8000 [Scheduler] Change order in task grouping by Bouncner · Pull Request #2656 · hyrise/hyrise · GitHub
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[Scheduler] Change order in task grouping #2656

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@Bouncner Bouncner commented Aug 11, 2024

This PR changes the task grouping in the scheduler. Since #2639 has too many moving parts, this PR extracts one of the changes.

Previously, we iterated a given set of tasks and set "next" task as a predecessor of the current task. Meaning, we basically started processing a list of tasks from the end. Now, we iterate backwards and do basically the same just reversed.
Further, we copy less tasks (which are shared_ptrs for reasons not obvious to me) and use offsets instead.

The stored successors of each task are no longer shared_ptrs but only as reference to those shared pointers (via std::reference_wrapper). Without this change, cleaning up task lists can be problematic with LLVM as libc++ cleans up backwards (thus tasks cannot be easily removed when previous tasks refer to them).

Todos:

  • Remove clear_successors
  • Benchmark

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Bouncner commented Aug 11, 2024

AMD

System

cx17 - click to expand
property value
Hostname cx17
CPU AMD EPYC 7742 64-Core Processor
Memory 515GB
numactl nodebind: 0 1
numactl membind: 0 1

Commit Info and Build Time

commit date message build time
29332b1 19.07.2024 01:41 Update libpqxx: incorporate fix for recent cmake changes (#2655) real 672.53 user 3884.43 sys 306.50
5ee9098 11.08.2024 00:05 Initial real 666.31 user 3913.30 sys 318.99

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                | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCH_29332b1ca0b941194d0cb7ba7aa2438b20442365_st.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCH_5ee9098de05cdcf3b290393d44461d8970302257_st.json |
 +--------------------------+------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                             | 5ee9098de05cdcf3b290393d44461d8970302257-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 17.0.2                                                                                               | clang 17.0.2                                                                                               |
 |  cores                   | 0                                                                                                          | 0                                                                                                          |
 |  data_preparation_cores  | 0                                                                                                          | 0                                                                                                          |
 |  date                    | 2024-08-10 22:44:32                                                                                        | 2024-08-11 02:46:29                                                                                        |
 |  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 ||  5878.17 |  5894.31 |   +0%  ||     0.17 |     0.17 |   -0%  |               0.8347 |
 | TPC-H 02 ||    41.16 |    41.69 |   +1%˄ ||    24.29 |    23.98 |   -1%˄ | (run time too short) |
 | TPC-H 03 ||  1705.84 |  1662.48 |   -3%  ||     0.59 |     0.60 |   +3%  |               0.0000 |
 | TPC-H 04 ||  1849.63 |  1833.23 |   -1%  ||     0.54 |     0.55 |   +1%  |               0.0657 |
 | TPC-H 05 ||  3261.85 |  3239.19 |   -1%  ||     0.31 |     0.31 |   +1%  |               0.0507 |
 | TPC-H 06 ||   213.95 |   206.77 |   -3%˄ ||     4.67 |     4.84 |   +3%˄ | (run time too short) |
 | TPC-H 07 ||   976.55 |   950.74 |   -3%˄ ||     1.02 |     1.05 |   +3%˄ | (run time too short) |
 | TPC-H 08 ||   703.08 |   711.21 |   +1%˄ ||     1.42 |     1.41 |   -1%˄ | (run time too short) |
 | TPC-H 09 ||  7106.62 |  7177.97 |   +1%  ||     0.14 |     0.14 |   -1%  |                    ˅ |
 | TPC-H 10 ||  1731.24 |  1736.40 |   +0%  ||     0.58 |     0.58 |   -0%  |               0.5284 |
 | TPC-H 11 ||    68.88 |    70.57 |   +2%˄ ||    14.52 |    14.17 |   -2%˄ | (run time too short) |
 | TPC-H 12 ||  1598.19 |  1628.60 |   +2%  ||     0.63 |     0.61 |   -2%  |               0.0000 |
 | TPC-H 13 ||  6430.67 |  6333.10 |   -2%  ||     0.16 |     0.16 |   +2%  |               0.0000 |
 | TPC-H 14 ||   586.76 |   581.08 |   -1%˄ ||     1.70 |     1.72 |   +1%˄ | (run time too short) |
 | TPC-H 15 ||   255.85 |   250.46 |   -2%˄ ||     3.91 |     3.99 |   +2%˄ | (run time too short) |
 | TPC-H 16 ||   635.55 |   648.62 |   +2%˄ ||     1.57 |     1.54 |   -2%˄ | (run time too short) |
 | TPC-H 17 ||   277.37 |   284.15 |   +2%˄ ||     3.61 |     3.52 |   -2%˄ | (run time too short) |
 | TPC-H 18 ||  1684.77 |  1696.76 |   +1%  ||     0.59 |     0.59 |   -1%  |               0.4220 |
-| TPC-H 19 ||   253.56 |   272.04 |   +7%˄ ||     3.94 |     3.68 |   -7%˄ | (run time too short) |
 | TPC-H 20 ||   638.22 |   641.48 |   +1%˄ ||     1.57 |     1.56 |   -1%˄ | (run time too short) |
 | TPC-H 21 ||  5906.57 |  6024.22 |   +2%  ||     0.17 |     0.17 |   -2%  |               0.0137 |
 | TPC-H 22 ||   609.97 |   614.42 |   +1%˄ ||     1.64 |     1.63 |   -1%˄ | (run time too short) |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum      || 42414.45 | 42499.47 |   +0%  ||          |          |        |                      |
 | Geomean  ||          |          |        ||          |          |   -0%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 |    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: -0% || Geometric mean of throughput changes: +2%
Configuration Overview - click to expand
 +Configuration Overview----+----------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------+
 | Parameter                | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCH_29332b1ca0b941194d0cb7ba7aa2438b20442365_st_s01.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCH_5ee9098de05cdcf3b290393d44461d8970302257_st_s01.json |
 +--------------------------+----------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                 | 5ee9098de05cdcf3b290393d44461d8970302257-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 17.0.2                                                                                                   | clang 17.0.2                                                                                                   |
 |  cores                   | 0                                                                                                              | 0                                                                                                              |
 |  data_preparation_cores  | 0                                                                                                              | 0                                                                                                              |
 |  date                    | 2024-08-10 23:02:08                                                                                            | 2024-08-11 03:04:00                                                                                            |
 |  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 ||     9.91 |    9.93 |   +0%˄ ||   100.88 |   100.66 |   -0%˄ | (run time too short) |
-| TPC-H 02 ||     3.24 |    3.54 |   +9%˄ ||   308.50 |   282.68 |   -8%˄ | (run time too short) |
+| TPC-H 03 ||     0.59 |    0.55 |   -6%˄ ||  1690.09 |  1804.16 |   +7%˄ | (run time too short) |
 | TPC-H 04 ||     0.36 |    0.36 |   -1%˄ ||  2742.48 |  2780.04 |   +1%˄ | (run time too short) |
 | TPC-H 05 ||     0.90 |    0.92 |   +2%˄ ||  1111.61 |  1087.94 |   -2%˄ | (run time too short) |
 | TPC-H 06 ||     0.20 |    0.20 |   -1%˄ ||  4866.05 |  4939.49 |   +2%˄ | (run time too short) |
 | TPC-H 07 ||     8.38 |    8.22 |   -2%˄ ||   119.38 |   121.69 |   +2%˄ | (run time too short) |
 | TPC-H 08 ||    13.03 |   13.04 |   +0%˄ ||    76.73 |    76.68 |   -0%˄ | (run time too short) |
 | TPC-H 09 ||     3.01 |    2.89 |   -4%˄ ||   331.76 |   346.40 |   +4%˄ | (run time too short) |
 | TPC-H 10 ||     0.63 |    0.64 |   +3%˄ ||  1590.58 |  1549.31 |   -3%˄ | (run time too short) |
 | TPC-H 11 ||     0.16 |    0.17 |   +4%˄ ||  6250.84 |  6016.15 |   -4%˄ | (run time too short) |
 | TPC-H 12 ||     0.61 |    0.60 |   -3%˄ ||  1631.47 |  1675.80 |   +3%˄ | (run time too short) |
 | TPC-H 13 ||     1.97 |    1.95 |   -1%˄ ||   506.40 |   511.36 |   +1%˄ | (run time too short) |
+| TPC-H 14 ||     0.28 |    0.27 |   -5%˄ ||  3514.94 |  3691.39 |   +5%˄ | (run time too short) |
 | TPC-H 15 ||     1.08 |    1.06 |   -2%˄ ||   919.34 |   936.84 |   +2%˄ | (run time too short) |
 | TPC-H 16 ||     1.86 |    1.86 |   +1%˄ ||   538.62 |   535.76 |   -1%˄ | (run time too short) |
+| TPC-H 17 ||     0.57 |    0.42 |  -25%˄ ||  1762.89 |  2359.71 |  +34%˄ | (run time too short) |
 | TPC-H 18 ||     1.13 |    1.16 |   +3%˄ ||   882.95 |   860.21 |   -3%˄ | (run time too short) |
 | TPC-H 19 ||     4.31 |    4.35 |   +1%˄ ||   232.05 |   229.96 |   -1%˄ | (run time too short) |
 | TPC-H 20 ||     2.40 |    2.35 |   -2%˄ ||   416.80 |   425.33 |   +2%˄ | (run time too short) |
 | TPC-H 21 ||     0.95 |    0.93 |   -2%˄ ||  1049.20 |  1073.03 |   +2%˄ | (run time too short) |
 | TPC-H 22 ||     1.04 |    1.05 |   +1%˄ ||   957.19 |   951.90 |   -1%˄ | (run time too short) |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum      ||    56.62 |   56.46 |   -0%  ||          |          |        |                      |
 | Geomean  ||          |         |        ||          |          |   +2%  |                      |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                        |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - multi-threaded, ordered, 1 client, 64 cores, SF 10.0

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCH_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt_ordered.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCH_5ee9098de05cdcf3b290393d44461d8970302257_mt_ordered.json |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                     | 5ee9098de05cdcf3b290393d44461d8970302257-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 17.0.2                                                                                                       | clang 17.0.2                                                                                                       |
 |  cores                        | 64                                                                                                                 | 64                                                                                                                 |
 |  data_preparation_cores       | 0                                                                                                                  | 0                                                                                                                  |
 |  date                         | 2024-08-10 23:02:33                                                                                                | 2024-08-11 03:04:25                                                                                                |
 |  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 | [64]                                                                                                               | [64]                                                                                                               |
 |  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 ||  5463.39 |  5435.80 |   -1%  ||     0.18 |     0.18 |   +1%  |               0.2747 |
 | TPC-H 02 ||    63.65 |    61.16 |   -4%˄ ||    15.68 |    16.32 |   +4%˄ | (run time too short) |
 | TPC-H 03 ||   822.02 |   835.16 |   +2%˄ ||     1.22 |     1.20 |   -2%˄ | (run time too short) |
 | TPC-H 04 ||   822.89 |   837.54 |   +2%˄ ||     1.22 |     1.19 |   -2%˄ | (run time too short) |
 | TPC-H 05 ||   665.32 |   660.41 |   -1%˄ ||     1.50 |     1.51 |   +1%˄ | (run time too short) |
+| TPC-H 06 ||    72.05 |    68.01 |   -6%˄ ||    13.86 |    14.68 |   +6%˄ | (run time too short) |
 | TPC-H 07 ||   306.75 |   306.57 |   -0%˄ ||     3.26 |     3.26 |   +0%˄ | (run time too short) |
 | TPC-H 08 ||   273.39 |   276.30 |   +1%˄ ||     3.66 |     3.62 |   -1%˄ | (run time too short) |
 | TPC-H 09 ||  2731.54 |  2766.87 |   +1%  ||     0.37 |     0.36 |   -1%  |               0.0511 |
 | TPC-H 10 ||   800.99 |   800.69 |   -0%˄ ||     1.25 |     1.25 |   +0%˄ | (run time too short) |
 | TPC-H 11 ||    78.06 |    79.16 |   +1%˄ ||    12.79 |    12.61 |   -1%˄ | (run time too short) |
 | TPC-H 12 ||   644.73 |   638.17 |   -1%˄ ||     1.55 |     1.57 |   +1%˄ | (run time too short) |
 | TPC-H 13 ||  3961.79 |  3859.53 |   -3%  ||     0.25 |     0.26 |   +3%  |               0.0028 |
 | TPC-H 14 ||   169.59 |   166.44 |   -2%˄ ||     5.89 |     6.00 |   +2%˄ | (run time too short) |
 | TPC-H 15 ||   172.93 |   170.11 |   -2%˄ ||     5.78 |     5.87 |   +2%˄ | (run time too short) |
 | TPC-H 16 ||   843.83 |   853.36 |   +1%˄ ||     1.18 |     1.17 |   -1%˄ | (run time too short) |
 | TPC-H 17 ||    98.54 |    97.33 |   -1%˄ ||    10.14 |    10.26 |   +1%˄ | (run time too short) |
 | TPC-H 18 ||  2574.01 |  2596.57 |   +1%  ||     0.39 |     0.39 |   -1%  |               0.5825 |
 | TPC-H 19 ||   121.27 |   121.17 |   -0%˄ ||     8.24 |     8.25 |   +0%˄ | (run time too short) |
 | TPC-H 20 ||   258.41 |   256.71 |   -1%˄ ||     3.87 |     3.89 |   +1%˄ | (run time too short) |
 | TPC-H 21 ||  1387.56 |  1378.79 |   -1%  ||     0.72 |     0.73 |   +1%  |               0.6354 |
 | TPC-H 22 ||   172.01 |   177.07 |   +3%˄ ||     5.81 |     5.64 |   -3%˄ | (run time too short) |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum      || 22504.71 | 22442.90 |   -0%  ||          |          |        |                      |
 | Geomean  ||          |          |        ||          |          |   +0%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                         |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - multi-threaded, shuffled, 64 clients, 64 cores, SF 10.0

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCH_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCH_5ee9098de05cdcf3b290393d44461d8970302257_mt.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                             | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                             |
 |  benchmark_mode               | Shuffled                                                                                                   | Shuffled                                                                                                   |
 |  build_type                   | release                                                                                                    | release                                                                                                    |
 |  chunk_indexes                | False                                                                                                      | False                                                                                                      |
 |  chunk_size                   | 65535                                                                                                      | 65535                                                                                                      |
 |  clients                      | 64                                                                                                         | 64                                                                                                         |
 |  clustering                   | None                                                                                                       | None                                                                                                       |
 |  compiler                     | clang 17.0.2                                                                                               | clang 17.0.2                                                                                               |
 |  cores                        | 64                                                                                                         | 64                                                                                                         |
 |  data_preparation_cores       | 0                                                                                                          | 0                                                                                                          |
 |  date                         | 2024-08-10 23:16:21                                                                                        | 2024-08-11 03:18:19                                                                                        |
 |  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 | [64]                                                                                                       | [64]                                                                                                       |
 |  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 ||  6139.24 |  6088.19 |   -1%  ||     1.04 |     1.05 |   +1%  |  0.4812 |
-| TPC-H 02 ||   487.89 |   707.04 |  +45%  ||     1.05 |     1.05 |   +1%  |  0.0024 |
-| TPC-H 03 ||  2754.52 |  3133.25 |  +14%  ||     1.04 |     1.05 |   +0%  |  0.0046 |
 | TPC-H 04 ||  2418.30 |  2520.34 |   +4%  ||     1.04 |     1.05 |   +1%  |  0.4509 |
 | TPC-H 05 ||  4230.20 |  4144.33 |   -2%  ||     1.04 |     1.05 |   +1%  |  0.6211 |
+| TPC-H 06 ||   709.14 |   545.84 |  -23%  ||     1.04 |     1.05 |   +1%  |  0.0042 |
 | TPC-H 07 ||  3396.92 |  3402.03 |   +0%  ||     1.04 |     1.05 |   +1%  |  0.9767 |
 | TPC-H 08 ||  2517.23 |  2445.80 |   -3%  ||     1.05 |     1.05 |   +0%  |  0.6125 |
 | TPC-H 09 ||  6559.44 |  6301.77 |   -4%  ||     1.04 |     1.05 |   +0%  |  0.1603 |
-| TPC-H 10 ||  3601.56 |  3859.17 |   +7%  ||     1.04 |     1.05 |   +0%  |  0.1344 |
-| TPC-H 11 ||   522.94 |   658.19 |  +26%  ||     1.05 |     1.05 |   +0%  |  0.0564 |
+| TPC-H 12 ||  2657.66 |  2529.80 |   -5%  ||     1.05 |     1.05 |   +0%  |  0.3136 |
 | TPC-H 13 ||  5770.78 |  5749.63 |   -0%  ||     1.04 |     1.05 |   +1%  |  0.8234 |
+| TPC-H 14 ||  1220.25 |  1136.26 |   -7%  ||     1.05 |     1.05 |   +1%  |  0.4845 |
+| TPC-H 15 ||   744.31 |   663.76 |  -11%  ||     1.04 |     1.05 |   +1%  |  0.1898 |
-| TPC-H 16 ||  2293.17 |  2529.24 |  +10%  ||     1.04 |     1.05 |   +1%  |  0.0447 |
-| TPC-H 17 ||   838.10 |   879.81 |   +5%  ||     1.05 |     1.05 |   +0%  |  0.5792 |
 | TPC-H 18 ||  3732.82 |  3662.45 |   -2%  ||     1.04 |     1.05 |   +1%  |  0.5671 |
+| TPC-H 19 ||  1296.90 |  1120.63 |  -14%  ||     1.04 |     1.05 |   +1%  |  0.1154 |
 | TPC-H 20 ||  1948.77 |  1902.74 |   -2%  ||     1.04 |     1.05 |   +1%  |  0.7045 |
+| TPC-H 21 ||  5816.67 |  5388.76 |   -7%  ||     1.04 |     1.05 |   +1%  |  0.0433 |
 | TPC-H 22 ||  1133.20 |  1108.33 |   -2%  ||     1.04 |     1.05 |   +1%  |  0.8125 |
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | Sum      || 60790.01 | 60477.39 |   -1%  ||          |          |        |         |
 | Geomean  ||          |          |        ||          |          |   +1%  |         |
 +----------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCDS - single-threaded

