -0%˄ | (run time too short) |
 | 22d     ||   237.63 |   246.30 |   +4%˄ ||     4.21 |     4.06 |   -4%˄ | (run time too short) |
 | 23a     ||    23.84 |    24.64 |   +3%˄ ||    41.73 |    40.39 |   -3%˄ | (run time too short) |
+| 23b     ||    34.43 |    32.64 |   -5%˄ ||    28.93 |    30.55 |   +6%˄ | (run time too short) |
 | 23c     ||    26.23 |    25.51 |   -3%˄ ||    37.95 |    39.02 |   +3%˄ | (run time too short) |
 | 24a     ||    69.36 |    69.47 |   +0%˄ ||    14.39 |    14.37 |   -0%˄ | (run time too short) |
 | 24b     ||    62.71 |    62.36 |   -1%˄ ||    15.91 |    16.00 |   +1%˄ | (run time too short) |
 | 25a     ||    60.89 |    60.44 |   -1%˄ ||    16.37 |    16.50 |   +1%˄ | (run time too short) |
 | 25b     ||    37.94 |    38.84 |   +2%˄ ||    26.27 |    25.66 |   -2%˄ | (run time too short) |
 | 25c     ||   162.83 |   162.86 |   +0%˄ ||     6.14 |     6.13 |   -0%˄ | (run time too short) |
 | 26a     ||    92.10 |    92.07 |   -0%˄ ||    10.84 |    10.84 |   +0%˄ | (run time too short) |
 | 26b     ||    71.20 |    70.88 |   -0%˄ ||    14.02 |    14.08 |   +0%˄ | (run time too short) |
 | 26c     ||   150.43 |   149.80 |   -0%˄ ||     6.64 |     6.67 |   +0%˄ | (run time too short) |
 | 27a     ||    30.73 |    30.65 |   -0%˄ ||    32.42 |    32.53 |   +0%˄ | (run time too short) |
 | 27b     ||    30.57 |    30.77 |   +1%˄ ||    32.58 |    32.36 |   -1%˄ | (run time too short) |
 | 27c     ||    34.96 |    34.21 |   -2%˄ ||    28.51 |    29.14 |   +2%˄ | (run time too short) |
 | 28a     ||   149.43 |   150.29 |   +1%˄ ||     6.68 |     6.65 |   -1%˄ | (run time too short) |
 | 28b     ||    34.47 |    35.19 |   +2%˄ ||    28.91 |    28.31 |   -2%˄ | (run time too short) |
 | 28c     ||   120.87 |   119.43 |   -1%˄ ||     8.26 |     8.36 |   +1%˄ | (run time too short) |
 | 29a     ||    64.40 |    64.64 |   +0%˄ ||    15.50 |    15.45 |   -0%˄ | (run time too short) |
 | 29b     ||   109.78 |   112.81 |   +3%˄ ||     9.10 |     8.85 |   -3%˄ | (run time too short) |
 | 29c     ||    68.05 |    68.56 |   +1%˄ ||    14.66 |    14.55 |   -1%˄ | (run time too short) |
 | 2a      ||    33.24 |    33.23 |   -0%˄ ||    29.93 |    29.94 |   +0%˄ | (run time too short) |
-| 2b      ||    27.32 |    30.10 |  +10%˄ ||    36.46 |    33.05 |   -9%˄ | (run time too short) |
 | 2c      ||    22.85 |    22.54 |   -1%˄ ||    43.49 |    44.09 |   +1%˄ | (run time too short) |
 | 2d      ||    58.92 |    58.14 |   -1%˄ ||    16.92 |    17.15 |   +1%˄ | (run time too short) |
 | 30a     ||    54.10 |    53.91 |   -0%˄ ||    18.43 |    18.50 |   +0%˄ | (run time too short) |
 | 30b     ||    45.47 |    45.31 |   -0%˄ ||    21.93 |    22.00 |   +0%˄ | (run time too short) |
 | 30c     ||   113.57 |   113.61 |   +0%˄ ||     8.79 |     8.79 |   -0%˄ | (run time too short) |
 | 31a     ||    41.16 |    41.05 |   -0%˄ ||    24.21 |    24.28 |   +0%˄ | (run time too short) |
 | 31b     ||    39.28 |    39.69 |   +1%˄ ||    25.37 |    25.11 |   -1%˄ | (run time too short) |
 | 31c     ||    46.56 |    46.77 |   +0%˄ ||    21.41 |    21.32 |   -0%˄ | (run time too short) |
 | 32a     ||    11.35 |    11.39 |   +0%˄ ||    87.09 |    86.61 |   -1%˄ | (run time too short) |
 | 32b     ||    40.50 |    40.53 |   +0%˄ ||    24.60 |    24.58 |   -0%˄ | (run time too short) |
 | 33a     ||    15.65 |    15.93 |   +2%˄ ||    63.35 |    62.25 |   -2%˄ | (run time too short) |
 | 33b     ||    13.76 |    13.98 |   +2%˄ ||    71.89 |    70.79 |   -2%˄ | (run time too short) |
-| 33c     ||    22.97 |    24.62 |   +7%˄ ||    43.31 |    40.35 |   -7%˄ | (run time too short) |
 | 3a      ||    43.14 |    43.63 |   +1%˄ ||    23.09 |    22.84 |   -1%˄ | (run time too short) |
 | 3b      ||    11.00 |    10.84 |   -1%˄ ||    89.77 |    91.02 |   +1%˄ | (run time too short) |
-| 3c      ||    85.35 |    89.57 |   +5%˄ ||    11.69 |    11.14 |   -5%˄ | (run time too short) |
 | 4a      ||    76.93 |    75.86 |   -1%˄ ||    12.97 |    13.15 |   +1%˄ | (run time too short) |
 | 4b      ||     9.02 |     9.07 |   +1%˄ ||   109.16 |   108.62 |   -0%˄ | (run time too short) |
 | 4c      ||   100.68 |    98.64 |   -2%˄ ||     9.92 |    10.12 |   +2%˄ | (run time too short) |
+| 5a      ||    33.84 |    32.24 |   -5%˄ ||    29.43 |    30.90 |   +5%˄ | (run time too short) |
 | 5b      ||    28.74 |    28.15 |   -2%˄ ||    34.63 |    35.33 |   +2%˄ | (run time too short) |
 | 5c      ||    54.56 |    54.04 |   -1%˄ ||    18.29 |    18.46 |   +1%˄ | (run time too short) |
 | 6a      ||    33.21 |    33.16 |   -0%˄ ||    30.04 |    30.09 |   +0%˄ | (run time too short) |
 | 6b      ||    57.18 |    57.14 |   -0%˄ ||    17.46 |    17.47 |   +0%˄ | (run time too short) |
 | 6c      ||    31.30 |    31.83 |   +2%˄ ||    31.86 |    31.34 |   -2%˄ | (run time too short) |
 | 6d      ||   161.93 |   160.15 |   -1%˄ ||     6.17 |     6.24 |   +1%˄ | (run time too short) |
 | 6e      ||    33.22 |    33.19 |   -0%˄ ||    30.03 |    30.05 |   +0%˄ | (run time too short) |
 | 6f      ||   482.91 |   487.65 |   +1%˄ ||     2.07 |     2.05 |   -1%˄ | (run time too short) |
 | 7a      ||    33.86 |    34.00 |   +0%˄ ||    29.44 |    29.32 |   -0%˄ | (run time too short) |
 | 7b      ||    33.42 |    33.08 |   -1%˄ ||    29.81 |    30.12 |   +1%˄ | (run time too short) |
 | 7c      ||   315.51 |   318.98 |   +1%˄ ||     3.17 |     3.13 |   -1%˄ | (run time too short) |
 | 8a      ||    40.82 |    40.65 |   -0%˄ ||    24.42 |    24.50 |   +0%˄ | (run time too short) |
 | 8b      ||    37.50 |    37.61 |   +0%˄ ||    26.59 |    26.51 |   -0%˄ | (run time too short) |
 | 8c      ||  1182.60 |  1195.29 |   +1%˄ ||     0.85 |     0.84 |   -1%˄ |               0.0012 |
 | 8d      ||   247.66 |   243.92 |   -2%˄ ||     4.04 |     4.10 |   +2%˄ | (run time too short) |
 | 9a      ||   146.37 |   146.54 |   +0%˄ ||     6.83 |     6.82 |   -0%˄ | (run time too short) |
 | 9b      ||    85.44 |    84.94 |   -1%˄ ||    11.69 |    11.76 |   +1%˄ | (run time too short) |
 | 9c      ||   148.59 |   145.92 |   -2%˄ ||     6.72 |     6.84 |   +2%˄ | (run time too short) |
 | 9d      ||   340.92 |   345.18 |   +1%˄ ||     2.93 |     2.90 |   -1%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 15496.51 | 15589.81 |   +1%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -0%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkJoinOrder - multi-threaded, shuffled, 28 clients, 28 cores

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_804f9ed10d7ee197868614287ec5403b3728c205_mt.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_72005cad13851f371f2ae8db5998839820daba92_mt.json |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                              | 72005cad13851f371f2ae8db5998839820daba92-dirty                                                                                              |
 |  benchmark_mode               | Shuffled                                                                                                                                    | Shuffled                                                                                                                                    |
 |  build_type                   | release                                                                                                                                     | release                                                                                                                                     |
 |  chunk_indexes                | False                                                                                                                                       | False                                                                                                                                       |
 |  chunk_size                   | 65535                                                                                                                                       | 65535                                                                                                                                       |
 |  clients                      | 28                                                                                                                                          | 28                                                                                                                                          |
 |  compiler                     | clang 15.0.7                                                                                                                                | clang 15.0.7                                                                                                                                |
 |  cores                        | 28                                                                                                                                          | 28                                                                                                                                          |
 |  data_preparation_cores       | 0                                                                                                                                           | 0                                                                                                                                           |
 |  date                         | 2024-05-26 15:29:34                                                                                                                         | 2024-05-27 05:25:27                                                                                                                         |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                     | {'default': {'encoding': 'Dictionary'}}                                                                                                     |
 |  max_duration                 | 1200000000000                                                                                                                               | 1200000000000                                                                                                                               |
 |  max_runs                     | -1                                                                                                                                          | -1                                                                                                                                          |
 |  time_unit                    | ns                                                                                                                                          | ns                                                                                                                                          |
 |  using_scheduler              | True                                                                                                                                        | True                                                                                                                                        |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                  | [0, 0, 28]                                                                                                                                  |
 |  verify                       | False                                                                                                                                       | False                                                                                                                                       |
 |  warmup_duration              | 0                                                                                                                                           | 0                                                                                                                                           |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
+| 10a     ||   195.69 |   175.14 |  -10%  ||     0.60 |     0.60 |   -0%  |  0.3365 |
 | 10b     ||   132.73 |   136.77 |   +3%  ||     0.60 |     0.60 |   -0%  |  0.8651 |
 | 10c     ||   464.97 |   485.43 |   +4%  ||     0.60 |     0.60 |   -0%  |  0.5850 |
-| 11a     ||   108.09 |   127.87 |  +18%  ||     0.60 |     0.60 |   -0%  |  0.2501 |
-| 11b     ||    99.21 |   129.38 |  +30%  ||     0.60 |     0.60 |   -0%  |  0.1593 |
+| 11c     ||    96.13 |    86.91 |  -10%  ||     0.60 |     0.60 |   -0%  |  0.4872 |
+| 11d     ||   102.88 |    94.21 |   -8%  ||     0.60 |     0.60 |   -0%  |  0.5678 |
+| 12a     ||   176.12 |   155.38 |  -12%  ||     0.60 |     0.60 |   -0%  |  0.3866 |
 | 12b     ||    83.15 |    83.86 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.9598 |
-| 12c     ||   304.75 |   339.01 |  +11%  ||     0.60 |     0.60 |   -0%  |  0.2854 |
 | 13a     ||   437.47 |   454.83 |   +4%  ||     0.60 |     0.60 |   -0%  |  0.6040 |
 | 13b     ||   313.77 |   327.44 |   +4%  ||     0.60 |     0.60 |   -0%  |  0.6960 |
-| 13c     ||   304.87 |   323.28 |   +6%  ||     0.60 |     0.60 |   -0%  |  0.5766 |
 | 13d     ||   792.42 |   788.92 |   -0%  ||     0.60 |     0.60 |   -0%  |  0.9249 |
+| 14a     ||   402.35 |   382.23 |   -5%  ||     0.60 |     0.60 |   -0%  |  0.6130 |
 | 14b     ||   355.91 |   356.11 |   +0%  ||     0.60 |     0.60 |   -0%  |  0.9950 |
-| 14c     ||   470.27 |   498.23 |   +6%  ||     0.60 |     0.60 |   -0%  |  0.4039 |
+| 15a     ||   132.27 |   108.15 |  -18%  ||     0.60 |     0.60 |   -0%  |  0.1255 |
+| 15b     ||   132.64 |   123.84 |   -7%  ||     0.60 |     0.60 |   -0%  |  0.6848 |
-| 15c     ||   128.76 |   138.93 |   +8%  ||     0.60 |     0.60 |   -0%  |  0.5844 |
-| 15d     ||   154.59 |   180.20 |  +17%  ||     0.60 |     0.60 |   -0%  |  0.3002 |
 | 16a     ||  1414.77 |  1423.85 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.8653 |
 | 16b     ||  2826.56 |  2768.73 |   -2%  ||     0.60 |     0.60 |   -0%  |  0.3395 |
 | 16c     ||  1644.58 |  1652.46 |   +0%  ||     0.60 |     0.60 |   -0%  |  0.8811 |
-| 16d     ||  1577.60 |  1656.73 |   +5%  ||     0.60 |     0.60 |   +0%  |  0.1520 |
+| 17a     ||   850.10 |   804.22 |   -5%  ||     0.60 |     0.60 |   -0%  |  0.3486 |
+| 17b     ||   627.46 |   586.30 |   -7%  ||     0.60 |     0.60 |   +0%  |  0.3473 |
 | 17c     ||   561.85 |   550.23 |   -2%  ||     0.60 |     0.60 |   -0%  |  0.7692 |
 | 17d     ||   573.73 |   568.48 |   -1%  ||     0.60 |     0.60 |   -0%  |  0.8993 |
 | 17e     ||  1473.34 |  1491.21 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.7412 |
 | 17f     ||  1059.79 |  1048.22 |   -1%  ||     0.60 |     0.60 |   +0%  |  0.8221 |
-| 18a     ||   222.58 |   248.16 |  +11%  ||     0.60 |     0.60 |   -0%  |  0.2683 |
+| 18b     ||   375.97 |   331.96 |  -12%  ||     0.60 |     0.60 |   -0%  |  0.1938 |
-| 18c     ||   519.90 |   610.20 |  +17%  ||     0.60 |     0.60 |   -0%  |  0.0269 |
 | 19a     ||   527.56 |   547.55 |   +4%  ||     0.60 |     0.60 |   -0%  |  0.6272 |
+| 19b     ||   390.58 |   331.06 |  -15%  ||     0.60 |     0.60 |   -0%  |  0.0939 |
 | 19c     ||   587.88 |   571.68 |   -3%  ||     0.60 |     0.60 |   -0%  |  0.7037 |
 | 19d     ||  1248.20 |  1282.28 |   +3%  ||     0.60 |     0.60 |   +0%  |  0.4760 |
 | 1a      ||    42.12 |    40.64 |   -4%  ||     0.60 |     0.60 |   -0%  |  0.8627 |
 | 1b      ||    41.75 |    42.73 |   +2%  ||     0.60 |     0.60 |   +0%  |  0.9128 |
-| 1c      ||    45.09 |    80.11 |  +78%  ||     0.60 |     0.60 |   -0%  |  0.0460 |
+| 1d      ||    45.46 |    41.77 |   -8%  ||     0.60 |     0.60 |   -0%  |  0.7359 |
+| 20a     ||   433.55 |   400.12 |   -8%  ||     0.60 |     0.60 |   -0%  |  0.3213 |
 | 20b     ||   405.51 |   421.97 |   +4%  ||     0.60 |     0.60 |   -0%  |  0.6761 |
+| 20c     ||   370.31 |   304.04 |  -18%  ||     0.60 |     0.60 |   -0%  |  0.0087 |
-| 21a     ||   148.73 |   182.90 |  +23%  ||     0.60 |     0.60 |   -0%  |  0.1187 |
+| 21b     ||   148.77 |   136.08 |   -9%  ||     0.60 |     0.60 |   -0%  |  0.4993 |
-| 21c     ||   158.47 |   189.70 |  +20%  ||     0.60 |     0.60 |   -0%  |  0.1959 |
+| 22a     ||   436.41 |   401.81 |   -8%  ||     0.60 |     0.60 |   -0%  |  0.3589 |
 | 22b     ||   333.69 |   347.73 |   +4%  ||     0.60 |     0.60 |   +0%  |  0.6432 |
-| 22c     ||   544.55 |   570.08 |   +5%  ||     0.60 |     0.60 |   -0%  |  0.5430 |
 | 22d     ||   755.61 |   750.56 |   -1%  ||     0.60 |     0.60 |   -0%  |  0.9148 |
+| 23a     ||   170.60 |   120.87 |  -29%  ||     0.60 |     0.60 |   -0%  |  0.0194 |
 | 23b     ||   135.59 |   132.82 |   -2%  ||     0.60 |     0.60 |   +0%  |  0.8949 |
-| 23c     ||   147.13 |   171.33 |  +16%  ||     0.60 |     0.60 |   -0%  |  0.2615 |
+| 24a     ||   452.76 |   412.65 |   -9%  ||     0.60 |     0.60 |   +0%  |  0.3424 |
-| 24b     ||   295.52 |   312.62 |   +6%  ||     0.60 |     0.60 |   -0%  |  0.6273 |
 | 25a     ||   358.41 |   371.94 |   +4%  ||     0.60 |     0.60 |   -0%  |  0.7036 |
-| 25b     ||   194.72 |   208.38 |   +7%  ||     0.60 |     0.60 |   -0%  |  0.5896 |
-| 25c     ||   794.78 |   836.79 |   +5%  ||     0.60 |     0.60 |   -0%  |  0.4230 |
+| 26a     ||   389.00 |   338.44 |  -13%  ||     0.60 |     0.60 |   -0%  |  0.0849 |
-| 26b     ||   235.67 |   248.34 |   +5%  ||     0.60 |     0.60 |   -0%  |  0.5982 |
+| 26c     ||   593.03 |   539.66 |   -9%  ||     0.60 |     0.60 |   +0%  |  0.1861 |
 | 27a     ||   173.63 |   175.03 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.9527 |
+| 27b     ||   192.34 |   135.50 |  -30%  ||     0.60 |     0.60 |   -0%  |  0.0381 |
-| 27c     ||   167.19 |   209.76 |  +25%  ||     0.60 |     0.60 |   -0%  |  0.1106 |
 | 28a     ||   532.25 |   549.73 |   +3%  ||     0.60 |     0.60 |   -0%  |  0.6306 |
+| 28b     ||   263.68 |   229.04 |  -13%  ||     0.60 |     0.60 |   -0%  |  0.2748 |
-| 28c     ||   494.41 |   527.00 |   +7%  ||     0.60 |     0.60 |   -0%  |  0.3506 |
-| 29a     ||   267.34 |   302.50 |  +13%  ||     0.60 |     0.60 |   -0%  |  0.2366 |
-| 29b     ||   337.67 |   396.83 |  +18%  ||     0.60 |     0.60 |   -0%  |  0.0894 |
 | 29c     ||   380.37 |   391.66 |   +3%  ||     0.60 |     0.60 |   -0%  |  0.7787 |
 | 2a      ||   121.59 |   122.34 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.9634 |
+| 2b      ||   114.91 |   104.54 |   -9%  ||     0.60 |     0.60 |   -0%  |  0.4762 |
+| 2c      ||   100.81 |    95.08 |   -6%  ||     0.60 |     0.60 |   -0%  |  0.6972 |
+| 2d      ||   250.45 |   202.66 |  -19%  ||     0.60 |     0.60 |   -0%  |  0.0668 |
-| 30a     ||   280.37 |   333.27 |  +19%  ||     0.60 |     0.60 |   -0%  |  0.0862 |
+| 30b     ||   363.27 |   280.86 |  -23%  ||     0.60 |     0.60 |   -0%  |  0.0232 |
+| 30c     ||   683.34 |   550.18 |  -19%  ||     0.60 |     0.60 |   -0%  |  0.0035 |
-| 31a     ||   212.35 |   302.72 |  +43%  ||     0.60 |     0.60 |   -0%  |  0.0023 |
 | 31b     ||   241.04 |   249.39 |   +3%  ||     0.60 |     0.60 |   -0%  |  0.7964 |
+| 31c     ||   316.11 |   293.09 |   -7%  ||     0.60 |     0.60 |   -0%  |  0.5401 |
-| 32a     ||    36.56 |    58.67 |  +60%  ||     0.60 |     0.60 |   -0%  |  0.0123 |
 | 32b     ||   133.48 |   136.60 |   +2%  ||     0.60 |     0.60 |   -0%  |  0.8171 |
+| 33a     ||   121.60 |    99.40 |  -18%  ||     0.60 |     0.60 |   -0%  |  0.2142 |
 | 33b     ||   101.33 |    97.56 |   -4%  ||     0.60 |     0.60 |   -0%  |  0.8295 |
+| 33c     ||   157.23 |   147.04 |   -6%  ||     0.60 |     0.60 |   +0%  |  0.6567 |
-| 3a      ||   212.90 |   231.95 |   +9%  ||     0.60 |     0.60 |   -0%  |  0.4802 |
+| 3b      ||    94.40 |    69.03 |  -27%  ||     0.60 |     0.60 |   -0%  |  0.1508 |
-| 3c      ||   276.67 |   379.26 |  +37%  ||     0.60 |     0.60 |   +0%  |  0.0010 |
 | 4a      ||   234.59 |   227.34 |   -3%  ||     0.60 |     0.60 |   -0%  |  0.7577 |
+| 4b      ||    84.95 |    66.34 |  -22%  ||     0.60 |     0.60 |   -0%  |  0.3893 |
-| 4c      ||   260.29 |   281.67 |   +8%  ||     0.60 |     0.60 |   -0%  |  0.3495 |
 | 5a      ||   196.49 |   196.15 |   -0%  ||     0.60 |     0.60 |   -0%  |  0.9885 |
-| 5b      ||   147.48 |   161.67 |  +10%  ||     0.60 |     0.60 |   -0%  |  0.5760 |
-| 5c      ||   280.35 |   319.55 |  +14%  ||     0.60 |     0.60 |   -0%  |  0.2127 |
+| 6a      ||   140.43 |   132.24 |   -6%  ||     0.60 |     0.60 |   -0%  |  0.6507 |
+| 6b      ||   186.62 |   177.28 |   -5%  ||     0.60 |     0.60 |   +0%  |  0.6509 |
+| 6c      ||   138.03 |   108.07 |  -22%  ||     0.60 |     0.60 |   +0%  |  0.0488 |
 | 6d      ||   503.14 |   506.83 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.9150 |
+| 6e      ||   147.91 |   133.55 |  -10%  ||     0.60 |     0.60 |   -0%  |  0.4347 |
 | 6f      ||  1053.76 |  1077.15 |   +2%  ||     0.60 |     0.60 |   -0%  |  0.5869 |
+| 7a      ||   171.10 |   157.46 |   -8%  ||     0.60 |     0.60 |   -0%  |  0.5369 |
+| 7b      ||   151.27 |   137.77 |   -9%  ||     0.60 |     0.60 |   -0%  |  0.4165 |
 | 7c      ||  1018.85 |  1037.32 |   +2%  ||     0.60 |     0.60 |   -0%  |  0.7134 |
-| 8a      ||   184.64 |   199.34 |   +8%  ||     0.60 |     0.60 |   -0%  |  0.5731 |
 | 8b      ||   190.97 |   186.63 |   -2%  ||     0.60 |     0.60 |   -0%  |  0.8777 |
 | 8c      ||  2055.53 |  2085.88 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.5697 |
+| 8d      ||   603.58 |   571.85 |   -5%  ||     0.60 |     0.60 |   -0%  |  0.3026 |
+| 9a      ||   574.03 |   536.22 |   -7%  ||     0.60 |     0.60 |   -0%  |  0.3160 |
-| 9b      ||   410.38 |   440.74 |   +7%  ||     0.60 |     0.60 |   -0%  |  0.4274 |
 | 9c      ||   579.39 |   577.80 |   -0%  ||     0.60 |     0.60 |   -0%  |  0.9686 |
+| 9d      ||  1006.01 |   932.59 |   -7%  ||     0.60 |     0.60 |   -0%  |  0.1276 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 46495.75 | 46495.65 |   -0%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   -0%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkStarSchema - single-threaded

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_804f9ed10d7ee197868614287ec5403b3728c205_st.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_72005cad13851f371f2ae8db5998839820daba92_st.json |
 +-------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                               | 72005cad13851f371f2ae8db5998839820daba92-dirty                                                                                               |
 |  benchmark_mode         | Ordered                                                                                                                                      | Ordered                                                                                                                                      |
 |  build_type             | release                                                                                                                                      | release                                                                                                                                      |
 |  chunk_indexes          | False                                                                                                                                        | False                                                                                                                                        |
 |  chunk_size             | 65535                                                                                                                                        | 65535                                                                                                                                        |
 |  clients                | 1                                                                                                                                            | 1                                                                                                                                            |
 |  compiler               | clang 15.0.7                                                                                                                                 | clang 15.0.7                                                                                                                                 |
 |  cores                  | 0                                                                                                                                            | 0                                                                                                                                            |
 |  data_preparation_cores | 0                                                                                                                                            | 0                                                                                                                                            |
 |  date                   | 2024-05-26 15:50:00                                                                                                                          | 2024-05-27 05:45:55                                                                                                                          |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                      | {'default': {'encoding': 'Dictionary'}}                                                                                                      |
 |  max_duration           | 60000000000                                                                                                                                  | 60000000000                                                                                                                                  |
 |  max_runs               | 50                                                                                                                                           | 50                                                                                                                                           |
 |  scale_factor           | 10.0                                                                                                                                         | 10.0                                                                                                                                         |
 |  time_unit              | ns                                                                                                                                           | ns                                                                                                                                           |
 |  using_scheduler        | False                                                                                                                                        | False                                                                                                                                        |
 |  verify                 | False                                                                                                                                        | False                                                                                                                                        |
 |  warmup_duration        | 1000000000                                                                                                                                   | 1000000000                                                                                                                                   |
 +-------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |     new |        ||      old |      new |        |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
-| 1.1     ||   323.18 |  339.42 |   +5%˄ ||     3.09 |     2.95 |   -5%˄ | (run time too short) |
 | 1.2     ||   151.62 |  155.49 |   +3%˄ ||     6.60 |     6.43 |   -2%˄ | (run time too short) |
 | 1.3     ||   147.47 |  148.85 |   +1%˄ ||     6.78 |     6.72 |   -1%˄ | (run time too short) |
 | 2.1     ||   559.72 |  557.17 |   -0%˄ ||     1.79 |     1.79 |   +0%˄ | (run time too short) |
 | 2.2     ||   296.01 |  297.30 |   +0%˄ ||     3.38 |     3.36 |   -0%˄ | (run time too short) |
 | 2.3     ||   201.02 |  200.84 |   -0%˄ ||     4.97 |     4.98 |   +0%˄ | (run time too short) |
+| 3.1     ||  3046.60 | 2877.34 |   -6%  ||     0.33 |     0.35 |   +6%  |               0.0004 |
 | 3.2     ||   304.70 |  292.58 |   -4%˄ ||     3.28 |     3.42 |   +4%˄ | (run time too short) |
 | 3.3     ||   151.88 |  148.31 |   -2%˄ ||     6.58 |     6.74 |   +2%˄ | (run time too short) |
 | 3.4     ||   144.88 |  141.56 |   -2%˄ ||     6.90 |     7.06 |   +2%˄ | (run time too short) |
 | 4.1     ||  2893.79 | 2944.53 |   +2%  ||     0.35 |     0.34 |   -2%  |               0.2026 |
 | 4.2     ||   906.73 |  903.27 |   -0%˄ ||     1.10 |     1.11 |   +0%˄ | (run time too short) |
 | 4.3     ||   277.13 |  272.17 |   -2%˄ ||     3.61 |     3.67 |   +2%˄ | (run time too short) |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum     ||  9404.73 | 9278.82 |   -1%  ||          |          |        |                      |
 | Geomean ||          |         |        ||          |          |   +1%  |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                        |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkStarSchema - multi-threaded, ordered, 1 client, 28 cores

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_804f9ed10d7ee197868614287ec5403b3728c205_mt_ordered.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_72005cad13851f371f2ae8db5998839820daba92_mt_ordered.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                       | 72005cad13851f371f2ae8db5998839820daba92-dirty                                                                                                       |
 |  benchmark_mode               | Ordered                                                                                                                                              | Ordered                                                                                                                                              |
 |  build_type                   | release                                                                                                                                              | release                                                                                                                                              |
 |  chunk_indexes                | False                                                                                                                                                | False                                                                                                                                                |
 |  chunk_size                   | 65535                                                                                                                                                | 65535                                                                                                                                                |
 |  clients                      | 1                                                                                                                                                    | 1                                                                                                                                                    |
 |  compiler                     | clang 15.0.7                                                                                                                                         | clang 15.0.7                                                                                                                                         |
 |  cores                        | 28                                                                                                                                                   | 28                                                                                                                                                   |
 |  data_preparation_cores       | 0                                                                                                                                                    | 0                                                                                                                                                    |
 |  date                         | 2024-05-26 15:55:35                                                                                                                                  | 2024-05-27 05:51:30                                                                                                                                  |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                              | {'default': {'encoding': 'Dictionary'}}                                                                                                              |
 |  max_duration                 | 60000000000                                                                                                                                          | 60000000000                                                                                                                                          |
 |  max_runs                     | 50                                                                                                                                                   | 50                                                                                                                                                   |
 |  scale_factor                 | 10.0                                                                                                                                                 | 10.0                                                                                                                                                 |
 |  time_unit                    | ns                                                                                                                                                   | ns                                                                                                                                                   |
 |  using_scheduler              | True                                                                                                                                                 | True                                                                                                                                                 |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                           | [0, 0, 28]                                                                                                                                           |
 |  verify                       | False                                                                                                                                                | False                                                                                                                                                |
 |  warmup_duration              | 1000000000                                                                                                                                           | 1000000000                                                                                                                                           |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |     new |        ||      old |      new |        |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | 1.1     ||   103.78 |  104.07 |   +0%˄ ||     9.62 |     9.59 |   -0%˄ | (run time too short) |
 | 1.2     ||    89.62 |   90.54 |   +1%˄ ||    11.14 |    11.02 |   -1%˄ | (run time too short) |
 | 1.3     ||    85.45 |   82.94 |   -3%˄ ||    11.68 |    12.04 |   +3%˄ | (run time too short) |
 | 2.1     ||   340.19 |  342.95 |   +1%˄ ||     2.94 |     2.91 |   -1%˄ | (run time too short) |
 | 2.2     ||   165.37 |  164.86 |   -0%˄ ||     6.04 |     6.06 |   +0%˄ | (run time too short) |
 | 2.3     ||    60.57 |   60.27 |   -1%˄ ||    16.47 |    16.55 |   +0%˄ | (run time too short) |
 | 3.1     ||   837.40 |  839.94 |   +0%˄ ||     1.19 |     1.19 |   -0%˄ | (run time too short) |
 | 3.2     ||   158.07 |  157.17 |   -1%˄ ||     6.32 |     6.36 |   +1%˄ | (run time too short) |
 | 3.3     ||    79.83 |   81.00 |   +1%˄ ||    12.50 |    12.32 |   -1%˄ | (run time too short) |
 | 3.4     ||    75.70 |   75.79 |   +0%˄ ||    13.19 |    13.17 |   -0%˄ | (run time too short) |
 | 4.1     ||   697.24 |  684.01 |   -2%˄ ||     1.43 |     1.46 |   +2%˄ | (run time too short) |
 | 4.2     ||   386.05 |  384.74 |   -0%˄ ||     2.59 |     2.60 |   +0%˄ | (run time too short) |
 | 4.3     ||   115.58 |  115.34 |   -0%˄ ||     8.64 |     8.66 |   +0%˄ | (run time too short) |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum     ||  3194.85 | 3183.62 |   -0%  ||          |          |        |                      |
 | Geomean ||          |         |        ||          |          |   +0%  |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                        |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkStarSchema - multi-threaded, shuffled, 28 clients, 28 cores

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_804f9ed10d7ee197868614287ec5403b3728c205_mt.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_72005cad13851f371f2ae8db5998839820daba92_mt.json |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                               | 72005cad13851f371f2ae8db5998839820daba92-dirty                                                                                               |
 |  benchmark_mode               | Shuffled                                                                                                                                     | Shuffled                                                                                                                                     |
 |  build_type                   | release                                                                                                                                      | release                                                                                                                                      |
 |  chunk_indexes                | False                                                                                                                                        | False                                                                                                                                        |
 |  chunk_size                   | 65535                                                                                                                                        | 65535                                                                                                                                        |
 |  clients                      | 28                                                                                                                                           | 28                                                                                                                                           |
 |  compiler                     | clang 15.0.7                                                                                                                                 | clang 15.0.7                                                                                                                                 |
 |  cores                        | 28                                                                                                                                           | 28                                                                                                                                           |
 |  data_preparation_cores       | 0                                                                                                                                            | 0                                                                                                                                            |
 |  date                         | 2024-05-26 15:58:58                                                                                                                          | 2024-05-27 05:54:52                                                                                                                          |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                      | {'default': {'encoding': 'Dictionary'}}                                                                                                      |
 |  max_duration                 | 1200000000000                                                                                                                                | 1200000000000                                                                                                                                |
 |  max_runs                     | -1                                                                                                                                           | -1                                                                                                                                           |
 |  scale_factor                 | 10.0                                                                                                                                         | 10.0                                                                                                                                         |
 |  time_unit                    | ns                                                                                                                                           | ns                                                                                                                                           |
 |  using_scheduler              | True                                                                                                                                         | True                                                                                                                                         |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                   | [0, 0, 28]                                                                                                                                   |
 |  verify                       | False                                                                                                                                        | False                                                                                                                                        |
 |  warmup_duration              | 0                                                                                                                                            | 0                                                                                                                                            |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | 1.1     ||   641.90 |   649.80 |   +1%  ||     2.08 |     2.08 |   +0%  |  0.7482 |
 | 1.2     ||   375.21 |   390.52 |   +4%  ||     2.08 |     2.08 |   +0%  |  0.4060 |
+| 1.3     ||   368.34 |   345.39 |   -6%  ||     2.08 |     2.08 |   +0%  |  0.1714 |
 | 2.1     ||  1598.35 |  1654.15 |   +3%  ||     2.08 |     2.08 |   +0%  |  0.1313 |
 | 2.2     ||   887.54 |   911.63 |   +3%  ||     2.08 |     2.08 |   +0%  |  0.4081 |
+| 2.3     ||   335.19 |   308.22 |   -8%  ||     2.08 |     2.09 |   +0%  |  0.1034 |
 | 3.1     ||  2570.03 |  2538.90 |   -1%  ||     2.08 |     2.08 |   +0%  |  0.3885 |
 | 3.2     ||   829.25 |   805.39 |   -3%  ||     2.08 |     2.08 |   +0%  |  0.3808 |
-| 3.3     ||   435.09 |   471.84 |   +8%  ||     2.08 |     2.08 |   +0%  |  0.0905 |
 | 3.4     ||   445.14 |   450.66 |   +1%  ||     2.08 |     2.09 |   +0%  |  0.8090 |
 | 4.1     ||  2306.89 |  2308.52 |   +0%  ||     2.08 |     2.08 |   +0%  |  0.9683 |
 | 4.2     ||  1993.31 |  1931.03 |   -3%  ||     2.08 |     2.08 |   +0%  |  0.1335 |
-| 4.3     ||   611.27 |   647.12 |   +6%  ||     2.08 |     2.08 |   +0%  |  0.1132 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 13397.53 | 13413.17 |   +0%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +0%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