Sum of avg. item runtimes: +1% || Geometric mean of throughput changes: -1%
Configuration Overview - click to expand
 +Configuration Overview---+-------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------+
 | Parameter               | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCDS_29332b1ca0b941194d0cb7ba7aa2438b20442365_st.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCDS_5ee9098de05cdcf3b290393d44461d8970302257_st.json |
 +-------------------------+-------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                              | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                              |
 |  benchmark_mode         | Ordered                                                                                                     | Ordered                                                                                                     |
 |  build_type             | release                                                                                                     | release                                                                                                     |
 |  chunk_indexes          | False                                                                                                       | False                                                                                                       |
 |  chunk_size             | 65535                                                                                                       | 65535                                                                                                       |
 |  clients                | 1                                                                                                           | 1                                                                                                           |
 |  compiler               | clang 17.0.2                                                                                                | clang 17.0.2                                                                                                |
 |  cores                  | 0                                                                                                           | 0                                                                                                           |
 |  data_preparation_cores | 0                                                                                                           | 0                                                                                                           |
 |  date                   | 2024-08-10 23:38:30                                                                                         | 2024-08-11 03:40:29                                                                                         |
 |  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      ||   290.83 |   288.60 |   -1%˄ ||     3.44 |     3.46 |   +1%˄ | (run time too short) |
 | 03      ||    99.09 |    97.68 |   -1%˄ ||    10.09 |    10.24 |   +1%˄ | (run time too short) |
 | 06      ||   223.87 |   220.15 |   -2%˄ ||     4.47 |     4.54 |   +2%˄ | (run time too short) |
 | 07      ||   344.90 |   340.59 |   -1%˄ ||     2.90 |     2.94 |   +1%˄ | (run time too short) |
 | 09      ||  1047.07 |  1092.34 |   +4%˄ ||     0.96 |     0.92 |   -4%˄ | (run time too short) |
 | 10      ||   148.10 |   150.31 |   +1%˄ ||     6.75 |     6.65 |   -1%˄ | (run time too short) |
 | 13      ||   633.24 |   647.12 |   +2%˄ ||     1.58 |     1.55 |   -2%˄ | (run time too short) |
 | 15      ||   127.88 |   128.59 |   +1%˄ ||     7.82 |     7.78 |   -1%˄ | (run time too short) |
 | 16      ||    64.88 |    67.04 |   +3%˄ ||    15.41 |    14.92 |   -3%˄ | (run time too short) |
 | 17      ||   401.25 |   405.38 |   +1%˄ ||     2.49 |     2.47 |   -1%˄ | (run time too short) |
 | 19      ||   120.77 |   121.37 |   +0%˄ ||     8.28 |     8.24 |   -0%˄ | (run time too short) |
 | 25      ||   196.35 |   201.89 |   +3%˄ ||     5.09 |     4.95 |   -3%˄ | (run time too short) |
 | 26      ||   140.43 |   143.89 |   +2%˄ ||     7.12 |     6.95 |   -2%˄ | (run time too short) |
 | 28      ||   773.94 |   784.69 |   +1%˄ ||     1.29 |     1.27 |   -1%˄ | (run time too short) |
 | 29      ||   568.14 |   573.63 |   +1%˄ ||     1.76 |     1.74 |   -1%˄ | (run time too short) |
 | 31      ||  1504.
8000
25 |  1489.41 |   -1%  ||     0.66 |     0.67 |   +1%  |               0.0121 |
 | 32      ||    34.57 |    34.77 |   +1%˄ ||    28.92 |    28.76 |   -1%˄ | (run time too short) |
 | 34      ||   197.03 |   195.33 |   -1%˄ ||     5.08 |     5.12 |   +1%˄ | (run time too short) |
 | 35      ||   758.78 |   757.03 |   -0%˄ ||     1.32 |     1.32 |   +0%˄ | (run time too short) |
+| 37      ||   799.88 |   752.92 |   -6%˄ ||     1.25 |     1.33 |   +6%˄ | (run time too short) |
 | 39a     ||  1895.91 |  1911.86 |   +1%  ||     0.53 |     0.52 |   -1%  |               0.0100 |
 | 39b     ||  1867.50 |  1876.29 |   +0%  ||     0.54 |     0.53 |   -0%  |               0.1107 |
-| 41      ||   263.51 |   297.94 |  +13%˄ ||     3.79 |     3.36 |  -12%˄ | (run time too short) |
 | 42      ||    97.72 |    97.74 |   +0%˄ ||    10.23 |    10.23 |   -0%˄ | (run time too short) |
 | 43      ||   916.85 |   933.50 |   +2%˄ ||     1.09 |     1.07 |   -2%˄ | (run time too short) |
 | 45      ||   152.16 |   151.79 |   -0%˄ ||     6.57 |     6.59 |   +0%˄ | (run time too short) |
 | 48      ||  1099.28 |  1115.31 |   +1%˄ ||     0.91 |     0.90 |   -1%˄ | (run time too short) |
 | 50      ||   151.20 |   151.03 |   -0%˄ ||     6.61 |     6.62 |   +0%˄ | (run time too short) |
 | 52      ||    96.13 |    94.98 |   -1%˄ ||    10.40 |    10.53 |   +1%˄ | (run time too short) |
 | 55      ||    89.62 |    88.64 |   -1%˄ ||    11.16 |    11.28 |   +1%˄ | (run time too short) |
 | 62      ||   559.68 |   563.73 |   +1%˄ ||     1.79 |     1.77 |   -1%˄ | (run time too short) |
 | 65      ||  2355.98 |  2334.57 |   -1%  ||     0.42 |     0.43 |   +1%  |               0.0388 |
 | 69      ||   166.81 |   168.73 |   +1%˄ ||     5.99 |     5.93 |   -1%˄ | (run time too short) |
 | 73      ||    94.11 |    94.76 |   +1%˄ ||    10.63 |    10.55 |   -1%˄ | (run time too short) |
 | 79      ||   568.26 |   570.40 |   +0%˄ ||     1.76 |     1.75 |   -0%˄ | (run time too short) |
 | 81      ||   186.70 |   187.91 |   +1%˄ ||     5.36 |     5.32 |   -1%˄ | (run time too short) |
 | 82      ||   848.61 |   820.31 |   -3%˄ ||     1.18 |     1.22 |   +3%˄ | (run time too short) |
 | 83      ||    50.04 |    52.14 |   +4%˄ ||    19.98 |    19.18 |   -4%˄ | (run time too short) |
+| 84      ||    18.19 |    17.24 |   -5%˄ ||    54.97 |    58.00 |   +6%˄ | (run time too short) |
 | 85      ||   184.16 |   191.08 |   +4%˄ ||     5.43 |     5.23 |   -4%˄ | (run time too short) |
-| 88      ||   706.68 |   850.45 |  +20%˄ ||     1.42 |     1.18 |  -17%˄ | (run time too short) |
-| 91      ||    18.16 |    20.70 |  +14%˄ ||    55.05 |    48.29 |  -12%˄ | (run time too short) |
 | 92      ||    44.76 |    45.27 |   +1%˄ ||    22.34 |    22.09 |   -1%˄ | (run time too short) |
 | 93      ||  5100.49 |  5107.42 |   +0%  ||     0.20 |     0.20 |   -0%  |               0.2949 |
 | 94      ||    46.07 |    45.91 |   -0%˄ ||    21.71 |    21.78 |   +0%˄ | (run time too short) |
 | 95      ||  4677.56 |  4780.05 |   +2%  ||     0.21 |     0.21 |   -2%  |               0.0764 |
 | 96      ||    75.90 |    74.51 |   -2%˄ ||    13.17 |    13.42 |   +2%˄ | (run time too short) |
 | 97      ||  4531.94 |  4552.99 |   +0%  ||     0.22 |     0.22 |   -0%  |               0.3738 |
 | 99      ||  1042.78 |  1042.32 |   -0%˄ ||     0.96 |     0.96 |   +0%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 36382.00 | 36732.26 |   +1%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -1%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCDS - multi-threaded, ordered, 1 client, 64 cores

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+---------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCDS_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt_ordered.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCDS_5ee9098de05cdcf3b290393d44461d8970302257_mt_ordered.json |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                      | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                      |
 |  benchmark_mode               | Ordered                                                                                                             | Ordered                                                                                                             |
 |  build_type                   | release                                                                                                             | release                                                                                                             |
 |  chunk_indexes                | False                                                                                                               | False                                                                                                               |
 |  chunk_size                   | 65535                                                                                                               | 65535                                                                                                               |
 |  clients                      | 1                                                                                                                   | 1                                                                                                                   |
 |  compiler                     | clang 17.0.2                                                                                                        | clang 17.0.2                                                                                                        |
 |  cores                        | 64                                                                                                                  | 64                                                                                                                  |
 |  data_preparation_cores       | 0                                                                                                                   | 0                                                                                                                   |
 |  date                         | 2024-08-10 23:59:23                                                                                                 | 2024-08-11 04:01:35                                                                                                 |
 |  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 | [64]                                                                                                                | [64]                                                                                                                |
 |  verify                       | False                                                                                                               | False                                                                                                               |
 |  warmup_duration              | 1000000000                                                                                                          | 1000000000                                                                                                          |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 01      ||   298.39 |   292.00 |   -2%˄ ||     3.35 |     3.42 |   +2%˄ | (run time too short) |
 | 03      ||    37.51 |    36.73 |   -2%˄ ||    26.61 |    27.18 |   +2%˄ | (run time too short) |
 | 06      ||   203.36 |   199.45 |   -2%˄ ||     4.91 |     5.01 |   +2%˄ | (run time too short) |
 | 07      ||   240.27 |   238.74 |   -1%˄ ||     4.16 |     4.19 |   +1%˄ | (run time too short) |
 | 09      ||   129.19 |   131.42 |   +2%˄ ||     7.74 |     7.60 |   -2%˄ | (run time too short) |
 | 10      ||    37.90 |    37.63 |   -1%˄ ||    26.35 |    26.55 |   +1%˄ | (run time too short) |
 | 13      ||   330.65 |   330.05 |   -0%˄ ||     3.02 |     3.03 |   +0%˄ | (run time too short) |
 | 15      ||    77.14 |    77.58 |   +1%˄ ||    12.95 |    12.87 |   -1%˄ | (run time too short) |
 | 16      ||    37.60 |    37.32 |   -1%˄ ||    26.56 |    26.75 |   +1%˄ | (run time too short) |
 | 17      ||   158.97 |   161.67 |   +2%˄ ||     6.29 |     6.18 |   -2%˄ | (run time too short) |
 | 19      ||    81.95 |    83.04 |   +1%˄ ||    12.19 |    12.03 |   -1%˄ | (run time too short) |
 | 25      ||   121.83 |   122.24 |   +0%˄ ||     8.20 |     8.17 |   -0%˄ | (run time too short) |
 | 26      ||   125.28 |   128.60 |   +3%˄ ||     7.98 |     7.77 |   -3%˄ | (run time too short) |
 | 28      ||   181.42 |   175.67 |   -3%˄ ||     5.51 |     5.69 |   +3%˄ | (run time too short) |
 | 29      ||   482.88 |   477.02 |   -1%˄ ||     2.07 |     2.10 |   +1%˄ | (run time too short) |
 | 31      ||   643.14 |   651.29 |   +1%˄ ||     1.55 |     1.54 |   -1%˄ | (run time too short) |
 | 32      ||    34.12 |    34.59 |   +1%˄ ||    29.23 |    28.83 |   -1%˄ | (run time too short) |
 | 34      ||   108.03 |   106.13 |   -2%˄ ||     9.25 |     9.41 |   +2%˄ | (run time too short) |
 | 35      ||   523.19 |   527.96 |   +1%˄ ||     1.91 |     1.89 |   -1%˄ | (run time too short) |
 | 37      ||   243.72 |   236.62 |   -3%˄ ||     4.10 |     4.22 |   +3%˄ | (run time too short) |
 | 39a     ||  1113.50 |  1078.37 |   -3%˄ ||     0.90 |     0.93 |   +3%˄ | (run time too short) |
-| 39b     ||  1030.74 |  1093.24 |   +6%˄ ||     0.97 |     0.91 |   -6%˄ | (run time too short) |
-| 41      ||   553.04 |   584.24 |   +6%˄ ||     1.81 |     1.71 |   -5%˄ | (run time too short) |
 | 42      ||    57.59 |    57.21 |   -1%˄ ||    17.34 |    17.46 |   +1%˄ | (run time too short) |
 | 43      ||   597.52 |   608.52 |   +2%˄ ||     1.67 |     1.64 |   -2%˄ | (run time too short) |
 | 45      ||    62.90 |    63.19 |   +0%˄ ||    15.88 |    15.81 |   -0%˄ | (run time too short) |
 | 48      ||   574.15 |   569.08 |   -1%˄ ||     1.74 |     1.76 |   +1%˄ | (run time too short) |
 | 50      ||   129.87 |   128.95 |   -1%˄ ||     7.69 |     7.75 |   +1%˄ | (run time too short) |
 | 52      ||    60.65 |    59.96 |   -1%˄ ||    16.47 |    16.66 |   +1%˄ | (run time too short) |
 | 55      ||    52.94 |    52.46 |   -1%˄ ||    18.86 |    19.04 |   +1%˄ | (run time too short) |
+| 62      ||   507.70 |   478.37 |   -6%˄ ||     1.97 |     2.09 |   +6%˄ | (run time too short) |
 | 65      ||  2298.14 |  2300.63 |   +0%  ||     0.44 |     0.43 |   -0%  |               0.8560 |
 | 69      ||    80.70 |    78.85 |   -2%˄ ||    12.38 |    12.67 |   +2%˄ | (run time too short) |
 | 73      ||    63.84 |    63.31 |   -1%˄ ||    15.65 |    15.78 |   +1%˄ | (run time too short) |
 | 79      ||   710.81 |   708.42 |   -0%˄ ||     1.41 |     1.41 |   +0%˄ | (run time too short) |
 | 81      ||   212.42 |   210.84 |   -1%˄ ||     4.71 |     4.74 |   +1%˄ | (run time too short) |
 | 82      ||   273.34 |   268.62 |   -2%˄ ||     3.66 |     3.72 |   +2%˄ | (run time too short) |
 | 83      ||    47.53 |    49.60 |   +4%˄ ||    21.01 |    20.13 |   -4%˄ | (run time too short) |
 | 84      ||    12.15 |    12.37 |   +2%˄ ||    81.68 |    80.26 |   -2%˄ | (run time too short) |
 | 85      ||    72.49 |    74.77 |   +3%˄ ||    13.78 |    13.36 |   -3%˄ | (run time too short) |
+| 88      ||    88.09 |    84.15 |   -4%˄ ||    11.34 |    11.87 |   +5%˄ | (run time too short) |
 | 91      ||    17.49 |    17.16 |   -2%˄ ||    56.90 |    58.04 |   +2%˄ | (run time too short) |
 | 92      ||    50.58 |    50.41 |   -0%˄ ||    19.71 |    19.78 |   +0%˄ | (run time too short) |
 | 93      ||  1056.09 |  1084.75 |   +3%˄ ||     0.95 |     0.92 |   -3%˄ | (run time too short) |
 | 94      ||    36.14 |    35.88 |   -1%˄ ||    27.62 |    27.83 |   +1%˄ | (run time too short) |
 | 95      ||  1000.19 |   983.78 |   -2%˄ ||     1.00 |     1.02 |   +2%˄ | (run time too short) |
 | 96      ||    56.93 |    57.18 |   +0%˄ ||    17.54 |    17.47 |   -0%˄ | (run time too short) |
 | 97      ||  2063.50 |  2063.24 |   -0%  ||     0.48 |     0.48 |   +0%  |               0.9842 |
 | 99      ||   945.97 |   933.59 |   -1%˄ ||     1.06 |     1.07 |   +1%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 17923.55 | 17936.91 |   +0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   +0%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCDS - multi-threaded, shuffled, 64 clients, 64 cores

Sum of avg. item runtimes: -2% || Geometric mean of throughput changes: +2%
Configuration Overview - click to expand
 +Configuration Overview---------+-------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCDS_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCDS_5ee9098de05cdcf3b290393d44461d8970302257_mt.json |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                              | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                              |
 |  benchmark_mode               | Shuffled                                                                                                    | Shuffled                                                                                                    |
 |  build_type                   | release                                                                                                     | release                                                                                                     |
 |  chunk_indexes                | False                                                                                                       | False                                                                                                       |
 |  chunk_size                   | 65535                                                                                                       | 65535                                                                                                       |
 |  clients                      | 64                                                                                                          | 64                                                                                                          |
 |  compiler                     | clang 17.0.2                                                                                                | clang 17.0.2                                                                                                |
 |  cores                        | 64                                                                                                          | 64                                                                                                          |
 |  data_preparation_cores       | 0                                                                                                           | 0                                                                                                           |
 |  date                         | 2024-08-11 00:14:51                                                                                         | 2024-08-11 04:17:03                                                                                         |
 |  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 | [64]                                                                                                        | [64]                                                                                                        |
 |  verify                       | False                                                                                                       | False                                                                                                       |
 |  warmup_duration              | 0                                                                                                           | 0                                                                                                           |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
-| 01      ||   741.45 |   945.09 |  +27%  ||     1.00 |     1.01 |   +2%  |  0.0001 |
 | 03      ||   303.97 |   290.44 |   -4%  ||     1.00 |     1.01 |   +2%  |  0.6663 |
 | 06      ||   990.17 |  1021.37 |   +3%  ||     1.00 |     1.01 |   +2%  |  0.6590 |
-| 07      ||   971.25 |  1042.54 |   +7%  ||     1.00 |     1.01 |   +2%  |  0.2266 |
+| 09      ||   905.03 |   726.21 |  -20%  ||     1.00 |     1.01 |   +1%  |  0.0045 |
 | 10      ||   763.78 |   781.03 |   +2%  ||     1.00 |     1.01 |   +2%  |  0.8010 |
 | 13      ||  1698.55 |  1742.65 |   +3%  ||     1.00 |     1.01 |   +2%  |  0.5734 |
-| 15      ||   532.00 |   649.77 |  +22%  ||     1.00 |     1.01 |   +1%  |  0.0192 |
-| 16      ||   459.23 |   531.91 |  +16%  ||     1.00 |     1.01 |   +1%  |  0.1793 |
+| 17      ||  1501.16 |  1412.53 |   -6%  ||     1.00 |     1.01 |   +2%  |  0.3074 |
+| 19      ||   716.71 |   680.97 |   -5%  ||     1.00 |     1.01 |   +2%  |  0.4872 |
-| 25      ||  1062.86 |  1117.03 |   +5%  ||     1.00 |     1.01 |   +2%  |  0.4402 |
-| 26      ||   550.92 |   584.62 |   +6%  ||     1.00 |     1.01 |   +2%  |  0.5160 |
+| 28      ||  1662.59 |  1093.15 |  -34%  ||     1.00 |     1.01 |   +2%  |  0.0000 |
 | 29      ||  1771.49 |  1824.96 |   +3%  ||     1.00 |     1.01 |   +1%  |  0.5341 |
 | 31      ||  2719.78 |  2613.39 |   -4%  ||     1.00 |     1.01 |   +2%  |  0.3442 |
+| 32      ||   213.78 |   177.92 |  -17%  ||     1.00 |     1.01 |   +1%  |  0.2212 |
+| 34      ||   738.55 |   668.65 |   -9%  ||     1.00 |     1.01 |   +1%  |  0.1682 |
 | 35      ||  2238.56 |  2244.73 |   +0%  ||     1.00 |     1.01 |   +2%  |  0.9510 |
+| 37      ||  1019.15 |   806.06 |  -21%  ||     1.00 |     1.01 |   +2%  |  0.0003 |
-| 39a     ||  2790.14 |  2982.26 |   +7%  ||     1.00 |     1.01 |   +2%  |  0.0426 |
+| 39b     ||  2923.84 |  2684.64 |   -8%  ||     1.00 |     1.01 |   +2%  |  0.0081 |
-| 41      ||  2152.57 |  4083.24 |  +90%  ||     1.00 |     1.01 |   +1%  |  0.0000 |
 | 42      ||   457.93 |   442.43 |   -3%  ||     1.00 |     1.01 |   +2%  |  0.6870 |
+| 43      ||  1575.42 |  1332.70 |  -15%  ||     1.00 |     1.01 |   +2%  |  0.0007 |
+| 45      ||   864.21 |   824.16 |   -5%  ||     1.00 |     1.01 |   +2%  |  0.5691 |
 | 48      ||  2699.92 |  2733.16 |   +1%  ||     1.00 |     1.01 |   +1%  |  0.7575 |
+| 50      ||  1092.46 |   989.31 |   -9%  ||     1.00 |     1.01 |   +2%  |  0.1646 |
 | 52      ||   519.00 |   517.76 |   -0%  ||     1.00 |     1.01 |   +2%  |  0.9818 |
+| 55      ||   475.29 |   355.99 |  -25%  ||     1.00 |     1.01 |   +2%  |  0.0050 |
+| 62      ||  1195.07 |  1018.02 |  -15%  ||     1.00 |     1.01 |   +2%  |  0.0045 |
 | 65      ||  4474.37 |  4351.63 |   -3%  ||     0.99 |     1.01 |   +2%  |  0.0840 |
 | 69      ||  1080.35 |  1048.16 |   -3%  ||     1.00 |     1.01 |   +1%  |  0.6478 |
+| 73      ||   549.41 |   449.28 |  -18%  ||     1.00 |     1.01 |   +2%  |  0.0338 |
+| 79      ||  1595.53 |  1411.43 |  -12%  ||     1.00 |     1.01 |   +2%  |  0.0040 |
-| 81      ||   678.60 |   989.00 |  +46%  ||     1.00 |     1.01 |   +2%  |  0.0000 |
+| 82      ||  1044.53 |   976.10 |   -7%  ||     1.00 |     1.01 |   +1%  |  0.2734 |
-| 83      ||   314.75 |   388.45 |  +23%  ||     1.00 |     1.01 |   +2%  |  0.0611 |
 | 84      ||   159.65 |   159.42 |   -0%  ||     1.00 |     1.01 |   +2%  |  0.9933 |
 | 85      ||   936.93 |   931.03 |   -1%  ||     1.00 |     1.01 |   +1%  |  0.9338 |
+| 88      ||  2866.79 |  1987.91 |  -31%  ||     1.00 |     1.01 |   +2%  |  0.0000 |
 | 91      ||   305.48 |   301.88 |   -1%  ||     1.00 |     1.01 |   +2%  |  0.9430 |
+| 92      ||   327.22 |   267.64 |  -18%  ||     1.00 |     1.01 |   +2%  |  0.1156 |
+| 93      ||  2285.46 |  2070.37 |   -9%  ||     1.00 |     1.01 |   +2%  |  0.0055 |
-| 94      ||   474.14 |   604.04 |  +27%  ||     1.00 |     1.01 |   +2%  |  0.0292 |
+| 95      ||  2349.94 |  2140.91 |   -9%  ||     1.00 |     1.01 |   +1%  |  0.0194 |
+| 96      ||   461.93 |   351.58 |  -24%  ||     1.00 |     1.01 |   +2%  |  0.0081 |
 | 97      ||  4389.81 |  4246.46 |   -3%  ||     0.99 |     1.01 |   +2%  |  0.1413 |
 | 99      ||  1416.91 |  1372.64 |   -3%  ||     1.00 |     1.01 |   +2%  |  0.4852 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 64018.64 | 62966.61 |   -2%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +2%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - single-threaded