@dey4ss dey4ss requested a review from Bouncner May 28, 2024 08:00
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dey4ss commented May 28, 2024

benchmark_all

System

nemea - click to expand
property value
Hostname nemea
CPU Intel(R) Xeon(R) Platinum 8180 CPU @ 2.50GHz
Memory 645GB
numactl nodebind: 2
numactl membind: 2

Commit Info and Build Time

commit date message build time
804f9ed 23.05.2024 15:26 Fix for benchmark_all.sh output (#2644) real 354.99 user 3449.18 sys 112.38
77c3850 28.05.2024 12:22 tidy? real 354.46 user 3457.90 sys 112.63

hyriseBenchmarkTPCH - single-threaded, SF 10.0

Sum of avg. item runtimes: +1% || Geometric mean of throughput changes: -1%
Configuration Overview - click to expand
 +Configuration Overview----+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_804f9ed10d7ee197868614287ec5403b3728c205_st.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_77c385084b79495fa645430506d4c92457ca02f1_st.json |
 +--------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                         | 77c385084b79495fa645430506d4c92457ca02f1-dirty                                                                                         |
 |  benchmark_mode          | Ordered                                                                                                                                | Ordered                                                                                                                                |
 |  build_type              | release                                                                                                                                | release                                                                                                                                |
 |  chunk_indexes           | False                                                                                                                                  | False                                                                                                                                  |
 |  chunk_size              | 65535                                                                                                                                  | 65535                                                                                                                                  |
 |  clients                 | 1                                                                                                                                      | 1                                                                                                                                      |
 |  clustering              | None                                                                                                                                   | None                                                                                                                                   |
 |  compiler                | clang 15.0.7                                                                                                                           | clang 15.0.7                                                                                                                           |
 |  cores                   | 0                                                                                                                                      | 0                                                                                                                                      |
 |  data_preparation_cores  | 0                                                                                                                                      | 0                                                                                                                                      |
 |  date                    | 2024-05-28 02:10:21                                                                                                                    | 2024-05-28 10:01:57                                                                                                                    |
 |  encoding                | {'default': {'encoding': 'Dictionary'}}                                                                                                | {'default': {'encoding': 'Dictionary'}}                                                                                                |
 |  max_duration            | 60000000000                                                                                                                            | 60000000000                                                                                                                            |
 |  max_runs                | 50                                                                                                                                     | 50                                                                                                                                     |
 |  scale_factor            | 10.0                                                                                                                                   | 10.0                                                                                                                                   |
 |  time_unit               | ns                                                                                                                                     | ns                                                                                                                                     |
 |  use_prepared_statements | False                                                                                                                                  | False                                                                                                                                  |
 |  using_scheduler         | False                                                                                                                                  | False                                                                                                                                  |
 |  verify                  | False                                                                                                                                  | False                                                                                                                                  |
 |  warmup_duration         | 1000000000                                                                                                                             | 1000000000                                                                                                                             |
 +--------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item     || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |          ||      old |      new |        ||      old |      new |        |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | TPC-H 01 ||  6387.28 |  6448.66 |   +1%  ||     0.16 |     0.16 |   -1%  |               0.7049 |
+| TPC-H 02 ||    49.92 |    45.49 |   -9%˄ ||    20.03 |    21.98 |  +10%˄ | (run time too short) |
 | TPC-H 03 ||  1317.25 |  1307.92 |   -1%  ||     0.76 |     0.76 |   +1%  |               0.6835 |
 | TPC-H 04 ||  1422.93 |  1424.59 |   +0%  ||     0.70 |     0.70 |   -0%  |               0.9371 |
 | TPC-H 05 ||  2231.55 |  2220.11 |   -1%  ||     0.45 |     0.45 |   +1%  |               0.4319 |
 | TPC-H 06 ||   161.68 |   165.00 |   +2%˄ ||     6.19 |     6.06 |   -2%˄ | (run time too short) |
 | TPC-H 07 ||   830.50 |   821.37 |   -1%˄ ||     1.20 |     1.22 |   +1%˄ | (run time too short) |
 | TPC-H 08 ||   509.16 |   515.54 |   +1%˄ ||     1.96 |     1.94 |   -1%˄ | (run time too short) |
 | TPC-H 09 ||  5123.82 |  5140.02 |   +0%  ||     0.20 |     0.19 |   -0%  |               0.5619 |
 | TPC-H 10 ||  1304.80 |  1288.79 |   -1%  ||     0.77 |     0.78 |   +1%  |               0.1059 |
 | TPC-H 11 ||    63.12 |    63.29 |   +0%˄ ||    15.84 |    15.80 |   -0%˄ | (run time too short) |
-| TPC-H 12 ||   938.48 |   996.44 |   +6%˄ ||     1.07 |     1.00 |   -6%˄ | (run time too short) |
 | TPC-H 13 ||  4874.43 |  4964.53 |   +2%  ||     0.21 |     0.20 |   -2%  |               0.0057 |
 | TPC-H 14 ||   417.42 |   416.88 |   -0%˄ ||     2.40 |     2.40 |   +0%˄ | (run time too short) |
 | TPC-H 15 ||   189.68 |   189.45 |   -0%˄ ||     5.27 |     5.28 |   +0%˄ | (run time too short) |
 | TPC-H 16 ||   554.90 |   565.74 |   +2%˄ ||     1.80 |     1.77 |   -2%˄ | (run time too short) |
 | TPC-H 17 ||   221.23 |   222.21 |   +0%˄ ||     4.52 |     4.50 |   -0%˄ | (run time too short) |
 | TPC-H 18 ||  1773.24 |  1789.91 |   +1%  ||     0.56 |     0.56 |   -1%  |               0.5283 |
 | TPC-H 19 ||   217.66 |   217.00 |   -0%˄ ||     4.59 |     4.61 |   +0%˄ | (run time too short) |
 | TPC-H 20 ||   541.56 |   540.84 |   -0%˄ ||     1.85 |     1.85 |   +0%˄ | (run time too short) |
 | TPC-H 21 ||  3850.97 |  3879.82 |   +1%  ||     0.26 |     0.26 |   -1%  |               0.5930 |
-| TPC-H 22 ||   430.01 |   467.43 |   +9%˄ ||     2.33 |     2.14 |   -8%˄ | (run time too short) |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum      || 33411.59 | 33691.02 |   +1%  ||          |          |        |                      |
 | Geomean  ||          |          |        ||          |          |   -1%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                         |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - single-threaded, SF 0.01

Sum of avg. item runtimes: -7% || Geometric mean of throughput changes: +4%
Configuration Overview - click to expand
 +Configuration Overview----+--------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_804f9ed10d7ee197868614287ec5403b3728c205_st_s01.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_77c385084b79495fa645430506d4c92457ca02f1_st_s01.json |
 +--------------------------+--------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                             | 77c385084b79495fa645430506d4c92457ca02f1-dirty                                                                                             |
 |  benchmark_mode          | Ordered                                                                                                                                    | Ordered                                                                                                                                    |
 |  build_type              | release                                                                                                                                    | release                                                                                                                                    |
 |  chunk_indexes           | False                                                                                                                                      | False                                                                                                                                      |
 |  chunk_size              | 65535                                                                                                                                      | 65535                                                                                                                                      |
 |  clients                 | 1                                                                                                                                          | 1                                                                                                                                          |
 |  clustering              | None                                                                                                                                       | None                                                                                                                                       |
 |  compiler                | clang 15.0.7                                                                                                                               | clang 15.0.7                                                                                                                               |
 |  cores                   | 0                                                                                                                                          | 0                                                                                                                                          |
 |  data_preparation_cores  | 0                                                                                                                                          | 0                                                                                                                                          |
 |  date                    | 2024-05-28 02:26:07                                                                                                                        | 2024-05-28 10:17:52                                                                                                                        |
 |  encoding                | {'default': {'encoding': 'Dictionary'}}                                                                                                    | {'default': {'encoding': 'Dictionary'}}                                                                                                    |
 |  max_duration            | 60000000000                                                                                                                                | 60000000000                                                                                                                                |
 |  max_runs                | 50                                                                                                                                         | 50                                                                                                                                         |
 |  scale_factor            | 0.009999999776482582                                                                                                                       | 0.009999999776482582                                                                                                                       |
 |  time_unit               | ns                                                                                                                                         | ns                                                                                                                                         |
 |  use_prepared_statements | False                                                                                                                                      | False                                                                                                                                      |
 |  using_scheduler         | False                                                                                                                                      | False                                                                                                                                      |
 |  verify                  | False                                                                                                                                      | False                                                                                                                                      |
 |  warmup_duration         | 1000000000                                                                                                                                 | 1000000000                                                                                                                                 |
 +--------------------------+--------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item     || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |          ||      old |     new |        ||      old |      new |        |                      |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 | TPC-H 01 ||     5.30 |    5.18 |   -2%˄ ||   188.78 |   192.82 |   +2%˄ | (run time too short) |
 | TPC-H 02 ||     3.84 |    3.92 |   +2%˄ ||   260.19 |   255.08 |   -2%˄ | (run time too short) |
 | TPC-H 03 ||     0.57 |    0.57 |   +0%˄ ||  1759.12 |  1751.49 |   -0%˄ | (run time too short) |
 | TPC-H 04 ||     0.43 |    0.44 |   +2%˄ ||  2310.54 |  2269.97 |   -2%˄ | (run time too short) |
 | TPC-H 05 ||     1.02 |    1.03 |   +1%˄ ||   981.78 |   974.15 |   -1%˄ | (run time too short) |
 | TPC-H 06 ||     0.18 |    0.18 |   +3%˄ ||  5549.29 |  5413.81 |   -2%˄ | (run time too short) |
+| TPC-H 07 ||    11.78 |    9.40 |  -20%˄ ||    84.85 |   106.32 |  +25%˄ | (run time too short) |
 | TPC-H 08 ||    16.52 |   16.20 |   -2%˄ ||    60.51 |    61.73 |   +2%˄ | (run time too short) |
 | TPC-H 09 ||     4.02 |    4.13 |   +3%˄ ||   248.95 |   242.23 |   -3%˄ | (run time too short) |
 | TPC-H 10 ||     0.65 |    0.65 |   +0%˄ ||  1538.57 |  1536.64 |   -0%˄ | (run time too short) |
 | TPC-H 11 ||     0.20 |    0.21 |   +1%˄ ||  4872.99 |  4807.57 |   -1%˄ | (run time too short) |
 | TPC-H 12 ||     0.62 |    0.62 |   -0%˄ ||  1602.87 |  1609.34 |   +0%˄ | (run time too short) |
 | TPC-H 13 ||     2.03 |    2.04 |   +0%˄ ||   491.24 |   490.33 |   -0%˄ | (run time too short) |
 | TPC-H 14 ||     0.33 |    0.33 |   +1%˄ ||  3061.69 |  3018.76 |   -1%˄ | (run time too short) |
+| TPC-H 15 ||     1.33 |    1.25 |   -6%˄ ||   747.67 |   797.21 |   +7%˄ | (run time too short) |
+| TPC-H 16 ||     2.32 |    2.04 |  -12%˄ ||   430.72 |   490.31 |  +14%˄ | (run time too short) |
+| TPC-H 17 ||     0.75 |    0.66 |  -12%˄ ||  1328.46 |  1514.27 |  +14%˄ | (run time too short) |
 | TPC-H 18 ||     1.15 |    1.15 |   -0%˄ ||   868.12 |   869.25 |   +0%˄ | (run time too short) |
+| TPC-H 19 ||     5.93 |    4.69 |  -21%˄ ||   168.66 |   212.98 |  +26%˄ | (run time too short) |
+| TPC-H 20 ||     2.80 |    2.56 |   -9%˄ ||   356.34 |   389.89 |   +9%˄ | (run time too short) |
 | TPC-H 21 ||     1.11 |    1.14 |   +2%˄ ||   895.23 |   879.43 |   -2%˄ | (run time too short) |
+| TPC-H 22 ||     1.19 |    1.14 |   -4%˄ ||   838.53 |   877.67 |   +5%˄ | (run time too short) |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
+| Sum      ||    64.08 |   59.52 |   -7%  ||          |          |        |                      |
 | Geomean  ||          |         |        ||          |          |   +4%  |                      |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                        |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - multi-threaded, ordered, 1 client, 28 cores, SF 10.0

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +2%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_804f9ed10d7ee197868614287ec5403b3728c205_mt_ordered.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_77c385084b79495fa645430506d4c92457ca02f1_mt_ordered.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                 | 77c385084b79495fa645430506d4c92457ca02f1-dirty                                                                                                 |
 |  benchmark_mode               | Ordered                                                                                                                                        | Ordered                                                                                                                                        |
 |  build_type                   | release                                                                                                                                        | release                                                                                                                                        |
 |  chunk_indexes                | False                                                                                                                                          | False                                                                                                                                          |
 |  chunk_size                   | 65535                                                                                                                                          | 65535                                                                                                                                          |
 |  clients                      | 1                                                                                                                                              | 1                                                                                                                                              |
 |  clustering                   | None                                                                                                                                           | None                                                                                                                                           |
 |  compiler                     | clang 15.0.7                                                                                                                                   | clang 15.0.7                                                                                                                                   |
 |  cores                        | 28                                                                                                                                             | 28                                                                                                                                             |
 |  data_preparation_cores       | 0                                                                                                                                              | 0                                                                                                                                              |
 |  date                         | 2024-05-28 02:26:32                                                                                                                            | 2024-05-28 10:18:17                                                                                                                            |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                        | {'default': {'encoding': 'Dictionary'}}                                                                                                        |
 |  max_duration                 | 60000000000                                                                                                                                    | 60000000000                                                                                                                                    |
 |  max_runs                     | 50                                                                                                                                             | 50                                                                                                                                             |
 |  scale_factor                 | 10.0                                                                                                                                           | 10.0                                                                                                                                           |
 |  time_unit                    | ns                                                                                                                                             | ns                                                                                                                                             |
 |  use_prepared_statements      | False                                                                                                                                          | False                                                                                                                                          |
 |  using_scheduler              | True                                                                                                                                           | True                                                                                                                                           |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                     | [0, 0, 28]                                                                                                                                     |
 |  verify                       | False                                                                                                                                          | False                                                                                                                                          |
 |  warmup_duration              | 1000000000                                                                                                                                     | 1000000000                                                                                                                                     |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item     || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |          ||      old |      new |        ||      old |      new |        |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | TPC-H 01 ||  4679.34 |  4605.88 |   -2%  ||     0.21 |     0.22 |   +2%  |               0.0272 |
+| TPC-H 02 ||    65.01 |    54.52 |  -16%˄ ||    15.34 |    18.29 |  +19%˄ | (run time too short) |
 | TPC-H 03 ||   585.09 |   582.64 |   -0%˄ ||     1.71 |     1.72 |   +0%˄ | (run time too short) |
 | TPC-H 04 ||   528.51 |   515.94 |   -2%˄ ||     1.89 |     1.94 |   +2%˄ | (run time too short) |
 | TPC-H 05 ||   506.77 |   521.09 |   +3%˄ ||     1.97 |     1.92 |   -3%˄ | (run time too short) |
+| TPC-H 06 ||    62.33 |    59.15 |   -5%˄ ||    16.00 |    16.86 |   +5%˄ | (run time too short) |
 | TPC-H 07 ||   271.05 |   260.32 |   -4%˄ ||     3.69 |     3.84 |   +4%˄ | (run time too short) |
 | TPC-H 08 ||   249.12 |   246.92 |   -1%˄ ||     4.01 |     4.05 |   +1%˄ | (run time too short) |
 | TPC-H 09 ||  1650.78 |  1643.82 |   -0%  ||     0.61 |     0.61 |   +0%  |               0.5523 |
 | TPC-H 10 ||   533.24 |   539.60 |   +1%˄ ||     1.87 |     1.85 |   -1%˄ | (run time too short) |
 | TPC-H 11 ||    62.89 |    62.49 |   -1%˄ ||    15.86 |    15.97 |   +1%˄ | (run time too short) |
 | TPC-H 12 ||   457.78 |   456.68 |   -0%˄ ||     2.18 |     2.19 |   +0%˄ | (run time too short) |
 | TPC-H 13 ||  2208.98 |  2226.34 |   +1%  ||     0.45 |     0.45 |   -1%  |               0.0261 |
 | TPC-H 14 ||   146.10 |   142.70 |   -2%˄ ||     6.84 |     7.00 |   +2%˄ | (run time too short) |
 | TPC-H 15 ||   141.87 |   139.61 |   -2%˄ ||     7.04 |     7.16 |   +2%˄ | (run time too short) |
 | TPC-H 16 ||   624.99 |   631.42 |   +1%˄ ||     1.60 |     1.58 |   -1%˄ | (run time too short) |
 | TPC-H 17 ||    76.27 |    75.86 |   -1%˄ ||    13.08 |    13.15 |   +1%˄ | (run time too short) |
 | TPC-H 18 ||  2108.70 |  2148.42 |   +2%  ||     0.47 |     0.47 |   -2%  |               0.4183 |
+| TPC-H 19 ||   125.67 |   110.51 |  -12%˄ ||     7.95 |     9.04 |  +14%˄ | (run time too short) |
 | TPC-H 20 ||   198.92 |   199.72 |   +0%˄ ||     5.02 |     5.00 |   -0%˄ | (run time too short) |
 | TPC-H 21 ||   879.28 |   859.78 |   -2%˄ ||     1.14 |     1.16 |   +2%˄ | (run time too short) |
 | TPC-H 22 ||   144.17 |   146.02 |   +1%˄ ||     6.93 |     6.84 |   -1%˄ | (run time too short) |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum      || 16306.89 | 16229.45 |   -0%  ||          |          |        |                      |
 | Geomean  ||          |          |        ||          |          |   +2%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                         |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - multi-threaded, shuffled, 28 clients, 28 cores, SF 10.0

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_804f9ed10d7ee197868614287ec5403b3728c205_mt.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_77c385084b79495fa645430506d4c92457ca02f1_mt.json |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                         | 77c385084b79495fa645430506d4c92457ca02f1-dirty                                                                                         |
 |  benchmark_mode               | Shuffled                                                                                                                               | Shuffled                                                                                                                               |
 |  build_type                   | release                                                                                                                                | release                                                                                                                                |
 |  chunk_indexes                | False                                                                                                                                  | False                                                                                                                                  |
 |  chunk_size                   | 65535                                                                                                                                  | 65535                                                                                                                                  |
 |  clients                      | 28                                                                                                                                     | 28                                                                                                                                     |
 |  clustering                   | None                                                                                                                                   | None                                                                                                                                   |
 |  compiler                     | clang 15.0.7                                                                                                                           | clang 15.0.7                                                                                                                           |
 |  cores                        | 28                                                                                                                                     | 28                                                                                                                                     |
 |  data_preparation_cores       | 0                                                                                                                                      | 0                                                                                                                                      |
 |  date                         | 2024-05-28 02:37:57                                                                                                                    | 2024-05-28 10:29:40                                                                                                                    |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                | {'default': {'encoding': 'Dictionary'}}                                                                                                |
 |  max_duration                 | 1200000000000                                                                                                                          | 1200000000000                                                                                                                          |
 |  max_runs                     | -1                                                                                                                                     | -1                                                                                                                                     |
 |  scale_factor                 | 10.0                                                                                                                                   | 10.0                                                                                                                                   |
 |  time_unit                    | ns                                                                                                                                     | ns                                                                                                                                     |
 |  use_prepared_statements      | False                                                                                                                                  | False                                                                                                                                  |
 |  using_scheduler              | True                                                                                                                                   | True                                                                                                                                   |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                             | [0, 0, 28]                                                                                                                             |
 |  verify                       | False                                                                                                                                  | False                                                                                                                                  |
 |  warmup_duration              | 0                                                                                                                                      | 0                                                                                                                                      |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | Item     || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |          ||      old |      new |        ||      old |      new |        |         |
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | TPC-H 01 ||  6353.79 |  6358.78 |   +0%  ||     0.56 |     0.56 |   +0%  |  0.9575 |
 | TPC-H 02 ||   381.64 |   373.68 |   -2%  ||     0.56 |     0.56 |   +0%  |  0.9151 |
 | TPC-H 03 ||  2148.14 |  2210.55 |   +3%  ||     0.56 |     0.56 |   +0%  |  0.6566 |
 | TPC-H 04 ||  2088.48 |  2026.77 |   -3%  ||     0.56 |     0.56 |   +0%  |  0.7027 |
+| TPC-H 05 ||  3162.43 |  2894.33 |   -8%  ||     0.56 |     0.56 |   +0%  |  0.1677 |
-| TPC-H 06 ||   517.79 |   548.52 |   +6%  ||     0.56 |     0.56 |   +0%  |  0.6353 |
 | TPC-H 07 ||  2789.55 |  2720.14 |   -2%  ||     0.56 |     0.56 |   +0%  |  0.7206 |
 | TPC-H 08 ||  1868.80 |  1943.50 |   +4%  ||     0.56 |     0.56 |   +1%  |  0.6359 |
 | TPC-H 09 ||  5262.56 |  5150.92 |   -2%  ||     0.56 |     0.56 |   +0%  |  0.6161 |
-| TPC-H 10 ||  2577.21 |  2766.41 |   +7%  ||     0.56 |     0.56 |   +0%  |  0.2611 |
-| TPC-H 11 ||   382.07 |   445.62 |  +17%  ||     0.56 |     0.56 |   +0%  |  0.3750 |
 | TPC-H 12 ||  2066.24 |  2044.62 |   -1%  ||     0.56 |     0.56 |   +0%  |  0.8776 |
 | TPC-H 13 ||  4829.33 |  4941.24 |   +2%  ||     0.56 |     0.56 |   +0%  |  0.3710 |
+| TPC-H 14 ||   960.87 |   870.47 |   -9%  ||     0.56 |     0.56 |   +0%  |  0.4006 |
-| TPC-H 15 ||   461.16 |   593.20 |  +29%  ||     0.56 |     0.56 |   +0%  |  0.0402 |
 | TPC-H 16 ||  1814.32 |  1840.28 |   +1%  ||     0.56 |     0.56 |   +0%  |  0.8473 |
 | TPC-H 17 ||   749.83 |   723.87 |   -3%  ||     0.56 |     0.56 |   +0%  |  0.7744 |
 | TPC-H 18 ||  3487.99 |  3390.91 |   -3%  ||     0.56 |     0.56 |   +0%  |  0.3869 |
-| TPC-H 19 ||   836.35 |   909.99 |   +9%  ||     0.56 |     0.56 |   +0%  |  0.5009 |
 | TPC-H 20 ||  1462.45 |  1482.42 |   +1%  ||     0.56 |     0.56 |   +0%  |  0.8855 |
+| TPC-H 21 ||  4678.25 |  4347.74 |   -7%  ||     0.56 |     0.56 |   +0%  |  0.1765 |
-| TPC-H 22 ||  1028.20 |  1111.97 |   +8%  ||     0.56 |     0.56 |   +0%  |  0.4971 |
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | Sum      || 49907.47 | 49695.92 |   -0%  ||          |          |        |         |
 | Geomean  ||          |          |        ||          |          |   +0%  |         |
 +----------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCDS - single-threaded

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_804f9ed10d7ee197868614287ec5403b3728c205_st.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_77c385084b79495fa645430506d4c92457ca02f1_st.json |
 +-------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                          | 77c385084b79495fa645430506d4c92457ca02f1-dirty                                                                                          |
 |  benchmark_mode         | Ordered                                                                                                                                 | Ordered                                                                                                                                 |
 |  build_type             | release                                                                                                                                 | release                                                                                                                                 |
 |  chunk_indexes          | False                                                                                                                                   | False                                                                                                                                   |
 |  chunk_size             | 65535                                                                                                                                   | 65535                                                                                                                                   |
 |  clients                | 1                                                                                                                                       | 1                                                                                                                                       |
 |  compiler               | clang 15.0.7                                                                                                                            | clang 15.0.7                                                                                                                            |
 |  cores                  | 0                                                                                                                                       | 0                                                                                                                                       |
 |  data_preparation_cores | 0                                                                                                                                       | 0                                                                                                                                       |
 |  date                   | 2024-05-28 02:59:37                                                                                                                     | 2024-05-28 10:51:19                                                                                                                     |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                 | {'default': {'encoding': 'Dictionary'}}                                                                                                 |
 |  max_duration           | 60000000000                                                                                                                             | 60000000000                                                                                                                             |
 |  max_runs               | 50                                                                                                                                      | 50                                                                                                                                      |
 |  time_unit              | ns                                                                                                                                      | ns                                                                                                                                      |
 |  using_scheduler        | False                                                                                                                                   | False                                                                                                                                   |
 |  verify                 | False                                                                                                                                   | False                                                                                                                                   |
 |  warmup_duration        | 1000000000                                                                                                                              | 1000000000                                                                                                                              |
 +-------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 01      ||   247.00 |   243.47 |   -1%˄ ||     4.05 |     4.11 |   +1%˄ | (run time too short) |
 | 03      ||    81.27 |    81.08 |   -0%˄ ||    12.30 |    12.33 |   +0%˄ | (run time too short) |
 | 06      ||   198.51 |   198.93 |   +0%˄ ||     5.04 |     5.03 |   -0%˄ | (run time too short) |
 | 07      ||   311.02 |   321.14 |   +3%˄ ||     3.22 |     3.11 |   -3%˄ | (run time too short) |
 | 09      ||   673.16 |   659.40 |   -2%˄ ||     1.49 |     1.52 |   +2%˄ | (run time too short) |
 | 10      ||   166.72 |   162.21 |   -3%˄ ||     6.00 |     6.16 |   +3%˄ | (run time too short) |
 | 13      ||   537.14 |   536.71 |   -0%˄ ||     1.86 |     1.86 |   +0%˄ | (run time too short) |
 | 15      ||   114.43 |   115.67 |   +1%˄ ||     8.74 |     8.65 |   -1%˄ | (run time too short) |
 | 16      ||    83.72 |    83.10 |   -1%˄ ||    11.94 |    12.03 |   +1%˄ | (run time too short) |
+| 17      ||   357.01 |   338.92 |   -5%˄ ||     2.80 |     2.95 |   +5%˄ | (run time too short) |
 | 19      ||   122.47 |   119.35 |   -3%˄ ||     8.17 |     8.38 |   +3%˄ | (run time too short) |
 | 25      ||   203.40 |   195.74 |   -4%˄ ||     4.92 |     5.11 |   +4%˄ | (run time too short) |
 | 26      ||   144.79 |   143.42 |   -1%˄ ||     6.91 |     6.97 |   +1%˄ | (run time too short) |
 | 28      ||   608.72 |   600.16 |   -1%˄ ||     1.64 |     1.67 |   +1%˄ | (run time too short) |
 | 29      ||   496.51 |   502.52 |   +1%˄ ||     2.01 |     1.99 |   -1%˄ | (run time too short) |
 | 31      ||  1348.35 |  1356.94 |   +1%  ||     0.74 |     0.74 |   -1%  |               0.0011 |
 | 32      ||    42.65 |    42.44 |   -0%˄ ||    23.45 |    23.56 |   +0%˄ | (run time too short) |
 | 34      ||   177.88 |   180.14 |   +1%˄ ||     5.62 |     5.55 |   -1%˄ | (run time too short) |
 | 35      ||   639.07 |   630.20 |   -1%˄ ||     1.56 |     1.59 |   +1%˄ | (run time too short) |
 | 37      ||   527.12 |   550.77 |   +4%˄ ||     1.90 |     1.82 |   -4%˄ | (run time too short) |
 | 39a     ||  1743.65 |  1732.44 |   -1%  ||     0.57 |     0.58 |   +1%  |               0.2511 |
 | 39b     ||  1695.59 |  1692.74 |   -0%  ||     0.59 |     0.59 |   +0%  |               0.6825 |
 | 41      ||   294.19 |   294.86 |   +0%˄ ||     3.40 |     3.39 |   -0%˄ | (run time too short) |
 | 42      ||   103.67 |   101.96 |   -2%˄ ||     9.65 |     9.81 |   +2%˄ | (run time too short) |
 | 43      ||   979.73 |   982.34 |   +0%˄ ||     1.02 |     1.02 |   -0%˄ | (run time too short) |
 | 45      ||   120.51 |   118.48 |   -2%˄ ||     8.30 |     8.44 |   +2%˄ | (run time too short) |
 | 48      ||  1059.66 |  1062.60 |   +0%˄ ||     0.94 |     0.94 |   -0%˄ | (run time too short) |
 | 50      ||   135.91 |   137.23 |   +1%˄ ||     7.36 |     7.29 |   -1%˄ | (run time too short) |
 | 52      ||    99.25 |   100.92 |   +2%˄ ||    10.08 |     9.91 |   -2%˄ | (run time too short) |
 | 55      ||    96.00 |    98.19 |   +2%˄ ||    10.42 |    10.18 |   -2%˄ | (run time too short) |
 | 62      ||   531.52 |   541.60 |   +2%˄ ||     1.88 |     1.85 |   -2%˄ | (run time too short) |
 | 65      ||  1771.14 |  1733.69 |   -2%  ||     0.56 |     0.58 |   +2%  |               0.0005 |
 | 69      ||   174.40 |   172.97 |   -1%˄ ||     5.73 |     5.78 |   +1%˄ | (run time too short) |
 | 73      ||    96.96 |    95.91 |   -1%˄ ||    10.31 |    10.43 |   +1%˄ | (run time too short) |
 | 79      ||   493.21 |   489.01 |   -1%˄ ||     2.03 |     2.04 |   +1%˄ | (run time too short) |
 | 81      ||   154.59 |   152.60 |   -1%˄ ||     6.47 |     6.55 |   +1%˄ | (run time too short) |
 | 82      ||   571.21 |   595.25 |   +4%˄ ||     1.75 |     1.68 |   -4%˄ | (run time too short) |
 | 83      ||    38.68 |    38.39 |   -1%˄ ||    25.85 |    26.05 |   +1%˄ | (run time too short) |
 | 84      ||    13.40 |    13.72 |   +2%˄ ||    74.64 |    72.85 |   -2%˄ | (run time too short) |
 | 85      ||   157.69 |   156.42 |   -1%˄ ||     6.34 |     6.39 |   +1%˄ | (run time too short) |
 | 88      ||   776.45 |   775.94 |   -0%˄ ||     1.29 |     1.29 |   +0%˄ | (run time too short) |
 | 91      ||    14.55 |    14.47 |   -1%˄ ||    68.70 |    69.10 |   +1%˄ | (run time too short) |
 | 92      ||    30.68 |    30.37 |   -1%˄ ||    32.59 |    32.92 |   +1%˄ | (run time too short) |
 | 93      ||  3870.33 |  3788.97 |   -2%  ||     0.26 |     0.26 |   +2%  |               0.0000 |
 | 94      ||    47.24 |    47.29 |   +0%˄ ||    21.17 |    21.15 |   -0%˄ | (run time too short) |
 | 95      ||  5079.59 |  4885.86 |   -4%  ||     0.20 |     0.20 |   +4%  |               0.2371 |
 | 96      ||    78.41 |    77.53 |   -1%˄ ||    12.75 |    12.90 |   +1%˄ | (run time too short) |
 | 97      ||  4324.59 |  4263.89 |   -1%  ||     0.23 |     0.23 |   +1%  |               0.1003 |
 | 99      ||  1031.73 |  1022.35 |   -1%˄ ||     0.97 |     0.98 |   +1%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 32665.51 | 32280.31 |   -1%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   +0%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCDS - multi-threaded, ordered, 1 client, 28 cores