Sum of avg. item runtimes: +2% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---+------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------+
 | Parameter               | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCC_29332b1ca0b941194d0cb7ba7aa2438b20442365_st.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCC_5ee9098de05cdcf3b290393d44461d8970302257_st.json |
 +-------------------------+------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                             | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                             |
 |  benchmark_mode         | Shuffled                                                                                                   | Shuffled                                                                                                   |
 |  build_type             | release                                                                                                    | release                                                                                                    |
 |  chunk_indexes          | False                                                                                                      | False                                                                                                      |
 |  chunk_size             | 65535                                                                                                      | 65535                                                                                                      |
 |  clients                | 1                                                                                                          | 1                                                                                                          |
 |  compiler               | clang 17.0.2                                                                                               | clang 17.0.2                                                                                               |
 |  cores                  | 0                                                                                                          | 0                                                                                                          |
 |  data_preparation_cores | 0                                                                                                          | 0                                                                                                          |
 |  date                   | 2024-08-11 00:35:27                                                                                        | 2024-08-11 04:37:38                                                                                        |
 |  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 |
 |              ||    
6855
  old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Delivery     ||    25.86 |   26.39 |   +2%  ||     5.40 |     5.28 |   -2%  |  0.0018 |
 | New-Order    ||    12.31 |   12.61 |   +2%  ||    57.97 |    56.85 |   -2%  |  0.0011 |
 | Order-Status ||     1.21 |    1.26 |   +4%  ||     4.95 |     4.75 |   -4%  |  0.0000 |
 | Payment      ||     2.25 |    2.24 |   -0%  ||    57.22 |    55.60 |   -3%  |  0.2784 |
+| Stock-Level  ||     2.03 |    1.98 |   -2%  ||     4.82 |     5.60 |  +16%  |  0.0439 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Sum          ||    43.66 |   44.48 |   +2%  ||          |          |        |         |
 | Geomean      ||          |         |        ||          |          |   +1%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - multi-threaded, shuffled, 64 clients, 10 warehouses, 64 cores (high contention)

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+---------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCC_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt_highcont.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCC_5ee9098de05cdcf3b290393d44461d8970302257_mt_highcont.json |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                      | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                      |
 |  benchmark_mode               | Shuffled                                                                                                            | Shuffled                                                                                                            |
 |  build_type                   | release                                                                                                             | release                                                                                                             |
 |  chunk_indexes                | False                                                                                                               | False                                                                                                               |
 |  chunk_size                   | 65535                                                                                                               | 65535                                                                                                               |
 |  clients                      | 64                                                                                                                  | 64                                                                                                                  |
 |  compiler                     | clang 17.0.2                                                                                                        | clang 17.0.2                                                                                                        |
 |  cores                        | 64                                                                                                                  | 64                                                                                                                  |
 |  data_preparation_cores       | 0                                                                                                                   | 0                                                                                                                   |
 |  date                         | 2024-08-11 00:36:37                                                                                                 | 2024-08-11 04:38:49                                                                                                 |
 |  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 | [64]                                                                                                                | [64]                                                                                                                |
 |  verify                       | False                                                                                                               | False                                                                                                               |
 |  warmup_duration              | 0                                                                                                                   | 0                                                                                                                   |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Delivery     ||   186.97 |  185.44 |   -1%  ||    32.67 |    32.88 |   +1%  |  0.0506 |
 |    unsucc.:  ||     3.38 |    3.67 |   +8%  ||    49.63 |    49.53 |   -0%  |         |
 | New-Order    ||    96.73 |   95.15 |   -2%  ||   458.33 |   464.90 |   +1%  |  0.0000 |
 |    unsucc.:  ||     8.73 |    8.74 |   +0%  ||   466.88 |   460.92 |   -1%  |         |
 | Order-Status ||     9.49 |    9.47 |   -0%  ||    82.24 |    82.47 |   +0%  |  0.8685 |
 | Payment      ||    15.77 |   15.83 |   +0%  ||   234.79 |   234.10 |   -0%  |  0.4176 |
 |    unsucc.:  ||     5.53 |    5.74 |   +4%  ||   650.43 |   651.42 |   +0%  |         |
 | Stock-Level  ||    14.22 |   14.20 |   -0%  ||    82.31 |    82.10 |   -0%  |  0.9220 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Sum          ||   323.18 |  320.09 |   -1%  ||          |          |        |         |
 | Geomean      ||          |         |        ||          |          |   +0%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - multi-threaded, shuffled, 10 clients, 10 warehouses, 64 cores (low contention)

Sum of avg. item runtimes: +1% || Geometric mean of throughput changes: -1%
Configuration Overview - click to expand
 +Configuration Overview---------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCC_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt_lowcont.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCC_5ee9098de05cdcf3b290393d44461d8970302257_mt_lowcont.json |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                     | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                     |
 |  benchmark_mode               | Shuffled                                                                                                           | Shuffled                                                                                                           |
 |  build_type                   | release                                                                                                            | release                                                                                                            |
 |  chunk_indexes                | False                                                                                                              | False                                                                                                              |
 |  chunk_size                   | 65535                                                                                                              | 65535                                                                                                              |
 |  clients                      | 10                                                                                                                 | 10                                                                                                                 |
 |  compiler                     | clang 17.0.2                                                                                                       | clang 17.0.2                                                                                                       |
 |  cores                        | 64                                                                                                                 | 64                                                                              
A373
                                   |
 |  data_preparation_cores       | 0                                                                                                                  | 0                                                                                                                  |
 |  date                         | 2024-08-11 00:46:52                                                                                                | 2024-08-11 04:49:04                                                                                                |
 |  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 | [64]                                                                                                               | [64]                                                                                                               |
 |  verify                       | False                                                                                                              | False                                                                                                              |
 |  warmup_duration              | 0                                                                                                                  | 0                                                                                                                  |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Delivery     ||    80.23 |   81.34 |   +1%  ||    15.67 |    15.71 |   +0%  |  0.0000 |
 |    unsucc.:  ||     0.90 |    0.96 |   +6%  ||     2.00 |     1.99 |   -1%  |         |
 | New-Order    ||    39.47 |   39.87 |   +1%  ||   181.46 |   178.58 |   -2%  |  0.0000 |
 |    unsucc.:  ||     3.22 |    4.01 |  +24%  ||    17.22 |    17.15 |   -0%  |         |
 | Order-Status ||     4.16 |    4.25 |   +2%  ||    17.81 |    17.24 |   -3%  |  0.0000 |
 | Payment      ||     8.05 |    8.21 |   +2%  ||   156.31 |   154.05 |   -1%  |  0.0000 |
 |    unsucc.:  ||     2.10 |    2.17 |   +4%  ||    34.06 |    33.63 |   -1%  |         |
 | Stock-Level  ||     5.92 |    5.93 |   +0%  ||    17.60 |    17.78 |   +1%  |  0.4296 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Sum          ||   137.84 |  139.61 |   +1%  ||          |          |        |         |
 | Geomean      ||          |         |        ||          |          |   -1%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkJoinOrder - single-threaded

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -1%
Configuration Overview - click to expand
 +Configuration Overview---+-----------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------+
 | Parameter               | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkJoinOrder_29332b1ca0b941194d0cb7ba7aa2438b20442365_st.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkJoinOrder_5ee9098de05cdcf3b290393d44461d8970302257_st.json |
 +-------------------------+-----------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                  | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                  |
 |  benchmark_mode         | Ordered                                                                                                         | Ordered                                                                                                         |
 |  build_type             | release                                                                                                         | release                                                                                                         |
 |  chunk_indexes          | False                                                                                                           | False                                                                                                           |
 |  chunk_size             | 65535                                                                                                           | 65535                                                                                                           |
 |  clients                | 1                                                                                                               | 1                                                                                                               |
 |  compiler               | clang 17.0.2                                                                                                    | clang 17.0.2                                                                                                    |
 |  cores                  | 0                                                                                                               | 0                                                                                                               |
 |  data_preparation_cores | 0                                                                                                               | 0                                                                                                               |
 |  date                   | 2024-08-11 00:57:04                                                                                             | 2024-08-11 04:59:14                                                                                             |
 |  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     ||   124.37 |   120.31 |   -3%˄ ||     8.04 |     8.31 |   +3%˄ | (run time too short) |
 | 10b     ||    74.36 |    75.38 |   +1%˄ ||    13.45 |    13.27 |   -1%˄ | (run time too short) |
+| 10c     ||   410.47 |   391.70 |   -5%˄ ||     2.44 |     2.55 |   +5%˄ | (run time too short) |
 | 11a     ||   117.94 |   118.67 |   +1%˄ ||     8.48 |     8.43 |   -1%˄ | (run time too short) |
 | 11b     ||   116.69 |   117.23 |   +0%˄ ||     8.57 |     8.53 |   -0%˄ | (run time too short) |
 | 11c     ||    27.65 |    28.29 |   +2%˄ ||    36.16 |    35.34 |   -2%˄ | (run time too short) |
 | 11d     ||    30.01 |    30.48 |   +2%˄ ||    33.32 |    32.81 |   -2%˄ | (run time too short) |
-| 12a     ||    36.47 |    38.64 |   +6%˄ ||    27.42 |    25.88 |   -6%˄ | (run time too short) |
 | 12b     ||    33.38 |    33.72 |   +1%˄ ||    29.95 |    29.65 |   -1%˄ | (run time too short) |
 | 12c     ||    95.88 |    99.18 |   +3%˄ ||    10.43 |    10.08 |   -3%˄ | (run time too short) |
 | 13a     ||   221.60 |   225.54 |   +2%˄ ||     4.51 |     4.43 |   -2%˄ | (run time too short) |
 | 13b     ||   279.09 |   280.01 |   +0%˄ ||     3.58 |     3.57 |   -0%˄ | (run time too short) |
 | 13c     ||   217.55 |   219.36 |   +1%˄ ||     4.60 |     4.56 |   -1%˄ | (run time too short) |
 | 13d     ||   567.70 |   566.29 |   -0%˄ ||     1.76 |     1.77 |   +0%˄ | (run time too short) |
 | 14a     ||   131.53 |   135.64 |   +3%˄ ||     7.60 |     7.37 |   -3%˄ | (run time too short) |
 | 14b     ||   128.23 |   132.41 |   +3%˄ ||     7.80 |     7.55 |   -3%˄ | (run time too short) |
 | 14c     ||   228.50 |   232.68 |   +2%˄ ||     4.38 |     4.30 |   -2%˄ | (run time too short) |
 | 15a     ||    62.36 |    61.92 |   -1%˄ ||    16.03 |    16.15 |   +1%˄ | (run time too short) |
 | 15b     ||    64.22 |    63.75 |   -1%˄ ||    15.57 |    15.69 |   +1%˄ | (run time too short) |
 | 15c     ||    50.68 |    50.19 |   -1%˄ ||    19.73 |    19.92 |   +1%˄ | (run time too short) |
 | 15d     ||    48.74 |    48.42 |   -1%˄ ||    20.52 |    20.65 |   +1%˄ | (run time too short) |
 | 16a     ||  1861.28 |  1876.28 |   +1%  ||     0.54 |     0.53 |   -1%  |               0.0016 |
 | 16b     ||  3048.77 |  3035.32 |   -0%  ||     0.33 |     0.33 |   +0%  |               0.0847 |
 | 16c     ||  2053.43 |  2071.63 |   +1%  ||     0.49 |     0.48 |   -1%  |               0.0001 |
 | 16d     ||  2013.90 |  2026.56 |   +1%  ||     0.50 |     0.49 |   -1%  |               0.0041 |
 | 17a     ||   692.91 |   698.61 |   +1%˄ ||     1.44 |     1.43 |   -1%˄ | (run time too short) |
 | 17b     ||   589.51 |   578.92 |   -2%˄ ||     1.70 |     1.73 |   +2%˄ | (run time too short) |
 | 17c     ||   559.90 |   556.75 |   -1%˄ ||     1.79 |     1.80 |   +1%˄ | (run time too short) |
 | 17d     ||   616.73 |   618.66 |   +0%˄ ||     1.62 |     1.62 |   -0%˄ | (run time too short) |
 | 17e     ||  2061.59 |  2087.34 |   +1%  ||     0.49 |     0.48 |   -1%  |               0.0000 |
+| 17f     ||  1169.65 |  1102.12 |   -6%˄ ||     0.85 |     0.91 |   +6%˄ | (run time too short) |
 | 18a     ||   140.51 |   137.31 |   -2%˄ ||     7.12 |     7.28 |   +2%˄ | (run time too short) |
-| 18b     ||   128.36 |   135.46 |   +6%˄ ||     7.79 |     7.38 |   -5%˄ | (run time too short) |
 | 18c     ||   291.25 |   302.30 |   +4%˄ ||     3.43 |     3.31 |   -4%˄ | (run time too short) |
-| 19a     ||   245.29 |   263.09 |   +7%˄ ||     4.08 |     3.80 |   -7%˄ | (run time too short) |
 | 19b     ||   214.05 |   220.63 |   +3%˄ ||     4.67 |     4.53 |   -3%˄ | (run time too short) |
-| 19c     ||   294.76 |   312.64 |   +6%˄ ||     3.39 |     3.20 |   -6%˄ | (run time too short) |
 | 19d     ||   739.80 |   749.26 |   +1%˄ ||     1.35 |     1.33 |   -1%˄ | (run time too short) |
 | 1a      ||    13.48 |    13.70 |   +2%˄ ||    74.19 |    72.98 |   -2%˄ | (run time too short) |
 | 1b      ||    18.69 |    18.94 |   +1%˄ ||    53.51 |    52.79 |   -1%˄ | (run time too short) |
 | 1c      ||    18.76 |    18.32 |   -2%˄ ||    53.30 |    54.58 |   +2%˄ | (run time too short) |
 | 1d      ||    12.83 |    13.06 |   +2%˄ ||    77.91 |    76.56 |   -2%˄ | (run time too short) |
 | 20a     ||   744.21 |   749.17 |   +1%˄ ||     1.34 |     1.33 |   -1%˄ | (run time too short) |
 | 20b     ||   769.27 |   774.42 |   +1%˄ ||     1.30 |     1.29 |   -1%˄ | (run time too short) |
 | 20c     ||   462.29 |   461.66 |   -0%˄ ||     2.16 |     2.17 |   +0%˄ | (run time too short) |
 | 21a     ||   131.30 |   135.20 |   +3%˄ ||     7.62 |     7.40 |   -3%˄ | (run time too short) |
 | 21b     ||   120.57 |   121.21 |   +1%˄ ||     8.29 |     8.25 |   -1%˄ | (run time too short) |
 | 21c     ||   128.19 |   132.02 |   +3%˄ ||     7.80 |     7.57 |   -3%˄ | (run time too short) |
 | 22a     ||   214.48 |   216.04 |   +1%˄ ||     4.66 |     4.63 |   -1%˄ | (run time too short) |
 | 22b     ||   195.02 |   196.02 |   +1%˄ ||     5.13 |     5.10 |   -1%˄ | (run time too short) |
 | 22c     ||   290.92 |   294.50 |   +1%˄ ||     3.44 |     3.40 |   -1%˄ | (run time too short) |
 | 22d     ||   459.92 |   459.87 |   -0%˄ ||     2.17 |     2.17 |   +0%˄ | (run time too short) |
 | 23a     ||    54.61 |    54.49 |   -0%˄ ||    18.31 |    18.35 |   +0%˄ | (run time too short) |
 | 23b     ||    70.73 |    70.00 |   -1%˄ ||    14.14 |    14.28 |   +1%˄ | (run time too short) |
 | 23c     ||    59.42 |    59.19 |   -0%˄ ||    16.83 |    16.89 |   +0%˄ | (run time too short) |
-| 24a     ||   222.85 |   242.46 |   +9%˄ ||     4.49 |     4.12 |   -8%˄ | (run time too short) |
-| 24b     ||   213.92 |   231.20 |   +8%˄ ||     4.67 |     4.33 |   -7%˄ | (run time too short) |
-| 25a     ||   141.11 |   147.62 |   +5%˄ ||     7.09 |     6.77 |   -4%˄ | (run time too short) |
-| 25b     ||    81.06 |    87.01 |   +7%˄ ||    12.34 |    11.49 |   -7%˄ | (run time too short) |
 | 25c     ||   330.07 |   337.74 |   +2%˄ ||     3.03 |     2.96 |   -2%˄ | (run time too short) |
+| 26a     ||   262.62 |   229.01 |  -13%˄ ||     3.81 |     4.37 |  +15%˄ | (run time too short) |
+| 26b     ||   226.05 |   165.71 |  -27%˄ ||     4.42 |     6.03 |  +36%˄ | (run time too short) |
+| 26c     ||   437.00 |   373.98 |  -14%˄ ||     2.29 |     2.67 |  +17%˄ | (run time too short) |
+| 27a     ||   122.99 |   103.20 |  -16%˄ ||     8.13 |     9.69 |  +19%˄ | (run time too short) |
+| 27b     ||   108.75 |    91.76 |  -16%˄ ||     9.19 |    10.90 |  +19%˄ | (run time too short) |
 | 27c     ||   128.84 |   132.33 |   +3%˄ ||     7.76 |     7.56 |   -3%˄ | (run time too short) |
 | 28a     ||   243.69 |   248.85 |   +2%˄ ||     4.10 |     4.02 |   -2%˄ | (run time too short) |
 | 28b     ||    89.16 |    90.20 |   +1%˄ ||    11.22 |    11.09 |   -1%˄ | (run time too short) |
 | 28c     ||   217.93 |   221.03 |   +1%˄ ||     4.59 |     4.52 |   -1%˄ | (run time too short) |
-| 29a     ||   175.68 |   191.29 |   +9%˄ ||     5.69 |     5.23 |   -8%˄ | (run time too short) |
 | 29b     ||   833.01 |   869.13 |   +4%˄ ||     1.20 |     1.15 |   -4%˄ | (run time too short) |
-| 29c     ||   227.11 |   244.78 |   +8%˄ ||     4.40 |     4.09 |   -7%˄ | (run time too short) |
 | 2a      ||    41.40 |    41.82 |   +1%˄ ||    24.15 |    23.91 |   -1%˄ | (run time too short) |
 | 2b      ||    38.07 |    38.54 |   +1%˄ ||    26.26 |    25.95 |   -1%˄ | (run time too short) |
-| 2c      ||    32.55 |    39.19 |  +20%˄ ||    30.72 |    25.51 |  -17%˄ | (run time too short) |
+| 2d      ||    80.61 |    67.70 |  -16%˄ ||    12.40 |    14.77 |  +19%˄ | (run time too short) |
-| 30a     ||   118.91 |   128.61 |   +8%˄ ||     8.41 |     7.77 |   -8%˄ | (run time too short) |
-| 30b     ||   122.00 |   130.01 |   +7%˄ ||     8.20 |     7.69 |   -6%˄ | (run time too short) |
-| 30c     ||   211.57 |   225.70 |   +7%˄ ||     4.73 |     4.43 |   -6%˄ | (run time too short) |
-| 31a     ||   101.50 |   109.32 |   +8%˄ ||     9.85 |     9.15 |   -7%˄ | (run time too short) |
-| 31b     ||    97.80 |   105.86 |   +8%˄ ||    10.22 |     9.45 |   -8%˄ | (run time too short) |
-| 31c     ||   112.41 |   122.36 |   +9%˄ ||     8.90 |     8.17 |   -8%˄ | (run time too short) |
-| 32a     ||    22.60 |    23.81 |   +5%˄ ||    44.23 |    41.99 |   -5%˄ | (run time too short) |
-| 32b     ||    51.22 |    54.36 |   +6%˄ ||    19.52 |    18.39 |   -6%˄ | (run time too short) |
 | 33a     ||    40.51 |    41.73 |   +3%˄ ||    24.68 |    23.96 |   -3%˄ | (run time too short) |
-| 33b     ||    26.19 |    27.88 |   +6%˄ ||    38.18 |    35.86 |   -6%˄ | (run time too short) |
 | 33c     ||    52.91 |    54.94 |   +4%˄ ||    18.90 |    18.20 |   -4%˄ | (run time too short) |
 | 3a      ||    89.82 |    93.23 |   +4%˄ ||    11.13 |    10.73 |   -4%˄ | (run time too short) |
 | 3b      ||    21.00 |    21.72 |   +3%˄ ||    47.61 |    46.03 |   -3%˄ | (run time too short) |
 | 3c      ||   277.03 |   284.07 |   +3%˄ ||     3.61 |     3.52 |   -2%˄ | (run time too short) |
 | 4a      ||   184.69 |   185.28 |   +0%˄ ||     5.41 |     5.40 |   -0%˄ | (run time too short) |
 | 4b      ||    19.81 |    19.78 |   -0%˄ ||    50.47 |    50.54 |   +0%˄ | (run time too short) |
 | 4c      ||   238.91 |   241.26 |   +1%˄ ||     4.19 |     4.14 |   -1%˄ | (run time too short) |
-| 5a      ||    58.69 |    62.82 |   +7%˄ ||    17.04 |    15.92 |   -7%˄ | (run time too
F438
 short) |
 | 5b      ||    54.57 |    55.28 |   +1%˄ ||    18.32 |    18.09 |   -1%˄ | (run time too short) |
-| 5c      ||   100.46 |   105.15 |   +5%˄ ||     9.95 |     9.51 |   -4%˄ | (run time too short) |
 | 6a      ||   215.31 |   216.64 |   +1%˄ ||     4.64 |     4.62 |   -1%˄ | (run time too short) |
 | 6b      ||   233.88 |   234.91 |   +0%˄ ||     4.28 |     4.26 |   -0%˄ | (run time too short) |
 | 6c      ||   203.08 |   204.32 |   +1%˄ ||     4.92 |     4.89 |   -1%˄ | (run time too short) |
 | 6d      ||   530.68 |   539.25 |   +2%˄ ||     1.88 |     1.85 |   -2%˄ | (run time too short) |
 | 6e      ||   210.74 |   213.15 |   +1%˄ ||     4.75 |     4.69 |   -1%˄ | (run time too short) |
 | 6f      ||   983.96 |   980.17 |   -0%˄ ||     1.02 |     1.02 |   +0%˄ | (run time too short) |
 | 7a      ||    91.11 |    92.05 |   +1%˄ ||    10.98 |    10.86 |   -1%˄ | (run time too short) |
 | 7b      ||    83.78 |    84.71 |   +1%˄ ||    11.94 |    11.80 |   -1%˄ | (run time too short) |
 | 7c      ||   667.93 |   676.74 |   +1%˄ ||     1.50 |     1.48 |   -1%˄ | (run time too short) |
 | 8a      ||   182.41 |   187.82 |   +3%˄ ||     5.48 |     5.32 |   -3%˄ | (run time too short) |
 | 8b      ||   174.32 |   179.48 |   +3%˄ ||     5.74 |     5.57 |   -3%˄ | (run time too short) |
 | 8c      ||  2128.13 |  2082.17 |   -2%  ||     0.47 |     0.48 |   +2%  |               0.0597 |
 | 8d      ||   342.35 |   341.66 |   -0%˄ ||     2.92 |     2.93 |   +0%˄ | (run time too short) |
-| 9a      ||   293.86 |   313.00 |   +7%˄ ||     3.40 |     3.19 |   -6%˄ | (run time too short) |
 | 9b      ||   189.14 |   196.40 |   +4%˄ ||     5.29 |     5.09 |   -4%˄ | (run time too short) |
-| 9c      ||   321.95 |   340.55 |   +6%˄ ||     3.11 |     2.94 |   -5%˄ | (run time too short) |
 | 9d      ||   506.59 |   520.36 |   +3%˄ ||     1.97 |     1.92 |   -3%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 37170.13 | 37321.57 |   +0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -1%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkJoinOrder - multi-threaded, ordered, 1 client, 64 cores