Sum of avg. item runtimes: +1% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_804f9ed10d7ee197868614287ec5403b3728c205_mt_ordered.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_77c385084b79495fa645430506d4c92457ca02f1_mt_ordered.json |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                  | 77c385084b79495fa645430506d4c92457ca02f1-dirty                                                                                                  |
 |  benchmark_mode               | Ordered                                                                                                                                         | Ordered                                                                                                                                         |
 |  build_type                   | release                                                                                                                                         | release                                                                                                                                         |
 |  chunk_indexes                | False                                                                                                                                           | False                                                                                                                                           |
 |  chunk_size                   | 65535                                                                                                                                           | 65535                                                                                                                                           |
 |  clients                      | 1                                                                                                                                               | 1                                                                                                                                               |
 |  compiler                     | clang 15.0.7                                                                                                                                    | clang 15.0.7                                                                                                                                    |
 |  cores                        | 28                                                                                                                                              | 28                                                                                                                                              |
 |  data_preparation_cores       | 0                                                                                                                                               | 0                                                                                                                                               |
 |  date                         | 2024-05-28 03:18:53                                                                                                                             | 2024-05-28 11:10:40                                                                                                                             |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                         | {'default': {'encoding': 'Dictionary'}}                                                                                                         |
 |  max_duration                 | 60000000000                                                                                                                                     | 60000000000                                                                                                                                     |
 |  max_runs                     | 50                                                                                                                                              | 50                                                                                                                                              |
 |  time_unit                    | ns                                                                                                                                              | ns                                                                                                                                              |
 |  using_scheduler              | True                                                                                                                                            | True                                                                                                                                            |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                      | [0, 0, 28]                                                                                                                                      |
 |  verify                       | False                                                                                                                                           | False                                                                                                                                           |
 |  warmup_duration              | 1000000000                                                                                                                                      | 1000000000                                                                                                                                      |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 01      ||   231.02 |   238.80 |   +3%˄ ||     4.33 |     4.19 |   -3%˄ | (run time too short) |
 | 03      ||    40.64 |    40.61 |   -0%˄ ||    24.49 |    24.52 |   +0%˄ | (run time too short) |
 | 06      ||   194.41 |   196.45 |   +1%˄ ||     5.14 |     5.09 |   -1%˄ | (run time too short) |
 | 07      ||   178.01 |   180.25 |   +1%˄ ||     5.61 |     5.54 |   -1%˄ | (run time too short) |
 | 09      ||   101.92 |   100.08 |   -2%˄ ||     9.80 |     9.98 |   +2%˄ | (run time too short) |
 | 10      ||    49.08 |    49.43 |   +1%˄ ||    20.34 |    20.18 |   -1%˄ | (run time too short) |
 | 13      ||   259.75 |   258.51 |   -0%˄ ||     3.85 |     3.87 |   +0%˄ | (run time too short) |
 | 15      ||    68.96 |    69.70 |   +1%˄ ||    14.47 |    14.32 |   -1%˄ | (run time too short) |
 | 16      ||    44.53 |    44.15 |   -1%˄ ||    22.41 |    22.60 |   +1%˄ | (run time too short) |
 | 17      ||   148.53 |   147.56 |   -1%˄ ||     6.73 |     6.77 |   +1%˄ | (run time too short) |
 | 19      ||    71.24 |    70.62 |   -1%˄ ||    14.01 |    14.14 |   +1%˄ | (run time too short) |
 | 25      ||   112.33 |   111.88 |   -0%˄ ||     8.89 |     8.93 |   +0%˄ | (run time too short) |
 | 26      ||    92.67 |    93.52 |   +1%˄ ||    10.78 |    10.68 |   -1%˄ | (run time too short) |
 | 28      ||    94.47 |    91.84 |   -3%˄ ||    10.57 |    10.87 |   +3%˄ | (run time too short) |
 | 29      ||   402.63 |   401.55 |   -0%˄ ||     2.48 |     2.49 |   +0%˄ | (run time too short) |
 | 31      ||   449.18 |   461.01 |   +3%˄ ||     2.23 |     2.17 |   -3%˄ | (run time too short) |
 | 32      ||    37.90 |    36.80 |   -3%˄ ||    26.29 |    27.07 |   +3%˄ | (run time too short) |
 | 34      ||    94.69 |    94.95 |   +0%˄ ||    10.54 |    10.51 |   -0%˄ | (run time too short) |
 | 35      ||   370.07 |   369.53 |   -0%˄ ||     2.70 |     2.70 |   +0%˄ | (run time too short) |
 | 37      ||   158.38 |   163.57 |   +3%˄ ||     6.31 |     6.11 |   -3%˄ | (run time too short) |
 | 39a     ||   755.09 |   771.91 |   +2%˄ ||     1.32 |     1.30 |   -2%˄ | (run time too short) |
 | 39b     ||   745.99 |   746.59 |   +0%˄ ||     1.34 |     1.34 |   -0%˄ | (run time too short) |
 | 41      ||   357.50 |   358.23 |   +0%˄ ||     2.80 |     2.79 |   -0%˄ | (run time too short) |
 | 42      ||    55.63 |    56.84 |   +2%˄ ||    17.92 |    17.54 |   -2%˄ | (run time too short) |
 | 43      ||   429.64 |   426.46 |   -1%˄ ||     2.33 |     2.34 |   +1%˄ | (run time too short) |
 | 45      ||    57.02 |    57.37 |   +1%˄ ||    17.50 |    17.39 |   -1%˄ | (run time too short) |
 | 48      ||   438.60 |   440.94 |   +1%˄ ||     2.28 |     2.27 |   -1%˄ | (run time too short) |
 | 50      ||   105.40 |   104.33 |   -1%˄ ||     9.47 |     9.57 |   +1%˄ | (run time too short) |
 | 52      ||    58.70 |    59.82 |   +2%˄ ||    16.99 |    16.67 |   -2%˄ | (run time too short) |
 | 55      ||    52.47 |    51.83 |   -1%˄ ||    19.01 |    19.23 |   +1%˄ | (run time too short) |
 | 62      ||   318.42 |   311.27 |   -2%˄ ||     3.14 |     3.21 |   +2%˄ | (run time too short) |
 | 65      ||  1479.10 |  1483.23 |   +0%  ||     0.68 |     0.67 |   -0%  |               0.5973 |
 | 69      ||    76.56 |    77.26 |   +1%˄ ||    13.04 |    12.92 |   -1%˄ | (run time too short) |
 | 73      ||    60.97 |    61.69 |   +1%˄ ||    16.37 |    16.18 |   -1%˄ | (run time too short) |
 | 79      ||   432.04 |   434.52 |   +1%˄ ||     2.31 |     2.30 |   -1%˄ | (run time too short) |
 | 81      ||   192.53 |   193.40 |   +0%˄ ||     5.19 |     5.17 |   -0%˄ | (run time too short) |
 | 82      ||   191.62 |   196.51 |   +3%˄ ||     5.22 |     5.09 |   -2%˄ | (run time too short) |
 | 83      ||    45.34 |    45.06 |   -1%˄ ||    21.98 |    22.12 |   +1%˄ | (run time too short) |
 | 84      ||    16.64 |    16.38 |   -2%˄ ||    59.51 |    60.47 |   +2%˄ | (run time too short) |
 | 85      ||    62.78 |    62.84 |   +0%˄ ||    15.89 |    15.88 |   -0%˄ | (run time too short) |
 | 88      ||    82.30 |    82.59 |   +0%˄ ||    12.14 |    12.09 |   -0%˄ | (run time too short) |
 | 91      ||    20.38 |    20.14 |   -1%˄ ||    48.77 |    49.37 |   +1%˄ | (run time too short) |
 | 92      ||    37.33 |    37.59 |   +1%˄ ||    26.69 |    26.50 |   -1%˄ | (run time too short) |
 | 93      ||   630.12 |   630.70 |   +0%˄ ||     1.59 |     1.59 |   -0%˄ | (run time too short) |
 | 94      ||    42.65 |    42.60 |   -0%˄ ||    23.38 |    23.40 |   +0%˄ | (run time too short) |
 | 95      ||   648.89 |   663.85 |   +2%˄ ||     1.54 |     1.51 |   -2%˄ | (run time too short) |
 | 96      ||    53.72 |    55.68 |   +4%˄ ||    18.59 |    17.93 |   -4%˄ | (run time too short) |
 | 97      ||  1484.52 |  1497.15 |   +1%  ||     0.67 |     0.67 |   -1%  |               0.4218 |
 | 99      ||   598.80 |   603.65 |   +1%˄ ||     1.67 |     1.66 |   -1%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 12731.18 | 12811.24 |   +1%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -0%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCDS - multi-threaded, shuffled, 28 clients, 28 cores

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_804f9ed10d7ee197868614287ec5403b3728c205_mt.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_77c385084b79495fa645430506d4c92457ca02f1_mt.json |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                          | 77c385084b79495fa645430506d4c92457ca02f1-dirty                                                                                          |
 |  benchmark_mode               | Shuffled                                                                                                                                | Shuffled                                                                                                                                |
 |  build_type                   | release                                                                                                                                 | release                                                                                                                                 |
 |  chunk_indexes                | False                                                                                                                                   | False                                                                                                                                   |
 |  chunk_size                   | 65535                                                                                                                                   | 65535                                                                                                                                   |
 |  clients                      | 28                                                                                                                                      | 28                                                                                                                                      |
 |  compiler                     | clang 15.0.7                                                                                                                            | clang 15.0.7                                                                                                                            |
 |  cores                        | 28                                                                                                                                      | 28                                                                                                                                      |
 |  data_preparation_cores       | 0                                                                                                                                       | 0                                                                                                                                       |
 |  date                         | 2024-05-28 03:30:45                                                                                                                     | 2024-05-28 11:22:37                                                                                                                     |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                 | {'default': {'encoding': 'Dictionary'}}                                                                                                 |
 |  max_duration                 | 1200000000000                                                                                                                           | 1200000000000                                                                                                                           |
 |  max_runs                     | -1                                                                                                                                      | -1                                                                                                                                      |
 |  time_unit                    | ns                                                                                                                                      | ns                                                                                                                                      |
 |  using_scheduler              | True                                                                                                                                    | True                                                                                                                                    |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                              | [0, 0, 28]                                                                                                                              |
 |  verify                       | False                                                                                                                                   | False                                                                                                                                   |
 |  warmup_duration              | 0                                                                                                                                       | 0                                                                                                                                       |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | 01      ||   648.33 |   665.43 |   +3%  ||     0.54 |     0.55 |   +0%  |  0.7609 |
-| 03      ||   243.28 |   282.81 |  +16%  ||     0.54 |     0.55 |   +0%  |  0.2440 |
 | 06      ||   729.26 |   726.80 |   -0%  ||     0.54 |     0.55 |   +0%  |  0.9691 |
 | 07      ||   826.31 |   859.16 |   +4%  ||     0.54 |     0.55 |   +0%  |  0.6626 |
 | 09      ||   667.05 |   692.05 |   +4%  ||     0.54 |     0.55 |   +0%  |  0.6957 |
 | 10      ||   712.26 |   693.54 |   -3%  ||     0.54 |     0.54 |   +0%  |  0.7986 |
+| 13      ||  1502.90 |  1422.33 |   -5%  ||     0.54 |     0.55 |   +0%  |  0.3614 |
+| 15      ||   449.41 |   398.78 |  -11%  ||     0.54 |     0.55 |   +0%  |  0.3173 |
+| 16      ||   569.35 |   366.53 |  -36%  ||     0.54 |     0.54 |   +0%  |  0.0014 |
 | 17      ||  1059.19 |  1071.14 |   +1%  ||     0.54 |     0.55 |   +0%  |  0.8755 |
 | 19      ||   624.04 |   604.56 |   -3%  ||     0.54 |     0.55 |   +0%  |  0.7666 |
-| 25      ||   841.44 |   964.06 |  +15%  ||     0.54 |     0.54 |   +0%  |  0.1478 |
 | 26      ||   465.24 |   481.42 |   +3%  ||     0.54 |     0.54 |   +0%  |  0.7307 |
-| 28      ||  1076.88 |  1146.91 |   +7%  ||     0.54 |     0.55 |   +0%  |  0.4081 |
 | 29      ||  1420.13 |  1358.53 |   -4%  ||     0.54 |     0.54 |   +0%  |  0.4920 |
 | 31      ||  2052.76 |  2068.20 |   +1%  ||     0.54 |     0.54 |   +0%  |  0.8937 |
+| 32      ||   170.17 |   161.03 |   -5%  ||     0.54 |     0.55 |   +0%  |  0.7409 |
 | 34      ||   732.88 |   718.42 |   -2%  ||     0.54 |     0.55 |   +0%  |  0.8394 |
 | 35      ||  1725.42 |  1771.87 |   +3%  ||     0.54 |     0.54 |   +0%  |  0.6491 |
+| 37      ||   862.66 |   716.46 |  -17%  ||     0.54 |     0.55 |   +0%  |  0.0142 |
 | 39a     ||  2265.52 |  2241.85 |   -1%  ||     0.54 |     0.54 |   +0%  |  0.7833 |
 | 39b     ||  2279.20 |  2318.19 |   +2%  ||     0.54 |     0.54 |   +0%  |  0.6795 |
-| 41      ||  1882.63 |  1975.78 |   +5%  ||     0.54 |     0.54 |   +0%  |  0.3861 |
-| 42      ||   430.05 |   452.15 |   +5%  ||     0.54 |     0.55 |   +0%  |  0.6618 |
 | 43      ||  1541.86 |  1486.92 |   -4%  ||     0.54 |     0.54 |   +0%  |  0.5098 |
-| 45      ||   651.85 |   742.58 |  +14%  ||     0.54 |     0.55 |   +0%  |  0.2568 |
+| 48      ||  2229.83 |  1977.38 |  -11%  ||     0.54 |     0.55 |   +0%  |  0.0228 |
+| 50      ||   928.04 |   824.75 |  -11%  ||     0.54 |     0.54 |   -0%  |  0.1070 |
 | 52      ||   485.17 |   492.60 |   +2%  ||     0.54 |     0.54 |   +0%  |  0.9207 |
 | 55      ||   385.77 |   400.67 |   +4%  ||     0.55 |     0.55 |   +0%  |  0.7324 |
 | 62      ||   919.69 |   944.99 |   +3%  ||     0.54 |     0.54 |   +0%  |  0.6779 |
 | 65      ||  3288.62 |  3217.85 |   -2%  ||     0.54 |     0.54 |   +0%  |  0.2939 |
 | 69      ||   862.27 |   876.43 |   +2%  ||     0.54 |     0.54 |   +0%  |  0.8638 |
 | 73      ||   463.30 |   445.22 |   -4%  ||     0.54 |     0.55 |   +0%  |  0.6883 |
+| 79      ||  1471.00 |  1270.03 |  -14%  ||     0.54 |     0.55 |   +0%  |  0.0072 |
-| 81      ||   495.70 |   540.65 |   +9%  ||     0.54 |     0.55 |   +0%  |  0.3250 |
-| 82      ||   882.40 |   933.32 |   +6%  ||     0.54 |     0.55 |   +0%  |  0.4181 |
+| 83      ||   332.49 |   317.37 |   -5%  ||     0.54 |     0.55 |   +0%  |  0.7556 |
-| 84      ||    87.33 |   135.77 |  +55%  ||     0.54 |     0.55 |   +0%  |  0.0449 |
-| 85      ||   620.85 |   759.36 |  +22%  ||     0.54 |     0.54 |   +0%  |  0.0372 |
-| 88      ||  1907.52 |  2004.44 |   +5%  ||     0.54 |     0.54 |   -0%  |  0.4220 |
-| 91      ||   160.08 |   216.85 |  +35%  ||     0.55 |     0.55 |   +0%  |  0.1877 |
-| 92      ||   238.91 |   254.31 |   +6%  ||     0.55 |     0.55 |   +0%  |  0.6902 |
 | 93      ||  1737.90 |  1762.97 |   +1%  ||     0.54 |     0.54 |   +0%  |  0.7493 |
+| 94      ||   391.89 |   350.87 |  -10%  ||     0.54 |     0.55 |   +0%  |  0.3874 |
 | 95      ||  1806.98 |  1853.81 |   +3%  ||     0.54 |     0.54 |   +0%  |  0.5593 |
-| 96      ||   375.93 |   411.13 |   +9%  ||     0.54 |     0.54 |   +0%  |  0.4537 |
 | 97      ||  3504.42 |  3567.49 |   +2%  ||     0.54 |     0.54 |   +0%  |  0.5144 |
 | 99      ||  1263.50 |  1240.39 |   -2%  ||     0.54 |     0.55 |   +0%  |  0.7096 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 51269.65 | 51186.16 |   -0%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +0%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - single-threaded

Sum of avg. item runtimes: -59% || Geometric mean of throughput changes: +195%
Configuration Overview - click to expand
 +Configuration Overview---+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_804f9ed10d7ee197868614287ec5403b3728c205_st.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_77c385084b79495fa645430506d4c92457ca02f1_st.json |
 +-------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                         | 77c385084b79495fa645430506d4c92457ca02f1-dirty                                                                                         |
 |  benchmark_mode         | Shuffled                                                                                                                               | Shuffled                                                                                                                               |
 |  build_type             | release                                                                                                                                | release                                                                                                                                |
 |  chunk_indexes          | False                                                                                                                                  | False                                                                                                                                  |
 |  chunk_size             | 65535                                                                                                                                  | 65535                                                                                                                                  |
 |  clients                | 1                                                                                                                                      | 1                                                                                                                                      |
 |  compiler               | clang 15.0.7                                                                                                                           | clang 15.0.7                                                                                                                           |
 |  cores                  | 0                                                                                                                                      | 0                                                                                                                                      |
 |  data_preparation_cores | 0                                                                                                                                      | 0                                                                                                                                      |
 |  date                   | 2024-05-28 03:51:07                                                                                                                    | 2024-05-28 11:43:00                                                                                                                    |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                | {'default': {'encoding': 'Dictionary'}}                                                                                                |
 |  max_duration           | 60000000000                                                                                                                            | 60000000000                                                                                                                            |
 |  max_runs               | -1                                                                                                                                     | -1                                                                                                                                     |
 |  scale_factor           | 10                                                                                                                                     | 10                                                                                                                                     |
 |  time_unit              | ns                                                                                                                                     | ns                                                                                                                                     |
 |  using_scheduler        | False                                                                                                                                  | False                                                                                                                                  |
 |  verify                 | False                                                                                                                                  | False                                                                                                                                  |
 |  warmup_duration        | 0                                                                                                                                      | 0                                                                                                                                      |
 +-------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |              ||      old |     new |        ||      old |      new |        |                      |
 +--------------++----------+---------+--------++----------+----------+--------+----------------------+
+| Delivery     ||    57.77 |   27.37 |  -53%  ||     1.62 |     4.93 | +205%  | (run time too short) |
+| New-Order    ||    42.59 |   13.18 |  -69%  ||    17.99 |    55.01 | +206%  |               0.0000 |
+| Order-Status ||     1.92 |    1.22 |  -37%  ||     1.53 |     4.23 | +176%  | (run time too short) |
+| Payment      ||     7.25 |    2.36 |  -67%  ||    18.10 |    52.03 | +187%  |               0.0000 |
+| Stock-Level  ||     3.48 |    2.02 |  -42%  ||     1.63 |     4.88 | +199%  | (run time too short) |
 +--------------++----------+---------+--------++----------+----------+--------+----------------------+
+| Sum          ||   113.00 |   46.15 |  -59%  ||          |          |        |                      |
+| Geomean      ||          |         |        ||          |          | +195%  |                      |
 +--------------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCC - multi-threaded, shuffled, 28 clients, 10 warehouses, 28 cores (high contention)

Sum of avg. item runtimes: -32% || Geometric mean of throughput changes: +61%
Configuration Overview - click to expand
 +Configuration Overview---------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_804f9ed10d7ee197868614287ec5403b3728c205_mt_highcont.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_77c385084b79495fa645430506d4c92457ca02f1_mt_highcont.json |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                  | 77c385084b79495fa645430506d4c92457ca02f1-dirty                                                                                                  |
 |  benchmark_mode               | Shuffled                                                                                                                                        | Shuffled                                                                                                                                        |
 |  build_type                   | release                                                                                                                                         | release                                                                                                                                         |
 |  chunk_indexes                | False                                                                                                                                           | False                                                                                                                                           |
 |  chunk_size                   | 65535                                                                                                                                           | 65535                                                                                                                                           |
 |  clients                      | 28                                                                                                                                              | 28                                                                                                                                              |
 |  compiler                     | clang 15.0.7                                                                                                                                    | clang 15.0.7                                                                                                                                    |
 |  cores                        | 28                                                                                                                                              | 28                                                                                                                                              |
 |  data_preparation_cores       | 0                                                                                                                                               | 0                                                                                                                                               |
 |  date                         | 2024-05-28 03:52:14                                                                                                                             | 2024-05-28 11:44:06                                                                                                                             |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                         | {'default': {'encoding': 'Dictionary'}}                                                                                                         |
 |  max_duration                 | 600000000000                                                                                                                                    | 600000000000                                                                                                                                    |
 |  max_runs                     | -1                                                                                                                                              | -1                                                                                                                                              |
 |  scale_factor                 | 10                                                                                                                                              | 10                                                                                                                                              |
 |  time_unit                    | ns                                                                                                                                              | ns                                                                                                                                              |
 |  using_scheduler              | True                                                                                                                                            | True                                                                                                                                            |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                      | [0, 0, 28]                                                                                                                                      |
 |  verify                       | False                                                                                                                                           | False                                                                                                                                           |
 |  warmup_duration              | 0                                                                                                                                               | 0                                                                                                                                               |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Delivery     ||   130.00 |   95.88 |  -26%  ||    22.58 |    34.61 |  +53%  |  0.0000 |
 |    unsucc.:  ||     1.87 |    1.98 |   +6%  ||     8.75 |    16.01 |  +83%  |         |
+| New-Order    ||    78.51 |   44.90 |  -43%  ||   263.94 |   438.23 |  +66%  |  0.0000 |
 |    unsucc.:  ||     6.35 |    5.55 |  -12%  ||    86.84 |   129.90 |  +50%  |         |
+| Order-Status ||     6.28 |    5.57 |  -11%  ||    31.31 |    50.68 |  +62%  |  0.0000 |
+| Payment      ||    14.72 |    8.90 |  -40%  ||   188.52 |   305.15 |  +62%  |  0.0000 |
 |    unsucc.:  ||     2.97 |    3.24 |   +9%  ||   147.25 |   239.63 |  +63%  |         |
+| Stock-Level  ||    10.72 |    8.76 |  -18%  ||    31.59 |    50.93 |  +61%  |  0.0000 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Sum          ||   240.24 |  164.02 |  -32%  ||          |          |        |         |
+| Geomean      ||          |         |        ||          |          |  +61%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - multi-threaded, shuffled, 10 clients, 10 warehouses, 28 cores (low contention)

Sum of avg. item runtimes: -44% || Geometric mean of throughput changes: +101%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_804f9ed10d7ee197868614287ec5403b3728c205_mt_lowcont.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_77c385084b79495fa645430506d4c92457ca02f1_mt_lowcont.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                 | 77c385084b79495fa645430506d4c92457ca02f1-dirty                                                                                                 |
 |  benchmark_mode               | Shuffled                                                                                                                                       | Shuffled                                                                                                                                       |
 |  build_type                   | release                                                                                                                                        | release                                                                                                                                        |
 |  chunk_indexes                | False                                                                                                                                          | False                                                                                                                                          |
 |  chunk_size                   | 65535                                                                                                                                          | 65535                                                                                                                                          |
 |  clients                      | 10                                                                                                                                             | 10                                                                                                                                             |
 |  compiler                     | clang 15.0.7                                                                                                                                   | clang 15.0.7                                                                                                                                   |
 |  cores                        | 28                                                                                                                                             | 28                                                                                                                                             |
 |  data_preparation_cores       | 0                                                                                                                                              | 0                                                                                                                                              |
 |  date                         | 2024-05-28 04:02:23                                                                                                                            | 2024-05-28 11:54:18                                                                                                                            |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                        | {'default': {'encoding': 'Dictionary'}}                                                                                                        |
 |  max_duration                 | 600000000000                                                                                                                                   | 600000000000                                                                                                                                   |
 |  max_runs                     | -1                                                                                                                                             | -1                                                                                                                                             |
 |  scale_factor                 | 10                                                                                                                                             | 10                                                                                                                                             |
 |  time_unit                    | ns                                                                                                                                             | ns                                                                                                                                             |
 |  using_scheduler              | True                                                                                                                                           | True                                                                                                                                           |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                     | [0, 0, 28]                                                                                                                                     |
 |  verify                       | False                                                                                                                                          | False                                                                                                                                          |
 |  warmup_duration              | 0                                                                                                                                              | 0                                                                                                                                              |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Delivery     ||    91.30 |   56.07 |  -39%  ||     9.91 |    19.29 |  +95%  |  0.0000 |
 |    unsucc.:  ||     0.82 |    0.91 |  +12%  ||     0.84 |     2.09 | +150%  |         |
+| New-Order    ||    64.72 |   30.91 |  -52%  ||   108.99 |   221.62 | +103%  |  0.0000 |
 |    unsucc.:  ||     4.07 |    2.72 |  -33%  ||    10.45 |    19.56 |  +87%  |         |
+| Order-Status ||     6.84 |    4.97 |  -27%  ||    10.51 |    21.29 | +103%  |  0.0000 |
+| Payment      ||    19.85 |    9.14 |  -54%  ||    88.58 |   181.38 | +105%  |  0.0000 |
 |    unsucc.:  ||     2.29 |    2.13 |   -7%  ||    25.18 |    47.90 |  +90%  |         |
+| Stock-Level  ||     9.52 |    6.25 |  -34%  ||    10.71 |    21.31 |  +99%  |  0.0000 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Sum          ||   192.23 |  107.35 |  -44%  ||          |          |        |         |
+| Geomean      ||          |         |        ||          |          | +101%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkJoinOrder - single-threaded

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_804f9ed10d7ee197868614287ec5403b3728c205_st.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_77c385084b79495fa645430506d4c92457ca02f1_st.json |
 +-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                              | 77c385084b79495fa645430506d4c92457ca02f1-dirty                                                                                              |
 |  benchmark_mode         | Ordered                                                                                                                                     | Ordered                                                                                                                                     |
 |  build_type             | release                                                                                                                                     | release                                                                                                                                     |
 |  chunk_indexes          | False                                                                                                                                       | False                                                                                                                                       |
 |  chunk_size             | 65535                                                                                                                                       | 65535                                                                                                                                       |
 |  clients                | 1                                                                                                                                           | 1                                                                                                                                           |
 |  compiler               | clang 15.0.7                                                                                                                                | clang 15.0.7                                                                                                                                |
 |  cores                  | 0                                                                                                                                           | 0                                                                                                                                           |
 |  data_preparation_cores | 0                                                                                                                                           | 0                                                                                                                                           |
 |  date                   | 2024-05-28 04:12:30                                                                                                                         | 2024-05-28 12:04:26                                                                                                                         |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                     | {'default': {'encoding': 'Dictionary'}}                                                                                                     |
 |  max_duration           | 60000000000                                                                                                                                 | 60000000000                                                                                                                                 |
 |  max_runs               | 50                                                                                                                                          | 50                                                                                                                                          |
 |  time_unit              | ns                                                                                                                                          | ns                                                                                                                                          |
 |  using_scheduler        | False                                                                                                                                       | False                                                                                                                                       |
 |  verify                 | False                                                                                                                                       | False                                                                                                                                       |
 |  warmup_duration        | 1000000000                                                                                                                                  | 1000000000                                                                                                                                  |
 +-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 10a     ||   109.76 |   112.46 |   +2%˄ ||     9.11 |     8.89 |   -2%˄ | (run time too short) |
 | 10b     ||    72.10 |    69.54 |   -4%˄ ||    13.87 |    14.38 |   +4%˄ | (run time too short) |
 | 10c     ||   333.88 |   337.15 |   +1%˄ ||     3.00 |     2.97 |   -1%˄ | (run time too short) |
 | 11a     ||    95.85 |    96.13 |   +0%˄ ||    10.43 |    10.40 |   -0%˄ | (run time too short) |
 | 11b     ||    92.10 |    90.97 |   -1%˄ ||    10.86 |    10.99 |   +1%˄ | (run time too short) |
 | 11c     ||    25.05 |    25.20 |   +1%˄ ||    39.91 |    39.68 |   -1%˄ | (run time too short) |
 | 11d     ||    27.19 |    27.07 |   -0%˄ ||    36.78 |    36.94 |   +0%˄ | (run time too short) |
 | 12a     ||    28.94 |    29.07 |   +0%˄ ||    34.55 |    34.39 |   -0%˄ | (run time too short) |
 | 12b     ||    40.16 |    40.26 |   +0%˄ ||    24.90 |    24.84 |   -0%˄ | (run time too short) |
 | 12c     ||    62.12 |    62.39 |   +0%˄ ||    16.10 |    16.03 |   -0%˄ | (run time too short) |
 | 13a     ||   192.13 |   190.48 |   -1%˄ ||     5.20 |     5.25 |   +1%˄ | (run time too short) |
 | 13b     ||   241.50 |   232.71 |   -4%˄ ||     4.14 |     4.30 |   +4%˄ | (run time too short) |
 | 13c     ||   203.00 |   195.93 |   -3%˄ ||     4.93 |     5.10 |   +4%˄ | (run time too short) |
 | 13d     ||   498.76 |   503.11 |   +1%˄ ||     2.00 |     1.99 |   -1%˄ | (run time too short) |
 | 14a     ||    99.19 |    98.16 |   -1%˄ ||    10.08 |    10.19 |   +1%˄ | (run time too short) |
 | 14b     ||   111.75 |   112.19 |   +0%˄ ||     8.95 |     8.91 |   -0%˄ | (run time too short) |
 | 14c     ||   207.52 |   207.29 |   -0%˄ ||     4.82 |     4.82 |   +0%˄ | (run time too short) |
 | 15a     ||    55.11 |    54.80 |   -1%˄ ||    18.14 |    18.25 |   +1%˄ | (run time too short) |
 | 15b     ||    55.51 |    55.68 |   +0%˄ ||    18.01 |    17.96 |   -0%˄ | (run time too short) |
 | 15c     ||    46.61 |    46.53 |   -0%˄ ||    21.45 |    21.49 |   +0%˄ | (run time too short) |
 | 15d     ||    44.02 |    44.05 |   +0%˄ ||    22.71 |    22.70 |   -0%˄ | (run time too short) |
 | 16a     ||  1328.35 |  1323.89 |   -0%  ||     0.75 |     0.76 |   +0%  |               0.4627 |
 | 16b     ||  2463.52 |  2401.52 |   -3%  ||     0.41 |     0.42 |   +3%  |               0.0001 |
 | 16c     ||  1506.76 |  1487.30 |   -1%  ||     0.66 |     0.67 |   +1%  |               0.0046 |
 | 16d     ||  1472.82 |  1448.28 |   -2%  ||     0.68 |     0.69 |   +2%  |               0.0000 |
 | 17a     ||   457.10 |   465.01 |   +2%˄ ||     2.19 |     2.15 |   -2%˄ | (run time too short) |
 | 17b     ||   375.30 |   382.52 |   +2%˄ ||     2.66 |     2.61 |   -2%˄ | (run time too short) |
 | 17c     ||   358.58 |   366.50 |   +2%˄ ||     2.79 |     2.73 |   -2%˄ | (run time too short) |
 | 17d     ||   427.90 |   433.05 |   +1%˄ ||     2.34 |     2.31 |   -1%˄ | (run time too short) |
 | 17e     ||  1499.49 |  1530.47 |   +2%  ||     0.67 |     0.65 |   -2%  |               0.0000 |
 | 17f     ||   876.28 |   888.55 |   +1%˄ ||     1.14 |     1.13 |   -1%˄ | (run time too short) |
 | 18a     ||   144.26 |   144.36 |   +0%˄ ||     6.93 |     6.93 |   -0%˄ | (run time too short) |
 | 18b     ||   103.88 |   105.08 |   +1%˄ ||     9.63 |     9.52 |   -1%˄ | (run time too short) |
-| 18c     ||   203.00 |   223.73 |  +10%˄ ||     4.93 |     4.47 |   -9%˄ | (run time too short) |
 | 19a     ||   229.30 |   229.75 |   +0%˄ ||     4.36 |     4.35 |   -0%˄ | (run time too short) |
 | 19b     ||   191.54 |   188.88 |   -1%˄ ||     5.22 |     5.29 |   +1%˄ | (run time too short) |
 | 19c     ||   272.97 |   272.39 |   -0%˄ ||     3.66 |     3.67 |   +0%˄ | (run time too short) |
 | 19d     ||   652.88 |   659.21 |   +1%˄ ||     1.53 |     1.52 |   -1%˄ | (run time too short) |
 | 1a      ||    12.40 |    12.33 |   -1%˄ ||    80.65 |    81.12 |   +1%˄ | (run time too short) |
 | 1b      ||    14.13 |    14.02 |   -1%˄ ||    70.78 |    71.30 |   +1%˄ | (run time too short) |
 | 1c      ||    14.23 |    14.18 |   -0%˄ ||    70.26 |    70.51 |   +0%˄ | (run time too short) |
 | 1d      ||    11.87 |    11.87 |   -0%˄ ||    84.21 |    84.27 |   +0%˄ | (run time too short) |
 | 20a     ||   631.27 |   623.17 |   -1%˄ ||     1.58 |     1.60 |   +1%˄ | (run time too short) |
 | 20b     ||   664.61 |   656.11 |   -1%˄ ||     1.50 |     1.52 |   +1%˄ | (run time too short) |
 | 20c     ||   381.36 |   382.39 |   +0%˄ ||     2.62 |     2.62 |   -0%˄ | (run time too short) |
 | 21a     ||   110.15 |   109.56 |   -1%˄ ||     9.08 |     9.13 |   +1%˄ | (run time too short) |
 | 21b     ||   103.43 |   102.01 |   -1%˄ ||     9.67 |     9.80 |   +1%˄ | (run time too short) |
 | 21c     ||   113.58 |   112.64 |   -1%˄ ||     8.80 |     8.88 |   +1%˄ | (run time too short) |
 | 22a     ||   172.17 |   172.10 |   -0%˄ ||     5.81 |     5.81 |   +0%˄ | (run time too short) |
 | 22b     ||   157.87 |   156.69 |   -1%˄ ||     6.33 |     6.38 |   +1%˄ | (run time too short) |
 | 22c     ||   231.20 |   229.10 |   -1%˄ ||     4.33 |     4.36 |   +1%˄ | (run time too short) |
 | 22d     ||   348.26 |   349.15 |   +0%˄ ||     2.87 |     2.86 |   -0%˄ | (run time too short) |
 | 23a     ||    49.39 |    49.28 |   -0%˄ ||    20.25 |    20.29 |   +0%˄ | (run time too short) |
 | 23b     ||    53.83 |    53.81 |   -0%˄ ||    18.58 |    18.58 |   +0%˄ | (run time too short) |
 | 23c     ||    51.83 |    51.74 |   -0%˄ ||    19.29 |    19.33 |   +0%˄ | (run time too short) |
 | 24a     ||   225.01 |   225.29 |   +0%˄ ||     4.44 |     4.44 |   -0%˄ | (run time too short) |
 | 24b     ||   219.61 |   219.73 |   +0%˄ ||     4.55 |     4.55 |   -0%˄ | (run time too short) |
 | 25a     ||   113.58 |   114.00 |   +0%˄ ||     8.80 |     8.77 |   -0%˄ | (run time too short) |
 | 25b     ||    72.31 |    72.42 |   +0%˄ ||    13.83 |    13.81 |   -0%˄ | (run time too short) |
 | 25c     ||   254.77 |   255.21 |   +0%˄ ||     3.93 |     3.92 |   -0%˄ | (run time too short) |
 | 26a     ||   185.28 |   185.55 |   +0%˄ ||     5.40 |     5.39 |   -0%˄ | (run time too short) |
 | 26b     ||   154.00 |   154.47 |   +0%˄ ||     6.49 |     6.47 |   -0%˄ | (run time too short) |
 | 26c     ||   310.66 |   310.36 |   -0%˄ ||     3.22 |     3.22 |   +0%˄ | (run time too short) |
 | 27a     ||   105.78 |   106.04 |   +0%˄ ||     9.45 |     9.43 |   -0%˄ | (run time too short) |
 | 27b     ||    97.43 |    96.72 |   -1%˄ ||    10.26 |    10.34 |   +1%˄ | (run time too short) |
 | 27c     ||   113.67 |   112.56 |   -1%˄ ||     8.80 |     8.88 |   +1%˄ | (run time too short) |
 | 28a     ||   207.20 |   204.68 |   -1%˄ ||     4.83 |     4.89 |   +1%˄ | (run time too short) |
 | 28b     ||    65.94 |    66.14 |   +0%˄ ||    15.17 |    15.12 |   -0%˄ | (run time too short) |
 | 28c     ||   173.05 |   170.48 |   -1%˄ ||     5.78 |     5.87 |   +2%˄ | (run time too short) |
 | 29a     ||   189.26 |   189.26 |   +0%˄ ||     5.28 |     5.28 |   -0%˄ | (run time too short) |
 | 29b     ||   775.69 |   768.85 |   -1%˄ ||     1.29 |     1.30 |   +1%˄ | (run time too short) |
 | 29c     ||   226.80 |   227.08 |   +0%˄ ||     4.41 |     4.40 |   -0%˄ | (run time too short) |
 | 2a      ||    30.85 |    31.04 |   +1%˄ ||    32.41 |    32.22 |   -1%˄ | (run time too short) |
 | 2b      ||    28.94 |    29.11 |   +1%˄ ||    34.55 |    34.36 |   -1%˄ | (run time too short) |
 | 2c      ||    25.87 |    25.91 |   +0%˄ ||    38.65 |    38.59 |   -0%˄ | (run time too short) |
 | 2d      ||    53.15 |    52.79 |   -1%˄ ||    18.81 |    18.94 |   +1%˄ | (run time too short) |
 | 30a     ||   105.51 |   106.43 |   +1%˄ ||     9.48 |     9.40 |   -1%˄ | (run time too short) |
 | 30b     ||   113.64 |   111.30 |   -2%˄ ||     8.80 |     8.98 |   +2%˄ | (run time too short) |
 | 30c     ||   173.36 |   172.89 |   -0%˄ ||     5.77 |     5.78 |   +0%˄ | (run time too short) |
 | 31a     ||    92.73 |    92.45 |   -0%˄ ||    10.78 |    10.82 |   +0%˄ | (run time too short) |
 | 31b     ||    90.43 |    90.51 |   +0%˄ ||    11.06 |    11.05 |   -0%˄ | (run time too short) |
 | 31c     ||   104.74 |   105.22 |   +0%˄ ||     9.55 |     9.50 |   -0%˄ | (run time too short) |
 | 32a     ||    17.06 |    17.04 |   -0%˄ ||    58.62 |    58.67 |   +0%˄ | (run time too short) |
 | 32b     ||    33.22 |    33.02 |   -1%˄ ||    30.10 |    30.28 |   +1%˄ | (run time too short) |
 | 33a     ||    37.89 |    38.28 |   +1%˄ ||    26.39 |    26.12 |   -1%˄ | (run time too short) |
 | 33b     ||    26.07 |    26.21 |   +1%˄ ||    38.35 |    38.15 |   -1%˄ | (run time too short) |
 | 33c     ||    44.28 |    44.70 |   +1%˄ ||    22.58 |    22.37 |   -1%˄ | (run time too short) |
 | 3a      ||    60.97 |    61.35 |   +1%˄ ||    16.40 |    16.30 |   -1%˄ | (run time too short) |
 | 3b      ||    18.37 |    18.42 |   +0%˄ ||    54.42 |    54.29 |   -0%˄ | (run time too short) |
 | 3c      ||   222.94 |   224.83 |   +1%˄ ||     4.49 |     4.45 |   -1%˄ | (run time too short) |
 | 4a      ||   136.04 |   136.25 |   +0%˄ ||     7.35 |     7.34 |   -0%˄ | (run time too short) |
 | 4b      ||    17.72 |    17.83 |   +1%˄ ||    56.42 |    56.07 |   -1%˄ | (run time too short) |
 | 4c      ||   191.10 |   191.59 |   +0%˄ ||     5.23 |     5.22 |   -0%˄ | (run time too short) |
 | 5a      ||    42.91 |    43.13 |   +1%˄ ||    23.30 |    23.19 |   -1%˄ | (run time too short) |
 | 5b      ||    47.05 |    47.52 |   +1%˄ ||    21.25 |    21.04 |   -1%˄ | (run time too short) |
 | 5c      ||    88.38 |    88.42 |   +0%˄ ||    11.31 |    11.31 |   -0%˄ | (run time too short) |
 | 6a      ||   171.99 |   172.50 |   +0%˄ ||     5.81 |     5.80 |   -0%˄ | (run time too short) |
 | 6b      ||   183.07 |   183.60 |   +0%˄ ||     5.46 |     5.45 |   -0%˄ | (run time too short) |
 | 6c      ||   164.28 |   164.49 |   +0%˄ ||     6.09 |     6.08 |   -0%˄ | (run time too short) |
 | 6d      ||   384.97 |   398.11 |   +3%˄ ||     2.60 |     2.51 |   -3%˄ | (run time too short) |
 | 6e      ||   171.61 |   172.10 |   +0%˄ ||     5.83 |     5.81 |   -0%˄ | (run time too short) |
 | 6f      ||   689.02 |   686.15 |   -0%˄ ||     1.45 |     1.46 |   +0%˄ | (run time too short) |
 | 7a      ||   110.90 |   110.76 |   -0%˄ ||     9.02 |     9.03 |   +0%˄ | (run time too short) |
 | 7b      ||   104.19 |   104.10 |   -0%˄ ||     9.60 |     9.61 |   +0%˄ | (run time too short) |
 | 7c      ||   581.01 |   589.81 |   +2%˄ ||     1.72 |     1.70 |   -1%˄ | (run time too short) |
 | 8a      ||   171.53 |   171.98 |   +0%˄ ||     5.83 |     5.81 |   -0%˄ | (run time too short) |
 | 8b      ||   167.18 |   167.64 |   +0%˄ ||     5.98 |     5.97 |   -0%˄ | (run time too short) |
 | 8c      ||  1829.28 |  1814.51 |   -1%  ||     0.55 |     0.55 |   +1%  |               0.0001 |
 | 8d      ||   320.50 |   320.30 |   -0%˄ ||     3.12 |     3.12 |   +0%˄ | (run time too short) |
 | 9a      ||   249.99 |   249.80 |   -0%˄ ||     4.00 |     4.00 |   +0%˄ | (run time too short) |
 | 9b      ||   154.56 |   154.75 |   +0%˄ ||     6.47 |     6.46 |   -0%˄ | (run time too short) |
 | 9c      ||   276.80 |   276.03 |   -0%˄ ||     3.61 |     3.62 |   +0%˄ | (run time too short) |
 | 9d      ||   421.40 |   420.39 |   -0%˄ ||     2.37 |     2.38 |   +0%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 29773.27 | 29723.87 |   -0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -0%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkJoinOrder - multi-threaded, ordered, 1 client, 28 cores

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+-----------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_804f9ed10d7ee197868614287ec5403b3728c205_mt_ordered.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_77c385084b79495fa645430506d4c92457ca02f1_mt_ordered.json |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                      | 77c385084b79495fa645430506d4c92457ca02f1-dirty                                                                                                      |
 |  benchmark_mode               | Ordered                                                                                                                                             | Ordered                                                                                                                                             |
 |  build_type                   | release                                                                                                                                             | release                                                                                                                                             |
 |  chunk_indexes                | False                                                                                                                                               | False                                                                                                                                               |
 |  chunk_size                   | 65535                                                                                                                                               | 65535                                                                                                                                               |
 |  clients                      | 1                                                                                                                                                   | 1                                                                                                                                                   |
 |  compiler                     | clang 15.0.7                                                                                                                                        | clang 15.0.7                                                                                                                                        |
 |  cores                        | 28                                                                                                                                                  | 28                                                                                                                                                  |
 |  data_preparation_cores       | 0                                                                                                                                                   | 0                                                                                                                                                   |
 |  date                         | 2024-05-28 04:37:34                                                                                                                                 | 2024-05-28 12:29:31                                                                                                                                 |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                             | {'default': {'encoding': 'Dictionary'}}                                                                                                             |
 |  max_duration                 | 60000000000                                                                                                                                         | 60000000000                                                                                                                                         |
 |  max_runs                     | 50                                                                                                                                                  | 50                                                                                                                                                  |
 |  time_unit                    | ns                                                                                                                                                  | ns                                                                                                                                                  |
 |  using_scheduler              | True                                                                                                                                                | True                                                                                                                                                |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                          | [0, 0, 28]                                                                                                                                          |
 |  verify                       | False                                                                                                                                               | False                                                                                                                                               |
 |  warmup_duration              | 1000000000                                                                                                                                          | 1000000000                                                                                                                                          |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 10a     ||    43.52 |    43.54 |   +0%˄ ||    22.91 |    22.91 |   -0%˄ | (run time too short) |
 | 10b     ||    25.09 |    25.03 |   -0%˄ ||    39.63 |    39.73 |   +0%˄ | (run time too short) |
 | 10c     ||   141.44 |   142.62 |   +1%˄ ||     7.06 |     7.00 |   -1%˄ | (run time too short) |
 | 11a     ||    28.34 |    28.21 |   -0%˄ ||    35.18 |    35.32 |   +0%˄ | (run time too short) |
 | 11b     ||    26.22 |    26.65 |   +2%˄ ||    38.01 |    37.38 |   -2%˄ | (run time too short) |
 | 11c     ||    30.36 |    29.57 |   -3%˄ ||    32.77 |    33.65 |   +3%˄ | (run time too short) |
 | 11d     ||    34.56 |    34.37 |   -1%˄ ||    28.80 |    28.95 |   +1%˄ | (run time too short) |
 | 12a     ||    29.49 |    30.10 |   +2%˄ ||    33.75 |    33.06 |   -2%˄ | (run time too short) |
 | 12b     ||    20.05 |    20.26 |   +1%˄ ||    49.60 |    49.06 |   -1%˄ | (run time too short) |
 | 12c     ||    60.98 |    60.97 |   -0%˄ ||    16.35 |    16.35 |   +0%˄ | (run time too short) |
 | 13a     ||   144.95 |   144.16 |   -1%˄ ||     6.89 |     6.93 |   +1%˄ | (run time too short) |
+| 13b     ||   105.79 |    98.56 |   -7%˄ ||     9.44 |    10.13 |   +7%˄ | (run time too short) |
-| 13c     ||    92.96 |   100.52 |   +8%˄ ||    10.74 |     9.93 |   -8%˄ | (run time too short) |
 | 13d     ||   385.77 |   380.77 |   -1%˄ ||     2.59 |     2.63 |   +1%˄ | (run time too short) |
 | 14a     ||    61.87 |    61.43 |   -1%˄ ||    16.13 |    16.25 |   +1%˄ | (run time too short) |
 | 14b     ||    73.28 |    73.94 |   +1%˄ ||    13.63 |    13.51 |   -1%˄ | (run time too short) |
 | 14c     ||   183.69 |   182.92 |   -0%˄ ||     5.44 |     5.46 |   +0%˄ | (run time too short) |
 | 15a     ||    32.25 |    32.71 |   +1%˄ ||    30.90 |    30.45 |   -1%˄ | (run time too short) |
 | 15b     ||    29.40 |    28.71 |   -2%˄ ||    33.86 |    34.68 |   +2%˄ | (run time too short) |
 | 15c     ||    31.06 |    30.88 |   -1%˄ ||    32.02 |    32.22 |   +1%˄ | (run time too short) |
 | 15d     ||    36.06 |    36.50 |   +1%˄ ||    27.61 |    27.28 |   -1%˄ | (run time too short) |
 | 16a     ||   736.61 |   731.47 |   -1%˄ ||     1.36 |     1.37 |   +1%˄ | (run time too short) |
 | 16b     ||  1799.00 |  1795.64 |   -0%  ||     0.56 |     0.56 |   +0%  |               0.7051 |
 | 16c     ||   896.54 |   901.12 |   +1%˄ ||     1.12 |     1.11 |   -1%˄ | (run time too short) |
 | 16d     ||   868.49 |   872.53 |   +0%˄ ||     1.15 |     1.15 |   -0%˄ | (run time too short) |
 | 17a     ||   207.28 |   210.59 |   +2%˄ ||     4.82 |     4.75 |   -2%˄ | (run time too short) |
 | 17b     ||   182.99 |   180.49 |   -1%˄ ||     5.46 |     5.54 |   +1%˄ | (run time too short) |
 | 17c     ||   151.57 |   152.69 |   +1%˄ ||     6.59 |     6.54 |   -1%˄ | (run time too short) |
 | 17d     ||   149.77 |   149.64 |   -0%˄ ||     6.67 |     6.68 |   +0%˄ | (run time too short) |
 | 17e     ||   741.50 |   744.16 |   +0%˄ ||     1.35 |     1.34 |   -0%˄ | (run time too short) |
 | 17f     ||   331.04 |   331.56 |   +0%˄ ||     3.02 |     3.01 |   -0%˄ | (run time too short) |
 | 18a     ||    61.12 |    61.13 |   +0%˄ ||    16.33 |    16.32 |   -0%˄ | (run time too short) |
 | 18b     ||    58.60 |    58.82 |   +0%˄ ||    17.02 |    16.96 |   -0%˄ | (run time too short) |
-| 18c     ||    93.22 |   132.70 |  +42%˄ ||    10.71 |     7.53 |  -30%˄ | (run time too short) |
 | 19a     ||   115.25 |   114.68 |   -0%˄ ||     8.67 |     8.71 |   +1%˄ | (run time too short) |
 | 19b     ||    77.38 |    78.15 |   +1%˄ ||    12.91 |    12.78 |   -1%˄ | (run time too short) |
 | 19c     ||   129.37 |   128.75 |   -0%˄ ||     7.72 |     7.76 |   +0%˄ | (run time too short) |
 | 19d     ||   514.03 |   515.72 |   +0%˄ ||     1.94 |     1.94 |   -0%˄ | (run time too short) |
-| 1a      ||    10.44 |    11.03 |   +6%˄ ||    94.73 |    89.67 |   -5%˄ | (run time too short) |
 | 1b      ||     6.75 |     6.57 |   -3%˄ ||   145.49 |   149.36 |   +3%˄ | (run time too short) |
 | 1c      ||     6.49 |     6.32 |   -3%˄ ||   150.71 |   154.70 |   +3%˄ | (run time too short) |
 | 1d      ||     9.20 |     9.16 |   -0%˄ ||   106.99 |   107.59 |   +1%˄ | (run time too short) |
 | 20a     ||    85.75 |    88.44 |   +3%˄ ||    11.65 |    11.29 |   -3%˄ | (run time too short) |
 | 20b     ||    68.29 |    68.22 |   -0%˄ ||    14.63 |    14.64 |   +0%˄ | (run time too short) |
 | 20c     ||    86.33 |    87.43 |   +1%˄ ||    11.56 |    11.42 |   -1%˄ | (run time too short) |
 | 21a     ||    32.19 |    32.74 |   +2%˄ ||    30.94 |    30.43 |   -2%˄ | (run time too short) |
 | 21b     ||    30.45 |    30.69 |   +1%˄ ||    32.71 |    32.46 |   -1%˄ | (run time too short) |
 | 21c     ||    34.36 |    34.46 |   +0%˄ ||    29.00 |    28.91 |   -0%˄ | (run time too short) |
 | 22a     ||    69.71 |    69.20 |   -1%˄ ||    14.31 |    14.42 |   +1%˄ | (run time too short) |
 | 22b     ||    59.51 |    58.51 |   -2%˄ ||    16.77 |    17.05 |   +2%˄ | (run time too short) |
 | 22c     ||   137.06 |   136.60 |   -0%˄ ||     7.29 |     7.31 |   +0%˄ | (run time too short) |
 | 22d     ||   241.44 |   240.21 |   -1%˄ ||     4.14 |     4.16 |   +1%˄ | (run time too short) |
 | 23a     ||    24.63 |    23.63 |   -4%˄ ||    40.39 |    42.14 |   +4%˄ | (run time too short) |
 | 23b     ||    33.43 |    34.28 |   +3%˄ ||    29.80 |    29.06 |   -2%˄ | (run time too short) |
 | 23c     ||    26.15 |    25.99 |   -1%˄ ||    38.09 |    38.30 |   +1%˄ | (run time too short) |
 | 24a     ||    68.88 |    68.20 |   -1%˄ ||    14.49 |    14.64 |   +1%˄ | (run time too short) |
 | 24b     ||    62.05 |    62.66 |   +1%˄ ||    16.08 |    15.93 |   -1%˄ | (run time too short) |
 | 25a     ||    60.42 |    62.04 |   +3%˄ ||    16.51 |    16.07 |   -3%˄ | (run time too short) |
 | 25b     ||    39.18 |    39.69 |   +1%˄ ||    25.43 |    25.10 |   -1%˄ | (run time too short) |
 | 25c     ||   163.24 |   161.87 |   -1%˄ ||     6.12 |     6.17 |   +1%˄ | (run time too short) |
 | 26a     ||    92.15 |    92.09 |   -0%˄ ||    10.83 |    10.84 |   +0%˄ | (run time too short) |
 | 26b     ||    71.19 |    71.22 |   +0%˄ ||    14.02 |    14.01 |   -0%˄ | (run time too short) |
 | 26c     ||   150.15 |   150.30 |   +0%˄ ||     6.65 |     6.65 |   -0%˄ | (run time too short) |
 | 27a     ||    30.81 |    30.77 |   -0%˄ ||    32.33 |    32.37 |   +0%˄ | (run time too short) |
 | 27b     ||    30.74 |    30.65 |   -0%˄ ||    32.43 |    32.50 |   +0%˄ | (run time too short) |
 | 27c     ||    34.27 |    34.62 |   +1%˄ ||    29.09 |    28.80 |   -1%˄ | (run time too short) |
 | 28a     ||   150.50 |   149.33 |   -1%˄ ||     6.64 |     6.69 |   +1%˄ | (run time too short) |
 | 28b     ||    34.41 |    34.67 |   +1%˄ ||    28.96 |    28.74 |   -1%˄ | (run time too short) |
 | 28c     ||   120.07 |   119.38 |   -1%˄ ||     8.32 |     8.37 |   +1%˄ | (run time too short) |
 | 29a     ||    64.30 |    64.95 |   +1%˄ ||    15.52 |    15.37 |   -1%˄ | (run time too short) |
 | 29b     ||   109.23 |   112.95 |   +3%˄ ||     9.15 |     8.84 |   -3%˄ | (run time too short) |
 | 29c     ||    67.90 |    68.47 |   +1%˄ ||    14.69 |    14.58 |   -1%˄ | (run time too short) |
-| 2a      ||    31.36 |    33.09 |   +6%˄ ||    31.76 |    30.07 |   -5%˄ | (run time too short) |
+| 2b      ||    30.22 |    27.96 |   -7%˄ ||    32.92 |    35.62 |   +8%˄ | (run time too short) |
 | 2c      ||    22.46 |    23.19 |   +3%˄ ||    44.25 |    42.87 |   -3%˄ | (run time too short) |
-| 2d      ||    55.65 |    58.52 |   +5%˄ ||    17.92 |    17.04 |   -5%˄ | (run time too short) |
 | 30a     ||    54.46 |    53.93 |   -1%˄ ||    18.31 |    18.49 |   +1%˄ | (run time too short) |
 | 30b     ||    45.50 |    46.07 |   +1%˄ ||    21.92 |    21.65 |   -1%˄ | (run time too short) |
 | 30c     ||   113.09 |   112.76 |   -0%˄ ||     8.83 |     8.86 |   +0%˄ | (run time too short) |
 | 31a     ||    40.94 |    40.87 |   -0%˄ ||    24.34 |    24.39 |   +0%˄ | (run time too short) |
 | 31b     ||    39.52 |    39.47 |   -0%˄ ||    25.22 |    25.25 |   +0%˄ | (run time too short) |
 | 31c     ||    46.39 |    46.92 |   +1%˄ ||    21.49 |    21.24 |   -1%˄ | (run time too short) |
 | 32a     ||    11.52 |    11.49 |   -0%˄ ||    85.66 |    85.84 |   +0%˄ | (run time too short) |
-| 32b     ||    38.14 |    40.45 |   +6%˄ ||    26.12 |    24.62 |   -6%˄ | (run time too short) |
 | 33a     ||    16.43 |    16.18 |   -2%˄ ||    60.31 |    61.28 |   +2%˄ | (run time too short) |
 | 33b     ||    13.86 |    13.54 |   -2%˄ ||    71.39 |    73.10 |   +2%˄ | (run time too short) |
 | 33c     ||    24.00 |    23.33 |   -3%˄ ||    41.42 |    42.65 |   +3%˄ | (run time too short) |
 | 3a      ||    43.46 |    43.30 |   -0%˄ ||    22.93 |    23.02 |   +0%˄ | (run time too short) |
 | 3b      ||    10.74 |    10.70 |   -0%˄ ||    91.93 |    92.36 |   +0%˄ | (run time too short) |
 | 3c      ||    87.16 |    86.32 |   -1%˄ ||    11.45 |    11.56 |   +1%˄ | (run time too short) |
 | 4a      ||    78.92 |    77.70 |   -2%˄ ||    12.64 |    12.84 |   +2%˄ | (run time too short) |
 | 4b      ||     8.77 |     8.93 |   +2%˄ ||   112.34 |   110.28 |   -2%˄ | (run time too short) |
 | 4c      ||    98.46 |    99.97 |   +2%˄ ||    10.14 |     9.99 |   -1%˄ | (run time too short) |
 | 5a      ||    33.91 |    32.79 |   -3%˄ ||    29.36 |    30.37 |   +3%˄ | (run time too short) |
 | 5b      ||    27.62 |    27.37 |   -1%˄ ||    36.02 |    36.36 |   +1%˄ | (run time too short) |
 | 5c      ||    53.73 |    55.77 |   +4%˄ ||    18.57 |    17.88 |   -4%˄ | (run time too short) |
 | 6a      ||    33.05 |    33.23 |   +1%˄ ||    30.18 |    30.02 |   -1%˄ | (run time too short) |
 | 6b      ||    57.92 |    57.67 |   -0%˄ ||    17.24 |    17.31 |   +0%˄ | (run time too short) |
 | 6c      ||    31.48 |    31.28 |   -1%˄ ||    31.70 |    31.88 |   +1%˄ | (run time too short) |
 | 6d      ||   159.74 |   160.93 |   +1%˄ ||     6.26 |     6.21 |   -1%˄ | (run time too short) |
 | 6e      ||    33.08 |    33.07 |   -0%˄ ||    30.16 |    30.17 |   +0%˄ | (run time too short) |
 | 6f      ||   482.61 |   480.71 |   -0%˄ ||     2.07 |     2.08 |   +0%˄ | (run time too short) |
 | 7a      ||    34.32 |    33.74 |   -2%˄ ||    29.05 |    29.55 |   +2%˄ | (run time too short) |
 | 7b      ||    33.43 |    33.29 |   -0%˄ ||    29.80 |    29.95 |   +1%˄ | (run time too short) |
 | 7c      ||   315.37 |   321.07 |   +2%˄ ||     3.17 |     3.11 |   -2%˄ | (run time too short) |
 | 8a      ||    40.87 |    41.10 |   +1%˄ ||    24.38 |    24.25 |   -1%˄ | (run time too short) |
 | 8b      ||    37.41 |    37.59 |   +0%˄ ||    26.65 |    26.52 |   -0%˄ | (run time too short) |
 | 8c      ||  1188.09 |  1174.65 |   -1%˄ ||     0.84 |     0.85 |   +1%˄ | (run time too short) |
 | 8d      ||   245.94 |   246.49 |   +0%˄ ||     4.06 |     4.05 |   -0%˄ | (run time too short) |
 | 9a      ||   147.45 |   147.60 |   +0%˄ ||     6.78 |     6.77 |   -0%˄ | (run time too short) |
 | 9b      ||    84.10 |    85.66 |   +2%˄ ||    11.87 |    11.66 |   -2%˄ | (run time too short) |
 | 9c      ||   145.55 |   145.85 |   +0%˄ ||     6.86 |     6.85 |   -0%˄ | (run time too short) |
 | 9d      ||   342.04 |   343.42 |   +0%˄ ||     2.92 |     2.91 |   -0%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 15481.26 | 15527.57 |   +0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -0%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkJoinOrder - multi-threaded, shuffled, 28 clients, 28 cores

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_804f9ed10d7ee197868614287ec5403b3728c205_mt.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_77c385084b79495fa645430506d4c92457ca02f1_mt.json |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                              | 77c385084b79495fa645430506d4c92457ca02f1-dirty                                                                                              |
 |  benchmark_mode               | Shuffled                                                                                                                                    | Shuffled                                                                                                                                    |
 |  build_type                   | release                                                                                                                                     | release                                                                                                                                     |
 |  chunk_indexes                | False                                                                                                                                       | False                                                                                                                                       |
 |  chunk_size                   | 65535                                                                                                                                       | 65535                                                                                                                                       |
 |  clients                      | 28                                                                                                                                          | 28                                                                                                                                          |
 |  compiler                     | clang 15.0.7                                                                                                                                | clang 15.0.7                                                                                                                                |
 |  cores                        | 28                                                                                                                                          | 28                                                                                                                                          |
 |  data_preparation_cores       | 0                                                                                                                                           | 0                                                                                                                                           |
 |  date                         | 2024-05-28 04:52:59                                                                                                                         | 2024-05-28 12:44:57                                                                                                                         |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                     | {'default': {'encoding': 'Dictionary'}}                                                                                                     |
 |  max_duration                 | 1200000000000                                                                                                                               | 1200000000000                                                                                                                               |
 |  max_runs                     | -1                                                                                                                                          | -1                                                                                                                                          |
 |  time_unit                    | ns                                                                                                                                          | ns                                                                                                                                          |
 |  using_scheduler              | True                                                                                                                                        | True                                                                                                                                        |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                  | [0, 0, 28]                                                                                                                                  |
 |  verify                       | False                                                                                                                                       | False                                                                                                                                       |
 |  warmup_duration              | 0                                                                                                                                           | 0                                                                                                                                           |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | 10a     ||   201.87 |   194.45 |   -4%  ||     0.60 |     0.60 |   -0%  |  0.7744 |
+| 10b     ||   156.36 |   148.99 |   -5%  ||     0.60 |     0.60 |   -0%  |  0.7272 |
+| 10c     ||   503.76 |   478.68 |   -5%  ||     0.60 |     0.60 |   -0%  |  0.5256 |
 | 11a     ||   123.72 |   129.10 |   +4%  ||     0.60 |     0.60 |   -0%  |  0.7899 |
+| 11b     ||   122.03 |   106.63 |  -13%  ||     0.60 |     0.60 |   -0%  |  0.3970 |
-| 11c     ||    80.61 |    96.74 |  +20%  ||     0.60 |     0.60 |   -0%  |  0.2565 |
+| 11d     ||    89.81 |    84.04 |   -6%  ||     0.60 |     0.60 |   -0%  |  0.6603 |
-| 12a     ||   153.61 |   170.56 |  +11%  ||     0.60 |     0.60 |   -0%  |  0.4632 |
-| 12b     ||    78.80 |    94.28 |  +20%  ||     0.60 |     0.60 |   -0%  |  0.2653 |
 | 12c     ||   290.45 |   291.85 |   +0%  ||     0.60 |     0.60 |   -0%  |  0.9590 |
+| 13a     ||   472.41 |   433.95 |   -8%  ||     0.60 |     0.60 |   -0%  |  0.2962 |
-| 13b     ||   270.24 |   340.20 |  +26%  ||     0.60 |     0.60 |   -0%  |  0.0143 |
 | 13c     ||   320.99 |   309.04 |   -4%  ||     0.60 |     0.60 |   -0%  |  0.6879 |
 | 13d     ||   814.80 |   809.60 |   -1%  ||     0.60 |     0.60 |   -0%  |  0.8940 |
+| 14a     ||   397.71 |   356.00 |  -10%  ||     0.60 |     0.60 |   -0%  |  0.2387 |
+| 14b     ||   386.85 |   366.92 |   -5%  ||     0.60 |     0.60 |   -0%  |  0.5398 |
 | 14c     ||   509.83 |   503.82 |   -1%  ||     0.60 |     0.60 |   +0%  |  0.8872 |
+| 15a     ||   121.52 |   112.17 |   -8%  ||     0.60 |     0.60 |   -0%  |  0.6094 |
-| 15b     ||   126.00 |   140.77 |  +12%  ||     0.60 |     0.60 |   -0%  |  0.5233 |
-| 15c     ||   118.60 |   130.62 |  +10%  ||     0.60 |     0.60 |   -0%  |  0.4893 |
+| 15d     ||   158.04 |   142.48 |  -10%  ||     0.60 |     0.60 |   -0%  |  0.4028 |
+| 16a     ||  1476.83 |  1392.84 |   -6%  ||     0.60 |     0.60 |   -0%  |  0.0993 |
 | 16b     ||  2820.26 |  2827.21 |   +0%  ||     0.60 |     0.60 |   -0%  |  0.9039 |
 | 16c     ||  1662.80 |  1589.99 |   -4%  ||     0.60 |     0.60 |   -0%  |  0.1790 |
 | 16d     ||  1572.09 |  1586.20 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.7830 |
 | 17a     ||   794.16 |   785.36 |   -1%  ||     0.60 |     0.60 |   -0%  |  0.8518 |
-| 17b     ||   556.42 |   609.56 |  +10%  ||     0.60 |     0.60 |   -0%  |  0.1587 |
+| 17c     ||   563.26 |   510.63 |   -9%  ||     0.60 |     0.60 |   -0%  |  0.1227 |
 | 17d     ||   547.32 |   560.68 |   +2%  ||     0.60 |     0.60 |   -0%  |  0.7119 |
 | 17e     ||  1464.06 |  1485.46 |   +1%  ||     0.60 |     0.60 |   +0%  |  0.6723 |
-| 17f     ||  1000.05 |  1095.60 |  +10%  ||     0.60 |     0.60 |   -0%  |  0.0706 |
+| 18a     ||   296.36 |   274.44 |   -7%  ||     0.60 |     0.60 |   -0%  |  0.4790 |
 | 18b     ||   375.32 |   366.97 |   -2%  ||     0.60 |     0.60 |   -0%  |  0.8128 |
 | 18c     ||   531.51 |   555.24 |   +4%  ||     0.60 |     0.60 |   -0%  |  0.5971 |
 | 19a     ||   552.00 |   533.24 |   -3%  ||     0.60 |     0.60 |   -0%  |  0.6809 |
-| 19b     ||   339.56 |   378.70 |  +12%  ||     0.60 |     0.60 |   -0%  |  0.2404 |
 | 19c     ||   575.40 |   562.93 |   -2%  ||     0.60 |     0.60 |   -0%  |  0.7392 |
 | 19d     ||  1293.44 |  1262.76 |   -2%  ||     0.60 |     0.60 |   -0%  |  0.5505 |
+| 1a      ||    35.95 |    32.20 |  -10%  ||     0.60 |     0.60 |   -0%  |  0.5439 |
 | 1b      ||    48.35 |    47.99 |   -1%  ||     0.60 |     0.60 |   -0%  |  0.9720 |
-| 1c      ||    38.80 |    53.87 |  +39%  ||     0.60 |     0.60 |   -0%  |  0.1198 |
 | 1d      ||    35.66 |    36.35 |   +2%  ||     0.60 |     0.60 |   -0%  |  0.9226 |
 | 20a     ||   434.63 |   427.05 |   -2%  ||     0.60 |     0.60 |   -0%  |  0.8403 |
-| 20b     ||   377.28 |   394.33 |   +5%  ||     0.60 |     0.60 |   -0%  |  0.6686 |
 | 20c     ||   368.87 |   370.07 |   +0%  ||     0.60 |     0.60 |   -0%  |  0.9713 |
+| 21a     ||   201.18 |   177.67 |  -12%  ||     0.60 |     0.60 |   -0%  |  0.3635 |
+| 21b     ||   140.13 |   130.13 |   -7%  ||     0.60 |     0.60 |   -0%  |  0.6333 |
-| 21c     ||   183.02 |   192.84 |   +5%  ||     0.60 |     0.60 |   -0%  |  0.6977 |
+| 22a     ||   413.73 |   387.07 |   -6%  ||     0.60 |     0.60 |   -0%  |  0.4480 |
 | 22b     ||   359.16 |   373.87 |   +4%  ||     0.60 |     0.60 |   -0%  |  0.6933 |
-| 22c     ||   516.15 |   587.83 |  +14%  ||     0.60 |     0.60 |   -0%  |  0.0821 |
 | 22d     ||   744.10 |   751.83 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.8640 |
-| 23a     ||   132.07 |   149.13 |  +13%  ||     0.60 |     0.60 |   +0%  |  0.3931 |
+| 23b     ||   134.66 |   125.80 |   -7%  ||     0.60 |     0.60 |   -0%  |  0.7135 |
+| 23c     ||   156.35 |   136.09 |  -13%  ||     0.60 |     0.60 |   -0%  |  0.3087 |
 | 24a     ||   408.61 |   391.16 |   -4%  ||     0.60 |     0.60 |   -0%  |  0.6548 |
 | 24b     ||   292.99 |   305.95 |   +4%  ||     0.60 |     0.60 |   -0%  |  0.7055 |
+| 25a     ||   384.33 |   344.36 |  -10%  ||     0.60 |     0.60 |   -0%  |  0.2268 |
 | 25b     ||   216.24 |   218.35 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.9402 |
+| 25c     ||   834.05 |   786.50 |   -6%  ||     0.60 |     0.60 |   -0%  |  0.3461 |
 | 26a     ||   368.41 |   358.58 |   -3%  ||     0.60 |     0.60 |   -0%  |  0.7158 |
-| 26b     ||   214.47 |   228.75 |   +7%  ||     0.60 |     0.60 |   -0%  |  0.5117 |
+| 26c     ||   582.66 |   537.96 |   -8%  ||     0.60 |     0.60 |   +0%  |  0.2728 |
 | 27a     ||   178.15 |   173.67 |   -3%  ||     0.60 |     0.60 |   -0%  |  0.8576 |
 | 27b     ||   190.05 |   186.79 |   -2%  ||     0.60 |     0.60 |   -0%  |  0.9058 |
 | 27c     ||   193.84 |   192.00 |   -1%  ||     0.60 |     0.60 |   -0%  |  0.9454 |
-| 28a     ||   555.27 |   599.90 |   +8%  ||     0.60 |     0.60 |   -0%  |  0.3225 |
-| 28b     ||   207.28 |   242.02 |  +17%  ||     0.60 |     0.60 |   -0%  |  0.2186 |
+| 28c     ||   577.94 |   542.73 |   -6%  ||     0.60 |     0.60 |   -0%  |  0.3944 |
-| 29a     ||   255.88 |   281.46 |  +10%  ||     0.60 |     0.60 |   -0%  |  0.2884 |
 | 29b     ||   346.98 |   341.96 |   -1%  ||     0.60 |     0.60 |   -0%  |  0.8723 |
+| 29c     ||   377.85 |   347.04 |   -8%  ||     0.60 |     0.60 |   -0%  |  0.3943 |
 | 2a      ||   140.29 |   142.61 |   +2%  ||     0.60 |     0.60 |   -0%  |  0.9127 |
+| 2b      ||   107.78 |    98.11 |   -9%  ||     0.60 |     0.60 |   -0%  |  0.4708 |
+| 2c      ||    97.08 |    86.31 |  -11%  ||     0.60 |     0.60 |   -0%  |  0.4397 |
-| 2d      ||   193.77 |   215.31 |  +11%  ||     0.60 |     0.60 |   -0%  |  0.3083 |
+| 30a     ||   331.31 |   309.62 |   -7%  ||     0.60 |     0.60 |   -0%  |  0.4969 |
-| 30b     ||   300.64 |   319.59 |   +6%  ||     0.60 |     0.60 |   -0%  |  0.5399 |
 | 30c     ||   641.58 |   622.98 |   -3%  ||     0.60 |     0.60 |   -0%  |  0.7054 |
+| 31a     ||   252.20 |   219.58 |  -13%  ||     0.60 |     0.60 |   -0%  |  0.2015 |
 | 31b     ||   205.02 |   206.37 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.9571 |
-| 31c     ||   278.59 |   300.46 |   +8%  ||     0.60 |     0.60 |   -0%  |  0.5145 |
+| 32a     ||    66.18 |    50.08 |  -24%  ||     0.60 |     0.60 |   -0%  |  0.1825 |
+| 32b     ||   145.10 |   138.14 |   -5%  ||     0.60 |     0.60 |   -0%  |  0.6798 |
-| 33a     ||   124.14 |   130.77 |   +5%  ||     0.60 |     0.60 |   -0%  |  0.7195 |
-| 33b     ||    88.89 |    93.57 |   +5%  ||     0.60 |     0.60 |   -0%  |  0.7590 |
+| 33c     ||   204.13 |   152.33 |  -25%  ||     0.60 |     0.60 |   -0%  |  0.0544 |
 | 3a      ||   235.57 |   234.27 |   -1%  ||     0.60 |     0.60 |   -0%  |  0.9644 |
-| 3b      ||    70.83 |    79.15 |  +12%  ||     0.60 |     0.60 |   -0%  |  0.6025 |
-| 3c      ||   362.81 |   382.52 |   +5%  ||     0.60 |     0.60 |   -0%  |  0.6181 |
 | 4a      ||   233.45 |   237.59 |   +2%  ||     0.60 |     0.60 |   -0%  |  0.8730 |
-| 4b      ||    50.13 |    54.12 |   +8%  ||     0.60 |     0.60 |   -0%  |  0.7060 |
 | 4c      ||   310.51 |   299.43 |   -4%  ||     0.60 |     0.60 |   -0%  |  0.7131 |
-| 5a      ||   219.17 |   239.30 |   +9%  ||     0.60 |     0.60 |   -0%  |  0.5590 |
+| 5b      ||   145.02 |   131.65 |   -9%  ||     0.60 |     0.60 |   -0%  |  0.4913 |
-| 5c      ||   241.59 |   302.31 |  +25%  ||     0.60 |     0.60 |   -0%  |  0.0345 |
+| 6a      ||   148.20 |   132.63 |  -11%  ||     0.60 |     0.60 |   -0%  |  0.3392 |
-| 6b      ||   163.96 |   179.22 |   +9%  ||     0.60 |     0.60 |   +0%  |  0.3621 |
-| 6c      ||   114.91 |   133.30 |  +16%  ||     0.60 |     0.60 |   -0%  |  0.2564 |
 | 6d      ||   500.19 |   504.44 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.8983 |
+| 6e      ||   180.94 |   162.37 |  -10%  ||     0.60 |     0.60 |   -0%  |  0.4596 |
 | 6f      ||  1039.49 |  1044.43 |   +0%  ||     0.60 |     0.60 |   -0%  |  0.9097 |
+| 7a      ||   212.91 |   203.15 |   -5%  ||     0.60 |     0.60 |   -0%  |  0.7580 |
-| 7b      ||   152.71 |   165.22 |   +8%  ||     0.60 |     0.60 |   -0%  |  0.5720 |
 | 7c      ||   984.34 |  1005.97 |   +2%  ||     0.60 |     0.60 |   -0%  |  0.6517 |
-| 8a      ||   195.45 |   229.24 |  +17%  ||     0.60 |     0.60 |   -0%  |  0.2617 |
+| 8b      ||   192.66 |   165.22 |  -14%  ||     0.60 |     0.60 |   -0%  |  0.2176 |
 | 8c      ||  1957.65 |  2037.39 |   +4%  ||     0.60 |     0.60 |   -0%  |  0.1051 |
-| 8d      ||   570.02 |   597.05 |   +5%  ||     0.60 |     0.60 |   -0%  |  0.4011 |
-| 9a      ||   593.06 |   644.41 |   +9%  ||     0.60 |     0.60 |   -0%  |  0.2796 |
 | 9b      ||   411.76 |   426.37 |   +4%  ||     0.60 |     0.60 |   -0%  |  0.6804 |
 | 9c      ||   601.59 |   606.46 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.9077 |
 | 9d      ||   998.65 |   997.75 |   -0%  ||     0.60 |     0.60 |   -0%  |  0.9852 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 46488.20 | 46552.81 |   +0%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   -0%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkStarSchema - single-threaded