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+-------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkJoinOrder_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt_ordered.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkJoinOrder_5ee9098de05cdcf3b290393d44461d8970302257_mt_ordered.json |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                          | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                          |
 |  benchmark_mode               | Ordered                                                                                                                 | Ordered                                                                                                                 |
 |  build_type                   | release                                                                                                                 | release                                                                                                                 |
 |  chunk_indexes                | False                                                                                                                   | False                                                                                                                   |
 |  chunk_size                   | 65535                                                                                                                   | 65535                                                                                                                   |
 |  clients                      | 1                                                                                                                       | 1                                                                                                                       |
 |  compiler                     | clang 17.0.2                                                                                                            | clang 17.0.2                                                                                                            |
 |  cores                        | 64                                                                                                                      | 64                                                                                                                      |
 |  data_preparation_cores       | 0                                                                                                                       | 0                                                                                                                       |
 |  date                         | 2024-08-11 01:25:56                                                                                                     | 2024-08-11 05:28:10                                                                                                     |
 |  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 | [64]                                                                                                                    | [64]                                                                                                                    |
 |  verify                       | False                                                                                                                   | False                                                                                                                   |
 |  warmup_duration              | 1000000000                                                                                                              | 1000000000                                                                                                              |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 10a     ||    40.63 |    38.90 |   -4%˄ ||    24.56 |    25.66 |   +4%˄ | (run time too short) |
 | 10b     ||    18.23 |    17.96 |   -1%˄ ||    54.73 |    55.54 |   +1%˄ | (run time too short) |
 | 10c     ||   127.39 |   125.77 |   -1%˄ ||     7.84 |     7.94 |   +1%˄ | (run time too short) |
 | 11a     ||    25.38 |    24.63 |   -3%˄ ||    39.31 |    40.51 |   +3%˄ | (run time too short) |
 | 11b     ||    21.37 |    20.90 |   -2%˄ ||    46.69 |    47.73 |   +2%˄ | (run time too short) |
 | 11c     ||    23.46 |    23.36 |   -0%˄ ||    42.49 |    42.65 |   +0%˄ | (run time too short) |
 | 11d     ||    29.29 |    28.75 |   -2%˄ ||    33.92 |    34.58 |   +2%˄ | (run time too short) |
 | 12a     ||    25.29 |    25.52 |   +1%˄ ||    39.43 |    39.11 |   -1%˄ | (run time too short) |
+| 12b     ||    13.79 |    12.99 |   -6%˄ ||    72.24 |    76.73 |   +6%˄ | (run time too short) |
 | 12c     ||    56.71 |    56.50 |   -0%˄ ||    17.62 |    17.68 |   +0%˄ | (run time too short) |
 | 13a     ||   170.44 |   169.05 |   -1%˄ ||     5.86 |     5.91 |   +1%˄ | (run time too short) |
 | 13b     ||   103.34 |   104.63 |   +1%˄ ||     9.67 |     9.55 |   -1%˄ | (run time too short) |
+| 13c     ||    92.88 |    83.24 |  -10%˄ ||    10.76 |    12.00 |  +12%˄ | (run time too short) |
 | 13d     ||   510.63 |   498.95 |   -2%˄ ||     1.96 |     2.00 |   +2%˄ | (run time too short) |
 | 14a     ||    67.49 |    65.35 |   -3%˄ ||    14.80 |    15.29 |   +3%˄ | (run time too short) |
 | 14b     ||    82.10 |    80.01 |   -3%˄ ||    12.17 |    12.49 |   +3%˄ | (run time too short) |
 | 14c     ||   175.48 |   170.33 |   -3%˄ ||     5.69 |     5.87 |   +3%˄ | (run time too short) |
 | 15a     ||    32.70 |    33.27 |   +2%˄ ||    30.51 |    29.99 |   -2%˄ | (run time too short) |
 | 15b     ||    26.82 |    26.35 |   -2%˄ ||    37.20 |    37.86 |   +2%˄ | (run time too short) |
 | 15c     ||    24.71 |    25.32 |   +2%˄ ||    40.37 |    39.37 |   -2%˄ | (run time too short) |
 | 15d     ||    31.81 |    31.28 |   -2%˄ ||    31.35 |    31.90 |   +2%˄ | (run time too short) |
 | 16a     ||   952.98 |   953.31 |   +0%˄ ||     1.05 |     1.05 |   -0%˄ | (run time too short) |
 | 16b     ||  2436.52 |  2420.63 |   -1%  ||     0.41 |     0.41 |   +1%  |               0.0652 |
 | 16c     ||  1174.92 |  1180.85 |   +1%˄ ||     0.85 |     0.85 |   -1%˄ | (run time too short) |
 | 16d     ||  1137.42 |  1131.92 |   -0%˄ ||     0.88 |     0.88 |   +0%˄ | (run time too short) |
 | 17a     ||   229.81 |   235.55 |   +2%˄ ||     4.35 |     4.24 |   -2%˄ | (run time too short) |
 | 17b     ||   185.19 |   190.41 |   +3%˄ ||     5.40 |     5.25 |   -3%˄ | (run time too short) |
-| 17c     ||   153.02 |   163.36 |   +7%˄ ||     6.53 |     6.12 |   -6%˄ | (run time too short) |
 | 17d     ||   140.02 |   140.83 |   +1%˄ ||     7.14 |     7.10 |   -1%˄ | (run time too short) |
 | 17e     ||  1069.49 |  1074.85 |   +1%˄ ||     0.93 |     0.93 |   -0%˄ | (run time too short) |
 | 17f     ||   433.23 |   435.73 |   +1%˄ ||     2.31 |     2.29 |   -1%˄ | (run time too short) |
 | 18a     ||    59.50 |    59.73 |   +0%˄ ||    16.78 |    16.72 |   -0%˄ | (run time too short) |
-| 18b     ||    60.71 |    66.96 |  +10%˄ ||    16.45 |    14.92 |   -9%˄ | (run time too short) |
 | 18c     ||   153.01 |   152.78 |   -0%˄ ||     6.53 |     6.54 |   +0%˄ | (run time too short) |
 | 19a     ||   109.64 |   110.01 |   +0%˄ ||     9.11 |     9.08 |   -0%˄ | (run time too short) |
 | 19b     ||    72.64 |    72.70 |   +0%˄ ||    13.75 |    13.74 |   -0%˄ | (run time too short) |
 | 19c     ||   141.22 |   137.45 |   -3%˄ ||     7.08 |     7.27 |   +3%˄ | (run time too short) |
+| 19d     ||   770.10 |   736.48 |   -4%˄ ||     1.30 |     1.36 |   +5%˄ | (run time too short) |
 | 1a      ||     7.72 |     7.68 |   -1%˄ ||   128.68 |   129.51 |   +1%˄ | (run time too short) |
 | 1b      ||     4.86 |     4.97 |   +2%˄ ||   204.03 |   199.65 |   -2%˄ | (run time too short) |
 | 1c      ||     4.45 |     4.36 |   -2%˄ ||   222.78 |   227.38 |   +2%˄ | (run time too short) |
 | 1d      ||     6.14 |     6.08 |   -1%˄ ||   161.78 |   163.45 |   +1%˄ | (run time too short) |
 | 20a     ||    92.48 |    92.83 |   +0%˄ ||    10.81 |    10.76 |   -0%˄ | (run time too short) |
 | 20b     ||    75.14 |    74.72 |   -1%˄ ||    13.30 |    13.37 |   +1%˄ | (run time too short) |
 | 20c     ||    93.10 |    93.77 |   +1%˄ ||    10.73 |    10.66 |   -1%˄ | (run time too short) |
 | 21a     ||    30.90 |    30.05 |   -3%˄ ||    32.30 |    33.21 |   +3%˄ | (run time too short) |
 | 21b     ||    26.43 |    26.11 |   -1%˄ ||    37.75 |    38.22 |   +1%˄ | (run time too short) |
 | 21c     ||    32.09 |    32.15 |   +0%˄ ||    31.11 |    31.05 |   -0%˄ | (run time too short) |
 | 22a     ||    84.10 |    87.11 |   +4%˄ ||    11.88 |    11.47 |   -3%˄ | (run time too short) |
 | 22b     ||    64.59 |    63.90 |   -1%˄ ||    15.47 |    15.63 |   +1%˄ | (run time too short) |
 | 22c     ||   143.64 |   144.04 |   +0%˄ ||     6.96 |     6.94 |   -0%˄ | (run time too short) |
 | 22d     ||   245.51 |   237.89 |   -3%˄ ||     4.07 |     4.20 |   +3%˄ | (run time too short) |
 | 23a     ||    19.43 |    18.91 |   -3%˄ ||    51.33 |    52.74 |   +3%˄ | (run time too short) |
 | 23b     ||    30.27 |    30.95 |   +2%˄ ||    32.95 |    32.23 |   -2%˄ | (run time too short) |
 | 23c     ||    21.28 |    21.36 |   +0%˄ ||    46.86 |    46.70 |   -0%˄ | (run time too short) |
 | 24a     ||    63.32 |    65.63 |   +4%˄ ||    15.78 |    15.22 |   -4%˄ | (run time too short) |
-| 24b     ||    68.58 |    71.74 |   +5%˄ ||    14.56 |    13.92 |   -4%˄ | (run time too short) |
 | 25a     ||    68.19 |    69.20 |   +1%˄ ||    14.65 |    14.44 |   -1%˄ | (run time too short) |
 | 25b     ||    40.04 |    39.14 |   -2%˄ ||    24.93 |    25.51 |   +2%˄ | (run time too short) |
 | 25c     ||   208.24 |   201.18 |   -3%˄ ||     4.80 |     4.97 |   +4%˄ | (run time too short) |
 | 26a     ||    96.20 |    98.21 |   +2%˄ ||    10.39 |    10.17 |   -2%˄ | (run time too short) |
 | 26b     ||    69.95 |    69.62 |   -0%˄ ||    14.28 |    14.35 |   +0%˄ | (run time too short) |
 | 26c     ||   156.52 |   155.84 |   -0%˄ ||     6.39 |     6.41 |   +0%˄ | (run time too short) |
 | 27a     ||    26.94 |    27.31 |   +1%˄ ||    37.05 |    36.54 |   -1%˄ | (run time too short) |
 | 27b     ||    25.86 |    25.44 |   -2%˄ ||    38.58 |    39.23 |   +2%˄ | (run time too short) |
 | 27c     ||    31.45 |    31.35 |   -0%˄ ||    31.74 |    31.83 |   +0%˄ | (run time too short) |
 | 28a     ||   148.97 |   146.84 |   -1%˄ ||     6.71 |     6.80 |   +1%˄ | (run time too short) |
 | 28b     ||    32.99 |    32.84 |   -0%˄ ||    30.26 |    30.40 |   +0%˄ | (run time too short) |
 | 28c     ||   127.79 |   126.78 |   -1%˄ ||     7.82 |     7.88 |   +1%˄ | (run time too short) |
 | 29a     ||    60.69 |    60.56 |   -0%˄ ||    16.46 |    16.49 |   +0%˄ | (run time too short) |
+| 29b     ||   204.81 |   175.17 |  -14%˄ ||     4.88 |     5.71 |  +17%˄ | (run time too short) |
 | 29c     ||    71.61 |    72.37 |   +1%˄ ||    13.95 |    13.80 |   -1%˄ | (run time too short) |
 | 2a      ||    27.53 |    27.99 |   +2%˄ ||    36.27 |    35.65 |   -2%˄ | (run time too short) |
 | 2b      ||    24.63 |    24.83 |   +1%˄ ||    40.54 |    40.15 |   -1%˄ | (run time too short) |
 | 2c      ||    16.82 |    16.94 |   +1%˄ ||    59.30 |    58.86 |   -1%˄ | (run time too short) |
 | 2d      ||    63.70 |    63.68 |   -0%˄ ||    15.66 |    15.68 |   +0%˄ | (run time too short) |
 | 30a     ||    58.81 |    61.16 |   +4%˄ ||    16.98 |    16.33 |   -4%˄ | (run time too short) |
-| 30b     ||    43.88 |    47.27 |   +8%˄ ||    22.75 |    21.13 |   -7%˄ | (run time too short) |
 | 30c     ||   137.44 |   139.88 |   +2%˄ ||     7.27 |     7.14 |   -2%˄ | (run time too short) |
 | 31a     ||    45.69 |    46.17 |   +1%˄ ||    21.85 |    21.63 |   -1%˄ | (run time too short) |
 | 31b     ||    40.85 |    41.17 |   +1%˄ ||    24.44 |    24.25 |   -1%˄ | (run time too short) |
 | 31c     ||    49.81 |    51.29 |   +3%˄ ||    20.05 |    19.47 |   -3%˄ | (run time too short) |
 | 32a     ||     7.88 |     7.96 |   +1%˄ ||   126.19 |   125.00 |   -1%˄ | (run time too short) |
 | 32b     ||    36.46 |    36.59 |   +0%˄ ||    27.39 |    27.30 |   -0%˄ | (run time too short) |
 | 33a     ||    12.15 |    12.32 |   +1%˄ ||    81.96 |    80.85 |   -1%˄ | (run time too short) |
 | 33b     ||     9.70 |     9.79 |   +1%˄ ||   102.65 |   101.65 |   -1%˄ | (run time too short) |
 | 33c     ||    20.10 |    20.60 |   +2%˄ ||    49.63 |    48.43 |   -2%˄ | (run time too short) |
 | 3a      ||    44.18 |    44.54 |   +1%˄ ||    22.59 |    22.42 |   -1%˄ | (run time too short) |
 | 3b      ||     7.60 |     7.75 |   +2%˄ ||   131.02 |   128.44 |   -2%˄ | (run time too short) |
 | 3c      ||    85.74 |    86.20 |   +1%˄ ||    11.65 |    11.59 |   -1%˄ | (run time too short) |
 | 4a      ||    79.80 |    81.26 |   +2%˄ ||    12.52 |    12.29 |   -2%˄ | (run time too short) |
-| 4b      ||     6.09 |     6.55 |   +7%˄ ||   163.16 |   151.90 |   -7%˄ | (run time too short) |
 | 4c      ||   103.54 |   102.15 |   -1%˄ ||     9.65 |     9.78 |   +1%˄ | (run time too short) |
 | 5a      ||    29.58 |    28.67 |   -3%˄ ||    33.75 |    34.82 |   +3%˄ | (run time too short) |
 | 5b      ||    22.68 |    23.19 |   +2%˄ ||    44.01 |    43.04 |   -2%˄ | (run time too short) |
 | 5c      ||    56.45 |    54.22 |   -4%˄ ||    17.69 |    18.42 |   +4%˄ | (run time too short) |
 | 6a      ||    29.94 |    30.23 |   +1%˄ ||    33.34 |    33.01 |   -1%˄ | (run time too short) |
 | 6b      ||    57.80 |    58.34 |   +1%˄ ||    17.28 |    17.12 |   -1%˄ | (run time too short) |
 | 6c      ||    27.78 |    28.61 |   +3%˄ ||    35.92 |    34.88 |   -3%˄ | (run time too short) |
 | 6d      ||   160.70 |   160.73 |   +0%˄ ||     6.22 |     6.22 |   -0%˄ | (run time too short) |
 | 6e      ||    30.18 |    29.90 |   -1%˄ ||    33.07 |    33.38 |   +1%˄ | (run time too short) |
 | 6f      ||   682.17 |   676.72 |   -1%˄ ||     1.47 |     1.48 |   +1%˄ | (run time too short) |
 | 7a      ||    26.86 |    27.05 |   +1%˄ ||    37.15 |    36.89 |   -1%˄ | (run time too short) |
 | 7b      ||    27.02 |    27.97 |   +4%˄ ||    36.94 |    35.68 |   -3%˄ | (run time too short) |
 | 7c      ||   352.37 |   346.84 |   -2%˄ ||     2.84 |     2.88 |   +2%˄ | (run time too short) |
 | 8a      ||    42.24 |    41.78 |   -1%˄ ||    23.64 |    23.90 |   +1%˄ | (run time too short) |
 | 8b      ||    38.98 |    38.53 |   -1%˄ ||    25.61 |    25.91 |   +1%˄ | (run time too short) |
 | 8c      ||  1713.22 |  1670.62 |   -2%  ||     0.58 |     0.60 |   +3%  |               0.0004 |
 | 8d      ||   292.16 |   294.20 |   +1%˄ ||     3.42 |     3.40 |   -1%˄ | (run time too short) |
 | 9a      ||   167.95 |   162.65 |   -3%˄ ||     5.95 |     6.14 |   +3%˄ | (run time too short) |
 | 9b      ||    92.68 |    93.73 |   +1%˄ ||    10.78 |    10.66 |   -1%˄ | (run time too short) |
 | 9c      ||   170.45 |   168.05 |   -1%˄ ||     5.86 |     5.95 |   +1%˄ | (run time too short) |
 | 9d      ||   520.13 |   502.57 |   -3%˄ ||     1.92 |     1.99 |   +3%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 18927.38 | 18773.38 |   -1%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   +0%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkJoinOrder - multi-threaded, shuffled, 64 clients, 64 cores