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_804f9ed10d7ee197868614287ec5403b3728c205_st.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_77c385084b79495fa645430506d4c92457ca02f1_st.json |
 +-------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                               | 77c385084b79495fa645430506d4c92457ca02f1-dirty                                                                                               |
 |  benchmark_mode         | Ordered                                                                                                                                      | Ordered                                                                                                                                      |
 |  build_type             | release                                                                                                                                      | release                                                                                                                                      |
 |  chunk_indexes          | False                                                                                                                                        | False                                                                                                                                        |
 |  chunk_size             | 65535                                                                                                                                        | 65535                                                                                                                                        |
 |  clients                | 1                                                                                                                                            | 1                                                                                                                                            |
 |  compiler               | clang 15.0.7                                                                                                                                 | clang 15.0.7                                                                                                                                 |
 |  cores                  | 0                                                                                                                                            | 0                                                                                                                                            |
 |  data_preparation_cores | 0                                                                                                                                            | 0                                                                                                                                            |
 |  date                   | 2024-05-28 05:13:25                                                                                                                          | 2024-05-28 13:05:23                                                                                                                          |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                      | {'default': {'encoding': 'Dictionary'}}                                                                                                      |
 |  max_duration           | 60000000000                                                                                                                                  | 60000000000                                                                                                                                  |
 |  max_runs               | 50                                                                                                                                           | 50                                                                                                                                           |
 |  scale_factor           | 10.0                                                                                                                                         | 10.0                                                                                                                                         |
 |  time_unit              | ns                                                                                                                                           | ns                                                                                                                                           |
 |  using_scheduler        | False                                                                                                                                        | False                                                                                                                                        |
 |  verify                 | False                                                                                                                                        | False                                                                                                                                        |
 |  warmup_duration        | 1000000000                                                                                                                                   | 1000000000                                                                                                                                   |
 +-------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |     new |        ||      old |      new |        |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | 1.1     ||   320.48 |  310.06 |   -3%˄ ||     3.12 |     3.23 |   +3%˄ | (run time too short) |
 | 1.2     ||   153.47 |  153.91 |   +0%˄ ||     6.52 |     6.50 |   -0%˄ | (run time too short) |
 | 1.3     ||   152.66 |  148.27 |   -3%˄ ||     6.55 |     6.74 |   +3%˄ | (run time too short) |
 | 2.1     ||   555.85 |  559.25 |   +1%˄ ||     1.80 |     1.79 |   -1%˄ | (run time too short) |
 | 2.2     ||   295.25 |  299.85 |   +2%˄ ||     3.39 |     3.34 |   -2%˄ | (run time too short) |
 | 2.3     ||   200.04 |  203.19 |   +2%˄ ||     5.00 |     4.92 |   -2%˄ | (run time too short) |
 | 3.1     ||  2977.48 | 2882.75 |   -3%  ||     0.34 |     0.35 |   +3%  |               0.0273 |
 | 3.2     ||   300.65 |  296.59 |   -1%˄ ||     3.33 |     3.37 |   +1%˄ | (run time too short) |
 | 3.3     ||   153.28 |  151.95 |   -1%˄ ||     6.52 |     6.58 |   +1%˄ | (run time too short) |
 | 3.4     ||   144.85 |  144.91 |   +0%˄ ||     6.90 |     6.90 |   -0%˄ | (run time too short) |
 | 4.1     ||  2941.64 | 2973.99 |   +1%  ||     0.34 |     0.34 |   -1%  |               0.3983 |
 | 4.2     ||   891.86 |  918.40 |   +3%˄ ||     1.12 |     1.09 |   -3%˄ | (run time too short) |
 | 4.3     ||   273.38 |  271.71 |   -1%˄ ||     3.66 |     3.68 |   +1%˄ | (run time too short) |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum     ||  9360.89 | 9314.83 |   -0%  ||          |          |        |                      |
 | Geomean ||          |         |        ||          |          |   +0%  |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                        |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkStarSchema - multi-threaded, ordered, 1 client, 28 cores

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_804f9ed10d7ee197868614287ec5403b3728c205_mt_ordered.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_77c385084b79495fa645430506d4c92457ca02f1_mt_ordered.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                       | 77c385084b79495fa645430506d4c92457ca02f1-dirty                                                                                                       |
 |  benchmark_mode               | Ordered                                                                                                                                              | Ordered                                                                                                                                              |
 |  build_type                   | release                                                                                                                                              | release                                                                                                                                              |
 |  chunk_indexes                | False                                                                                                                                                | False                                                                                                                                                |
 |  chunk_size                   | 65535                                                                                                                                                | 65535                                                                                                                                                |
 |  clients                      | 1                                                                                                                                                    | 1                                                                                                                                                    |
 |  compiler                     | clang 15.0.7                                                                                                                                         | clang 15.0.7                                                                                                                                         |
 |  cores                        | 28                                                                                                                                                   | 28                                                                                                                                                   |
 |  data_preparation_cores       | 0                                                                                                                                                    | 0                                                                                                                                                    |
 |  date                         | 2024-05-28 05:19:01                                                                                                                                  | 2024-05-28 13:10:59                                                                                                                                  |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                              | {'default': {'encoding': 'Dictionary'}}                                                                                                              |
 |  max_duration                 | 60000000000                                                                                                                                          | 60000000000                                                                                                                                          |
 |  max_runs                     | 50                                                                                                                                                   | 50                                                                                                                                                   |
 |  scale_factor                 | 10.0                                                                                                                                                 | 10.0                                                                                                                                                 |
 |  time_unit                    | ns                                                                                                                                                   | ns                                                                                                                                                   |
 |  using_scheduler              | True                                                                                                                                                 | True                                                                                                                                                 |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                           | [0, 0, 28]                                                                                                                                           |
 |  verify                       | False                                                                                                                                                | False                                                                                                                                                |
 |  warmup_duration              | 1000000000                                                                                                                                           | 1000000000                                                                                                                                           |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |     new |        ||      old |      new |        |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | 1.1     ||   104.54 |  104.52 |   -0%˄ ||     9.55 |     9.55 |   +0%˄ | (run time too short) |
 | 1.2     ||    88.78 |   88.25 |   -1%˄ ||    11.24 |    11.31 |   +1%˄ | (run time too short) |
 | 1.3     ||    85.48 |   85.16 |   -0%˄ ||    11.68 |    11.72 |   +0%˄ | (run time too short) |
 | 2.1     ||   341.28 |  342.32 |   +0%˄ ||     2.93 |     2.92 |   -0%˄ | (run time too short) |
 | 2.2     ||   165.69 |  165.32 |   -0%˄ ||     6.03 |     6.04 |   +0%˄ | (run time too short) |
 | 2.3     ||    59.98 |   59.01 |   -2%˄ ||    16.63 |    16.91 |   +2%˄ | (run time too short) |
 | 3.1     ||   844.76 |  846.58 |   +0%˄ ||     1.18 |     1.18 |   -0%˄ | (run time too short) |
 | 3.2     ||   157.67 |  155.21 |   -2%˄ ||     6.34 |     6.44 |   +2%˄ | (run time too short) |
 | 3.3     ||    80.49 |   80.90 |   +1%˄ ||    12.40 |    12.34 |   -1%˄ | (run time too short) |
 | 3.4     ||    74.98 |   74.71 |   -0%˄ ||    13.32 |    13.36 |   +0%˄ | (run time too short) |
 | 4.1     ||   688.81 |  693.83 |   +1%˄ ||     1.45 |     1.44 |   -1%˄ | (run time too short) |
 | 4.2     ||   387.95 |  387.67 |   -0%˄ ||     2.58 |     2.58 |   +0%˄ | (run time too short) |
 | 4.3     ||   118.31 |  116.68 |   -1%˄ ||     8.44 |     8.56 |   +1%˄ | (run time too short) |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum     ||  3198.70 | 3200.16 |   +0%  ||          |          |        |                      |
 | Geomean ||          |         |        ||          |          |   +0%  |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                        |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkStarSchema - multi-threaded, shuffled, 28 clients, 28 cores

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_804f9ed10d7ee197868614287ec5403b3728c205_mt.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_77c385084b79495fa645430506d4c92457ca02f1_mt.json |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                               | 77c385084b79495fa645430506d4c92457ca02f1-dirty                                                                                               |
 |  benchmark_mode               | Shuffled                                                                                                                                     | Shuffled                                                                                                                                     |
 |  build_type                   | release                                                                                                                                      | release                                                                                                                                      |
 |  chunk_indexes                | False                                                                                                                                        | False                                                                                                                                        |
 |  chunk_size                   | 65535                                                                                                                                        | 65535                                                                                                                                        |
 |  clients                      | 28                                                                                                                                           | 28                                                                                                                                           |
 |  compiler                     | clang 15.0.7                                                                                                                                 | clang 15.0.7                                                                                                                                 |
 |  cores                        | 28                                                                                                                                           | 28                                                                                                                                           |
 |  data_preparation_cores       | 0                                                                                                                                            | 0                                                                                                                                            |
 |  date                         | 2024-05-28 05:22:24                                                                                                                          | 2024-05-28 13:14:22                                                                                                                          |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                      | {'default': {'encoding': 'Dictionary'}}                                                                                                      |
 |  max_duration                 | 1200000000000                                                                                                                                | 1200000000000                                                                                                                                |
 |  max_runs                     | -1                                                                                                                                           | -1                                                                                                                                           |
 |  scale_factor                 | 10.0                                                                                                                                         | 10.0                                                                                                                                         |
 |  time_unit                    | ns                                                                                                                                           | ns                                                                                                                                           |
 |  using_scheduler              | True                                                                                                                                         | True                                                                                                                                         |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                   | [0, 0, 28]                                                                                                                                   |
 |  verify                       | False                                                                                                                                        | False                                                                                                                                        |
 |  warmup_duration              | 0                                                                                                                                            | 0                                                                                                                                            |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | 1.1     ||   635.76 |   658.79 |   +4%  ||     2.08 |     2.08 |   -0%  |  0.3165 |
-| 1.2     ||   369.90 |   390.44 |   +6%  ||     2.09 |     2.08 |   -0%  |  0.2440 |
 | 1.3     ||   363.06 |   349.26 |   -4%  ||     2.09 |     2.08 |   -0%  |  0.4024 |
 | 2.1     ||  1678.17 |  1675.85 |   -0%  ||     2.08 |     2.08 |   -0%  |  0.9522 |
 | 2.2     ||   900.32 |   882.25 |   -2%  ||     2.09 |     2.09 |   +0%  |  0.5303 |
 | 2.3     ||   329.72 |   331.01 |   +0%  ||     2.09 |     2.09 |   -0%  |  0.9402 |
 | 3.1     ||  2563.89 |  2562.57 |   -0%  ||     2.08 |     2.08 |   +0%  |  0.9721 |
 | 3.2     ||   823.65 |   836.64 |   +2%  ||     2.09 |     2.08 |   -0%  |  0.6316 |
+| 3.3     ||   441.17 |   418.15 |   -5%  ||     2.09 |     2.08 |   -0%  |  0.2347 |
-| 3.4     ||   415.95 |   435.77 |   +5%  ||     2.09 |     2.08 |   -0%  |  0.3363 |
 | 4.1     ||  2276.30 |  2293.99 |   +1%  ||     2.08 |     2.08 |   +0%  |  0.6526 |
 | 4.2     ||  1959.67 |  1932.95 |   -1%  ||     2.08 |     2.08 |   -0%  |  0.5198 |
 | 4.3     ||   641.71 |   647.64 |   +1%  ||     2.08 |     2.09 |   +0%  |  0.8040 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 13399.29 | 13415.31 |   +0%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   -0%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

@dey4ss
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dey4ss commented May 31, 2024

System

nemea - click to expand
property value
Hostname nemea
CPU Intel(R) Xeon(R) Platinum 8180 CPU @ 2.50GHz
Memory 650GB
numactl nodebind: 2
numactl membind: 2

Commit Info and Build Time

commit date message build time
804f9ed 23.05.2024 15:26 Fix for benchmark_all.sh output (#2644) real 354.99 user 3449.18 sys 112.38
a2eb2dc 30.05.2024 16:04 small feedback real 373.40 user 3427.39 sys 112.17

hyriseBenchmarkTPCH - single-threaded, SF 10.0

Sum of avg. item runtimes: +1% || Geometric mean of throughput changes: -1%
Configuration Overview - click to expand
 +Configuration Overview----+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_804f9ed10d7ee197868614287ec5403b3728c205_st.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_a2eb2dc2b624be46891fda0325a39c381724937f_st.json |
 +--------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                         | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                         |
 |  benchmark_mode          | Ordered                                                                                                                                | Ordered                                                                                                                                |
 |  build_type              | release                                                                                                                                | release                                                                                                                                |
 |  chunk_indexes           | False                                                                                                                                  | False                                                                                                                                  |
 |  chunk_size              | 65535                                                                                                                                  | 65535                                                                                                                                  |
 |  clients                 | 1                                                                                                                                      | 1                                                                                                                                      |
 |  clustering              | None                                                                                                                                   | None                                                                                                                                   |
 |  compiler                | clang 15.0.7                                                                                                                           | clang 15.0.7                                                                                                                           |
 |  cores                   | 0                                                                                                                                      | 0                                                                                                                                      |
 |  data_preparation_cores  | 0                                                                                                                                      | 0                                                                                                                                      |
 |  date                    | 2024-05-28 02:10:21                                                                                                                    | 2024-05-30 09:11:35                                                                                                                    |
 |  encoding                | {'default': {'encoding': 'Dictionary'}}                                                                                                | {'default': {'encoding': 'Dictionary'}}                                                                                                |
 |  max_duration            | 60000000000                                                                                                                            | 60000000000                                                                                                                            |
 |  max_runs                | 50                                                                                                                                     | 50                                                                                                                                     |
 |  scale_factor            | 10.0                                                                                                                                   | 10.0                                                                                                                                   |
 |  time_unit               | ns                                                                                                                                     | ns                                                                                                                                     |
 |  use_prepared_statements | False                                                                                                                                  | False                                                                                                                                  |
 |  using_scheduler         | False                                                                                                                                  | False                                                                                                                                  |
 |  verify                  | False                                                                                                                                  | False                                                                                                                                  |
 |  warmup_duration         | 1000000000                                                                                                                             | 1000000000                                                                                                                             |
 +--------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item     || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |          ||      old |      new |        ||      old |      new |        |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | TPC-H 01 ||  6387.28 |  6287.15 |   -2%  ||     0.16 |     0.16 |   +2%  |               0.5158 |
+| TPC-H 02 ||    49.92 |    45.17 |  -10%˄ ||    20.03 |    22.14 |  +11%˄ | (run time too short) |
 | TPC-H 03 ||  1317.25 |  1334.75 |   +1%  ||     0.76 |     0.75 |   -1%  |               0.4290 |
 | TPC-H 04 ||  1422.93 |  1372.84 |   -4%  ||     0.70 |     0.73 |   +4%  |               0.0080 |
 | TPC-H 05 ||  2231.55 |  2202.54 |   -1%  ||     0.45 |     0.45 |   +1%  |               0.0469 |
 | TPC-H 06 ||   161.68 |   155.92 |   -4%˄ ||     6.19 |     6.41 |   +4%˄ | (run time too short) |
 | TPC-H 07 ||   830.50 |   834.19 |   +0%˄ ||     1.20 |     1.20 |   -0%˄ | (run time too short) |
 | TPC-H 08 ||   509.16 |   525.57 |   +3%˄ ||     1.96 |     1.90 |   -3%˄ | (run time too short) |
 | TPC-H 09 ||  5123.82 |  5161.51 |   +1%  ||     0.20 |     0.19 |   -1%  |               0.1949 |
 | TPC-H 10 ||  1304.80 |  1290.37 |   -1%  ||     0.77 |     0.77 |   +1%  |               0.0912 |
 | TPC-H 11 ||    63.12 |    63.39 |   +0%˄ ||    15.84 |    15.77 |   -0%˄ | (run time too short) |
-| TPC-H 12 ||   938.48 |  1001.31 |   +7%˄ ||     1.07 |     1.00 |   -6%˄ | (run time too short) |
 | TPC-H 13 ||  4874.43 |  4951.15 |   +2%  ||     0.21 |     0.20 |   -2%  |               0.0392 |
 | TPC-H 14 ||   417.42 |   420.11 |   +1%˄ ||     2.40 |     2.38 |   -1%˄ | (run time too short) |
 | TPC-H 15 ||   189.68 |   188.22 |   -1%˄ ||     5.27 |     5.31 |   +1%˄ | (run time too short) |
 | TPC-H 16 ||   554.90 |   564.73 |   +2%˄ ||     1.80 |     1.77 |   -2%˄ | (run time too short) |
 | TPC-H 17 ||   221.23 |   222.55 |   +1%˄ ||     4.52 |     4.49 |   -1%˄ | (run time too short) |
-| TPC-H 18 ||  1773.24 |  1859.08 |   +5%  ||     0.56 |     0.54 |   -5%  |               0.0093 |
 | TPC-H 19 ||   217.66 |   219.99 |   +1%˄ ||     4.59 |     4.55 |   -1%˄ | (run time too short) |
 | TPC-H 20 ||   541.56 |   535.42 |   -1%˄ ||     1.85 |     1.87 |   +1%˄ | (run time too short) |
 | TPC-H 21 ||  3850.97 |  3966.73 |   +3%  ||     0.26 |     0.25 |   -3%  |               0.0217 |
-| TPC-H 22 ||   430.01 |   471.39 |  +10%˄ ||     2.33 |     2.12 |   -9%˄ | (run time too short) |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum      || 33411.59 | 33674.07 |   +1%  ||          |          |        |                      |
 | Geomean  ||          |          |        ||          |          |   -1%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                         |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - single-threaded, SF 0.01

Sum of avg. item runtimes: -9% || Geometric mean of throughput changes: +6%
Configuration Overview - click to expand
 +Configuration Overview----+--------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_804f9ed10d7ee197868614287ec5403b3728c205_st_s01.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_a2eb2dc2b624be46891fda0325a39c381724937f_st_s01.json |
 +--------------------------+--------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                             | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                             |
 |  benchmark_mode          | Ordered                                                                                                                                    | Ordered                                                                                                                                    |
 |  build_type              | release                                                                                                                                    | release                                                                                                                                    |
 |  chunk_indexes           | False                                                                                                                                      | False                                                                                                                                      |
 |  chunk_size              | 65535                                                                                                                                      | 65535                                                                                                                                      |
 |  clients                 | 1                                                                                                                                          | 1                                                                                                                                          |
 |  clustering              | None                                                                                                                                       | None                                                                                                                                       |
 |  compiler                | clang 15.0.7                                                                                                                               | clang 15.0.7                                                                                                                               |
 |  cores                   | 0                                                                                                                                          | 0                                                                                                                                          |
 |  data_preparation_cores  | 0                                                                                                                                          | 0                                                                                                                                          |
 |  date                    | 2024-05-28 02:26:07                                                                                                                        | 2024-05-30 09:27:31                                                                                                                        |
 |  encoding                | {'default': {'encoding': 'Dictionary'}}                                                                                                    | {'default': {'encoding': 'Dictionary'}}                                                                                                    |
 |  max_duration            | 60000000000                                                                                                                                | 60000000000                                                                                                                                |
 |  max_runs                | 50                                                                                                                                         | 50                                                                                                                                         |
 |  scale_factor            | 0.009999999776482582                                                                                                                       | 0.009999999776482582                                                                                                                       |
 |  time_unit               | ns                                                                                                                                         | ns                                                                                                                                         |
 |  use_prepared_statements | False                                                                                                                                      | False                                                                                                                                      |
 |  using_scheduler         | False                                                                                                                                      | False                                                                                                                                      |
 |  verify                  | False                                                                                                                                      | False                                                                                                                                      |
 |  warmup_duration         | 1000000000                                                                                                                                 | 1000000000                                                                                                                                 |
 +--------------------------+--------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item     || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |          ||      old |     new |        ||      old |      new |        |                      |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 | TPC-H 01 ||     5.30 |    5.18 |   -2%˄ ||   188.78 |   192.91 |   +2%˄ | (run time too short) |
 | TPC-H 02 ||     3.84 |    3.75 |   -2%˄ ||   260.19 |   266.27 |   +2%˄ | (run time too short) |
 | TPC-H 03 ||     0.57 |    0.56 |   -1%˄ ||  1759.12 |  1779.58 |   +1%˄ | (run time too short) |
 | TPC-H 04 ||     0.43 |    0.43 |   +0%˄ ||  2310.54 |  2302.22 |   -0%˄ | (run time too short) |
 | TPC-H 05 ||     1.02 |    0.99 |   -3%˄ ||   981.78 |  1011.52 |   +3%˄ | (run time too short) |
 | TPC-H 06 ||     0.18 |    0.18 |   -0%˄ ||  5549.29 |  5550.24 |   +0%˄ | (run time too short) |
+| TPC-H 07 ||    11.78 |   10.18 |  -14%˄ ||    84.85 |    98.23 |  +16%˄ | (run time too short) |
+| TPC-H 08 ||    16.52 |   15.15 |   -8%˄ ||    60.51 |    65.99 |   +9%˄ | (run time too short) |
+| TPC-H 09 ||     4.02 |    3.38 |  -16%˄ ||   248.95 |   295.70 |  +19%˄ | (run time too short) |
 | TPC-H 10 ||     0.65 |    0.64 |   -1%˄ ||  1538.57 |  1558.04 |   +1%˄ | (run time too short) |
 | TPC-H 11 ||     0.20 |    0.21 |   +1%˄ ||  4872.99 |  4818.05 |   -1%˄ | (run time too short) |
 | TPC-H 12 ||     0.62 |    0.60 |   -4%˄ ||  1602.87 |  1672.41 |   +4%˄ | (run time too short) |
 | TPC-H 13 ||     2.03 |    2.04 |   +0%˄ ||   491.24 |   489.65 |   -0%˄ | (run time too short) |
 | TPC-H 14 ||     0.33 |    0.34 |   +4%˄ ||  3061.69 |  2941.50 |   -4%˄ | (run time too short) |
+| TPC-H 15 ||     1.33 |    1.23 |   -8%˄ ||   747.67 |   811.80 |   +9%˄ | (run time too short) |
+| TPC-H 16 ||     2.32 |    1.98 |  -15%˄ ||   430.72 |   503.81 |  +17%˄ | (run time too short) |
+| TPC-H 17 ||     0.75 |    0.72 |   -5%˄ ||  1328.46 |  1391.97 |   +5%˄ | (run time too short) |
 | TPC-H 18 ||     1.15 |    1.14 |   -1%˄ ||   868.12 |   875.19 |   +1%˄ | (run time too short) |
+| TPC-H 19 ||     5.93 |    4.59 |  -23%˄ ||   168.66 |   217.65 |  +29%˄ | (run time too short) |
+| TPC-H 20 ||     2.80 |    2.59 |   -8%˄ ||   356.34 |   386.29 |   +8%˄ | (run time too short) |
 | TPC-H 21 ||     1.11 |    1.10 |   -1%˄ ||   895.23 |   909.33 |   +2%˄ | (run time too short) |
+| TPC-H 22 ||     1.19 |    1.13 |   -5%˄ ||   838.53 |   883.84 |   +5%˄ | (run time too short) |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
+| Sum      ||    64.08 |   58.11 |   -9%  ||          |          |        |                      |
+| Geomean  ||          |         |        ||          |          |   +6%  |                      |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                        |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - multi-threaded, ordered, 1 client, 28 cores, SF 10.0

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +2%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_804f9ed10d7ee197868614287ec5403b3728c205_mt_ordered.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_a2eb2dc2b624be46891fda0325a39c381724937f_mt_ordered.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                 | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                 |
 |  benchmark_mode               | Ordered                                                                                                                                        | Ordered                                                                                                                                        |
 |  build_type                   | release                                                                                                                                        | release                                                                                                                                        |
 |  chunk_indexes                | False                                                                                                                                          | False                                                                                                                                          |
 |  chunk_size                   | 65535                                                                                                                                          | 65535                                                                                                                                          |
 |  clients                      | 1                                                                                                                                              | 1                                                                                                                                              |
 |  clustering                   | None                                                                                                                                           | None                                                                                                                                           |
 |  compiler                     | clang 15.0.7                                                                                                                                   | clang 15.0.7                                                                                                                                   |
 |  cores                        | 28                                                                                                                                             | 28                                                                                                                                             |
 |  data_preparation_cores       | 0                                                                                                                                              | 0                                                                                                                                              |
 |  date                         | 2024-05-28 02:26:32                                                                                                                            | 2024-05-30 09:27:56                                                                                                                            |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                        | {'default': {'encoding': 'Dictionary'}}                                                                                                        |
 |  max_duration                 | 60000000000                                                                                                                                    | 60000000000                                                                                                                                    |
 |  max_runs                     | 50                                                                                                                                             | 50                                                                                                                                             |
 |  scale_factor                 | 10.0                                                                                                                                           | 10.0                                                                                                                                           |
 |  time_unit                    | ns                                                                                                                                             | ns                                                                                                                                             |
 |  use_prepared_statements      | False                                                                                                                                          | False                                                                                                                                          |
 |  using_scheduler              | True                                                                                                                                           | True                                                                                                                                           |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                     | [0, 0, 28]                                                                                                                                     |
 |  verify                       | False                                                                                                                                          | False                                                                                                                                          |
 |  warmup_duration              | 1000000000                                                                                                                                     | 1000000000                                                                                                                                     |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item     || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |          ||      old |      new |        ||      old |      new |        |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | TPC-H 01 ||  4679.34 |  4629.47 |   -1%  ||     0.21 |     0.22 |   +1%  |               0.3548 |
+| TPC-H 02 ||    65.01 |    56.24 |  -13%˄ ||    15.34 |    17.73 |  +16%˄ | (run time too short) |
 | TPC-H 03 ||   585.09 |   586.13 |   +0%˄ ||     1.71 |     1.71 |   -0%˄ | (run time too short) |
 | TPC-H 04 ||   528.51 |   515.41 |   -2%˄ ||     1.89 |     1.94 |   +3%˄ | (run time too short) |
 | TPC-H 05 ||   506.77 |   519.72 |   +3%˄ ||     1.97 |     1.92 |   -2%˄ | (run time too short) |
+| TPC-H 06 ||    62.33 |    59.17 |   -5%˄ ||    16.00 |    16.87 |   +5%˄ | (run time too short) |
+| TPC-H 07 ||   271.05 |   258.49 |   -5%˄ ||     3.69 |     3.87 |   +5%˄ | (run time too short) |
 | TPC-H 08 ||   249.12 |   246.15 |   -1%˄ ||     4.01 |     4.06 |   +1%˄ | (run time too short) |
 | TPC-H 09 ||  1650.78 |  1634.87 |   -1%  ||     0.61 |     0.61 |   +1%  |               0.1948 |
 | TPC-H 10 ||   533.24 |   536.43 |   +1%˄ ||     1.87 |     1.86 |   -1%˄ | (run time too short) |
 | TPC-H 11 ||    62.89 |    65.45 |   +4%˄ ||    15.86 |    15.25 |   -4%˄ | (run time too short) |
 | TPC-H 12 ||   457.78 |   454.89 |   -1%˄ ||     2.18 |     2.20 |   +1%˄ | (run time too short) |
 | TPC-H 13 ||  2208.98 |  2216.64 |   +0%  ||     0.45 |     0.45 |   -0%  |               0.2530 |
 | TPC-H 14 ||   146.10 |   143.97 |   -1%˄ ||     6.84 |     6.94 |   +1%˄ | (run time too short) |
 | TPC-H 15 ||   141.87 |   138.86 |   -2%˄ ||     7.04 |     7.20 |   +2%˄ | (run time too short) |
 | TPC-H 16 ||   624.99 |   618.71 |   -1%˄ ||     1.60 |     1.62 |   +1%˄ | (run time too short) |
 | TPC-H 17 ||    76.27 |    73.90 |   -3%˄ ||    13.08 |    13.50 |   +3%˄ | (run time too short) |
 | TPC-H 18 ||  2108.70 |  2141.39 |   +2%  ||     0.47 |     0.47 |   -2%  |               0.5118 |
+| TPC-H 19 ||   125.67 |   111.98 |  -11%˄ ||     7.95 |     8.92 |  +12%˄ | (run time too short) |
 | TPC-H 20 ||   198.92 |   203.30 |   +2%˄ ||     5.02 |     4.92 |   -2%˄ | (run time too short) |
 | TPC-H 21 ||   879.28 |   875.45 |   -0%˄ ||     1.14 |     1.14 |   +0%˄ | (run time too short) |
 | TPC-H 22 ||   144.17 |   146.86 |   +2%˄ ||     6.93 |     6.80 |   -2%˄ | (run time too short) |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum      || 16306.89 | 16233.46 |   -0%  ||          |          |        |                      |
 | Geomean  ||          |          |        ||          |          |   +2%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                         |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - multi-threaded, shuffled, 28 clients, 28 cores, SF 10.0

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_804f9ed10d7ee197868614287ec5403b3728c205_mt.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCH_a2eb2dc2b624be46891fda0325a39c381724937f_mt.json |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                         | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                         |
 |  benchmark_mode               | Shuffled                                                                                                                               | Shuffled                                                                                                                               |
 |  build_type                   | release                                                                                                                                | release                                                                                                                                |
 |  chunk_indexes                | False                                                                                                                                  | False                                                                                                                                  |
 |  chunk_size                   | 65535                                                                                                                                  | 65535                                                                                                                                  |
 |  clients                      | 28                                                                                                                                     | 28                                                                                                                                     |
 |  clustering                   | None                                                                                                                                   | None                                                                                                                                   |
 |  compiler                     | clang 15.0.7                                                                                                                           | clang 15.0.7                                                                                                                           |
 |  cores                        | 28                                                                                                                                     | 28                                                                                                                                     |
 |  data_preparation_cores       | 0                                                                                                                                      | 0                                                                                                                                      |
 |  date                         | 2024-05-28 02:37:57                                                                                                                    | 2024-05-30 09:39:22                                                                                                                    |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                | {'default': {'encoding': 'Dictionary'}}                                                                                                |
 |  max_duration                 | 1200000000000                                                                                                                          | 1200000000000                                                                                                                          |
 |  max_runs                     | -1                                                                                                                                     | -1                                                                                                                                     |
 |  scale_factor                 | 10.0                                                                                                                                   | 10.0                                                                                                                                   |
 |  time_unit                    | ns                                                                                                                                     | ns                                                                                                                                     |
 |  use_prepared_statements      | False                                                                                                                                  | False                                                                                                                                  |
 |  using_scheduler              | True                                                                                                                                   | True                                                                                                                                   |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                             | [0, 0, 28]                                                                                                                             |
 |  verify                       | False                                                                                                                                  | False                                                                                                                                  |
 |  warmup_duration              | 0                                                                                                                                      | 0                                                                                                                                      |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | Item     || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |          ||      old |      new |        ||      old |      new |        |         |
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | TPC-H 01 ||  6353.79 |  6475.19 |   +2%  ||     0.56 |     0.56 |   +0%  |  0.2727 |
-| TPC-H 02 ||   381.64 |   403.11 |   +6%  ||     0.56 |     0.56 |   +0%  |  0.8057 |
-| TPC-H 03 ||  2148.14 |  2282.72 |   +6%  ||     0.56 |     0.56 |   -0%  |  0.3842 |
 | TPC-H 04 ||  2088.48 |  2058.34 |   -1%  ||     0.56 |     0.56 |   +0%  |  0.8523 |
 | TPC-H 05 ||  3162.43 |  3229.43 |   +2%  ||     0.56 |     0.56 |   -0%  |  0.7498 |
-| TPC-H 06 ||   517.79 |   748.34 |  +45%  ||     0.56 |     0.56 |   +0%  |  0.0062 |
+| TPC-H 07 ||  2789.55 |  2382.34 |  -15%  ||     0.56 |     0.56 |   +0%  |  0.0345 |
 | TPC-H 08 ||  1868.80 |  1806.50 |   -3%  ||     0.56 |     0.56 |   +0%  |  0.6930 |
 | TPC-H 09 ||  5262.56 |  5054.84 |   -4%  ||     0.56 |     0.56 |   +0%  |  0.3511 |
 | TPC-H 10 ||  2577.21 |  2668.55 |   +4%  ||     0.56 |     0.56 |   +0%  |  0.5965 |
-| TPC-H 11 ||   382.07 |   560.03 |  +47%  ||     0.56 |     0.56 |   +0%  |  0.0285 |
 | TPC-H 12 ||  2066.24 |  1980.99 |   -4%  ||     0.56 |     0.56 |   +0%  |  0.5358 |
 | TPC-H 13 ||  4829.33 |  4838.17 |   +0%  ||     0.56 |     0.56 |   -0%  |  0.9395 |
-| TPC-H 14 ||   960.87 |  1017.49 |   +6%  ||     0.56 |     0.56 |   +0%  |  0.6452 |
-| TPC-H 15 ||   461.16 |   572.07 |  +24%  ||     0.56 |     0.56 |   +0%  |  0.0314 |
+| TPC-H 16 ||  1814.32 |  1693.17 |   -7%  ||     0.56 |     0.56 |   +0%  |  0.3405 |
+| TPC-H 17 ||   749.83 |   653.94 |  -13%  ||     0.56 |     0.56 |   +0%  |  0.2752 |
 | TPC-H 18 ||  3487.99 |  3379.65 |   -3%  ||     0.56 |     0.56 |   +0%  |  0.3616 |
-| TPC-H 19 ||   836.35 |   948.78 |  +13%  ||     0.56 |     0.56 |   +0%  |  0.3083 |
-| TPC-H 20 ||  1462.45 |  1537.50 |   +5%  ||     0.56 |     0.56 |   +0%  |  0.6097 |
 | TPC-H 21 ||  4678.25 |  4503.70 |   -4%  ||     0.56 |     0.56 |   +0%  |  0.5147 |
 | TPC-H 22 ||  1028.20 |   998.02 |   -3%  ||     0.56 |     0.56 |   +0%  |  0.8256 |
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | Sum      || 49907.47 | 49792.87 |   -0%  ||          |          |        |         |
 | Geomean  ||          |          |        ||          |          |   +0%  |         |
 +----------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCDS - single-threaded

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_804f9ed10d7ee197868614287ec5403b3728c205_st.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_a2eb2dc2b624be46891fda0325a39c381724937f_st.json |
 +-------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                          | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                          |
 |  benchmark_mode         | Ordered                                                                                                                                 | Ordered                                                                                                                                 |
 |  build_type             | release                                                                                                                                 | release                                                                                                                                 |
 |  chunk_indexes          | False                                                                                                                                   | False                                                                                                                                   |
 |  chunk_size             | 65535                                                                                                                                   | 65535                                                                                                                                   |
 |  clients                | 1                                                                                                                                       | 1                                                                                                                                       |
 |  compiler               | clang 15.0.7                                                                                                                            | clang 15.0.7                                                                                                                            |
 |  cores                  | 0                                                                                                                                       | 0                                                                                                                                       |
 |  data_preparation_cores | 0                                                                                                                                       | 0                                                                                                                                       |
 |  date                   | 2024-05-28 02:59:37                                                                                                                     | 2024-05-30 10:01:02                                                                                                                     |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                 | {'default': {'encoding': 'Dictionary'}}                                                                                                 |
 |  max_duration           | 60000000000                                                                                                                             | 60000000000                                                                                                                             |
 |  max_runs               | 50                                                                                                                                      | 50                                                                                                                                      |
 |  time_unit              | ns                                                                                                                                      | ns                                                                                                                                      |
 |  using_scheduler        | False                                                                                                                                   | False                                                                                                                                   |
 |  verify                 | False                                                                                                                                   | False                                                                                                                                   |
 |  warmup_duration        | 1000000000                                                                                                                              | 1000000000                                                                                                                              |
 +-------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 01      ||   247.00 |   246.56 |   -0%˄ ||     4.05 |     4.06 |   +0%˄ | (run time too short) |
 | 03      ||    81.27 |    81.12 |   -0%˄ ||    12.30 |    12.33 |   +0%˄ | (run time too short) |
 | 06      ||   198.51 |   199.86 |   +1%˄ ||     5.04 |     5.00 |   -1%˄ | (run time too short) |
 | 07      ||   311.02 |   311.06 |   +0%˄ ||     3.22 |     3.21 |   -0%˄ | (run time too short) |
 | 09      ||   673.16 |   679.62 |   +1%˄ ||     1.49 |     1.47 |   -1%˄ | (run time too short) |
 | 10      ||   166.72 |   165.18 |   -1%˄ ||     6.00 |     6.05 |   +1%˄ | (run time too short) |
 | 13      ||   537.14 |   523.48 |   -3%˄ ||     1.86 |     1.91 |   +3%˄ | (run time too short) |
 | 15      ||   114.43 |   113.17 |   -1%˄ ||     8.74 |     8.84 |   +1%˄ | (run time too short) |
 | 16      ||    83.72 |    81.88 |   -2%˄ ||    11.94 |    12.21 |   +2%˄ | (run time too short) |
+| 17      ||   357.01 |   336.12 |   -6%˄ ||     2.80 |     2.98 |   +6%˄ | (run time too short) |
 | 19      ||   122.47 |   118.19 |   -3%˄ ||     8.17 |     8.46 |   +4%˄ | (run time too short) |
+| 25      ||   203.40 |   191.84 |   -6%˄ ||     4.92 |     5.21 |   +6%˄ | (run time too short) |
+| 26      ||   144.79 |   137.03 |   -5%˄ ||     6.91 |     7.30 |   +6%˄ | (run time too short) |
 | 28      ||   608.72 |   601.38 |   -1%˄ ||     1.64 |     1.66 |   +1%˄ | (run time too short) |
 | 29      ||   496.51 |   492.67 |   -1%˄ ||     2.01 |     2.03 |   +1%˄ | (run time too short) |
 | 31      ||  1348.35 |  1351.81 |   +0%  ||     0.74 |     0.74 |   -0%  |               0.0741 |
+| 32      ||    42.65 |    40.63 |   -5%˄ ||    23.45 |    24.61 |   +5%˄ | (run time too short) |
 | 34      ||   177.88 |   172.70 |   -3%˄ ||     5.62 |     5.79 |   +3%˄ | (run time too short) |
 | 35      ||   639.07 |   630.32 |   -1%˄ ||     1.56 |     1.59 |   +1%˄ | (run time too short) |
-| 37      ||   527.12 |   562.52 |   +7%˄ ||     1.90 |     1.78 |   -6%˄ | (run time too short) |
 | 39a     ||  1743.65 |  1757.97 |   +1%  ||     0.57 |     0.57 |   -1%  |               0.1760 |
 | 39b     ||  1695.59 |  1740.90 |   +3%  ||     0.59 |     0.57 |   -3%  |               0.0001 |
 | 41      ||   294.19 |   294.48 |   +0%˄ ||     3.40 |     3.40 |   -0%˄ | (run time too short) |
 | 42      ||   103.67 |   101.69 |   -2%˄ ||     9.65 |     9.83 |   +2%˄ | (run time too short) |
 | 43      ||   979.73 |   985.03 |   +1%˄ ||     1.02 |     1.02 |   -1%˄ | (run time too short) |
 | 45      ||   120.51 |   119.50 |   -1%˄ ||     8.30 |     8.37 |   +1%˄ | (run time too short) |
 | 48      ||  1059.66 |  1078.30 |   +2%˄ ||     0.94 |     0.93 |   -2%˄ | (run time too short) |
 | 50      ||   135.91 |   136.17 |   +0%˄ ||     7.36 |     7.34 |   -0%˄ | (run time too short) |
 | 52      ||    99.25 |    98.85 |   -0%˄ ||    10.08 |    10.12 |   +0%˄ | (run time too short) |
 | 55      ||    96.00 |    96.02 |   +0%˄ ||    10.42 |    10.41 |   -0%˄ | (run time too short) |
 | 62      ||   531.52 |   531.03 |   -0%˄ ||     1.88 |     1.88 |   +0%˄ | (run time too short) |
 | 65      ||  1771.14 |  1783.98 |   +1%  ||     0.56 |     0.56 |   -1%  |               0.2477 |
 | 69      ||   174.40 |   174.18 |   -0%˄ ||     5.73 |     5.74 |   +0%˄ | (run time too short) |
 | 73      ||    96.96 |    97.40 |   +0%˄ ||    10.31 |    10.27 |   -0%˄ | (run time too short) |
 | 79      ||   493.21 |   494.28 |   +0%˄ ||     2.03 |     2.02 |   -0%˄ | (run time too short) |
 | 81      ||   154.59 |   154.29 |   -0%˄ ||     6.47 |     6.48 |   +0%˄ | (run time too short) |
 | 82      ||   571.21 |   589.93 |   +3%˄ ||     1.75 |     1.70 |   -3%˄ | (run time too short) |
 | 83      ||    38.68 |    37.40 |   -3%˄ ||    25.85 |    26.74 |   +3%˄ | (run time too short) |
 | 84      ||    13.40 |    13.67 |   +2%˄ ||    74.64 |    73.17 |   -2%˄ | (run time too short) |
 | 85      ||   157.69 |   160.34 |   +2%˄ ||     6.34 |     6.24 |   -2%˄ | (run time too short) |
 | 88      ||   776.45 |   789.53 |   +2%˄ ||     1.29 |     1.27 |   -2%˄ | (run time too short) |
 | 91      ||    14.55 |    14.57 |   +0%˄ ||    68.70 |    68.61 |   -0%˄ | (run time too short) |
 | 92      ||    30.68 |    30.57 |   -0%˄ ||    32.59 |    32.70 |   +0%˄ | (run time too short) |
 | 93      ||  3870.33 |  3806.95 |   -2%  ||     0.26 |     0.26 |   +2%  |               0.0000 |
 | 94      ||    47.24 |    47.16 |   -0%˄ ||    21.17 |    21.21 |   +0%˄ | (run time too short) |
 | 95      ||  5079.59 |  5022.97 |   -1%  ||     0.20 |     0.20 |   +1%  |               0.6627 |
 | 96      ||    78.41 |    77.53 |   -1%˄ ||    12.75 |    12.90 |   +1%˄ | (run time too short) |
 | 97      ||  4324.59 |  4314.73 |   -0%  ||     0.23 |     0.23 |   +0%  |               0.7721 |
 | 99      ||  1031.73 |  1027.94 |   -0%˄ ||     0.97 |     0.97 |   +0%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 32665.51 | 32614.48 |   -0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   +1%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCDS - multi-threaded, ordered, 1 client, 28 cores

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_804f9ed10d7ee197868614287ec5403b3728c205_mt_ordered.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_a2eb2dc2b624be46891fda0325a39c381724937f_mt_ordered.json |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                  | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                  |
 |  benchmark_mode               | Ordered                                                                                                                                         | Ordered                                                                                                                                         |
 |  build_type                   | release                                                                                                                                         | release                                                                                                                                         |
 |  chunk_indexes                | False                                                                                                                                           | False                                                                                                                                           |
 |  chunk_size                   | 65535                                                                                                                                           | 65535                                                                                                                                           |
 |  clients                      | 1                                                                                                                                               | 1                                                                                                                                               |
 |  compiler                     | clang 15.0.7                                                                                                                                    | clang 15.0.7                                                                                                                                    |
 |  cores                        | 28                                                                                                                                              | 28                                                                                                                                              |
 |  data_preparation_cores       | 0                                                                                                                                               | 0                                                                                                                                               |
 |  date                         | 2024-05-28 03:18:53                                                                                                                             | 2024-05-30 10:20:18                                                                                                                             |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                         | {'default': {'encoding': 'Dictionary'}}                                                                                                         |
 |  max_duration                 | 60000000000                                                                                                                                     | 60000000000                                                                                                                                     |
 |  max_runs                     | 50                                                                                                                                              | 50                                                                                                                                              |
 |  time_unit                    | ns                                                                                                                                              | ns                                                                                                                                              |
 |  using_scheduler              | True                                                                                                                                            | True                                                                                                                                            |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                      | [0, 0, 28]                                                                                                                                      |
 |  verify                       | False                                                                                                                                           | False                                                                                                                                           |
 |  warmup_duration              | 1000000000                                                                                                                                      | 1000000000                                                                                                                                      |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 01      ||   231.02 |   231.53 |   +0%˄ ||     4.33 |     4.32 |   -0%˄ | (run time too short) |
 | 03      ||    40.64 |    40.82 |   +0%˄ ||    24.49 |    24.38 |   -0%˄ | (run time too short) |
 | 06      ||   194.41 |   195.51 |   +1%˄ ||     5.14 |     5.11 |   -1%˄ | (run time too short) |
 | 07      ||   178.01 |   177.98 |   -0%˄ ||     5.61 |     5.61 |   +0%˄ | (run time too short) |
 | 09      ||   101.92 |   100.28 |   -2%˄ ||     9.80 |     9.96 |   +2%˄ | (run time too short) |
 | 10      ||    49.08 |    48.15 |   -2%˄ ||    20.34 |    20.72 |   +2%˄ | (run time too short) |
 | 13      ||   259.75 |   258.75 |   -0%˄ ||     3.85 |     3.86 |   +0%˄ | (run time too short) |
 | 15      ||    68.96 |    69.85 |   +1%˄ ||    14.47 |    14.29 |   -1%˄ | (run time too short) |
 | 16      ||    44.53 |    44.68 |   +0%˄ ||    22.41 |    22.34 |   -0%˄ | (run time too short) |
 | 17      ||   148.53 |   147.23 |   -1%˄ ||     6.73 |     6.79 |   +1%˄ | (run time too short) |
 | 19      ||    71.24 |    70.85 |   -1%˄ ||    14.01 |    14.09 |   +1%˄ | (run time too short) |
 | 25      ||   112.33 |   112.54 |   +0%˄ ||     8.89 |     8.87 |   -0%˄ | (run time too short) |
 | 26      ||    92.67 |    93.02 |   +0%˄ ||    10.78 |    10.73 |   -0%˄ | (run time too short) |
 | 28      ||    94.47 |    92.56 |   -2%˄ ||    10.57 |    10.79 |   +2%˄ | (run time too short) |
 | 29      ||   402.63 |   397.37 |   -1%˄ ||     2.48 |     2.52 |   +1%˄ | (run time too short) |
 | 31      ||   449.18 |   468.91 |   +4%˄ ||     2.23 |     2.13 |   -4%˄ | (run time too short) |
 | 32      ||    37.90 |    37.77 |   -0%˄ ||    26.29 |    26.38 |   +0%˄ | (run time too short) |
 | 34      ||    94.69 |    94.28 |   -0%˄ ||    10.54 |    10.59 |   +0%˄ | (run time too short) |
 | 35      ||   370.07 |   369.28 |   -0%˄ ||     2.70 |     2.71 |   +0%˄ | (run time too short) |
 | 37      ||   158.38 |   160.51 |   +1%˄ ||     6.31 |     6.22 |   -1%˄ | (run time too short) |
 | 39a     ||   755.09 |   757.18 |   +0%˄ ||     1.32 |     1.32 |   -0%˄ | (run time too short) |
 | 39b     ||   745.99 |   742.41 |   -0%˄ ||     1.34 |     1.35 |   +0%˄ | (run time too short) |
 | 41      ||   357.50 |   355.64 |   -1%˄ ||     2.80 |     2.81 |   +1%˄ | (run time too short) |
 | 42      ||    55.63 |    56.37 |   +1%˄ ||    17.92 |    17.68 |   -1%˄ | (run time too short) |
 | 43      ||   429.64 |   427.97 |   -0%˄ ||     2.33 |     2.34 |   +0%˄ | (run time too short) |
 | 45      ||    57.02 |    57.61 |   +1%˄ ||    17.50 |    17.32 |   -1%˄ | (run time too short) |
 | 48      ||   438.60 |   447.26 |   +2%˄ ||     2.28 |     2.23 |   -2%˄ | (run time too short) |
 | 50      ||   105.40 |   106.03 |   +1%˄ ||     9.47 |     9.42 |   -1%˄ | (run time too short) |
 | 52      ||    58.70 |    59.57 |   +1%˄ ||    16.99 |    16.74 |   -1%˄ | (run time too short) |
 | 55      ||    52.47 |    54.76 |   +4%˄ ||    19.01 |    18.20 |   -4%˄ | (run time too short) |
 | 62      ||   318.42 |   307.43 |   -3%˄ ||     3.14 |     3.25 |   +4%˄ | (run time too short) |
 | 65      ||  1479.10 |  1477.47 |   -0%  ||     0.68 |     0.68 |   +0%  |               0.8498 |
 | 69      ||    76.56 |    75.94 |   -1%˄ ||    13.04 |    13.14 |   +1%˄ | (run time too short) |
 | 73      ||    60.97 |    60.63 |   -1%˄ ||    16.37 |    16.46 |   +1%˄ | (run time too short) |
 | 79      ||   432.04 |   434.40 |   +1%˄ ||     2.31 |     2.30 |   -1%˄ | (run time too short) |
 | 81      ||   192.53 |   189.24 |   -2%˄ ||     5.19 |     5.28 |   +2%˄ | (run time too short) |
 | 82      ||   191.62 |   192.36 |   +0%˄ ||     5.22 |     5.20 |   -0%˄ | (run time too short) |
 | 83      ||    45.34 |    46.73 |   +3%˄ ||    21.98 |    21.33 |   -3%˄ | (run time too short) |
 | 84      ||    16.64 |    17.15 |   +3%˄ ||    59.51 |    57.85 |   -3%˄ | (run time too short) |
 | 85      ||    62.78 |    64.22 |   +2%˄ ||    15.89 |    15.53 |   -2%˄ | (run time too short) |
 | 88      ||    82.30 |    81.39 |   -1%˄ ||    12.14 |    12.27 |   +1%˄ | (run time too short) |
 | 91      ||    20.38 |    21.04 |   +3%˄ ||    48.77 |    47.26 |   -3%˄ | (run time too short) |
 | 92      ||    37.33 |    36.00 |   -4%˄ ||    26.69 |    27.67 |   +4%˄ | (run time too short) |
 | 93      ||   630.12 |   622.52 |   -1%˄ ||     1.59 |     1.61 |   +1%˄ | (run time too short) |
 | 94      ||    42.65 |    42.93 |   +1%˄ ||    23.38 |    23.23 |   -1%˄ | (run time too short) |
 | 95      ||   648.89 |   661.64 |   +2%˄ ||     1.54 |     1.51 |   -2%˄ | (run time too short) |
 | 96      ||    53.72 |    54.32 |   +1%˄ ||    18.59 |    18.38 |   -1%˄ | (run time too short) |
 | 97      ||  1484.52 |  1509.55 |   +2%  ||     0.67 |     0.66 |   -2%  |               0.1794 |
 | 99      ||   598.80 |   602.06 |   +1%˄ ||     1.67 |     1.66 |   -1%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 12731.18 | 12773.73 |   +0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -0%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCDS - multi-threaded, shuffled, 28 clients, 28 cores

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_804f9ed10d7ee197868614287ec5403b3728c205_mt.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCDS_a2eb2dc2b624be46891fda0325a39c381724937f_mt.json |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                          | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                          |
 |  benchmark_mode               | Shuffled                                                                                                                                | Shuffled                                                                                                                                |
 |  build_type                   | release                                                                                                                                 | release                                                                                                                                 |
 |  chunk_indexes                | False                                                                                                                                   | False                                                                                                                                   |
 |  chunk_size                   | 65535                                                                                                                                   | 65535                                                                                                                                   |
 |  clients                      | 28                                                                                                                                      | 28                                                                                                                                      |
 |  compiler                     | clang 15.0.7                                                                                                                            | clang 15.0.7                                                                                                                            |
 |  cores                        | 28                                                                                                                                      | 28                                                                                                                                      |
 |  data_preparation_cores       | 0                                                                                                                                       | 0                                                                                                                                       |
 |  date                         | 2024-05-28 03:30:45                                                                                                                     | 2024-05-30 10:32:11                                                                                                                     |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                 | {'default': {'encoding': 'Dictionary'}}                                                                                                 |
 |  max_duration                 | 1200000000000                                                                                                                           | 1200000000000                                                                                                                           |
 |  max_runs                     | -1                                                                                                                                      | -1                                                                                                                                      |
 |  time_unit                    | ns                                                                                                                                      | ns                                                                                                                                      |
 |  using_scheduler              | True                                                                                                                                    | True                                                                                                                                    |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                              | [0, 0, 28]                                                                                                                              |
 |  verify                       | False                                                                                                                                   | False                                                                                                                                   |
 |  warmup_duration              | 0                                                                                                                                       | 0                                                                                                                                       |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
+| 01      ||   648.33 |   602.36 |   -7%  ||     0.54 |     0.54 |   -0%  |  0.3689 |
-| 03      ||   243.28 |   303.86 |  +25%  ||     0.54 |     0.55 |   +0%  |  0.1411 |
 | 06      ||   729.26 |   722.55 |   -1%  ||     0.54 |     0.54 |   -0%  |  0.9101 |
-| 07      ||   826.31 |   874.21 |   +6%  ||     0.54 |     0.55 |   +0%  |  0.4999 |
+| 09      ||   667.05 |   633.98 |   -5%  ||     0.54 |     0.54 |   -0%  |  0.5584 |
+| 10      ||   712.26 |   649.69 |   -9%  ||     0.54 |     0.54 |   -0%  |  0.3957 |
 | 13      ||  1502.90 |  1517.26 |   +1%  ||     0.54 |     0.54 |   -0%  |  0.8708 |
+| 15      ||   449.41 |   373.71 |  -17%  ||     0.54 |     0.55 |   +0%  |  0.0918 |
+| 16      ||   569.35 |   431.68 |  -24%  ||     0.54 |     0.54 |   -0%  |  0.0411 |
 | 17      ||  1059.19 |  1059.63 |   +0%  ||     0.54 |     0.54 |   -0%  |  0.9955 |
+| 19      ||   624.04 |   583.73 |   -6%  ||     0.54 |     0.54 |   -0%  |  0.4953 |
 | 25      ||   841.44 |   869.14 |   +3%  ||     0.54 |     0.54 |   -0%  |  0.7067 |
+| 26      ||   465.24 |   437.61 |   -6%  ||     0.54 |     0.55 |   +0%  |  0.5424 |
-| 28      ||  1076.88 |  1146.66 |   +6%  ||     0.54 |     0.54 |   -0%  |  0.4236 |
 | 29      ||  1420.13 |  1397.97 |   -2%  ||     0.54 |     0.54 |   -0%  |  0.8084 |
 | 31      ||  2052.76 |  2138.16 |   +4%  ||     0.54 |     0.54 |   -0%  |  0.4415 |
-| 32      ||   170.17 |   203.36 |  +20%  ||     0.54 |     0.54 |   -0%  |  0.3089 |
+| 34      ||   732.88 |   633.75 |  -14%  ||     0.54 |     0.54 |   -0%  |  0.1299 |
 | 35      ||  1725.42 |  1730.57 |   +0%  ||     0.54 |     0.54 |   +0%  |  0.9606 |
+| 37      ||   862.66 |   821.60 |   -5%  ||     0.54 |     0.54 |   -0%  |  0.5447 |
 | 39a     ||  2265.52 |  2294.69 |   +1%  ||     0.54 |     0.54 |   -0%  |  0.7507 |
 | 39b     ||  2279.20 |  2299.80 |   +1%  ||     0.54 |     0.54 |   +0%  |  0.8336 |
 | 41      ||  1882.63 |  1849.69 |   -2%  ||     0.54 |     0.54 |   -0%  |  0.7506 |
+| 42      ||   430.05 |   376.43 |  -12%  ||     0.54 |     0.54 |   -0%  |  0.2054 |
 | 43      ||  1541.86 |  1494.43 |   -3%  ||     0.54 |     0.54 |   -0%  |  0.5935 |
+| 45      ||   651.85 |   555.87 |  -15%  ||     0.54 |     0.54 |   -0%  |  0.0895 |
+| 48      ||  2229.83 |  1950.86 |  -13%  ||     0.54 |     0.54 |   -0%  |  0.0094 |
+| 50      ||   928.04 |   851.25 |   -8%  ||     0.54 |     0.54 |   -0%  |  0.2439 |
+| 52      ||   485.17 |   410.42 |  -15%  ||     0.54 |     0.54 |   -0%  |  0.2437 |
+| 55      ||   385.77 |   355.97 |   -8%  ||     0.55 |     0.54 |   -0%  |  0.4660 |
-| 62      ||   919.69 |  1064.05 |  +16%  ||     0.54 |     0.54 |   -0%  |  0.0445 |
 | 65      ||  3288.62 |  3354.98 |   +2%  ||     0.54 |     0.54 |   +0%  |  0.3896 |
-| 69      ||   862.27 |   994.11 |  +15%  ||     0.54 |     0.54 |   -0%  |  0.1494 |
 | 73      ||   463.30 |   473.66 |   +2%  ||     0.54 |     0.54 |   -0%  |  0.8269 |
+| 79      ||  1471.00 |  1315.39 |  -11%  ||     0.54 |     0.54 |   -0%  |  0.0398 |
-| 81      ||   495.70 |   573.06 |  +16%  ||     0.54 |     0.54 |   -0%  |  0.0854 |
-| 82      ||   882.40 |   944.64 |   +7%  ||     0.54 |     0.54 |   +0%  |  0.3578 |
+| 83      ||   332.49 |   229.44 |  -31%  ||     0.54 |     0.54 |   +0%  |  0.0155 |
-| 84      ||    87.33 |   123.15 |  +41%  ||     0.54 |     0.54 |   -0%  |  0.1496 |
-| 85      ||   620.85 |   707.17 |  +14%  ||     0.54 |     0.54 |   -0%  |  0.1632 |
-| 88      ||  1907.52 |  2097.09 |  +10%  ||     0.54 |     0.54 |   -0%  |  0.1073 |
 | 91      ||   160.08 |   164.34 |   +3%  ||     0.55 |     0.54 |   -0%  |  0.8961 |
-| 92      ||   238.91 |   302.86 |  +27%  ||     0.55 |     0.54 |   -0%  |  0.1212 |
 | 93      ||  1737.90 |  1754.80 |   +1%  ||     0.54 |     0.54 |   -0%  |  0.8308 |
 | 94      ||   391.89 |   377.06 |   -4%  ||     0.54 |     0.54 |   -0%  |  0.7663 |
-| 95      ||  1806.98 |  1955.25 |   +8%  ||     0.54 |     0.54 |   +0%  |  0.0830 |
 | 96      ||   375.93 |   364.79 |   -3%  ||     0.54 |     0.54 |   -0%  |  0.7931 |
 | 97      ||  3504.42 |  3508.94 |   +0%  ||     0.54 |     0.54 |   +0%  |  0.9594 |
 | 99      ||  1263.50 |  1305.11 |   +3%  ||     0.54 |     0.54 |   -0%  |  0.5066 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 51269.65 | 51180.79 |   -0%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   -0%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - single-threaded

Sum of avg. item runtimes: -59% || Geometric mean of throughput changes: +204%
Configuration Overview - click to expand
 +Configuration Overview---+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_804f9ed10d7ee197868614287ec5403b3728c205_st.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_a2eb2dc2b624be46891fda0325a39c381724937f_st.json |
 +-------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                         | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                         |
 |  benchmark_mode         | Shuffled                                                                                                                               | Shuffled                                                                                                                               |
 |  build_type             | release                                                                                                                                | release                                                                                                                                |
 |  chunk_indexes          | False                                                                                                                                  | False                                                                                                                                  |
 |  chunk_size             | 65535                                                                                                                                  | 65535                                                                                                                                  |
 |  clients                | 1                                                                                                                                      | 1                                                                                                                                      |
 |  compiler               | clang 15.0.7                                                                                                                           | clang 15.0.7                                                                                                                           |
 |  cores                  | 0                                                                                                                                      | 0                                                                                                                                      |
 |  data_preparation_cores | 0                                                                                                                                      | 0                                                                                                                                      |
 |  date                   | 2024-05-28 03:51:07                                                                                                                    | 2024-05-30 10:52:34                                                                                                                    |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                | {'default': {'encoding': 'Dictionary'}}                                                                                                |
 |  max_duration           | 60000000000                                                                                                                            | 60000000000                                                                                                                            |
 |  max_runs               | -1                                                                                                                                     | -1                                                                                                                                     |
 |  scale_factor           | 10                                                                                                                                     | 10                                                                                                                                     |
 |  time_unit              | ns                                                                                                                                     | ns                                                                                                                                     |
 |  using_scheduler        | False                                                                                                                                  | False                                                                                                                                  |
 |  verify                 | False                                                                                                                                  | False                                                                                                                                  |
 |  warmup_duration        | 0                                                                                                                                      | 0                                                                                                                                      |
 +-------------------------+----------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |              ||      old |     new |        ||      old |      new |        |                      |
 +--------------++----------+---------+--------++----------+----------+--------+----------------------+
+| Delivery     ||    57.77 |   27.33 |  -53%  ||     1.62 |     5.18 | +221%  | (run time too short) |
+| New-Order    ||    42.59 |   13.21 |  -69%  ||    17.99 |    54.76 | +204%  |               0.0000 |
+| Order-Status ||     1.92 |    1.22 |  -36%  ||     1.53 |     5.02 | +227%  | (run time too short) |
+| Payment      ||     7.25 |    2.35 |  -68%  ||    18.10 |    49.76 | +175%  |               0.0000 |
+| Stock-Level  ||     3.48 |    2.02 |  -42%  ||     1.63 |     4.83 | +196%  | (run time too short) |
 +--------------++----------+---------+--------++----------+----------+--------+----------------------+
+| Sum          ||   113.00 |   46.13 |  -59%  ||          |          |        |                      |
+| Geomean      ||          |         |        ||          |          | +204%  |                      |
 +--------------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCC - multi-threaded, shuffled, 28 clients, 10 warehouses, 28 cores (high contention)