Sum of avg. item runtimes: -4% || Geometric mean of throughput changes: +4%
Configuration Overview - click to expand
 +Configuration Overview---------+-----------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkJoinOrder_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkJoinOrder_5ee9098de05cdcf3b290393d44461d8970302257_mt.json |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                  | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                  |
 |  benchmark_mode               | Shuffled                                                                                                        | Shuffled                                                                                                        |
 |  build_type                   | release                                                                                                         | release                                                                                                         |
 |  chunk_indexes                | False                                                                                                           | False                                                                                                           |
 |  chunk_size                   | 65535                                                                                                           | 65535                                                                                                           |
 |  clients                      | 64                                                                                                              | 64                                                                                                              |
 |  compiler                     | clang 17.0.2                                                                                                    | clang 17.0.2                                                                                                    |
 |  cores                        | 64                                                                                                              | 64                                                                                                              |
 |  data_preparation_cores       | 0                                                                                                               | 0                                                                                                               |
 |  date                         | 2024-08-11 01:43:37                                                                                             | 2024-08-11 05:45:40                                                                                             |
 |  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 | [64]                                                                                                            | [64]                                                                                                            |
 |  verify                       | False                                                                                                           | False                                                                                                           |
 |  warmup_duration              | 0                                                                                                               | 0                                                                                                               |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
-| 10a     ||   195.62 |   250.26 |  +28%  ||     1.16 |     1.21 |   +4%  |  0.0033 |
-| 10b     ||   131.11 |   139.22 |   +6%  ||     1.16 |     1.21 |   +4%  |  0.5884 |
 | 10c     ||   630.52 |   603.70 |   -4%  ||     1.16 |     1.20 |   +4%  |  0.4249 |
+| 11a     ||   148.21 |   114.25 |  -23%  ||     1.16 |     1.21 |   +4%  |  0.0405 |
 | 11b     ||   125.63 |   120.32 |   -4%  ||     1.16 |     1.21 |   +4%  |  0.7430 |
+| 11c     ||   109.24 |   103.10 |   -6%  ||     1.16 |     1.21 |   +4%  |  0.6410 |
 | 11d     ||    95.18 |    96.99 |   +2%  ||     1.16 |     1.21 |   +4%  |  0.8861 |
 | 12a     ||   171.99 |   177.84 |   +3%  ||     1.16 |     1.21 |   +4%  |  0.7291 |
 | 12b     ||    87.61 |    87.44 |   -0%  ||     1.16 |     1.21 |   +4%  |  0.9874 |
-| 12c     ||   383.91 |   438.12 |  +14%  ||     1.16 |     1.21 |   +4%  |  0.0453 |
-| 13a     ||   521.35 |   583.06 |  +12%  ||     1.16 |     1.21 |   +4%  |  0.0447 |
-| 13b     ||   386.51 |   432.60 |  +12%  ||     1.16 |     1.21 |   +4%  |  0.1080 |
-| 13c     ||   343.28 |   365.52 |   +6%  ||     1.16 |     1.21 |   +4%  |  0.3559 |
-| 13d     ||   918.19 |  1043.28 |  +14%  ||     1.16 |     1.21 |   +4%  |  0.0003 |
+| 14a     ||   495.67 |   455.66 |   -8%  ||     1.16 |     1.21 |   +4%  |  0.2320 |
+| 14b     ||   479.17 |   440.73 |   -8%  ||     1.16 |     1.21 |   +4%  |  0.2029 |
 | 14c     ||   637.23 |   614.47 |   -4%  ||     1.16 |     1.21 |   +4%  |  0.4937 |
 | 15a     ||   129.36 |   128.24 |   -1%  ||     1.16 |     1.21 |   +4%  |  0.9404 |
+| 15b     ||   136.38 |   120.73 |  -11%  ||     1.16 |     1.21 |   +4%  |  0.3546 |
+| 15c     ||   153.56 |   146.32 |   -5%  ||     1.16 |     1.21 |   +4%  |  0.6188 |
-| 15d     ||   167.04 |   201.62 |  +21%  ||     1.16 |     1.21 |   +4%  |  0.0511 |
 | 16a     ||  1684.72 |  1648.72 |   -2%  ||     1.16 |     1.20 |   +4%  |  0.3617 |
 | 16b     ||  3173.01 |  3055.06 |   -4%  ||     1.16 |     1.20 |   +4%  |  0.0142 |
+| 16c     ||  1990.01 |  1876.89 |   -6%  ||     1.16 |     1.20 |   +4%  |  0.0103 |
 | 16d     ||  1845.63 |  1865.34 |   +1%  ||     1.16 |     1.20 |   +4%  |  0.6467 |
 | 17a     ||   971.71 |   957.57 |   -1%  ||     1.16 |     1.21 |   +4%  |  0.7234 |
 | 17b     ||   709.34 |   719.53 |   +1%  ||     1.16 |     1.21 |   +4%  |  0.7583 |
 | 17c     ||   645.73 |   657.30 |   +2%  ||     1.16 |     1.21 |   +4%  |  0.7432 |
 | 17d     ||   605.31 |   612.94 |   +1%  ||     1.16 |     1.21 |   +4%  |  0.8043 |
 | 17e     ||  1781.76 |  1737.83 |   -2%  ||     1.16 |     1.20 |   +4%  |  0.3162 |
 | 17f     ||  1211.51 |  1167.91 |   -4%  ||     1.16 |     1.21 |   +4%  |  0.2766 |
+| 18a     ||   272.96 |   252.30 |   -8%  ||     1.16 |     1.21 |   +4%  |  0.3093 |
+| 18b     ||   391.62 |   347.09 |  -11%  ||     1.16 |     1.21 |   +4%  |  0.1139 |
+| 18c     ||   749.70 |   611.87 |  -18%  ||     1.16 |     1.21 |   +4%  |  0.0001 |
+| 19a     ||   607.14 |   520.26 |  -14%  ||     1.16 |     1.21 |   +4%  |  0.0082 |
+| 19b     ||   473.82 |   437.41 |   -8%  ||     1.16 |     1.21 |   +4%  |  0.2564 |
+| 19c     ||   705.28 |   625.45 |  -11%  ||     1.16 |     1.21 |   +4%  |  0.0223 |
+| 19d     ||  1457.47 |  1337.91 |   -8%  ||     1.16 |     1.21 |   +4%  |  0.0052 |
-| 1a      ||    35.48 |    43.72 |  +23%  ||     1.16 |     1.21 |   +4%  |  0.1940 |
 | 1b      ||    47.22 |    46.80 |   -1%  ||     1.16 |     1.21 |   +4%  |  0.9608 |
-| 1c      ||    52.78 |    65.42 |  +24%  ||     1.16 |     1.21 |   +4%  |  0.2328 |
+| 1d      ||    42.02 |    35.77 |  -15%  ||     1.16 |     1.21 |   +4%  |  0.4483 |
 | 20a     ||   505.28 |   518.81 |   +3%  ||     1.16 |     1.21 |   +4%  |  0.6749 |
-| 20b     ||   386.53 |   445.56 |  +15%  ||     1.16 |     1.21 |   +4%  |  0.0234 |
+| 20c     ||   439.42 |   399.94 |   -9%  ||     1.16 |     1.21 |   +4%  |  0.1638 |
+| 21a     ||   254.56 |   159.53 |  -37%  ||     1.16 |     1.21 |   +4%  |  0.0000 |
 | 21b     ||   153.82 |   154.80 |   +1%  ||     1.16 |     1.21 |   +4%  |  0.9572 |
+| 21c     ||   228.85 |   168.24 |  -26%  ||     1.16 |     1.21 |   +4%  |  0.0035 |
+| 22a     ||   569.02 |   520.48 |   -9%  ||     1.16 |     1.21 |   +4%  |  0.1377 |
+| 22b     ||   459.31 |   417.94 |   -9%  ||     1.16 |     1.21 |   +4%  |  0.1572 |
 | 22c     ||   719.36 |   718.32 |   -0%  ||     1.16 |     1.21 |   +4%  |  0.9773 |
 | 22d     ||  1021.35 |  1053.83 |   +3%  ||     1.16 |     1.21 |   +4%  |  0.4681 |
-| 23a     ||   159.73 |   176.44 |  +10%  ||     1.16 |     1.21 |   +4%  |  0.3832 |
 | 23b     ||   130.36 |   125.56 |   -4%  ||     1.16 |     1.21 |   +4%  |  0.7403 |
-| 23c     ||   149.87 |   172.67 |  +15%  ||     1.16 |     1.21 |   +4%  |  0.1365 |
 | 24a     ||   407.73 |   403.31 |   -1%  ||     1.16 |     1.21 |   +4%  |  0.8785 |
+| 24b     ||   320.39 |   261.61 |  -18%  ||     1.16 |     1.21 |   +4%  |  0.0084 |
 | 25a     ||   463.70 |   471.14 |   +2%  ||     1.16 |     1.21 |   +4%  |  0.8001 |
+| 25b     ||   274.12 |   178.45 |  -35%  ||     1.16 |     1.21 |   +4%  |  0.0000 |
+| 25c     ||   973.82 |   883.55 |   -9%  ||     1.16 |     1.21 |   +4%  |  0.0243 |
-| 26a     ||   426.25 |   449.88 |   +6%  ||     1.16 |     1.21 |   +4%  |  0.3171 |
 | 26b     ||   280.37 |   273.79 |   -2%  ||     1.16 |     1.21 |   +4%  |  0.7468 |
 | 26c     ||   660.60 |   633.10 |   -4%  ||     1.16 |     1.21 |   +4%  |  0.3636 |
+| 27a     ||   183.31 |   167.27 |   -9%  ||     1.16 |     1.21 |   +4%  |  0.3718 |
 | 27b     ||   182.45 |   183.07 |   +0%  ||     1.16 |     1.21 |   +4%  |  0.9749 |
+| 27c     ||   235.72 |   171.88 |  -27%  ||     1.16 |     1.21 |   +4%  |  0.0026 |
+| 28a     ||   760.12 |   699.30 |   -8%  ||     1.16 |     1.21 |   +4%  |  0.1080 |
+| 28b     ||   278.01 |   248.03 |  -11%  ||     1.16 |     1.21 |   +4%  |  0.1999 |
-| 28c     ||   633.96 |   693.87 |   +9%  ||     1.16 |     1.21 |   +4%  |  0.0748 |
+| 29a     ||   316.33 |   260.64 |  -18%  ||     1.16 |     1.21 |   +4%  |  0.0103 |
+| 29b     ||   406.61 |   343.13 |  -16%  ||     1.16 |     1.21 |   +4%  |  0.0128 |
+| 29c     ||   389.19 |   320.01 |  -18%  ||     1.16 |     1.21 |   +4%  |  0.0066 |
-| 2a      ||   135.42 |   169.45 |  +25%  ||     1.16 |     1.21 |   +4%  |  0.0195 |
-| 2b      ||   120.35 |   148.82 |  +24%  ||     1.16 |     1.21 |   +4%  |  0.0357 |
+| 2c      ||   112.46 |    96.06 |  -15%  ||     1.16 |     1.21 |   +4%  |  0.2528 |
-| 2d      ||   233.54 |   275.22 |  +18%  ||     1.16 |     1.21 |   +4%  |  0.0255 |
+| 30a     ||   379.16 |   340.98 |  -10%  ||     1.16 |     1.21 |   +4%  |  0.1534 |
+| 30b     ||   403.16 |   304.62 |  -24%  ||     1.16 |     1.21 |   +4%  |  0.0008 |
 | 30c     ||   706.33 |   700.64 |   -1%  ||     1.16 |     1.21 |   +4%  |  0.8732 |
+| 31a     ||   333.28 |   270.13 |  -19%  ||     1.16 |     1.21 |   +4%  |  0.0213 |
+| 31b     ||   299.89 |   182.81 |  -39%  ||     1.16 |     1.21 |   +4%  |  0.0000 |
+| 31c     ||   379.65 |   252.25 |  -34%  ||     1.16 |     1.21 |   +4%  |  0.0000 |
 | 32a     ||    47.30 |    46.28 |   -2%  ||     1.16 |     1.21 |   +4%  |  0.8758 |
+| 32b     ||   190.36 |   165.09 |  -13%  ||     1.16 |     1.21 |   +4%  |  0.0864 |
+| 33a     ||   168.22 |   135.93 |  -19%  ||     1.16 |     1.21 |   +4%  |  0.0698 |
-| 33b     ||    95.24 |   122.14 |  +28%  ||     1.16 |     1.21 |   +4%  |  0.1065 |
+| 33c     ||   222.30 |   198.55 |  -11%  ||     1.16 |     1.21 |   +4%  |  0.3271 |
+| 3a      ||   317.85 |   243.12 |  -24%  ||     1.16 |     1.21 |   +4%  |  0.0023 |
+| 3b      ||    91.65 |    59.66 |  -35%  ||     1.16 |     1.21 |   +4%  |  0.0099 |
+| 3c      ||   485.79 |   432.28 |  -11%  ||     1.16 |     1.21 |   +4%  |  0.1005 |
-| 4a      ||   300.32 |   342.24 |  +14%  ||     1.16 |     1.21 |   +4%  |  0.0801 |
-| 4b      ||    71.24 |    75.73 |   +6%  ||     1.16 |     1.21 |   +4%  |  0.7283 |
-| 4c      ||   340.28 |   385.59 |  +13%  ||     1.16 |     1.21 |   +4%  |  0.0813 |
+| 5a      ||   261.83 |   186.15 |  -29%  ||     1.16 |     1.21 |   +4%  |  0.0009 |
+| 5b      ||   158.55 |   145.76 |   -8%  ||     1.16 |     1.21 |   +4%  |  0.5170 |
+| 5c      ||   355.41 |   281.47 |  -21%  ||     1.16 |     1.21 |   +4%  |  0.0064 |
-| 6a      ||   164.97 |   179.78 |   +9%  ||     1.16 |     1.21 |   +4%  |  0.4175 |
 | 6b      ||   229.91 |   220.25 |   -4%  ||     1.16 |     1.21 |   +4%  |  0.6407 |
-| 6c      ||   127.62 |   144.65 |  +13%  ||     1.16 |     1.21 |   +4%  |  0.2324 |
 | 6d      ||   568.71 |   584.04 |   +3%  ||     1.16 |     1.21 |   +4%  |  0.6081 |
-| 6e      ||   158.97 |   167.89 |   +6%  ||     1.16 |     1.21 |   +4%  |  0.6196 |
+| 6f      ||  1200.99 |  1143.50 |   -5%  ||     1.16 |     1.21 |   +4%  |  0.0582 |
-| 7a      ||   196.56 |   207.22 |   +5%  ||     1.16 |     1.21 |   +4%  |  0.6241 |
 | 7b      ||   200.87 |   200.76 |   -0%  ||     1.16 |     1.21 |   +4%  |  0.9963 |
+| 7c      ||  1137.96 |  1065.16 |   -6%  ||     1.16 |     1.21 |   +4%  |  0.0546 |
 | 8a      ||   217.60 |   215.04 |   -1%  ||     1.16 |     1.21 |   +4%  |  0.9052 |
-| 8b      ||   176.61 |   202.49 |  +15%  ||     1.16 |     1.21 |   +4%  |  0.2068 |
 | 8c      ||  2365.12 |  2324.52 |   -2%  ||     1.16 |     1.20 |   +4%  |  0.3586 |
-| 8d      ||   707.69 |   766.49 |   +8%  ||     1.16 |     1.21 |   +4%  |  0.0963 |
 | 9a      ||   715.55 |   691.81 |   -3%  ||     1.16 |     1.21 |   +4%  |  0.5368 |
-| 9b      ||   482.42 |   515.79 |   +7%  ||     1.16 |     1.21 |   +4%  |  0.2843 |
+| 9c      ||   747.96 |   664.67 |  -11%  ||     1.16 |     1.21 |   +4%  |  0.0401 |
 | 9d      ||  1119.26 |  1091.95 |   -2%  ||     1.16 |     1.21 |   +4%  |  0.4735 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 54999.41 | 52907.70 |   -4%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +4%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkStarSchema - single-threaded

Sum of avg. item runtimes: +4% || Geometric mean of throughput changes: -3%
Configuration Overview - click to expand
 +Configuration Overview---+------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkStarSchema_29332b1ca0b941194d0cb7ba7aa2438b20442365_st.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkStarSchema_5ee9098de05cdcf3b290393d44461d8970302257_st.json |
 +-------------------------+------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                   | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                   |
 |  benchmark_mode         | Ordered                                                                                                          | Ordered                                                                                                          |
 |  build_type             | release                                                                                                          | release                                                                                                          |
 |  chunk_indexes          | False                                                                                                            | False                                                                                                            |
 |  chunk_size             | 65535                                                                                                            | 65535                                                                                                            |
 |  clients                | 1                                                                                                                | 1                                                                                                                |
 |  compiler               | clang 17.0.2                                                                                                     | clang 17.0.2                                                                                                     |
 |  cores                  | 0                                                                                                                | 0                                                                                                                |
 |  data_preparation_cores | 0                                                                                                                | 0                                                                                                                |
 |  date                   | 2024-08-11 02:04:11                                                                                              | 2024-08-11 06:06:16                                                                                              |
 |  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     ||   449.18 |   461.52 |   +3%˄ ||     2.23 |     2.17 |   -3%˄ | (run time too short) |
 | 1.2     ||   226.30 |   228.45 |   +1%˄ ||     4.42 |     4.38 |   -1%˄ | (run time too short) |
 | 1.3     ||   216.68 |   225.57 |   +4%˄ ||     4.62 |     4.43 |   -4%˄ | (run time too short) |
 | 2.1     ||   761.68 |   768.77 |   +1%˄ ||     1.31 |     1.30 |   -1%˄ | (run time too short) |
 | 2.2     ||   420.54 |   422.34 |   +0%˄ ||     2.38 |     2.37 |   -0%˄ | (run time too short) |
 | 2.3     ||   260.13 |   260.67 |   +0%˄ ||     3.84 |     3.84 |   -0%˄ | (run time too short) |
 | 3.1     ||  2842.22 |  2957.56 |   +4%  ||     0.35 |     0.34 |   -4%  |               0.0006 |
-| 3.2     ||   393.50 |   413.45 |   +5%˄ ||     2.54 |     2.42 |   -5%˄ | (run time too short) |
 | 3.3     ||   154.29 |   161.23 |   +4%˄ ||     6.48 |     6.20 |   -4%˄ | (run time too short) |
 | 3.4     ||   147.32 |   152.27 |   +3%˄ ||     6.79 |     6.57 |   -3%˄ | (run time too short) |
-| 4.1     ||  3205.98 |  3392.73 |   +6%  ||     0.31 |     0.29 |   -6%  |               0.0000 |
 | 4.2     ||   934.35 |   939.61 |   +1%˄ ||     1.07 |     1.06 |   -1%˄ | (run time too short) |
 | 4.3     ||   287.66 |   299.23 |   +4%˄ ||     3.48 |     3.34 |   -4%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 10299.83 | 10683.39 |   +4%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -3%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkStarSchema - multi-threaded, ordered, 1 client, 64 cores

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+--------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkStarSchema_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt_ordered.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkStarSchema_5ee9098de05cdcf3b290393d44461d8970302257_mt_ordered.json |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                           | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                           |
 |  benchmark_mode               | Ordered                                                                                                                  | Ordered                                                                                                                  |
 |  build_type                   | release                                                                                                                  | release                                                                                                                  |
 |  chunk_indexes                | False                                                                                                                    | False                                                                                                                    |
 |  chunk_size                   | 65535                                                                                                                    | 65535                                                                                                                    |
 |  clients                      | 1                                                                                                                        | 1                                                                                                                        |
 |  compiler                     | clang 17.0.2                                                                                                             | clang 17.0.2                                                                                                             |
 |  cores                        | 64                                                                                                                       | 64                                                                                                                       |
 |  data_preparation_cores       | 0                                                                                                                        | 0                                                                                                                        |
 |  date                         | 2024-08-11 02:10:33                                                                                                      | 2024-08-11 06:12:43                                                                                                      |
 |  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                                                                                                                       |
 |  using_scheduler              | True                                                                                                                     | True                                                                                                                     |
 |  utilized_cores_per_numa_node | [64]                                                                                                                     | [64]                                                                                                                     |
 |  verify                       | False                                                                                                                    | False                                                                                                                    |
 |  warmup_duration              | 1000000000                                                                                                               | 1000000000                                                                                                               |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |     new |        ||      old |      new |        |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | 1.1     ||   139.15 |  137.71 |   -1%˄ ||     7.18 |     7.26 |   +1%˄ | (run time too short) |
 | 1.2     ||    94.32 |   93.13 |   -1%˄ ||    10.59 |    10.73 |   +1%˄ | (run time too short) |
 | 1.3     ||    91.19 |   90.26 |   -1%˄ ||    10.95 |    11.07 |   +1%˄ | (run time too short) |
 | 2.1     ||   413.25 |  418.90 |   +1%˄ ||     2.42 |     2.39 |   -1%˄ | (run time too short) |
 | 2.2     ||   198.53 |  200.87 |   +1%˄ ||     5.03 |     4.98 |   -1%˄ | (run time too short) |
 | 2.3     ||    71.85 |   72.55 |   +1%˄ ||    13.90 |    13.77 |   -1%˄ | (run time too short) |
 | 3.1     ||  1179.95 | 1146.67 |   -3%˄ ||     0.85 |     0.87 |   +3%˄ | (run time too short) |
 | 3.2     ||   190.17 |  195.24 |   +3%˄ ||     5.26 |     5.12 |   -3%˄ | (run time too short) |
 | 3.3     ||    89.87 |   90.03 |   +0%˄ ||    11.12 |    11.10 |   -0%˄ | (run time too short) |
 | 3.4     ||    80.10 |   80.83 |   +1%˄ ||    12.47 |    12.36 |   -1%˄ | (run time too short) |
 | 4.1     ||  1054.06 | 1043.67 |   -1%˄ ||     0.95 |     0.96 |   +1%˄ | (run time too short) |
 | 4.2     ||   417.56 |  419.24 |   +0%˄ ||     2.39 |     2.38 |   -0%˄ | (run time too short) |
 | 4.3     ||   122.10 |  125.63 |   +3%˄ ||     8.18 |     7.96 |   -3%˄ | (run time too short) |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum     ||  4142.11 | 4114.73 |   -1%  ||          |          |        |                      |
 | Geomean ||          |         |        ||          |          |   -0%  |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                        |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkStarSchema - multi-threaded, shuffled, 64 clients, 64 cores

Sum of avg. item runtimes: -3% || Geometric mean of throughput changes: +4%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkStarSchema_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkStarSchema_5ee9098de05cdcf3b290393d44461d8970302257_mt.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                   | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                   |
 |  benchmark_mode               | Shuffled                                                                                                         | Shuffled                                                                                                         |
 |  build_type                   | release                                                                                                          | release                                                                                                          |
 |  chunk_indexes                | False                                                                                                            | False                                                                                                            |
 |  chunk_size                   | 65535                                                                                                            | 65535                                                                                                            |
 |  clients                      | 64                                                                                                               | 64                                                                                                               |
 |  compiler                     | clang 17.0.2                                                                                                     | clang 17.0.2                                                                                                     |
 |  cores                        | 64                                                                                                               | 64                                                                                                               |
 |  data_preparation_cores       | 0                                                                                                                | 0                                                                                                                |
 |  date                         | 2024-08-11 02:14:49                                                                                              | 2024-08-11 06:16:55                                                                                              |
 |  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 | [64]                                                                                                             | [64]                                                                                                             |
 |  verify                       | False                                                                                                            | False                                                                                                            |
 |  warmup_duration              | 0                                                                                                                | 0                                                                                                                |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
+| 1.1     ||   838.95 |   735.00 |  -12%  ||     3.72 |     3.85 |   +4%  |  0.0000 |
+| 1.2     ||   480.82 |   432.76 |  -10%  ||     3.72 |     3.85 |   +4%  |  0.0004 |
+| 1.3     ||   415.08 |   392.83 |   -5%  ||     3.72 |     3.85 |   +4%  |  0.0560 |
+| 2.1     ||  2110.17 |  1593.27 |  -24%  ||     3.71 |     3.85 |   +4%  |  0.0000 |
+| 2.2     ||  1092.73 |   996.26 |   -9%  ||     3.72 |     3.85 |   +4%  |  0.0001 |
-| 2.3     ||   376.99 |   474.43 |  +26%  ||     3.72 |     3.85 |   +4%  |  0.0000 |
 | 3.1     ||  3372.27 |  3274.36 |   -3%  ||     3.71 |     3.84 |   +4%  |  0.0027 |
 | 3.2     ||  1033.09 |  1016.23 |   -2%  ||     3.72 |     3.85 |   +4%  |  0.4695 |
+| 3.3     ||   490.53 |   467.03 |   -5%  ||     3.72 |     3.85 |   +4%  |  0.1497 |
+| 3.4     ||   503.37 |   441.71 |  -12%  ||     3.72 |     3.85 |   +4%  |  0.0006 |
-| 4.1     ||  3280.54 |  3474.77 |   +6%  ||     3.71 |     3.84 |   +4%  |  0.0000 |
 | 4.2     ||  2460.27 |  2492.83 |   +1%  ||     3.71 |     3.85 |   +4%  |  0.3766 |
-| 4.3     ||   726.74 |   796.95 |  +10%  ||     3.72 |     3.85 |   +4%  |  0.0007 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 17181.56 | 16588.42 |   -3%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +4%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

@Bouncner
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Collaborator Author

Intel

System

nx05 - click to expand
property value
Hostname nx05
CPU Intel(R) Xeon(R) Platinum 8352Y CPU @ 2.20GHz
Memory 517GB
numactl nodebind: 0 1
numactl membind: 0 1

Commit Info and Build Time

commit date message build time
29332b1 19.07.2024 01:41 Update libpqxx: incorporate fix for recent cmake changes (#2655) real 592.36 user 3780.97 sys 146.59
5ee9098 11.08.2024 00:05 Initial real 594.56 user 3776.02 sys 157.50

hyriseBenchmarkTPCH - single-threaded, SF 10.0

Sum of avg. item runtimes: +2% || Geometric mean of throughput changes: -1%
Configuration Overview - click to expand
 +Configuration Overview----+--------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------+
 | Parameter                | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCH_29332b1ca0b941194d0cb7ba7aa2438b20442365_st.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCH_5ee9098de05cdcf3b290393d44461d8970302257_st.json |
 +--------------------------+--------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                               | 5ee9098de05cdcf3b290393d44461d8970302257-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 17.0.2                                                                                                 | clang 17.0.2                                                                                                 |
 |  cores                   | 0                                                                                                            | 0                                                                                                            |
 |  data_preparation_cores  | 0                                                                                                            | 0                                                                                                            |
 |  date                    | 2024-08-10 22:19:35                                                                                          | 2024-08-11 02:01:47                                                                                          |
 |  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 ||  6634.51 |  6726.26 |   +1%  ||     0.15 |     0.15 |   -1%  |                    ˅ |
 | TPC-H 02 ||    38.56 |    38.67 |   +0%˄ ||    25.93 |    25.86 |   -0%˄ | (run time too short) |
 | TPC-H 03 ||  1200.81 |  1238.28 |   +3%˄ ||     0.83 |     0.81 |   -3%˄ |               0.0001 |
 | TPC-H 04 ||  1313.01 |  1356.72 |   +3%  ||     0.76 |     0.74 |   -3%  |               0.0001 |
 | TPC-H 05 ||  1768.46 |  1793.53 |   +1%  ||     0.57 |     0.56 |   -1%  |               0.0001 |
 | TPC-H 06 ||   162.64 |   163.15 |   +0%˄ ||     6.15 |     6.13 |   -0%˄ | (run time too short) |
 | TPC-H 07 ||   639.83 |   652.96 |   +2%˄ ||     1.56 |     1.53 |   -2%˄ | (run time too short) |
 | TPC-H 08 ||   415.94 |   422.72 |   +2%˄ ||     2.40 |     2.37 |   -2%˄ | (run time too short) |
 | TPC-H 09 ||  4347.19 |  4404.57 |   +1%  ||     0.23 |     0.23 |   -1%  |               0.0065 |
 | TPC-H 10 ||  1088.48 |  1113.67 |   +2%˄ ||     0.92 |     0.90 |   -2%˄ | (run time too short) |
 | TPC-H 11 ||    54.42 |    55.18 |   +1%˄ ||    18.37 |    18.12 |   -1%˄ | (run time too short) |
 | TPC-H 12 ||   833.55 |   836.60 |   +0%˄ ||     1.20 |     1.20 |   -0%˄ | (run time too short) |
 | TPC-H 13 ||  4289.54 |  4352.35 |   +1%  ||     0.23 |     0.23 |   -1%  |               0.0342 |
 | TPC-H 14 ||   355.07 |   358.87 |   +1%˄ ||     2.82 |     2.79 |   -1%˄ | (run time too short) |
 | TPC-H 15 ||   160.75 |   164.48 |   +2%˄ ||     6.22 |     6.08 |   -2%˄ | (run time too short) |
 | TPC-H 16 ||   507.83 |   511.68 |   +1%˄ ||     1.97 |     1.95 |   -1%˄ | (run time too short) |
 | TPC-H 17 ||   160.68 |   160.26 |   -0%˄ ||     6.22 |     6.24 |   +0%˄ | (run time too short) |
 | TPC-H 18 ||  1634.08 |  1661.68 |   +2%  ||     0.61 |     0.60 |   -2%  |               0.1314 |
 | TPC-H 19 ||   198.52 |   200.79 |   +1%˄ ||     5.04 |     4.98 |   -1%˄ | (run time too short) |
-| TPC-H 20 ||   409.82 |   428.43 |   +5%˄ ||     2.44 |     2.33 |   -4%˄ | (run time too short) |
 | TPC-H 21 ||  3040.58 |  3056.65 |   +1%  ||     0.33 |     0.33 |   -1%  |               0.1779 |
 | TPC-H 22 ||   429.63 |   433.99 |   +1%˄ ||     2.33 |     2.30 |   -1%˄ | (run time too short) |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum      || 29683.90 | 30131.50 |   +2%  ||          |          |        |                      |
 | Geomean  ||          |          |        ||          |          |   -1%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 |    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: +1% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview----+------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------+
 | Parameter                | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCH_29332b1ca0b941194d0cb7ba7aa2438b20442365_st_s01.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCH_5ee9098de05cdcf3b290393d44461d8970302257_st_s01.json |
 +--------------------------+------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                   | 5ee9098de05cdcf3b290393d44461d8970302257-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 17.0.2                                                                                                     | clang 17.0.2                                                                                                     |
 |  cores                   | 0                                                                                                                | 0                                                                                                                |
 |  data_preparation_cores  | 0                                                                                                                | 0                                                                                                                |
 |  date                    | 2024-08-10 22:34:28                                                                                              | 2024-08-11 02:16:41                                                                                              |
 |  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 ||     5.95 |    5.78 |   -3%˄ ||   168.11 |   172.87 |   +3%˄ | (run time too short) |
 | TPC-H 02 ||     4.03 |    3.94 |   -2%˄ ||   248.22 |   253.57 |   +2%˄ | (run time too short) |
 | TPC-H 03 ||     0.52 |    0.51 |   -1%˄ ||  1925.26 |  1937.22 |   +1%˄ | (run time too short) |
 | TPC-H 04 ||     0.39 |    0.39 |   -0%˄ ||  2556.59 |  2567.44 |   +0%˄ | (run time too short) |
 | TPC-H 05 ||     0.99 |    1.02 |   +3%˄ ||  1008.35 |   976.64 |   -3%˄ | (run time too short) |
 | TPC-H 06 ||     0.16 |    0.16 |   +0%˄ ||  6073.03 |  6065.08 |   -0%˄ | (run time too short) |
-| TPC-H 07 ||     9.20 |    9.68 |   +5%˄ ||   108.67 |   103.28 |   -5%˄ | (run time too short) |
 | TPC-H 08 ||    15.30 |   15.32 |   +0%˄ ||    65.36 |    65.28 |   -0%˄ | (run time too short) |
-| TPC-H 09 ||     3.45 |    3.80 |  +10%˄ ||   289.95 |   262.80 |   -9%˄ | (run time too short) |
 | TPC-H 10 ||     0.65 |    0.63 |   -3%˄ ||  1537.00 |  1580.74 |   +3%˄ | (run time too short) |
 | TPC-H 11 ||     0.18 |    0.17 |   -3%˄ ||  5614.45 |  5769.99 |   +3%˄ | (run time too short) |
 | TPC-H 12 ||     0.61 |    0.60 |   -1%˄ ||  1635.45 |  1650.56 |   +1%˄ | (run time too short) |
 | TPC-H 13 ||     2.30 |    2.28 |   -1%˄ ||   433.73 |   438.38 |   +1%˄ | (run time too short) |
 | TPC-H 14 ||     0.31 |    0.31 |   +1%˄ ||  3233.82 |  3207.67 |   -1%˄ | (run time too short) |
 | TPC-H 15 ||     1.30 |    1.27 |   -2%˄ ||   769.78 |   781.94 |   +2%˄ | (run time too short) |
 | TPC-H 16 ||     2.09 |    2.06 |   -1%˄ ||   478.67 |   484.48 |   +1%˄ | (run time too short) |
 | TPC-H 17 ||     0.50 |    0.52 |   +3%˄ ||  1982.06 |  1925.57 |   -3%˄ | (run time too short) |
 | TPC-H 18 ||     1.27 |    1.25 |   -2%˄ ||   787.09 |   800.12 |   +2%˄ | (run time too short) |
 | TPC-H 19 ||     4.93 |    4.93 |   +0%˄ ||   202.77 |   202.70 |   -0%˄ | (run time too short) |
 | TPC-H 20 ||     2.54 |    2.55 |   +1%˄ ||   394.11 |   391.11 |   -1%˄ | (run time too short) |
+| TPC-H 21 ||     1.08 |    1.00 |   -7%˄ ||   928.80 |   994.11 |   +7%˄ | (run time too short) |
 | TPC-H 22 ||     1.14 |    1.13 |   -1%˄ ||   872.77 |   883.52 |   +1%˄ | (run time t
426B
oo short) |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum      ||    58.87 |   59.34 |   +1%  ||          |          |        |                      |
 | Geomean  ||          |         |        ||          |          |   +0%  |                      |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                        |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - multi-threaded, ordered, 1 client, 32 cores, SF 10.0

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---------+----------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCH_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt_ordered.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCH_5ee9098de05cdcf3b290393d44461d8970302257_mt_ordered.json |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                       | 5ee9098de05cdcf3b290393d44461d8970302257-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 17.0.2                                                                                                         | clang 17.0.2                                                                                                         |
 |  cores                        | 32                                                                                                                   | 32                                                                                                                   |
 |  data_preparation_cores       | 0                                                                                                                    | 0                                                                                                                    |
 |  date                         | 2024-08-10 22:34:53                                                                                                  | 2024-08-11 02:17:06                                                                                                  |
 |  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 | [32]                                                                                                                 | [32]                                                                                                                 |
 |  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 ||  5119.53 |  5184.18 |   +1%  ||     0.20 |     0.19 |   -1%  |               0.0302 |
 | TPC-H 02 ||    68.72 |    68.23 |   -1%˄ ||    14.54 |    14.65 |   +1%˄ | (run time too short) |
 | TPC-H 03 ||   742.37 |   730.52 |   -2%˄ ||     1.35 |     1.37 |   +2%˄ | (run time too short) |
 | TPC-H 04 ||   649.33 |   633.32 |   -2%˄ ||     1.54 |     1.58 |   +3%˄ | (run time too short) |
 | TPC-H 05 ||   590.47 |   585.62 |   -1%˄ ||     1.69 |     1.71 |   +1%˄ | (run time too short) |
 | TPC-H 06 ||    74.92 |    73.59 |   -2%˄ ||    13.34 |    13.58 |   +2%˄ | (run time too short) |
 | TPC-H 07 ||   295.10 |   291.97 |   -1%˄ ||     3.39 |     3.42 |   +1%˄ | (run time too short) |
 | TPC-H 08 ||   276.54 |   275.92 |   -0%˄ ||     3.62 |     3.62 |   +0%˄ | (run time too short) |
 | TPC-H 09 ||  1755.63 |  1735.85 |   -1%  ||     0.57 |     0.58 |   +1%  |               0.0539 |
 | TPC-H 10 ||   595.31 |   584.45 |   -2%˄ ||     1.68 |     1.71 |   +2%˄ | (run time too short) |
 | TPC-H 11 ||    89.98 |    92.87 |   +3%˄ ||    11.11 |    10.76 |   -3%˄ | (run time too short) |
 | TPC-H 12 ||   508.43 |   505.64 |   -1%˄ ||     1.97 |     1.98 |   +1%˄ | (run time too short) |
 | TPC-H 13 ||  1936.70 |  1930.39 |   -0%  ||     0.52 |     0.52 |   +0%  |               0.2964 |
 | TPC-H 14 ||   164.83 |   165.37 |   +0%˄ ||     6.07 |     6.05 |   -0%˄ | (run time too short) |
 | TPC-H 15 ||   143.62 |   142.80 |   -1%˄ ||     6.96 |     7.00 |   +1%˄ | (run time too short) |
 | TPC-H 16 ||   628.13 |   632.06 |   +1%˄ ||     1.59 |     1.58 |   -1%˄ | (run time too short) |
 | TPC-H 17 ||    93.16 |    91.72 |   -2%˄ ||    10.73 |    10.90 |   +2%˄ | (run time too short) |
 | TPC-H 18 ||  1879.21 |  1858.18 |   -1%  ||     0.53 |     0.54 |   +1%  |               0.4848 |
 | TPC-H 19 ||   130.99 |   131.54 |   +0%˄ ||     7.63 |     7.60 |   -0%˄ | (run time too short) |
+| TPC-H 20 ||   238.33 |   227.83 |   -4%˄ ||     4.20 |     4.39 |   +5%˄ | (run time too short) |
 | TPC-H 21 ||  1033.84 |  1018.17 |   -2%˄ ||     0.97 |     0.98 |   +2%˄ | (run time too short) |
 | TPC-H 22 ||   169.29 |   162.99 |   -4%˄ ||     5.91 |     6.13 |   +4%˄ | (run time too short) |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum      || 17184.44 | 17123.21 |   -0%  ||          |          |        |                      |
 | Geomean  ||          |          |        ||          |          |   +1%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                         |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - multi-threaded, shuffled, 32 clients, 32 cores, SF 10.0