Sum of avg. item runtimes: -32% || Geometric mean of throughput changes: +60%
Configuration Overview - click to expand
 +Configuration Overview---------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_804f9ed10d7ee197868614287ec5403b3728c205_mt_highcont.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_a2eb2dc2b624be46891fda0325a39c381724937f_mt_highcont.json |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                  | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                  |
 |  benchmark_mode               | Shuffled                                                                                                                                        | Shuffled                                                                                                                                        |
 |  build_type                   | release                                                                                                                                         | release                                                                                                                                         |
 |  chunk_indexes                | False                                                                                                                                           | False                                                                                                                                           |
 |  chunk_size                   | 65535                                                                                                                                           | 65535                                                                                                                                           |
 |  clients                      | 28                                                                                                                                              | 28                                                                                                                                              |
 |  compiler                     | clang 15.0.7                                                                                                                                    | clang 15.0.7                                                                                                                                    |
 |  cores                        | 28                                                                                                                                              | 28                                                                                                                                              |
 |  data_preparation_cores       | 0                                                                                                                                               | 0                                                                                                                                               |
 |  date                         | 2024-05-28 03:52:14                                                                                                                             | 2024-05-30 10:53:40                                                                                                                             |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                         | {'default': {'encoding': 'Dictionary'}}                                                                                                         |
 |  max_duration                 | 600000000000                                                                                                                                    | 600000000000                                                                                                                                    |
 |  max_runs                     | -1                                                                                                                                              | -1                                                                                                                                              |
 |  scale_factor                 | 10                                                                                                                                              | 10                                                                                                                                              |
 |  time_unit                    | ns                                                                                                                                              | ns                                                                                                                                              |
 |  using_scheduler              | True                                                                                                                                            | True                                                                                                                                            |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                      | [0, 0, 28]                                                                                                                                      |
 |  verify                       | False                                                                                                                                           | False                                                                                                                                           |
 |  warmup_duration              | 0                                                                                                                                               | 0                                                                                                                                               |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Delivery     ||   130.00 |   95.81 |  -26%  ||    22.58 |    34.52 |  +53%  |  0.0000 |
 |    unsucc.:  ||     1.87 |    2.20 |  +18%  ||     8.75 |    16.21 |  +85%  |         |
+| New-Order    ||    78.51 |   45.04 |  -43%  ||   263.94 |   434.32 |  +65%  |  0.0000 |
 |    unsucc.:  ||     6.35 |    6.33 |   -0%  ||    86.84 |   133.57 |  +54%  |         |
+| Order-Status ||     6.28 |    5.59 |  -11%  ||    31.31 |    50.35 |  +61%  |  0.0000 |
+| Payment      ||    14.72 |    8.92 |  -39%  ||   188.52 |   304.90 |  +62%  |  0.0000 |
 |    unsucc.:  ||     2.97 |    3.20 |   +8%  ||   147.25 |   237.81 |  +61%  |         |
+| Stock-Level  ||    10.72 |    9.00 |  -16%  ||    31.59 |    50.49 |  +60%  |  0.0000 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Sum          ||   240.24 |  164.35 |  -32%  ||          |          |        |         |
+| Geomean      ||          |         |        ||          |          |  +60%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - multi-threaded, shuffled, 10 clients, 10 warehouses, 28 cores (low contention)

Sum of avg. item runtimes: -44% || Geometric mean of throughput changes: +101%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_804f9ed10d7ee197868614287ec5403b3728c205_mt_lowcont.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkTPCC_a2eb2dc2b624be46891fda0325a39c381724937f_mt_lowcont.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                 | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                 |
 |  benchmark_mode               | Shuffled                                                                                                                                       | Shuffled                                                                                                                                       |
 |  build_type                   | release                                                                                                                                        | release                                                                                                                                        |
 |  chunk_indexes                | False                                                                                                                                          | False                                                                                                                                          |
 |  chunk_size                   | 65535                                                                                                                                          | 65535                                                                                                                                          |
 |  clients                      | 10                                                                                                                                             | 10                                                                                                                                             |
 |  compiler                     | clang 15.0.7                                                                                                                                   | clang 15.0.7                                                                                                                                   |
 |  cores                        | 28                                                                                                                                             | 28                                                                                                                                             |
 |  data_preparation_cores       | 0                                                                                                                                              | 0                                                                                                                                              |
 |  date                         | 2024-05-28 04:02:23                                                                                                                            | 2024-05-30 11:03:50                                                                                                                            |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                        | {'default': {'encoding': 'Dictionary'}}                                                                                                        |
 |  max_duration                 | 600000000000                                                                                                                                   | 600000000000                                                                                                                                   |
 |  max_runs                     | -1                                                                                                                                             | -1                                                                                                                                             |
 |  scale_factor                 | 10                                                                                                                                             | 10                                                                                                                                             |
 |  time_unit                    | ns                                                                                                                                             | ns                                                                                                                                             |
 |  using_scheduler              | True                                                                                                                                           | True                                                                                                                                           |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                     | [0, 0, 28]                                                                                                                                     |
 |  verify                       | False                                                                                                                                          | False                                                                                                                                          |
 |  warmup_duration              | 0                                                                                                                                              | 0                                                                                                                                              |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Delivery     ||    91.30 |   56.13 |  -39%  ||     9.91 |    19.20 |  +94%  |  0.0000 |
 |    unsucc.:  ||     0.82 |    0.90 |  +11%  ||     0.84 |     2.04 | +144%  |         |
+| New-Order    ||    64.72 |   30.94 |  -52%  ||   108.99 |   221.47 | +103%  |  0.0000 |
 |    unsucc.:  ||     4.07 |    2.96 |  -27%  ||    10.45 |    19.70 |  +88%  |         |
+| Order-Status ||     6.84 |    5.02 |  -27%  ||    10.51 |    21.43 | +104%  |  0.0000 |
+| Payment      ||    19.85 |    9.12 |  -54%  ||    88.58 |   181.18 | +105%  |  0.0000 |
 |    unsucc.:  ||     2.29 |    2.14 |   -6%  ||    25.18 |    48.19 |  +91%  |         |
+| Stock-Level  ||     9.52 |    6.22 |  -35%  ||    10.71 |    21.49 | +101%  |  0.0000 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
+| Sum          ||   192.23 |  107.43 |  -44%  ||          |          |        |         |
+| Geomean      ||          |         |        ||          |          | +101%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkJoinOrder - single-threaded

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_804f9ed10d7ee197868614287ec5403b3728c205_st.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_a2eb2dc2b624be46891fda0325a39c381724937f_st.json |
 +-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                              | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                              |
 |  benchmark_mode         | Ordered                                                                                                                                     | Ordered                                                                                                                                     |
 |  build_type             | release                                                                                                                                     | release                                                                                                                                     |
 |  chunk_indexes          | False                                                                                                                                       | False                                                                                                                                       |
 |  chunk_size             | 65535                                                                                                                                       | 65535                                                                                                                                       |
 |  clients                | 1                                                                                                                                           | 1                                                                                                                                           |
 |  compiler               | clang 15.0.7                                                                                                                                | clang 15.0.7                                                                                                                                |
 |  cores                  | 0                                                                                                                                           | 0                                                                                                                                           |
 |  data_preparation_cores | 0                                                                                                                                           | 0                                                                                                                                           |
 |  date                   | 2024-05-28 04:12:30                                                                                                                         | 2024-05-30 11:13:59                                                                                                                         |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                     | {'default': {'encoding': 'Dictionary'}}                                                                                                     |
 |  max_duration           | 60000000000                                                                                                                                 | 60000000000                                                                                                                                 |
 |  max_runs               | 50                                                                                                                                          | 50                                                                                                                                          |
 |  time_unit              | ns                                                                                                                                          | ns                                                                                                                                          |
 |  using_scheduler        | False                                                                                                                                       | False                                                                                                                                       |
 |  verify                 | False                                                                                                                                       | False                                                                                                                                       |
 |  warmup_duration        | 1000000000                                                                                                                                  | 1000000000                                                                                                                                  |
 +-------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 10a     ||   109.76 |   111.38 |   +1%˄ ||     9.11 |     8.98 |   -1%˄ | (run time too short) |
 | 10b     ||    72.10 |    72.10 |   -0%˄ ||    13.87 |    13.87 |   +0%˄ | (run time too short) |
 | 10c     ||   333.88 |   335.79 |   +1%˄ ||     3.00 |     2.98 |   -1%˄ | (run time too short) |
 | 11a     ||    95.85 |    95.20 |   -1%˄ ||    10.43 |    10.50 |   +1%˄ | (run time too short) |
 | 11b     ||    92.10 |    90.61 |   -2%˄ ||    10.86 |    11.04 |   +2%˄ | (run time too short) |
 | 11c     ||    25.05 |    25.20 |   +1%˄ ||    39.91 |    39.68 |   -1%˄ | (run time too short) |
 | 11d     ||    27.19 |    27.11 |   -0%˄ ||    36.78 |    36.89 |   +0%˄ | (run time too short) |
 | 12a     ||    28.94 |    29.83 |   +3%˄ ||    34.55 |    33.52 |   -3%˄ | (run time too short) |
 | 12b     ||    40.16 |    40.86 |   +2%˄ ||    24.90 |    24.47 |   -2%˄ | (run time too short) |
 | 12c     ||    62.12 |    62.46 |   +1%˄ ||    16.10 |    16.01 |   -1%˄ | (run time too short) |
 | 13a     ||   192.13 |   192.51 |   +0%˄ ||     5.20 |     5.19 |   -0%˄ | (run time too short) |
 | 13b     ||   241.50 |   233.95 |   -3%˄ ||     4.14 |     4.27 |   +3%˄ | (run time too short) |
 | 13c     ||   203.00 |   196.85 |   -3%˄ ||     4.93 |     5.08 |   +3%˄ | (run time too short) |
 | 13d     ||   498.76 |   500.71 |   +0%˄ ||     2.00 |     2.00 |   -0%˄ | (run time too short) |
 | 14a     ||    99.19 |    98.96 |   -0%˄ ||    10.08 |    10.11 |   +0%˄ | (run time too short) |
 | 14b     ||   111.75 |   110.36 |   -1%˄ ||     8.95 |     9.06 |   +1%˄ | (run time too short) |
 | 14c     ||   207.52 |   205.63 |   -1%˄ ||     4.82 |     4.86 |   +1%˄ | (run time too short) |
 | 15a     ||    55.11 |    54.97 |   -0%˄ ||    18.14 |    18.19 |   +0%˄ | (run time too short) |
 | 15b     ||    55.51 |    55.55 |   +0%˄ ||    18.01 |    18.00 |   -0%˄ | (run time too short) |
 | 15c     ||    46.61 |    46.45 |   -0%˄ ||    21.45 |    21.53 |   +0%˄ | (run time too short) |
 | 15d     ||    44.02 |    44.08 |   +0%˄ ||    22.71 |    22.69 |   -0%˄ | (run time too short) |
 | 16a     ||  1328.35 |  1327.48 |   -0%  ||     0.75 |     0.75 |   +0%  |               0.8858 |
 | 16b     ||  2463.52 |  2425.15 |   -2%  ||     0.41 |     0.41 |   +2%  |               0.0130 |
 | 16c     ||  1506.76 |  1497.25 |   -1%  ||     0.66 |     0.67 |   +1%  |               0.1572 |
 | 16d     ||  1472.82 |  1459.41 |   -1%  ||     0.68 |     0.69 |   +1%  |               0.0187 |
 | 17a     ||   457.10 |   464.40 |   +2%˄ ||     2.19 |     2.15 |   -2%˄ | (run time too short) |
 | 17b     ||   375.30 |   379.90 |   +1%˄ ||     2.66 |     2.63 |   -1%˄ | (run time too short) |
 | 17c     ||   358.58 |   363.10 |   +1%˄ ||     2.79 |     2.75 |   -1%˄ | (run time too short) |
 | 17d     ||   427.90 |   433.01 |   +1%˄ ||     2.34 |     2.31 |   -1%˄ | (run time too short) |
 | 17e     ||  1499.49 |  1532.29 |   +2%  ||     0.67 |     0.65 |   -2%  |               0.0000 |
 | 17f     ||   876.28 |   894.42 |   +2%˄ ||     1.14 |     1.12 |   -2%˄ | (run time too short) |
 | 18a     ||   144.26 |   144.37 |   +0%˄ ||     6.93 |     6.93 |   -0%˄ | (run time too short) |
 | 18b     ||   103.88 |   104.50 |   +1%˄ ||     9.63 |     9.57 |   -1%˄ | (run time too short) |
-| 18c     ||   203.00 |   222.91 |  +10%˄ ||     4.93 |     4.49 |   -9%˄ | (run time too short) |
 | 19a     ||   229.30 |   229.38 |   +0%˄ ||     4.36 |     4.36 |   -0%˄ | (run time too short) |
 | 19b     ||   191.54 |   189.24 |   -1%˄ ||     5.22 |     5.28 |   +1%˄ | (run time too short) |
 | 19c     ||   272.97 |   272.98 |   +0%˄ ||     3.66 |     3.66 |   -0%˄ | (run time too short) |
 | 19d     ||   652.88 |   657.30 |   +1%˄ ||     1.53 |     1.52 |   -1%˄ | (run time too short) |
 | 1a      ||    12.40 |    12.36 |   -0%˄ ||    80.65 |    80.91 |   +0%˄ | (run time too short) |
 | 1b      ||    14.13 |    14.08 |   -0%˄ ||    70.78 |    70.99 |   +0%˄ | (run time too short) |
 | 1c      ||    14.23 |    14.21 |   -0%˄ ||    70.26 |    70.36 |   +0%˄ | (run time too short) |
 | 1d      ||    11.87 |    11.86 |   -0%˄ ||    84.21 |    84.33 |   +0%˄ | (run time too short) |
 | 20a     ||   631.27 |   621.27 |   -2%˄ ||     1.58 |     1.61 |   +2%˄ | (run time too short) |
 | 20b     ||   664.61 |   654.55 |   -2%˄ ||     1.50 |     1.53 |   +2%˄ | (run time too short) |
 | 20c     ||   381.36 |   381.93 |   +0%˄ ||     2.62 |     2.62 |   -0%˄ | (run time too short) |
 | 21a     ||   110.15 |   109.26 |   -1%˄ ||     9.08 |     9.15 |   +1%˄ | (run time too short) |
 | 21b     ||   103.43 |   101.87 |   -2%˄ ||     9.67 |     9.82 |   +2%˄ | (run time too short) |
 | 21c     ||   113.58 |   112.12 |   -1%˄ ||     8.80 |     8.92 |   +1%˄ | (run time too short) |
 | 22a     ||   172.17 |   172.60 |   +0%˄ ||     5.81 |     5.79 |   -0%˄ | (run time too short) |
 | 22b     ||   157.87 |   155.97 |   -1%˄ ||     6.33 |     6.41 |   +1%˄ | (run time too short) |
 | 22c     ||   231.20 |   228.95 |   -1%˄ ||     4.33 |     4.37 |   +1%˄ | (run time too short) |
 | 22d     ||   348.26 |   347.91 |   -0%˄ ||     2.87 |     2.87 |   +0%˄ | (run time too short) |
 | 23a     ||    49.39 |    49.29 |   -0%˄ ||    20.25 |    20.29 |   +0%˄ | (run time too short) |
 | 23b     ||    53.83 |    53.71 |   -0%˄ ||    18.58 |    18.62 |   +0%˄ | (run time too short) |
 | 23c     ||    51.83 |    51.77 |   -0%˄ ||    19.29 |    19.31 |   +0%˄ | (run time too short) |
 | 24a     ||   225.01 |   225.44 |   +0%˄ ||     4.44 |     4.44 |   -0%˄ | (run time too short) |
 | 24b     ||   219.61 |   219.64 |   +0%˄ ||     4.55 |     4.55 |   -0%˄ | (run time too short) |
 | 25a     ||   113.58 |   113.01 |   -1%˄ ||     8.80 |     8.85 |   +1%˄ | (run time too short) |
 | 25b     ||    72.31 |    71.80 |   -1%˄ ||    13.83 |    13.93 |   +1%˄ | (run time too short) |
 | 25c     ||   254.77 |   254.78 |   +0%˄ ||     3.93 |     3.92 |   -0%˄ | (run time too short) |
 | 26a     ||   185.28 |   185.73 |   +0%˄ ||     5.40 |     5.38 |   -0%˄ | (run time too short) |
 | 26b     ||   154.00 |   154.35 |   +0%˄ ||     6.49 |     6.48 |   -0%˄ | (run time too short) |
 | 26c     ||   310.66 |   310.99 |   +0%˄ ||     3.22 |     3.22 |   -0%˄ | (run time too short) |
 | 27a     ||   105.78 |   105.74 |   -0%˄ ||     9.45 |     9.46 |   +0%˄ | (run time too short) |
 | 27b     ||    97.43 |    97.03 |   -0%˄ ||    10.26 |    10.31 |   +0%˄ | (run time too short) |
 | 27c     ||   113.67 |   112.93 |   -1%˄ ||     8.80 |     8.85 |   +1%˄ | (run time too short) |
 | 28a     ||   207.20 |   205.83 |   -1%˄ ||     4.83 |     4.86 |   +1%˄ | (run time too short) |
 | 28b     ||    65.94 |    65.67 |   -0%˄ ||    15.17 |    15.23 |   +0%˄ | (run time too short) |
 | 28c     ||   173.05 |   170.29 |   -2%˄ ||     5.78 |     5.87 |   +2%˄ | (run time too short) |
 | 29a     ||   189.26 |   189.22 |   -0%˄ ||     5.28 |     5.28 |   +0%˄ | (run time too short) |
 | 29b     ||   775.69 |   771.41 |   -1%˄ ||     1.29 |     1.30 |   +1%˄ | (run time too short) |
 | 29c     ||   226.80 |   227.55 |   +0%˄ ||     4.41 |     4.39 |   -0%˄ | (run time too short) |
 | 2a      ||    30.85 |    31.07 |   +1%˄ ||    32.41 |    32.19 |   -1%˄ | (run time too short) |
 | 2b      ||    28.94 |    29.16 |   +1%˄ ||    34.55 |    34.29 |   -1%˄ | (run time too short) |
 | 2c      ||    25.87 |    25.93 |   +0%˄ ||    38.65 |    38.56 |   -0%˄ | (run time too short) |
 | 2d      ||    53.15 |    52.42 |   -1%˄ ||    18.81 |    19.07 |   +1%˄ | (run time too short) |
 | 30a     ||   105.51 |   105.81 |   +0%˄ ||     9.48 |     9.45 |   -0%˄ | (run time too short) |
 | 30b     ||   113.64 |   110.90 |   -2%˄ ||     8.80 |     9.02 |   +2%˄ | (run time too short) |
 | 30c     ||   173.36 |   172.71 |   -0%˄ ||     5.77 |     5.79 |   +0%˄ | (run time too short) |
 | 31a     ||    92.73 |    92.56 |   -0%˄ ||    10.78 |    10.80 |   +0%˄ | (run time too short) |
 | 31b     ||    90.43 |    90.21 |   -0%˄ ||    11.06 |    11.08 |   +0%˄ | (run time too short) |
 | 31c     ||   104.74 |   104.66 |   -0%˄ ||     9.55 |     9.55 |   +0%˄ | (run time too short) |
 | 32a     ||    17.06 |    17.09 |   +0%˄ ||    58.62 |    58.52 |   -0%˄ | (run time too short) |
 | 32b     ||    33.22 |    33.23 |   +0%˄ ||    30.10 |    30.09 |   -0%˄ | (run time too short) |
 | 33a     ||    37.89 |    37.61 |   -1%˄ ||    26.39 |    26.59 |   +1%˄ | (run time too short) |
 | 33b     ||    26.07 |    26.19 |   +0%˄ ||    38.35 |    38.18 |   -0%˄ | (run time too short) |
 | 33c     ||    44.28 |    44.30 |   +0%˄ ||    22.58 |    22.57 |   -0%˄ | (run time too short) |
 | 3a      ||    60.97 |    61.42 |   +1%˄ ||    16.40 |    16.28 |   -1%˄ | (run time too short) |
 | 3b      ||    18.37 |    18.38 |   +0%˄ ||    54.42 |    54.41 |   -0%˄ | (run time too short) |
 | 3c      ||   222.94 |   223.67 |   +0%˄ ||     4.49 |     4.47 |   -0%˄ | (run time too short) |
 | 4a      ||   136.04 |   136.49 |   +0%˄ ||     7.35 |     7.33 |   -0%˄ | (run time too short) |
 | 4b      ||    17.72 |    17.80 |   +0%˄ ||    56.42 |    56.18 |   -0%˄ | (run time too short) |
 | 4c      ||   191.10 |   191.26 |   +0%˄ ||     5.23 |     5.23 |   -0%˄ | (run time too short) |
 | 5a      ||    42.91 |    42.84 |   -0%˄ ||    23.30 |    23.34 |   +0%˄ | (run time too short) |
 | 5b      ||    47.05 |    47.33 |   +1%˄ ||    21.25 |    21.13 |   -1%˄ | (run time too short) |
 | 5c      ||    88.38 |    88.29 |   -0%˄ ||    11.31 |    11.33 |   +0%˄ | (run time too short) |
 | 6a      ||   171.99 |   172.54 |   +0%˄ ||     5.81 |     5.80 |   -0%˄ | (run time too short) |
 | 6b      ||   183.07 |   183.84 |   +0%˄ ||     5.46 |     5.44 |   -0%˄ | (run time too short) |
 | 6c      ||   164.28 |   164.33 |   +0%˄ ||     6.09 |     6.09 |   -0%˄ | (run time too short) |
 | 6d      ||   384.97 |   401.20 |   +4%˄ ||     2.60 |     2.49 |   -4%˄ | (run time too short) |
 | 6e      ||   171.61 |   172.58 |   +1%˄ ||     5.83 |     5.79 |   -1%˄ | (run time too short) |
 | 6f      ||   689.02 |   691.65 |   +0%˄ ||     1.45 |     1.45 |   -0%˄ | (run time too short) |
 | 7a      ||   110.90 |   111.10 |   +0%˄ ||     9.02 |     9.00 |   -0%˄ | (run time too short) |
 | 7b      ||   104.19 |   104.45 |   +0%˄ ||     9.60 |     9.57 |   -0%˄ | (run time too short) |
 | 7c      ||   581.01 |   606.13 |   +4%˄ ||     1.72 |     1.65 |   -4%˄ | (run time too short) |
 | 8a      ||   171.53 |   172.62 |   +1%˄ ||     5.83 |     5.79 |   -1%˄ | (run time too short) |
 | 8b      ||   167.18 |   167.70 |   +0%˄ ||     5.98 |     5.96 |   -0%˄ | (run time too short) |
 | 8c      ||  1829.28 |  1858.21 |   +2%  ||     0.55 |     0.54 |   -2%  |               0.0000 |
 | 8d      ||   320.50 |   321.89 |   +0%˄ ||     3.12 |     3.11 |   -0%˄ | (run time too short) |
 | 9a      ||   249.99 |   248.85 |   -0%˄ ||     4.00 |     4.02 |   +0%˄ | (run time too short) |
 | 9b      ||   154.56 |   153.89 |   -0%˄ ||     6.47 |     6.50 |   +0%˄ | (run time too short) |
 | 9c      ||   276.80 |   276.41 |   -0%˄ ||     3.61 |     3.62 |   +0%˄ | (run time too short) |
 | 9d      ||   421.40 |   420.25 |   -0%˄ ||     2.37 |     2.38 |   +0%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 29773.27 | 29831.68 |   +0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -0%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkJoinOrder - multi-threaded, ordered, 1 client, 28 cores

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+-----------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_804f9ed10d7ee197868614287ec5403b3728c205_mt_ordered.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_a2eb2dc2b624be46891fda0325a39c381724937f_mt_ordered.json |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                      | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                      |
 |  benchmark_mode               | Ordered                                                                                                                                             | Ordered                                                                                                                                             |
 |  build_type                   | release                                                                                                                                             | release                                                                                                                                             |
 |  chunk_indexes                | False                                                                                                                                               | False                                                                                                                                               |
 |  chunk_size                   | 65535                                                                                                                                               | 65535                                                                                                                                               |
 |  clients                      | 1                                                                                                                                                   | 1                                                                                                                                                   |
 |  compiler                     | clang 15.0.7                                                                                                                                        | clang 15.0.7                                                                                                                                        |
 |  cores                        | 28                                                                                                                                                  | 28                                                                                                                                                  |
 |  data_preparation_cores       | 0                                                                                                                                                   | 0                                                                                                                                                   |
 |  date                         | 2024-05-28 04:37:34                                                                                                                                 | 2024-05-30 11:39:05                                                                                                                                 |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                             | {'default': {'encoding': 'Dictionary'}}                                                                                                             |
 |  max_duration                 | 60000000000                                                                                                                                         | 60000000000                                                                                                                                         |
 |  max_runs                     | 50                                                                                                                                                  | 50                                                                                                                                                  |
 |  time_unit                    | ns                                                                                                                                                  | ns                                                                                                                                                  |
 |  using_scheduler              | True                                                                                                                                                | True                                                                                                                                                |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                          | [0, 0, 28]                                                                                                                                          |
 |  verify                       | False                                                                                                                                               | False                                                                                                                                               |
 |  warmup_duration              | 1000000000                                                                                                                                          | 1000000000                                                                                                                                          |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 10a     ||    43.52 |    43.00 |   -1%˄ ||    22.91 |    23.20 |   +1%˄ | (run time too short) |
 | 10b     ||    25.09 |    25.18 |   +0%˄ ||    39.63 |    39.51 |   -0%˄ | (run time too short) |
 | 10c     ||   141.44 |   142.64 |   +1%˄ ||     7.06 |     7.00 |   -1%˄ | (run time too short) |
 | 11a     ||    28.34 |    28.10 |   -1%˄ ||    35.18 |    35.48 |   +1%˄ | (run time too short) |
 | 11b     ||    26.22 |    26.65 |   +2%˄ ||    38.01 |    37.37 |   -2%˄ | (run time too short) |
 | 11c     ||    30.36 |    29.83 |   -2%˄ ||    32.77 |    33.35 |   +2%˄ | (run time too short) |
 | 11d     ||    34.56 |    34.28 |   -1%˄ ||    28.80 |    29.04 |   +1%˄ | (run time too short) |
 | 12a     ||    29.49 |    29.20 |   -1%˄ ||    33.75 |    34.09 |   +1%˄ | (run time too short) |
 | 12b     ||    20.05 |    20.23 |   +1%˄ ||    49.60 |    49.12 |   -1%˄ | (run time too short) |
 | 12c     ||    60.98 |    60.54 |   -1%˄ ||    16.35 |    16.47 |   +1%˄ | (run time too short) |
 | 13a     ||   144.95 |   144.26 |   -0%˄ ||     6.89 |     6.92 |   +0%˄ | (run time too short) |
 | 13b     ||   105.79 |   107.06 |   +1%˄ ||     9.44 |     9.33 |   -1%˄ | (run time too short) |
-| 13c     ||    92.96 |   100.26 |   +8%˄ ||    10.74 |     9.96 |   -7%˄ | (run time too short) |
 | 13d     ||   385.77 |   387.54 |   +0%˄ ||     2.59 |     2.58 |   -0%˄ | (run time too short) |
 | 14a     ||    61.87 |    62.58 |   +1%˄ ||    16.13 |    15.95 |   -1%˄ | (run time too short) |
 | 14b     ||    73.28 |    73.12 |   -0%˄ ||    13.63 |    13.66 |   +0%˄ | (run time too short) |
 | 14c     ||   183.69 |   184.45 |   +0%˄ ||     5.44 |     5.42 |   -0%˄ | (run time too short) |
 | 15a     ||    32.25 |    31.70 |   -2%˄ ||    30.90 |    31.44 |   +2%˄ | (run time too short) |
 | 15b     ||    29.40 |    28.88 |   -2%˄ ||    33.86 |    34.48 |   +2%˄ | (run time too short) |
 | 15c     ||    31.06 |    31.37 |   +1%˄ ||    32.02 |    31.71 |   -1%˄ | (run time too short) |
 | 15d     ||    36.06 |    36.17 |   +0%˄ ||    27.61 |    27.52 |   -0%˄ | (run time too short) |
 | 16a     ||   736.61 |   742.17 |   +1%˄ ||     1.36 |     1.35 |   -1%˄ | (run time too short) |
 | 16b     ||  1799.00 |  1795.22 |   -0%  ||     0.56 |     0.56 |   +0%  |               0.6834 |
 | 16c     ||   896.54 |   905.87 |   +1%˄ ||     1.12 |     1.10 |   -1%˄ | (run time too short) |
 | 16d     ||   868.49 |   874.34 |   +1%˄ ||     1.15 |     1.14 |   -1%˄ | (run time too short) |
 | 17a     ||   207.28 |   210.60 |   +2%˄ ||     4.82 |     4.75 |   -2%˄ | (run time too short) |
 | 17b     ||   182.99 |   182.28 |   -0%˄ ||     5.46 |     5.48 |   +0%˄ | (run time too short) |
 | 17c     ||   151.57 |   152.41 |   +1%˄ ||     6.59 |     6.55 |   -1%˄ | (run time too short) |
 | 17d     ||   149.77 |   149.36 |   -0%˄ ||     6.67 |     6.69 |   +0%˄ | (run time too short) |
 | 17e     ||   741.50 |   740.33 |   -0%˄ ||     1.35 |     1.35 |   +0%˄ | (run time too short) |
 | 17f     ||   331.04 |   331.19 |   +0%˄ ||     3.02 |     3.02 |   -0%˄ | (run time too short) |
 | 18a     ||    61.12 |    61.17 |   +0%˄ ||    16.33 |    16.31 |   -0%˄ | (run time too short) |
 | 18b     ||    58.60 |    58.82 |   +0%˄ ||    17.02 |    16.96 |   -0%˄ | (run time too short) |
-| 18c     ||    93.22 |   131.60 |  +41%˄ ||    10.71 |     7.59 |  -29%˄ | (run time too short) |
 | 19a     ||   115.25 |   117.24 |   +2%˄ ||     8.67 |     8.52 |   -2%˄ | (run time too short) |
 | 19b     ||    77.38 |    77.36 |   -0%˄ ||    12.91 |    12.91 |   +0%˄ | (run time too short) |
 | 19c     ||   129.37 |   130.37 |   +1%˄ ||     7.72 |     7.66 |   -1%˄ | (run time too short) |
 | 19d     ||   514.03 |   513.29 |   -0%˄ ||     1.94 |     1.95 |   +0%˄ | (run time too short) |
-| 1a      ||    10.44 |    11.05 |   +6%˄ ||    94.73 |    89.31 |   -6%˄ | (run time too short) |
 | 1b      ||     6.75 |     6.54 |   -3%˄ ||   145.49 |   149.95 |   +3%˄ | (run time too short) |
 | 1c      ||     6.49 |     6.51 |   +0%˄ ||   150.71 |   150.23 |   -0%˄ | (run time too short) |
 | 1d      ||     9.20 |     9.03 |   -2%˄ ||   106.99 |   109.04 |   +2%˄ | (run time too short) |
 | 20a     ||    85.75 |    86.95 |   +1%˄ ||    11.65 |    11.49 |   -1%˄ | (run time too short) |
 | 20b     ||    68.29 |    70.51 |   +3%˄ ||    14.63 |    14.16 |   -3%˄ | (run time too short) |
 | 20c     ||    86.33 |    85.78 |   -1%˄ ||    11.56 |    11.64 |   +1%˄ | (run time too short) |
 | 21a     ||    32.19 |    32.29 |   +0%˄ ||    30.94 |    30.86 |   -0%˄ | (run time too short) |
 | 21b     ||    30.45 |    30.71 |   +1%˄ ||    32.71 |    32.44 |   -1%˄ | (run time too short) |
 | 21c     ||    34.36 |    34.64 |   +1%˄ ||    29.00 |    28.76 |   -1%˄ | (run time too short) |
 | 22a     ||    69.71 |    70.27 |   +1%˄ ||    14.31 |    14.20 |   -1%˄ | (run time too short) |
 | 22b     ||    59.51 |    59.70 |   +0%˄ ||    16.77 |    16.72 |   -0%˄ | (run time too short) |
 | 22c     ||   137.06 |   137.29 |   +0%˄ ||     7.29 |     7.28 |   -0%˄ | (run time too short) |
 | 22d     ||   241.44 |   246.89 |   +2%˄ ||     4.14 |     4.05 |   -2%˄ | (run time too short) |
 | 23a     ||    24.63 |    24.55 |   -0%˄ ||    40.39 |    40.52 |   +0%˄ | (run time too short) |
 | 23b     ||    33.43 |    32.46 |   -3%˄ ||    29.80 |    30.73 |   +3%˄ | (run time too short) |
 | 23c     ||    26.15 |    26.46 |   +1%˄ ||    38.09 |    37.61 |   -1%˄ | (run time too short) |
 | 24a     ||    68.88 |    68.46 |   -1%˄ ||    14.49 |    14.58 |   +1%˄ | (run time too short) |
 | 24b     ||    62.05 |    62.23 |   +0%˄ ||    16.08 |    16.03 |   -0%˄ | (run time too short) |
 | 25a     ||    60.42 |    60.33 |   -0%˄ ||    16.51 |    16.53 |   +0%˄ | (run time too short) |
 | 25b     ||    39.18 |    39.49 |   +1%˄ ||    25.43 |    25.23 |   -1%˄ | (run time too short) |
 | 25c     ||   163.24 |   161.29 |   -1%˄ ||     6.12 |     6.19 |   +1%˄ | (run time too short) |
 | 26a     ||    92.15 |    91.99 |   -0%˄ ||    10.83 |    10.85 |   +0%˄ | (run time too short) |
 | 26b     ||    71.19 |    70.95 |   -0%˄ ||    14.02 |    14.07 |   +0%˄ | (run time too short) |
 | 26c     ||   150.15 |   150.28 |   +0%˄ ||     6.65 |     6.65 |   -0%˄ | (run time too short) |
 | 27a     ||    30.81 |    30.70 |   -0%˄ ||    32.33 |    32.45 |   +0%˄ | (run time too short) |
 | 27b     ||    30.74 |    30.69 |   -0%˄ ||    32.43 |    32.44 |   +0%˄ | (run time too short) |
 | 27c     ||    34.27 |    35.02 |   +2%˄ ||    29.09 |    28.44 |   -2%˄ | (run time too short) |
 | 28a     ||   150.50 |   150.24 |   -0%˄ ||     6.64 |     6.65 |   +0%˄ | (run time too short) |
 | 28b     ||    34.41 |    35.11 |   +2%˄ ||    28.96 |    28.39 |   -2%˄ | (run time too short) |
 | 28c     ||   120.07 |   119.45 |   -1%˄ ||     8.32 |     8.36 |   +1%˄ | (run time too short) |
 | 29a     ||    64.30 |    64.08 |   -0%˄ ||    15.52 |    15.58 |   +0%˄ | (run time too short) |
 | 29b     ||   109.23 |   110.22 |   +1%˄ ||     9.15 |     9.06 |   -1%˄ | (run time too short) |
 | 29c     ||    67.90 |    67.74 |   -0%˄ ||    14.69 |    14.73 |   +0%˄ | (run time too short) |
 | 2a      ||    31.36 |    30.55 |   -3%˄ ||    31.76 |    32.60 |   +3%˄ | (run time too short) |
+| 2b      ||    30.22 |    27.89 |   -8%˄ ||    32.92 |    35.71 |   +8%˄ | (run time too short) |
 | 2c      ||    22.46 |    23.21 |   +3%˄ ||    44.25 |    42.75 |   -3%˄ | (run time too short) |
-| 2d      ||    55.65 |    58.28 |   +5%˄ ||    17.92 |    17.11 |   -5%˄ | (run time too short) |
 | 30a     ||    54.46 |    53.75 |   -1%˄ ||    18.31 |    18.55 |   +1%˄ | (run time too short) |
 | 30b     ||    45.50 |    44.88 |   -1%˄ ||    21.92 |    22.22 |   +1%˄ | (run time too short) |
 | 30c     ||   113.09 |   113.21 |   +0%˄ ||     8.83 |     8.82 |   -0%˄ | (run time too short) |
 | 31a     ||    40.94 |    40.71 |   -1%˄ ||    24.34 |    24.48 |   +1%˄ | (run time too short) |
 | 31b     ||    39.52 |    39.53 |   +0%˄ ||    25.22 |    25.21 |   -0%˄ | (run time too short) |
 | 31c     ||    46.39 |    47.02 |   +1%˄ ||    21.49 |    21.21 |   -1%˄ | (run time too short) |
 | 32a     ||    11.52 |    11.48 |   -0%˄ ||    85.66 |    85.86 |   +0%˄ | (run time too short) |
-| 32b     ||    38.14 |    40.20 |   +5%˄ ||    26.12 |    24.78 |   -5%˄ | (run time too short) |
 | 33a     ||    16.43 |    15.96 |   -3%˄ ||    60.31 |    62.14 |   +3%˄ | (run time too short) |
 | 33b     ||    13.86 |    14.05 |   +1%˄ ||    71.39 |    70.40 |   -1%˄ | (run time too short) |
 | 33c     ||    24.00 |    23.62 |   -2%˄ ||    41.42 |    42.09 |   +2%˄ | (run time too short) |
 | 3a      ||    43.46 |    42.81 |   -1%˄ ||    22.93 |    23.29 |   +2%˄ | (run time too short) |
 | 3b      ||    10.74 |    10.88 |   +1%˄ ||    91.93 |    90.61 |   -1%˄ | (run time too short) |
 | 3c      ||    87.16 |    86.00 |   -1%˄ ||    11.45 |    11.60 |   +1%˄ | (run time too short) |
 | 4a      ||    78.92 |    77.67 |   -2%˄ ||    12.64 |    12.85 |   +2%˄ | (run time too short) |
 | 4b      ||     8.77 |     9.05 |   +3%˄ ||   112.34 |   108.88 |   -3%˄ | (run time too short) |
 | 4c      ||    98.46 |    95.72 |   -3%˄ ||    10.14 |    10.43 |   +3%˄ | (run time too short) |
 | 5a      ||    33.91 |    34.20 |   +1%˄ ||    29.36 |    29.12 |   -1%˄ | (run time too short) |
 | 5b      ||    27.62 |    27.63 |   +0%˄ ||    36.02 |    36.00 |   -0%˄ | (run time too short) |
 | 5c      ||    53.73 |    54.12 |   +1%˄ ||    18.57 |    18.43 |   -1%˄ | (run time too short) |
 | 6a      ||    33.05 |    33.10 |   +0%˄ ||    30.18 |    30.14 |   -0%˄ | (run time too short) |
 | 6b      ||    57.92 |    56.74 |   -2%˄ ||    17.24 |    17.60 |   +2%˄ | (run time too short) |
 | 6c      ||    31.48 |    31.48 |   +0%˄ ||    31.70 |    31.69 |   -0%˄ | (run time too short) |
 | 6d      ||   159.74 |   160.51 |   +0%˄ ||     6.26 |     6.23 |   -0%˄ | (run time too short) |
 | 6e      ||    33.08 |    33.16 |   +0%˄ ||    30.16 |    30.08 |   -0%˄ | (run time too short) |
 | 6f      ||   482.61 |   481.64 |   -0%˄ ||     2.07 |     2.08 |   +0%˄ | (run time too short) |
 | 7a      ||    34.32 |    33.52 |   -2%˄ ||    29.05 |    29.73 |   +2%˄ | (run time too short) |
 | 7b      ||    33.43 |    33.09 |   -1%˄ ||    29.80 |    30.11 |   +1%˄ | (run time too short) |
 | 7c      ||   315.37 |   319.19 |   +1%˄ ||     3.17 |     3.13 |   -1%˄ | (run time too short) |
 | 8a      ||    40.87 |    40.92 |   +0%˄ ||    24.38 |    24.34 |   -0%˄ | (run time too short) |
 | 8b      ||    37.41 |    37.55 |   +0%˄ ||    26.65 |    26.55 |   -0%˄ | (run time too short) |
 | 8c      ||  1188.09 |  1181.69 |   -1%˄ ||     0.84 |     0.85 |   +1%˄ |               0.1455 |
 | 8d      ||   245.94 |   242.78 |   -1%˄ ||     4.06 |     4.12 |   +1%˄ | (run time too short) |
 | 9a      ||   147.45 |   147.44 |   -0%˄ ||     6.78 |     6.78 |   +0%˄ | (run time too short) |
 | 9b      ||    84.10 |    85.15 |   +1%˄ ||    11.87 |    11.73 |   -1%˄ | (run time too short) |
 | 9c      ||   145.55 |   144.91 |   -0%˄ ||     6.86 |     6.89 |   +0%˄ | (run time too short) |
 | 9d      ||   342.04 |   340.07 |   -1%˄ ||     2.92 |     2.94 |   +1%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 15481.26 | 15545.94 |   +0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -0%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkJoinOrder - multi-threaded, shuffled, 28 clients, 28 cores