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---------+--------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCH_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCH_5ee9098de05cdcf3b290393d44461d8970302257_mt.json |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                               | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                               |
 |  benchmark_mode               | Shuffled                                                                                                     | Shuffled                                                                                                     |
 |  build_type                   | release                                                                                                      | release                                                                                                      |
 |  chunk_indexes                | False                                                                                                        | False                                                                                                        |
 |  chunk_size                   | 65535                                                                                                        | 65535                                                                                                        |
 |  clients                      | 32                                                                                                           | 32                                                                                                           |
 |  clustering                   | None                                                                                                         | None                                                                                                         |
 |  compiler                     | clang 17.0.2                                                                                                 | clang 17.0.2                                                                                                 |
 |  cores                        | 32                                                                                                           | 32                                                                                                           |
 |  data_preparation_cores       | 0                                                                                                            | 0                                                                                                            |
 |  date                         | 2024-08-10 22:46:57                                                                                          | 2024-08-11 02:29:07                                                                                          |
 |  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 | [32]                                                                                                         | [32]                                                                                                         |
 |  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 ||  5637.13 |  5727.73 |   +2%  ||     0.78 |     0.79 |   +1%  |  0.1230 |
-| TPC-H 02 ||   313.68 |   411.36 |  +31%  ||     0.78 |     0.79 |   +1%  |  0.0795 |
-| TPC-H 03 ||  1929.64 |  2068.14 |   +7%  ||     0.78 |     0.79 |   +1%  |  0.2339 |
 | TPC-H 04 ||  1518.04 |  1500.11 |   -1%  ||     0.78 |     0.79 |   +1%  |  0.8496 |
 | TPC-H 05 ||  2659.13 |  2684.49 |   +1%  ||     0.78 |     0.79 |   +1%  |  0.8607 |
+| TPC-H 06 ||   436.61 |   364.41 |  -17%  ||     0.78 |     0.79 |   +1%  |  0.0920 |
 | TPC-H 07 ||  2125.44 |  2056.23 |   -3%  ||     0.78 |     0.79 |   +1%  |  0.6110 |
 | TPC-H 08 ||  1497.52 |  1469.56 |   -2%  ||     0.78 |     0.79 |   +1%  |  0.7971 |
 | TPC-H 09 ||  4069.05 |  3893.41 |   -4%  ||     0.78 |     0.79 |   +2%  |  0.2365 |
 | TPC-H 10 ||  2302.86 |  2298.30 |   -0%  ||     0.78 |     0.79 |   +1%  |  0.9717 |
 | TPC-H 11 ||   331.57 |   336.80 |   +2%  ||     0.78 |     0.79 |   +1%  |  0.9041 |
+| TPC-H 12 ||  1663.33 |  1563.62 |   -6%  ||     0.78 |     0.79 |   +1%  |  0.3108 |
 | TPC-H 13 ||  3829.30 |  3847.53 |   +0%  ||     0.78 |     0.79 |   +1%  |  0.8375 |
-| TPC-H 14 ||   675.06 |   714.09 |   +6%  ||     0.78 |     0.79 |   +1%  |  0.5354 |
+| TPC-H 15 ||   503.89 |   448.51 |  -11%  ||     0.78 |     0.79 |   +1%  |  0.3438 |
+| TPC-H 16 ||  1611.34 |  1531.21 |   -5%  ||     0.78 |     0.79 |   +1%  |  0.4155 |
 | TPC-H 17 ||   531.65 |   555.14 |   +4%  ||     0.78 |     0.79 |   +1%  |  0.7216 |
 | TPC-H 18 ||  2925.74 |  2823.11 |   -4%  ||     0.78 |     0.79 |   +1%  |  0.2316 |
+| TPC-H 19 ||   827.52 |   774.22 |   -6%  ||     0.78 |     0.79 |   +1%  |  0.5231 |
+| TPC-H 20 ||  1256.78 |  1107.75 |  -12%  ||     0.78 |     0.79 |   +1%  |  0.1213 |
 | TPC-H 21 ||  3229.51 |  3344.41 |   +4%  ||     0.78 |     0.79 |   +1%  |  0.4177 |
+| TPC-H 22 ||   901.94 |   757.82 |  -16%  ||     0.78 |     0.79 |   +1%  |  0.1132 |
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | Sum      || 40776.74 | 40277.95 |   -1%  ||          |          |        |         |
 | Geomean  ||          |          |        ||          |          |   +1%  |         |
 +----------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCDS - single-threaded

Sum of avg. item runtimes: -2% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---+---------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------+
 | Parameter               | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCDS_29332b1ca0b941194d0cb7ba7aa2438b20442365_st.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCDS_5ee9098de05cdcf3b290393d44461d8970302257_st.json |
 +-------------------------+---------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                |
 |  benchmark_mode         | Ordered                                                                                                       | Ordered                                                                                                       |
 |  build_type             | release                                                                                                       | release                                                                                                       |
 |  chunk_indexes          | False                                                                                                         | False                                                                                                         |
 |  chunk_size             | 65535                                                                                                         | 65535                                                                                                         |
 |  clients                | 1                                                                                                             | 1                                                                                                             |
 |  compiler               | clang 17.0.2                                                                                                  | clang 17.0.2                                                                                                  |
 |  cores                  | 0                                                                                                             | 0                                                                                                             |
 |  data_preparation_cores | 0                                                                                                             | 0                                                                                                             |
 |  date                   | 2024-08-10 23:08:28                                                                                           | 2024-08-11 02:50:43                                                                                           |
 |  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      ||   216.71 |   213.41 |   -2%˄ ||     4.61 |     4.69 |   +2%˄ | (run time too short) |
 | 03      ||    55.96 |    58.05 |   +4%˄ ||    17.87 |    17.22 |   -4%˄ | (run time too short) |
 | 06      ||   177.50 |   174.50 |   -2%˄ ||     5.63 |     5.73 |   +2%˄ | (run time too short) |
 | 07      ||   267.29 |   268.32 |   +0%˄ ||     3.74 |     3.73 |   -0%˄ | (run time too short) |
 | 09      ||   581.60 |   583.82 |   +0%˄ ||     1.72 |     1.71 |   -0%˄ | (run time too short) |
 | 10      ||   137.89 |   134.24 |   -3%˄ ||     7.25 |     7.45 |   +3%˄ | (run time too short) |
 | 13      ||   473.62 |   473.51 |   -0%˄ ||     2.11 |     2.11 |   +0%˄ | (run time too short) |
 | 15      ||   106.62 |   103.47 |   -3%˄ ||     9.38 |     9.66 |   +3%˄ | (run time too short) |
 | 16      ||    67.28 |    69.45 |   +3%˄ ||    14.86 |    14.40 |   -3%˄ | (run time too short) |
 | 17      ||   293.94 |   294.24 |   +0%˄ ||     3.40 |     3.40 |   -0%˄ | (run time too short) |
 | 19      ||    98.32 |    97.78 |   -1%˄ ||    10.17 |    10.23 |   +1%˄ | (run time too short) |
 | 25      ||   161.55 |   164.46 |   +2%˄ ||     6.19 |     6.08 |   -2%˄ | (run time too short) |
 | 26      ||   116.45 |   121.32 |   +4%˄ ||     8.59 |     8.24 |   -4%˄ | (run time too short) |
 | 28      ||   587.65 |   578.89 |   -1%˄ ||     1.70 |     1.73 |   +2%˄ | (run time too short) |
 | 29      ||   468.46 |   467.26 |   -0%˄ ||     2.13 |     2.14 |   +0%˄ | (run time too short) |
 | 31      ||  1209.27 |  1198.01 |   -1%˄ ||     0.83 |     0.83 |   +1%˄ |               0.0000 |
 | 32      ||    33.11 |    33.41 |   +1%˄ ||    30.20 |    29.93 |   -1%˄ | (run time too short) |
 | 34      ||   153.24 |   149.09 |   -3%˄ ||     6.53 |     6.71 |   +3%˄ | (run time too short) |
 | 35      ||   581.12 |   576.02 |   -1%˄ ||     1.72 |     1.74 |   +1%˄ | (run time too short) |
-| 37      ||   427.83 |   454.29 |   +6%˄ ||     2.34 |     2.20 |   -6%˄ | (run time too short) |
 | 39a     ||  1482.42 |  1471.79 |   -1%  ||     0.67 |     0.68 |   +1%  |               0.0453 |
 | 39b     ||  1494.89 |  1453.58 |   -3%  ||     0.67 |     0.69 |   +3%  |               0.0000 |
 | 41      ||   282.87 |   281.89 |   -0%˄ ||     3.54 |     3.55 |   +0%˄ | (run time too short) |
 | 42      ||    80.59 |    80.57 |   -0%˄ ||    12.41 |    12.41 |   +0%˄ | (run time too short) |
 | 43      ||   906.57 |   905.16 |   -0%˄ ||     1.10 |     1.10 |   +0%˄ | (run time too short) |
 | 45      ||   103.83 |   100.54 |   -3%˄ ||     9.63 |     9.95 |   +3%˄ | (run time too short) |
 | 48      ||  1035.22 |  1005.61 |   -3%˄ ||     0.97 |     0.99 |   +3%˄ | (run time too short) |
 | 50      ||   118.81 |   118.14 |   -1%˄ ||     8.42 |     8.46 |   +1%˄ | (run time too short) |
 | 52      ||    78.05 |    78.26 |   +0%˄ ||    12.81 |    12.78 |   -0%˄ | (run time too short) |
 | 55      ||    77.10 |    76.68 |   -1%˄ ||    12.97 |    13.04 |   +1%˄ | (run time too short) |
 | 62      ||   570.52 |   578.85 |   +1%˄ ||     1.75 |     1.73 |   -1%˄ | (run time too short) |
 | 65      ||  1565.71 |  1528.08 |   -2%  ||     0.64 |     0.65 |   +2%  |               0.0000 |
 | 69      ||   146.98 |   144.49 |   -2%˄ ||     6.80 |     6.92 |   +2%˄ | (run time too short) |
 | 73      ||    83.06 |    80.63 |   -3%˄ ||    12.04 |    12.40 |   +3%˄ | (run time too short) |
 | 79      ||   447.94 |   444.76 |   -1%˄ ||     2.23 |     2.25 |   +1%˄ | (run time too short) |
 | 81      ||   138.14 |   135.40 |   -2%˄ ||     7.24 |     7.39 |   +2%˄ | (run time too short) |
 | 82      ||   490.57 |   495.62 |   +1%˄ ||     2.04 |     2.02 |   -1%˄ | (run time too short) |
+| 83      ||    35.80 |    33.79 |   -6%˄ ||    27.93 |    29.59 |   +6%˄ | (run time too short) |
 | 84      ||    10.69 |    10.75 |   +1%˄ ||    93.49 |    93.00 |   -1%˄ | (run time too short) |
 | 85      ||   148.56 |   148.47 |   -0%˄ ||     6.73 |     6.74 |   +0%˄ | (run time too short) |
 | 88      ||   663.43 |   651.64 |   -2%˄ ||     1.51 |     1.53 |   +2%˄ | (run time too short) |
 | 91      ||    15.06 |    14.98 |   -1%˄ ||    66.38 |    66.75 |   +1%˄ | (run time too short) |
 | 92      ||    25.57 |    24.61 |   -4%˄ ||    39.10 |    40.63 |   +4%˄ | (run time too short) |
 | 93      ||  3347.09 |  3270.44 |   -2%  ||     0.30 |     0.31 |   +2%  |               0.0000 |
 | 94      ||    41.07 |    40.87 |   -0%˄ ||    24.35 |    24.47 |   +0%˄ | (run time too short) |
+| 95      ||  4955.77 |  4739.58 |   -4%  ||     0.20 |     0.21 |   +5%  |               0.0139 |
 | 96      ||    65.52 |    63.70 |   -3%˄ ||    15.26 |    15.70 |   +3%˄ | (run time too short) |
 | 97      ||  3951.12 |  3940.10 |   -0%  ||     0.25 |     0.25 |   +0%  |               0.8332 |
 | 99      ||  1102.30 |  1096.17 |   -1%˄ ||     0.91 |     0.91 |   +1%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 29680.65 | 29228.73 |   -2%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   +1%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCDS - multi-threaded, ordered, 1 client, 32 cores

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---------+-----------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCDS_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt_ordered.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCDS_5ee9098de05cdcf3b290393d44461d8970302257_mt_ordered.json |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                        | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                        |
 |  benchmark_mode               | Ordered                                                                                                               | Ordered                                                                                                               |
 |  build_type                   | release                                                                                                               | release                                                                                                               |
 |  chunk_indexes                | False                                                                                                                 | False                                                                                                                 |
 |  chunk_size                   | 65535                                                                                                                 | 65535                                                                                                                 |
 |  clients                      | 1                                                                                                                     | 1                                                                                                                     |
 |  compiler                     | clang 17.0.2                                                                                                          | clang 17.0.2                                                                                                          |
 |  cores                        | 32                                                                                                                    | 32                                                                                                                    |
 |  data_preparation_cores       | 0                                                                                                                     | 0                                                                                                                     |
 |  date                         | 2024-08-10 23:26:59                                                                                                   | 2024-08-11 03:09:04                                                                                                   |
 |  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 | [32]                                                                                                                  | [32]                                                                                                                  |
 |  verify                       | False                                                                                                                 | False                                                                                                                 |
 |  warmup_duration              | 1000000000                                                                                                            | 1000000000                                                                                                            |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
+| 01      ||   210.07 |   191.25 |   -9%˄ ||     4.76 |     5.23 |  +10%˄ | (run time too short) |
+| 03      ||    33.26 |    30.75 |   -8%˄ ||    30.03 |    32.49 |   +8%˄ | (run time too short) |
+| 06      ||   182.55 |   158.15 |  -13%˄ ||     5.48 |     6.32 |  +15%˄ | (run time too short) |
+| 07      ||   176.90 |   166.58 |   -6%˄ ||     5.65 |     6.00 |   +6%˄ | (run time too short) |
 | 09      ||   101.45 |    99.57 |   -2%˄ ||     9.85 |    10.04 |   +2%˄ | (run time too short) |
 | 10      ||    53.06 |    54.61 |   +3%˄ ||    18.83 |    18.30 |   -3%˄ | (run time too short) |
 | 13      ||   277.80 |   276.58 |   -0%˄ ||     3.60 |     3.61 |   +0%˄ | (run time too short) |
-| 15      ||    68.57 |    72.78 |   +6%˄ ||    14.57 |    13.73 |   -6%˄ | (run time too short) |
 | 16      ||    45.17 |    44.50 |   -1%˄ ||    22.12 |    22.45 |   +1%˄ | (run time too short) |
 | 17      ||   149.15 |   147.56 |   -1%˄ ||     6.70 |     6.78 |   +1%˄ | (run time too short) |
 | 19      ||    89.12 |    85.36 |   -4%˄ ||    11.22 |    11.71 |   +4%˄ | (run time too short) |
 | 25      ||   108.97 |   107.89 |   -1%˄ ||     9.17 |     9.27 |   +1%˄ | (run time too short) |
 | 26      ||    96.29 |    96.64 |   +0%˄ ||    10.38 |    10.34 |   -0%˄ | (run time too short) |
 | 28      ||   142.08 |   136.28 |   -4%˄ ||     7.04 |     7.34 |   +4%˄ | (run time too short) |
 | 29      ||   535.68 |   529.58 |   -1%˄ ||     1.87 |     1.89 |   +1%˄ | (run time too short) |
 | 31      ||   482.19 |   462.63 |   -4%˄ ||     2.07 |     2.16 |   +4%˄ | (run time too short) |
 | 32      ||    44.06 |    43.25 |   -2%˄ ||    22.68 |    23.10 |   +2%˄ | (run time too short) |
 | 34      ||   120.80 |   120.27 |   -0%˄ ||     8.28 |     8.31 |   +0%˄ | (run time too short) |
 | 35      ||   368.56 |   367.61 |   -0%˄ ||     2.71 |     2.72 |   +0%˄ | (run time too short) |
 | 37      ||   194.00 |   188.10 |   -3%˄ ||     5.15 |     5.32 |   +3%˄ | (run time too short) |
-| 39a     ||   726.76 |   775.09 |   +7%˄ ||     1.38 |     1.29 |   -6%˄ | (run time too short) |
-| 39b     ||   710.48 |   793.08 |  +12%˄ ||     1.41 |     1.26 |  -10%˄ | (run time too short) |
 | 41      ||   423.19 |   411.76 |   -3%˄ ||     2.36 |     2.43 |   +3%˄ | (run time too short) |
 | 42      ||    66.59 |    65.69 |   -1%˄ ||    15.01 |    15.21 |   +1%˄ | (run time too short) |
 | 43      ||   491.82 |   495.63 |   +1%˄ ||     2.03 |     2.02 |   -1%˄ | (run time too short) |
 | 45      ||    57.83 |    57.63 |   -0%˄ ||    17.28 |    17.34 |   +0%˄ | (run time too short) |
 | 48      ||   540.02 |   539.52 |   -0%˄ ||     1.85 |     1.85 |   +0%˄ | (run time too short) |
 | 50      ||   110.41 |   106.82 |   -3%˄ ||     9.05 |     9.36 |   +3%˄ | (run time too short) |
 | 52      ||    68.67 |    68.67 |   -0%˄ ||    14.55 |    14.55 |   +0%˄ | (run time too short) |
 | 55      ||    64.05 |    62.13 |   -3%˄ ||    15.60 |    16.08 |   +3%˄ | (run time too short) |
 | 62      ||   361.98 |   363.25 |   +0%˄ ||     2.76 |     2.75 |   -0%˄ | (run time too short) |
 | 65      ||  1301.43 |  1307.22 |   +0%  ||     0.77 |     0.76 |   -0%  |               0.3329 |
 | 69      ||    91.93 |    89.42 |   -3%˄ ||    10.87 |    11.18 |   +3%˄ | (run time too short) |
 | 73      ||    78.19 |    76.16 |   -3%˄ ||    12.78 |    13.12 |   +3%˄ | (run time too short) |
 | 79      ||   475.99 |   477.76 |   +0%˄ ||     2.10 |     2.09 |   -0%˄ | (run time too short) |
 | 81      ||   185.16 |   187.31 |   +1%˄ ||     5.40 |     5.34 |   -1%˄ | (run time too short) |
 | 82      ||   237.16 |   243.66 |   +3%˄ ||     4.22 |     4.10 |   -3%˄ | (run time too short) |
 | 83      ||    63.40 |    63.47 |   +0%˄ ||    15.76 |    15.75 |   -0%˄ | (run time too short) |
-| 84      ||    13.14 |    13.94 |   +6%˄ ||    75.94 |    71.55 |   -6%˄ | (run time too short) |
 | 85      ||    85.08 |    86.22 |   +1%˄ ||    11.75 |    11.59 |   -1%˄ | (run time too short) |
+| 88      ||   135.26 |   122.80 |   -9%˄ ||     7.39 |     8.14 |  +10%˄ | (run time too short) |
 | 91      ||    25.64 |    25.61 |   -0%˄ ||    38.96 |    39.00 |   +0%˄ | (run time too short) |
 | 92      ||    36.31 |    35.83 |   -1%˄ ||    27.51 |    27.88 |   +1%˄ | (run time too short) |
 | 93      ||   652.51 |   635.54 |   -3%˄ ||     1.53 |     1.57 |   +3%˄ | (run time too short) |
 | 94      ||    42.77 |    41.78 |   -2%˄ ||    23.36 |    23.91 |   +2%˄ | (run time too short) |
 | 95      ||   769.36 |   745.59 |   -3%˄ ||     1.30 |     1.34 |   +3%˄ | (run time too short) |
+| 96      ||    65.52 |    62.52 |   -5%˄ ||    15.25 |    15.99 |   +5%˄ | (run time too short) |
 | 97      ||  1425.77 |  1411.63 |   -1%  ||     0.70 |     0.71 |   +1%  |               0.1826 |
 | 99      ||   633.78 |   628.89 |   -1%˄ ||     1.58 |     1.59 |   +1%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 13419.91 | 13374.57 |   -0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   +1%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCDS - multi-threaded, shuffled, 32 clients, 32 cores