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_804f9ed10d7ee197868614287ec5403b3728c205_mt.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkJoinOrder_a2eb2dc2b624be46891fda0325a39c381724937f_mt.json |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                              | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                              |
 |  benchmark_mode               | Shuffled                                                                                                                                    | Shuffled                                                                                                                                    |
 |  build_type                   | release                                                                                                                                     | release                                                                                                                                     |
 |  chunk_indexes                | False                                                                                                                                       | False                                                                                                                                       |
 |  chunk_size                   | 65535                                                                                                                                       | 65535                                                                                                                                       |
 |  clients                      | 28                                                                                                                                          | 28                                                                                                                                          |
 |  compiler                     | clang 15.0.7                                                                                                                                | clang 15.0.7                                                                                                                                |
 |  cores                        | 28                                                                                                                                          | 28                                                                                                                                          |
 |  data_preparation_cores       | 0                                                                                                                                           | 0                                                                                                                                           |
 |  date                         | 2024-05-28 04:52:59                                                                                                                         | 2024-05-30 11:54:33                                                                                                                         |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                     | {'default': {'encoding': 'Dictionary'}}                                                                                                     |
 |  max_duration                 | 1200000000000                                                                                                                               | 1200000000000                                                                                                                               |
 |  max_runs                     | -1                                                                                                                                          | -1                                                                                                                                          |
 |  time_unit                    | ns                                                                                                                                          | ns                                                                                                                                          |
 |  using_scheduler              | True                                                                                                                                        | True                                                                                                                                        |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                  | [0, 0, 28]                                                                                                                                  |
 |  verify                       | False                                                                                                                                       | False                                                                                                                                       |
 |  warmup_duration              | 0                                                                                                                                           | 0                                                                                                                                           |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
+| 10a     ||   201.87 |   188.30 |   -7%  ||     0.60 |     0.60 |   -0%  |  0.5919 |
 | 10b     ||   156.36 |   161.31 |   +3%  ||     0.60 |     0.60 |   -1%  |  0.8453 |
 | 10c     ||   503.76 |   517.63 |   +3%  ||     0.60 |     0.60 |   -0%  |  0.7242 |
+| 11a     ||   123.72 |   115.51 |   -7%  ||     0.60 |     0.60 |   -0%  |  0.6643 |
+| 11b     ||   122.03 |   115.48 |   -5%  ||     0.60 |     0.60 |   -0%  |  0.7348 |
 | 11c     ||    80.61 |    79.23 |   -2%  ||     0.60 |     0.60 |   -0%  |  0.8942 |
-| 11d     ||    89.81 |    97.76 |   +9%  ||     0.60 |     0.60 |   -0%  |  0.5735 |
 | 12a     ||   153.61 |   148.99 |   -3%  ||     0.60 |     0.60 |   -0%  |  0.8169 |
-| 12b     ||    78.80 |    96.84 |  +23%  ||     0.60 |     0.60 |   -1%  |  0.1694 |
-| 12c     ||   290.45 |   370.64 |  +28%  ||     0.60 |     0.60 |   -0%  |  0.0099 |
+| 13a     ||   472.41 |   429.70 |   -9%  ||     0.60 |     0.60 |   -0%  |  0.2085 |
-| 13b     ||   270.24 |   317.66 |  +18%  ||     0.60 |     0.60 |   -0%  |  0.0647 |
+| 13c     ||   320.99 |   260.78 |  -19%  ||     0.60 |     0.60 |   -0%  |  0.0249 |
 | 13d     ||   814.80 |   836.99 |   +3%  ||     0.60 |     0.60 |   -1%  |  0.5730 |
+| 14a     ||   397.71 |   369.14 |   -7%  ||     0.60 |     0.60 |   -1%  |  0.4382 |
+| 14b     ||   386.85 |   316.35 |  -18%  ||     0.60 |     0.60 |   -0%  |  0.0119 |
-| 14c     ||   509.83 |   563.32 |  +10%  ||     0.60 |     0.60 |   -0%  |  0.1848 |
 | 15a     ||   121.52 |   125.60 |   +3%  ||     0.60 |     0.60 |   -0%  |  0.8317 |
+| 15b     ||   126.00 |   101.50 |  -19%  ||     0.60 |     0.60 |   -0%  |  0.1377 |
-| 15c     ||   118.60 |   150.00 |  +26%  ||     0.60 |     0.60 |   -0%  |  0.1441 |
+| 15d     ||   158.04 |   138.40 |  -12%  ||     0.60 |     0.60 |   -0%  |  0.2705 |
 | 16a     ||  1476.83 |  1425.11 |   -4%  ||     0.60 |     0.60 |   -0%  |  0.3019 |
 | 16b     ||  2820.26 |  2842.34 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.6982 |
 | 16c     ||  1662.80 |  1676.45 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.8125 |
 | 16d     ||  1572.09 |  1578.13 |   +0%  ||     0.60 |     0.60 |   -0%  |  0.9065 |
+| 17a     ||   794.16 |   740.39 |   -7%  ||     0.60 |     0.60 |   -0%  |  0.2378 |
 | 17b     ||   556.42 |   574.64 |   +3%  ||     0.60 |     0.60 |   -0%  |  0.5998 |
+| 17c     ||   563.26 |   534.24 |   -5%  ||     0.60 |     0.60 |   -1%  |  0.4212 |
-| 17d     ||   547.32 |   609.86 |  +11%  ||     0.60 |     0.60 |   -0%  |  0.1020 |
 | 17e     ||  1464.06 |  1440.47 |   -2%  ||     0.60 |     0.60 |   -0%  |  0.6163 |
-| 17f     ||  1000.05 |  1096.66 |  +10%  ||     0.60 |     0.60 |   -0%  |  0.0763 |
+| 18a     ||   296.36 |   223.34 |  -25%  ||     0.60 |     0.60 |   -0%  |  0.0098 |
 | 18b     ||   375.32 |   375.88 |   +0%  ||     0.60 |     0.60 |   -0%  |  0.9876 |
-| 18c     ||   531.51 |   632.65 |  +19%  ||     0.60 |     0.60 |   -1%  |  0.0385 |
 | 19a     ||   552.00 |   531.61 |   -4%  ||     0.60 |     0.60 |   -1%  |  0.6341 |
-| 19b     ||   339.56 |   379.48 |  +12%  ||     0.60 |     0.60 |   -0%  |  0.1853 |
-| 19c     ||   575.40 |   633.76 |  +10%  ||     0.60 |     0.60 |   -0%  |  0.1574 |
 | 19d     ||  1293.44 |  1280.03 |   -1%  ||     0.60 |     0.60 |   -1%  |  0.7839 |
-| 1a      ||    35.95 |    52.95 |  +47%  ||     0.60 |     0.60 |   -1%  |  0.1091 |
+| 1b      ||    48.35 |    36.00 |  -26%  ||     0.60 |     0.60 |   -0%  |  0.1797 |
-| 1c      ||    38.80 |    56.06 |  +44%  ||     0.60 |     0.60 |   -0%  |  0.1297 |
+| 1d      ||    35.66 |    31.43 |  -12%  ||     0.60 |     0.60 |   -0%  |  0.4745 |
 | 20a     ||   434.63 |   437.17 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.9502 |
 | 20b     ||   377.28 |   387.51 |   +3%  ||     0.60 |     0.60 |   -0%  |  0.7672 |
 | 20c     ||   368.87 |   369.78 |   +0%  ||     0.60 |     0.60 |   -0%  |  0.9784 |
+| 21a     ||   201.18 |   172.00 |  -15%  ||     0.60 |     0.60 |   -1%  |  0.2452 |
-| 21b     ||   140.13 |   155.10 |  +11%  ||     0.60 |     0.60 |   -0%  |  0.5252 |
 | 21c     ||   183.02 |   190.33 |   +4%  ||     0.60 |     0.60 |   -0%  |  0.7752 |
 | 22a     ||   413.73 |   418.13 |   +1%  ||     0.60 |     0.60 |   -1%  |  0.9001 |
+| 22b     ||   359.16 |   342.13 |   -5%  ||     0.60 |     0.60 |   -0%  |  0.6142 |
-| 22c     ||   516.15 |   556.69 |   +8%  ||     0.60 |     0.60 |   -1%  |  0.2961 |
 | 22d     ||   744.10 |   742.58 |   -0%  ||     0.60 |     0.60 |   -0%  |  0.9729 |
-| 23a     ||   132.07 |   178.19 |  +35%  ||     0.60 |     0.60 |   -0%  |  0.0485 |
 | 23b     ||   134.66 |   137.72 |   +2%  ||     0.60 |     0.60 |   -0%  |  0.8944 |
-| 23c     ||   156.35 |   172.58 |  +10%  ||     0.60 |     0.60 |   -1%  |  0.5104 |
-| 24a     ||   408.61 |   437.35 |   +7%  ||     0.60 |     0.60 |   -0%  |  0.4828 |
+| 24b     ||   292.99 |   275.43 |   -6%  ||     0.60 |     0.60 |   -0%  |  0.5731 |
 | 25a     ||   384.33 |   368.38 |   -4%  ||     0.60 |     0.60 |   -0%  |  0.6653 |
 | 25b     ||   216.24 |   214.52 |   -1%  ||     0.60 |     0.60 |   -0%  |  0.9537 |
+| 25c     ||   834.05 |   752.45 |  -10%  ||     0.60 |     0.60 |   -0%  |  0.0762 |
-| 26a     ||   368.41 |   403.16 |   +9%  ||     0.60 |     0.60 |   -0%  |  0.2995 |
-| 26b     ||   214.47 |   246.65 |  +15%  ||     0.60 |     0.60 |   -0%  |  0.1641 |
+| 26c     ||   582.66 |   538.61 |   -8%  ||     0.60 |     0.60 |   -0%  |  0.2903 |
+| 27a     ||   178.15 |   164.83 |   -7%  ||     0.60 |     0.60 |   -0%  |  0.5750 |
+| 27b     ||   190.05 |   157.89 |  -17%  ||     0.60 |     0.60 |   -0%  |  0.2039 |
 | 27c     ||   193.84 |   191.65 |   -1%  ||     0.60 |     0.60 |   -1%  |  0.9347 |
-| 28a     ||   555.27 |   597.57 |   +8%  ||     0.60 |     0.60 |   -0%  |  0.3590 |
-| 28b     ||   207.28 |   242.71 |  +17%  ||     0.60 |     0.60 |   -0%  |  0.1882 |
+| 28c     ||   577.94 |   507.98 |  -12%  ||     0.60 |     0.60 |   -0%  |  0.0717 |
-| 29a     ||   255.88 |   309.59 |  +21%  ||     0.60 |     0.60 |   -0%  |  0.0496 |
 | 29b     ||   346.98 |   354.70 |   +2%  ||     0.60 |     0.60 |   -1%  |  0.8010 |
+| 29c     ||   377.85 |   320.16 |  -15%  ||     0.60 |     0.60 |   -1%  |  0.0853 |
+| 2a      ||   140.29 |   130.79 |   -7%  ||     0.60 |     0.60 |   -0%  |  0.6329 |
-| 2b      ||   107.78 |   124.91 |  +16%  ||     0.60 |     0.60 |   -0%  |  0.2782 |
+| 2c      ||    97.08 |    89.73 |   -8%  ||     0.60 |     0.60 |   -0%  |  0.5797 |
-| 2d      ||   193.77 |   205.91 |   +6%  ||     0.60 |     0.60 |   -0%  |  0.5826 |
 | 30a     ||   331.31 |   335.39 |   +1%  ||     0.60 |     0.60 |   -1%  |  0.9091 |
 | 30b     ||   300.64 |   308.81 |   +3%  ||     0.60 |     0.60 |   -0%  |  0.7945 |
 | 30c     ||   641.58 |   660.00 |   +3%  ||     0.60 |     0.60 |   -0%  |  0.7057 |
-| 31a     ||   252.20 |   268.81 |   +7%  ||     0.60 |     0.60 |   -0%  |  0.5611 |
-| 31b     ||   205.02 |   230.99 |  +13%  ||     0.60 |     0.60 |   -1%  |  0.3801 |
+| 31c     ||   278.59 |   243.44 |  -13%  ||     0.60 |     0.60 |   -0%  |  0.2013 |
+| 32a     ||    66.18 |    43.66 |  -34%  ||     0.60 |     0.60 |   -0%  |  0.0752 |
-| 32b     ||   145.10 |   156.81 |   +8%  ||     0.60 |     0.60 |   -0%  |  0.5404 |
 | 33a     ||   124.14 |   122.81 |   -1%  ||     0.60 |     0.60 |   -0%  |  0.9467 |
+| 33b     ||    88.89 |    74.30 |  -16%  ||     0.60 |     0.60 |   -0%  |  0.2369 |
+| 33c     ||   204.13 |   126.97 |  -38%  ||     0.60 |     0.60 |   -0%  |  0.0023 |
 | 3a      ||   235.57 |   229.43 |   -3%  ||     0.60 |     0.60 |   -1%  |  0.8325 |
-| 3b      ||    70.83 |    90.60 |  +28%  ||     0.60 |     0.60 |   -1%  |  0.2329 |
 | 3c      ||   362.81 |   347.64 |   -4%  ||     0.60 |     0.60 |   -0%  |  0.6539 |
+| 4a      ||   233.45 |   220.63 |   -5%  ||     0.60 |     0.60 |   -0%  |  0.5940 |
-| 4b      ||    50.13 |    70.88 |  +41%  ||     0.60 |     0.60 |   -0%  |  0.1403 |
+| 4c      ||   310.51 |   278.50 |  -10%  ||     0.60 |     0.60 |   -0%  |  0.2828 |
+| 5a      ||   219.17 |   180.54 |  -18%  ||     0.60 |     0.60 |   -0%  |  0.1804 |
+| 5b      ||   145.02 |   110.10 |  -24%  ||     0.60 |     0.60 |   -0%  |  0.0415 |
-| 5c      ||   241.59 |   269.91 |  +12%  ||     0.60 |     0.60 |   -0%  |  0.2468 |
 | 6a      ||   148.20 |   149.70 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.9364 |
 | 6b      ||   163.96 |   170.52 |   +4%  ||     0.60 |     0.60 |   -0%  |  0.6915 |
 | 6c      ||   114.91 |   112.07 |   -2%  ||     0.60 |     0.60 |   -0%  |  0.8384 |
 | 6d      ||   500.19 |   516.98 |   +3%  ||     0.60 |     0.60 |   -0%  |  0.6249 |
+| 6e      ||   180.94 |   172.50 |   -5%  ||     0.60 |     0.60 |   -0%  |  0.7450 |
 | 6f      ||  1039.49 |  1032.26 |   -1%  ||     0.60 |     0.60 |   -0%  |  0.8628 |
+| 7a      ||   212.91 |   179.24 |  -16%  ||     0.60 |     0.60 |   -0%  |  0.2494 |
 | 7b      ||   152.71 |   148.59 |   -3%  ||     0.60 |     0.60 |   -0%  |  0.8530 |
-| 7c      ||   984.34 |  1074.08 |   +9%  ||     0.60 |     0.60 |   -0%  |  0.0679 |
 | 8a      ||   195.45 |   203.44 |   +4%  ||     0.60 |     0.60 |   -0%  |  0.7519 |
+| 8b      ||   192.66 |   164.49 |  -15%  ||     0.60 |     0.60 |   -0%  |  0.2690 |
 | 8c      ||  1957.65 |  1969.99 |   +1%  ||     0.60 |     0.60 |   -0%  |  0.7688 |
-| 8d      ||   570.02 |   609.21 |   +7%  ||     0.60 |     0.60 |   -0%  |  0.2427 |
+| 9a      ||   593.06 |   564.93 |   -5%  ||     0.60 |     0.60 |   -0%  |  0.4854 |
 | 9b      ||   411.76 |   403.64 |   -2%  ||     0.60 |     0.60 |   -1%  |  0.8080 |
-| 9c      ||   601.59 |   646.40 |   +7%  ||     0.60 |     0.60 |   -0%  |  0.3291 |
 | 9d      ||   998.65 |   966.27 |   -3%  ||     0.60 |     0.60 |   -0%  |  0.4832 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 46488.20 | 46602.01 |   +0%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   -0%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkStarSchema - single-threaded

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_804f9ed10d7ee197868614287ec5403b3728c205_st.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_a2eb2dc2b624be46891fda0325a39c381724937f_st.json |
 +-------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                               | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                               |
 |  benchmark_mode         | Ordered                                                                                                                                      | Ordered                                                                                                                                      |
 |  build_type             | release                                                                                                                                      | release                                                                                                                                      |
 |  chunk_indexes          | False                                                                                                                                        | False                                                                                                                                        |
 |  chunk_size             | 65535                                                                                                                                        | 65535                                                                                                                                        |
 |  clients                | 1                                                                                                                                            | 1                                                                                                                                            |
 |  compiler               | clang 15.0.7                                                                                                                                 | clang 15.0.7                                                                                                                                 |
 |  cores                  | 0                                                                                                                                            | 0                                                                                                                                            |
 |  data_preparation_cores | 0                                                                                                                                            | 0                                                                                                                                            |
 |  date                   | 2024-05-28 05:13:25                                                                                                                          | 2024-05-30 12:15:01                                                                                                                          |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                      | {'default': {'encoding': 'Dictionary'}}                                                                                                      |
 |  max_duration           | 60000000000                                                                                                                                  | 60000000000                                                                                                                                  |
 |  max_runs               | 50                                                                                                                                           | 50                                                                                                                                           |
 |  scale_factor           | 10.0                                                                                                                                         | 10.0                                                                                                                                         |
 |  time_unit              | ns                                                                                                                                           | ns                                                                                                                                           |
 |  using_scheduler        | False                                                                                                                                        | False                                                                                                                                        |
 |  verify                 | False                                                                                                                                        | False                                                                                                                                        |
 |  warmup_duration        | 1000000000                                                                                                                                   | 1000000000                                                                                                                                   |
 +-------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |     new |        ||      old |      new |        |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | 1.1     ||   320.48 |  332.06 |   +4%˄ ||     3.12 |     3.01 |   -3%˄ | (run time too short) |
 | 1.2     ||   153.47 |  153.39 |   -0%˄ ||     6.52 |     6.52 |   +0%˄ | (run time too short) |
 | 1.3     ||   152.66 |  150.23 |   -2%˄ ||     6.55 |     6.66 |   +2%˄ | (run time too short) |
 | 2.1     ||   555.85 |  557.76 |   +0%˄ ||     1.80 |     1.79 |   -0%˄ | (run time too short) |
 | 2.2     ||   295.25 |  296.21 |   +0%˄ ||     3.39 |     3.38 |   -0%˄ | (run time too short) |
 | 2.3     ||   200.04 |  201.11 |   +1%˄ ||     5.00 |     4.97 |   -1%˄ | (run time too short) |
 | 3.1     ||  2977.48 | 2937.01 |   -1%  ||     0.34 |     0.34 |   +1%  |               0.2712 |
 | 3.2     ||   300.65 |  299.49 |   -0%˄ ||     3.33 |     3.34 |   +0%˄ | (run time too short) |
 | 3.3     ||   153.28 |  152.39 |   -1%˄ ||     6.52 |     6.56 |   +1%˄ | (run time too short) |
 | 3.4     ||   144.85 |  144.74 |   -0%˄ ||     6.90 |     6.91 |   +0%˄ | (run time too short) |
 | 4.1     ||  2941.64 | 2929.73 |   -0%  ||     0.34 |     0.34 |   +0%  |               0.6826 |
 | 4.2     ||   891.86 |  869.85 |   -2%˄ ||     1.12 |     1.15 |   +3%˄ | (run time too short) |
 | 4.3     ||   273.38 |  272.79 |   -0%˄ ||     3.66 |     3.67 |   +0%˄ | (run time too short) |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum     ||  9360.89 | 9296.75 |   -1%  ||          |          |        |                      |
 | Geomean ||          |         |        ||          |          |   +0%  |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                        |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkStarSchema - multi-threaded, ordered, 1 client, 28 cores

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_804f9ed10d7ee197868614287ec5403b3728c205_mt_ordered.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_a2eb2dc2b624be46891fda0325a39c381724937f_mt_ordered.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                                       | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                                       |
 |  benchmark_mode               | Ordered                                                                                                                                              | Ordered                                                                                                                                              |
 |  build_type                   | release                                                                                                                                              | release                                                                                                                                              |
 |  chunk_indexes                | False                                                                                                                                                | False                                                                                                                                                |
 |  chunk_size                   | 65535                                                                                                                                                | 65535                                                                                                                                                |
 |  clients                      | 1                                                                                                                                                    | 1                                                                                                                                                    |
 |  compiler                     | clang 15.0.7                                                                                                                                         | clang 15.0.7                                                                                                                                         |
 |  cores                        | 28                                                                                                                                                   | 28                                                                                                                                                   |
 |  data_preparation_cores       | 0                                                                                                                                                    | 0                                                                                                                                                    |
 |  date                         | 2024-05-28 05:19:01                                                                                                                                  | 2024-05-30 12:20:36                                                                                                                                  |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                              | {'default': {'encoding': 'Dictionary'}}                                                                                                              |
 |  max_duration                 | 60000000000                                                                                                                                          | 60000000000                                                                                                                                          |
 |  max_runs                     | 50                                                                                                                                                   | 50                                                                                                                                                   |
 |  scale_factor                 | 10.0                                                                                                                                                 | 10.0                                                                                                                                                 |
 |  time_unit                    | ns                                                                                                                                                   | ns                                                                                                                                                   |
 |  using_scheduler              | True                                                                                                                                                 | True                                                                                                                                                 |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                           | [0, 0, 28]                                                                                                                                           |
 |  verify                       | False                                                                                                                                                | False                                                                                                                                                |
 |  warmup_duration              | 1000000000                                                                                                                                           | 1000000000                                                                                                                                           |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |     new |        ||      old |      new |        |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | 1.1     ||   104.54 |  103.48 |   -1%˄ ||     9.55 |     9.65 |   +1%˄ | (run time too short) |
 | 1.2     ||    88.78 |   89.32 |   +1%˄ ||    11.24 |    11.17 |   -1%˄ | (run time too short) |
 | 1.3     ||    85.48 |   84.63 |   -1%˄ ||    11.68 |    11.79 |   +1%˄ | (run time too short) |
 | 2.1     ||   341.28 |  341.93 |   +0%˄ ||     2.93 |     2.92 |   -0%˄ | (run time too short) |
 | 2.2     ||   165.69 |  165.41 |   -0%˄ ||     6.03 |     6.04 |   +0%˄ | (run time too short) |
 | 2.3     ||    59.98 |   59.76 |   -0%˄ ||    16.63 |    16.69 |   +0%˄ | (run time too short) |
 | 3.1     ||   844.76 |  844.22 |   -0%˄ ||     1.18 |     1.18 |   +0%˄ | (run time too short) |
 | 3.2     ||   157.67 |  157.40 |   -0%˄ ||     6.34 |     6.35 |   +0%˄ | (run time too short) |
 | 3.3     ||    80.49 |   80.22 |   -0%˄ ||    12.40 |    12.44 |   +0%˄ | (run time too short) |
 | 3.4     ||    74.98 |   75.61 |   +1%˄ ||    13.32 |    13.20 |   -1%˄ | (run time too short) |
 | 4.1     ||   688.81 |  694.71 |   +1%˄ ||     1.45 |     1.44 |   -1%˄ | (run time too short) |
 | 4.2     ||   387.95 |  386.13 |   -0%˄ ||     2.58 |     2.59 |   +0%˄ | (run time too short) |
 | 4.3     ||   118.31 |  115.10 |   -3%˄ ||     8.44 |     8.68 |   +3%˄ | (run time too short) |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum     ||  3198.70 | 3197.92 |   -0%  ||          |          |        |                      |
 | Geomean ||          |         |        ||          |          |   +0%  |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                        |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkStarSchema - multi-threaded, shuffled, 28 clients, 28 cores

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_804f9ed10d7ee197868614287ec5403b3728c205_mt.json | /home/Daniel.Lindner/hyrise/clang15-release/benchmark_all_results/hyriseBenchmarkStarSchema_a2eb2dc2b624be46891fda0325a39c381724937f_mt.json |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 804f9ed10d7ee197868614287ec5403b3728c205-dirty                                                                                               | a2eb2dc2b624be46891fda0325a39c381724937f-dirty                                                                                               |
 |  benchmark_mode               | Shuffled                                                                                                                                     | Shuffled                                                                                                                                     |
 |  build_type                   | release                                                                                                                                      | release                                                                                                                                      |
 |  chunk_indexes                | False                                                                                                                                        | False                                                                                                                                        |
 |  chunk_size                   | 65535                                                                                                                                        | 65535                                                                                                                                        |
 |  clients                      | 28                                                                                                                                           | 28                                                                                                                                           |
 |  compiler                     | clang 15.0.7                                                                                                                                 | clang 15.0.7                                                                                                                                 |
 |  cores                        | 28                                                                                                                                           | 28                                                                                                                                           |
 |  data_preparation_cores       | 0                                                                                                                                            | 0                                                                                                                                            |
 |  date                         | 2024-05-28 05:22:24                                                                                                                          | 2024-05-30 12:23:59                                                                                                                          |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                      | {'default': {'encoding': 'Dictionary'}}                                                                                                      |
 |  max_duration                 | 1200000000000                                                                                                                                | 1200000000000                                                                                                                                |
 |  max_runs                     | -1                                                                                                                                           | -1                                                                                                                                           |
 |  scale_factor                 | 10.0                                                                                                                                         | 10.0                                                                                                                                         |
 |  time_unit                    | ns                                                                                                                                           | ns                                                                                                                                           |
 |  using_scheduler              | True                                                                                                                                         | True                                                                                                                                         |
 |  utilized_cores_per_numa_node | [0, 0, 28]                                                                                                                                   | [0, 0, 28]                                                                                                                                   |
 |  verify                       | False                                                                                                                                        | False                                                                                                                                        |
 |  warmup_duration              | 0                                                                                                                                            | 0                                                                                                                                            |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | 1.1     ||   635.76 |   648.65 |   +2%  ||     2.08 |     2.09 |   +0%  |  0.5716 |
-| 1.2     ||   369.90 |   398.49 |   +8%  ||     2.09 |     2.09 |   +0%  |  0.1153 |
 | 1.3     ||   363.06 |   374.05 |   +3%  ||     2.09 |     2.09 |   +0%  |  0.5679 |
 | 2.1     ||  1678.17 |  1694.17 |   +1%  ||     2.08 |     2.09 |   +0%  |  0.6879 |
 | 2.2     ||   900.32 |   876.92 |   -3%  ||     2.09 |     2.09 |   +0%  |  0.4010 |
+| 2.3     ||   329.72 |   311.10 |   -6%  ||     2.09 |     2.09 |   +0%  |  0.2637 |
 | 3.1     ||  2563.89 |  2576.56 |   +0%  ||     2.08 |     2.08 |   +0%  |  0.7431 |
 | 3.2     ||   823.65 |   818.67 |   -1%  ||     2.09 |     2.09 |   +0%  |  0.8566 |
 | 3.3     ||   441.17 |   448.22 |   +2%  ||     2.09 |     2.09 |   +0%  |  0.7374 |
 | 3.4     ||   415.95 |   413.75 |   -1%  ||     2.09 |     2.09 |   -0%  |  0.9160 |
 | 4.1     ||  2276.30 |  2255.55 |   -1%  ||     2.08 |     2.08 |   +0%  |  0.5939 |
 | 4.2     ||  1959.67 |  1948.75 |   -1%  ||     2.08 |     2.08 |   +0%  |  0.7937 |
 | 4.3     ||   641.71 |   627.88 |   -2%  ||     2.08 |     2.09 |   +0%  |  0.5682 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 13399.29 | 13392.77 |   -0%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +0%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

@dey4ss
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dey4ss commented May 31, 2024

I'm currently re-running all benchmarks with pipeline metrics (no SQL caches) again.

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