Sum of avg. item runtimes: -2% || Geometric mean of throughput changes: +2%
Configuration Overview - click to expand
 +Configuration Overview---------+---------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCDS_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCDS_5ee9098de05cdcf3b290393d44461d8970302257_mt.json |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                |
 |  benchmark_mode               | Shuffled                                                                                                      | Shuffled                                                                                                      |
 |  build_type                   | release                                                                                                       | release                                                                                                       |
 |  chunk_indexes                | False                                                                                                         | False                                                                                                         |
 |  chunk_size                   | 65535                                                                                                         | 65535                                                                                                         |
 |  clients                      | 32                                                                                                            | 32                                                                                                            |
 |  compiler                     | clang 17.0.2                                                                                                  | clang 17.0.2                                                                                                  |
 |  cores                        | 32                                                                                                            | 32                                                                                                            |
 |  data_preparation_cores       | 0                                                                                                             | 0                                                                                                             |
 |  date                         | 2024-08-10 23:39:47                                                                                           | 2024-08-11 03:21:48                                                                                           |
 |  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 | [32]                                                                                                          | [32]                                                                                                          |
 |  verify                       | False                                                                                                         | False                                                                                                         |
 |  warmup_duration              | 0                                                                                                             | 0                                                                                                             |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
-| 01      ||   513.16 |   573.92 |  +12%  ||     0.76 |     0.78 |   +2%  |  0.0904 |
+| 03      ||   221.98 |   209.46 |   -6%  ||     0.77 |     0.78 |   +2%  |  0.6561 |
 | 06      ||   625.48 |   618.83 |   -1%  ||     0.76 |     0.78 |   +2%  |  0.8834 |
 | 07      ||   718.38 |   692.83 |   -4%  ||     0.76 |     0.78 |   +2%  |  0.5895 |
+| 09      ||   446.74 |   355.45 |  -20%  ||     0.76 |     0.78 |   +2%  |  0.0057 |
+| 10      ||   614.07 |   511.96 |  -17%  ||     0.77 |     0.78 |   +2%  |  0.0592 |
 | 13      ||  1172.47 |  1177.10 |   +0%  ||     0.76 |     0.78 |   +2%  |  0.9420 |
-| 15      ||   325.78 |   419.12 |  +29%  ||     0.76 |     0.78 |   +2%  |  0.0152 |
-| 16      ||   336.74 |   353.58 |   +5%  ||     0.76 |     0.78 |   +2%  |  0.6618 |
+| 17      ||   869.05 |   828.74 |   -5%  ||     0.76 |     0.78 |   +2%  |  0.4477 |
+| 19      ||   499.58 |   428.17 |  -14%  ||     0.76 |     0.78 |   +2%  |  0.0911 |
+| 25      ||   663.53 |   631.77 |   -5%  ||     0.76 |     0.78 |   +2%  |  0.5298 |
-| 26      ||   356.96 |   440.25 |  +23%  ||     0.76 |     0.78 |   +2%  |  0.0286 |
+| 28      ||   920.92 |   643.34 |  -30%  ||     0.76 |     0.78 |   +2%  |  0.0000 |
+| 29      ||  1258.22 |  1095.63 |  -13%  ||     0.76 |     0.78 |   +2%  |  0.0193 |
+| 31      ||  1828.54 |  1580.65 |  -14%  ||     0.76 |     0.78 |   +2%  |  0.0027 |
 | 32      ||   141.16 |   146.35 |   +4%  ||     0.76 |     0.78 |   +2%  |  0.8252 |
+| 34      ||   518.52 |   445.83 |  -14%  ||     0.76 |     0.78 |   +2%  |  0.0775 |
 | 35      ||  1357.32 |  1384.56 |   +2%  ||     0.76 |     0.78 |   +2%  |  0.6944 |
+| 37      ||   599.99 |   501.18 |  -16%  ||     0.76 |     0.78 |   +2%  |  0.0050 |
 | 39a     ||  1822.98 |  1812.52 |   -1%  ||     0.76 |     0.78 |   +2%  |  0.8755 |
 | 39b     ||  1815.32 |  1825.35 |   +1%  ||     0.76 |     0.78 |   +2%  |  0.8832 |
-| 41      ||  1591.82 |  2958.27 |  +86%  ||     0.76 |     0.77 |   +1%  |  0.0000 |
 | 42      ||   332.88 |   342.41 |   +3%  ||     0.77 |     0.78 |   +2%  |  0.7911 |
+| 43      ||  1153.69 |  1068.90 |   -7%  ||     0.76 |     0.78 |   +2%  |  0.1112 |
-| 45      ||   493.38 |   540.45 |  +10%  ||     0.76 |     0.78 |   +2%  |  0.3424 |
-| 48      ||  1608.98 |  1708.56 |   +6%  ||     0.76 |     0.78 |   +2%  |  0.1502 |
+| 50      ||   690.31 |   628.71 |   -9%  ||     0.76 |     0.78 |   +2%  |  0.2089 |
+| 52      ||   329.16 |   308.25 |   -6%  ||     0.76 |     0.78 |   +2%  |  0.5160 |
+| 55      ||   315.43 |   267.55 |  -15%  ||     0.76 |     0.78 |   +2%  |  0.1457 |
+| 62      ||   914.79 |   839.63 |   -8%  ||     0.76 |     0.78 |   +2%  |  0.1276 |
 | 65      ||  2610.21 |  2516.76 |   -4%  ||     0.76 |     0.78 |   +2%  |  0.0818 |
 | 69      ||   699.39 |   692.09 |   -1%  ||     0.76 |     0.78 |   +2%  |  0.9016 |
+| 73      ||   365.20 |   335.34 |   -8%  ||     0.76 |     0.78 |   +2%  |  0.4077 |
+| 79      ||  1101.94 |   986.60 |  -10%  ||     0.76 |     0.78 |   +1%  |  0.0172 |
-| 81      ||   404.11 |   648.22 |  +60%  ||     0.76 |     0.78 |   +2%  |  0.0000 |
+| 82      ||   749.57 |   668.67 |  -11%  ||     0.76 |     0.78 |   +2%  |  0.0969 |
-| 83      ||   277.99 |   310.18 |  +12%  ||     0.76 |     0.78 |   +2%  |  0.4187 |
-| 84      ||    98.42 |   118.43 |  +20%  ||     0.76 |     0.78 |   +2%  |  0.3290 |
-| 85      ||   551.11 |   697.77 |  +27%  ||     0.77 |     0.78 |   +2%  |  0.0069 |
+| 88      ||  1668.82 |  1215.22 |  -27%  ||     0.76 |     0.78 |   +2%  |  0.0000 |
-| 91      ||   123.83 |   210.65 |  +70%  ||     0.76 |     0.78 |   +2%  |  0.0113 |
 | 92      ||   205.17 |   198.64 |   -3%  ||     0.76 |     0.78 |   +2%  |  0.8309 |
+| 93      ||  1310.15 |  1193.77 |   -9%  ||     0.76 |     0.78 |   +2%  |  0.0248 |
 | 94      ||   305.58 |   296.59 |   -3%  ||     0.76 |     0.78 |   +2%  |  0.7901 |
+| 95      ||  1624.75 |  1390.75 |  -14%  ||     0.76 |     0.78 |   +2%  |  0.0001 |
+| 96      ||   317.65 |   208.02 |  -35%  ||     0.76 |     0.78 |   +2%  |  0.0001 |
 | 97      ||  3162.01 |  3025.42 |   -4%  ||     0.76 |     0.78 |   +2%  |  0.0725 |
+| 99      ||  1129.18 |  1035.48 |   -8%  ||     0.76 |     0.78 |   +2%  |  0.0538 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 41762.41 | 41087.92 |   -2%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +2%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - single-threaded

Sum of avg. item runtimes: +2% || Geometric mean of throughput changes: -3%
Configuration Overview - click to expand
 +Configuration Overview---+--------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------+
 | Parameter               | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCC_29332b1ca0b941194d0cb7ba7aa2438b20442365_st.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCC_5ee9098de05cdcf3b290393d44461d8970302257_st.json |
 +-------------------------+--------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                               | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                               |
 |  benchmark_mode         | Shuffled                                                                                                     | Shuffled                                                                                                     |
 |  build_type             | release                                                                                                      | release                                                                                                      |
 |  chunk_indexes          | False                                                                                                        | False                                                                                                        |
 |  chunk_size             | 65535                                                                                                        | 65535                                                                                                        |
 |  clients                | 1                                                                                                            | 1                                                                                                            |
 |  compiler               | clang 17.0.2                                                                                                 | clang 17.0.2                                                                                                 |
 |  cores                  | 0                                                                                                            | 0                                                                                                            |
 |  data_preparation_cores | 0                                                                                                            | 0                                                                                                            |
 |  date                   | 2024-08-11 00:00:11                                                                                          | 2024-08-11 03:42:20                                                                                          |
 |  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     ||    27.17 |   27.79 |   +2%  ||     5.13 |     5.13 |   +0%  |  0.0000 |
 | New-Order    ||    12.72 |   13.04 |   +3%  ||    56.21 |    54.56 |   -3%  |  0.0004 |
 | Order-Status ||     1.21 |    1.23 |   +2%  ||     4.77 |     4.83 |   +1%  |  0.0000 |
 | Payment      ||     2.33 |    2.38 |   +2%  ||    54.41 |    53.71 |   -1%  |  0.0000 |
-| Stock-Level  ||     2.06 |    2.07 |   +1%  ||     5.28 |     4.77 |  -10%  |  0.5010 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Sum          ||    45.48 |   46.52 |   +2%  ||          |          |        |         |
 | Geomean      ||          |         |        ||          |          |   -3%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - multi-threaded, shuffled, 32 clients, 10 warehouses, 32 cores (high contention)

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---------+-----------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCC_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt_highcont.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCC_5ee9098de05cdcf3b290393d44461d8970302257_mt_highcont.json |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                        | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                        |
 |  benchmark_mode               | Shuffled                                                                                                              | Shuffled                                                                                                              |
 |  build_type                   | release                                                                                                               | release                                                                                                               |
 |  chunk_indexes                | False                                                                                                                 | False                                                                                                                 |
 |  chunk_size                   | 65535                                                                                                                 | 65535                                                                                                                 |
 |  clients                      | 32                                                                                                                    | 32                                                                                                                    |
 |  compiler                     | clang 17.0.2                                                                                                          | clang 17.0.2                                                                                                          |
 |  cores                        | 32                                                                                                                    | 32                                                                                                                    |
 |  data_preparation_cores       | 0                                                                                                                     | 0                                                                                                                     |
 |  date                         | 2024-08-11 00:01:18                                                                                                   | 2024-08-11 03:43:29                                                                                                   |
 |  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 | [32]                                                                                                                  | [32]                                                                                                                  |
 |  verify                       | False                                                                                                                 | False                                                                                                                 |
 |  warmup_duration              | 0                                                                                                                     | 0                                                                                                                     |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Delivery     ||    86.12 |   86.09 |   -0%  ||    43.40 |    43.95 |   +1%  |  0.9264 |
 |    unsucc.:  ||     1.85 |    2.08 |  +13%  ||    24.72 |    25.28 |   +2%  |         |
 | New-Order    ||    39.24 |   38.59 |   -2%  ||   564.99 |   572.91 |   +1%  |  0.0000 |
 |    unsucc.:  ||     6.12 |    5.60 |   -9%  ||   202.16 |   199.34 |   -1%  |         |
 | Order-Status ||     4.70 |    4.67 |   -1%  ||    68.02 |    68.87 |   +1%  |  0.6412 |
 | Payment      ||     7.38 |    7.52 |   +2%  ||   383.55 |   380.82 |   -1%  |  0.0000 |
 |    unsucc.:  ||     3.03 |    3.25 |   +7%  ||   352.14 |   359.12 |   +2%  |         |
 | Stock-Level  ||     8.15 |    7.91 |   -3%  ||    68.22 |    69.01 |   +1%  |  0.0222 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Sum          ||   145.60 |  144.78 |   -1%  ||          |          |        |         |
 | Geomean      ||          |         |        ||          |          |   +1%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - multi-threaded, shuffled, 10 clients, 10 warehouses, 32 cores (low contention)

Sum of avg. item runtimes: -3% || Geometric mean of throughput changes: +3%
Configuration Overview - click to expand
 +Configuration Overview---------+----------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCC_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt_lowcont.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCC_5ee9098de05cdcf3b290393d44461d8970302257_mt_lowcont.json |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                       | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                       |
 |  benchmark_mode               | Shuffled                                                                                                             | Shuffled                                                                                                             |
 |  build_type                   | release                                                                                                              | release                                                                                                              |
 |  chunk_indexes                | False                                                                                                                | False                                                                                                                |
 |  chunk_size                   | 65535                                                                                                                | 65535                                                                                                                |
 |  clients                      | 10                                                                                                                   | 10                                                                                                                   |
 |  compiler                     | clang 17.0.2                                                                                                         | clang 17.0.2                                                                                                         |
 |  cores                        | 32                                                                                                                   | 32                                                                                                                   |
 |  data_preparation_cores       | 0                                                                                                                    | 0                                                                                                                    |
 |  date                         | 2024-08-11 00:11:29                                                                                                  | 2024-08-11 03:53:40                                                                                                  |
 |  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 | [32]                                                                                                                 | [32]                                                                                                                 |
 |  verify                       | False                                                                                                                | False                                                                                                                |
 |  warmup_duration              | 0                                                                                                                    | 0                                                                                                                    |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Delivery     ||    95.02 |   92.33 |   -3%  ||    12.64 |    12.96 |   +3%  |  0.0000 |
 |    unsucc.:  ||     1.20 |    0.97 |  -19%  ||     1.50 |     1.56 |   +4%  |         |
 | New-Order    ||    48.55 |   47.60 |   -2%  ||   146.83 |   150.05 |   +2%  |  0.0000 |
 |    unsucc.:  ||     4.08 |    3.59 |  -12%  ||    14.03 |    13.27 |   -5%  |         |
+| Order-Status ||     5.42 |    5.33 |   -2%  ||    14.08 |    14.85 |   +5%  |  0.0000 |
 | Payment      ||    10.73 |   10.48 |   -2%  ||   124.96 |   127.73 |   +2%  |  0.0000 |
 |    unsucc.:  ||     2.70 |    2.62 |   -3%  ||    28.50 |    28.57 |   +0%  |         |
 | Stock-Level  ||     7.49 |    7.30 |   -3%  ||    14.03 |    14.65 |   +4%  |  0.0000 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Sum          ||   167.21 |  163.03 |   -3%  ||          |          |        |         |
 | Geomean      ||          |         |        ||          |          |   +3%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkJoinOrder - single-threaded

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---+-------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkJoinOrder_29332b1ca0b941194d0cb7ba7aa2438b20442365_st.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkJoinOrder_5ee9098de05cdcf3b290393d44461d8970302257_st.json |
 +-------------------------+-------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                    | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                    |
 |  benchmark_mode         | Ordered                                                                                                           | Ordered                                                                                                           |
 |  build_type             | release                                                                                                           | release                                                                                                           |
 |  chunk_indexes          | False                                                                                                             | False                                                                                                             |
 |  chunk_size             | 65535                                                                                                             | 65535                                                                                                             |
 |  clients                | 1                                                                                                                 | 1                                                                                                                 |
 |  compiler               | clang 17.0.2                                                                                                      | clang 17.0.2                                                                                                      |
 |  cores                  | 0                                                                                                                 | 0                                                                                                                 |
 |  data_preparation_cores | 0                                                                                                                 | 0                                                                                                                 |
 |  date                   | 2024-08-11 00:21:39                                                                                               | 2024-08-11 04:03:49                                                                                               |
 |  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     ||   114.55 |   114.62 |   +0%˄ ||     8.73 |     8.72 |   -0%˄ | (run time too short) |
 | 10b     ||    63.90 |    63.67 |   -0%˄ ||    15.65 |    15.70 |   +0%˄ | (run time too short) |
 | 10c     ||   306.06 |   306.66 |   +0%˄ ||     3.27 |     3.26 |   -0%˄ | (run time too short) |
 | 11a     ||    81.06 |    81.00 |   -0%˄ ||    12.34 |    12.34 |   +0%˄ | (run time too short) |
 | 11b     ||    79.08 |    79.44 |   +0%˄ ||    12.65 |    12.59 |   -0%˄ | (run time too short) |
 | 11c     ||    18.90 |    18.84 |   -0%˄ ||    52.90 |    53.07 |   +0%˄ | (run time too short) |
 | 11d     ||    21.24 |    20.95 |   -1%˄ ||    47.09 |    47.72 |   +1%˄ | (run time too short) |
 | 12a     ||    26.04 |    25.86 |   -1%˄ ||    38.40 |    38.67 |   +1%˄ | (run time too short) |
 | 12b     ||    29.47 |    29.28 |   -1%˄ ||    33.93 |    34.15 |   +1%˄ | (run time too short) |
 | 12c     ||    56.63 |    56.31 |   -1%˄ ||    17.66 |    17.76 |   +1%˄ | (run time too short) |
 | 13a     ||   173.44 |   175.14 |   +1%˄ ||     5.77 |     5.71 |   -1%˄ | (run time too short) |
 | 13b     ||   216.82 |   215.99 |   -0%˄ ||     4.61 |     4.63 |   +0%˄ | (run time too short) |
 | 13c     ||   179.93 |   179.18 |   -0%˄ ||     5.56 |     5.58 |   +0%˄ | (run time too short) |
 | 13d     ||   477.24 |   473.29 |   -1%˄ ||     2.10 |     2.11 |   +1%˄ | (run time too short) |
 | 14a     ||    87.50 |    88.00 |   +1%˄ ||    11.43 |    11.36 |   -1%˄ | (run time too short) |
 | 14b     ||    99.53 |   101.06 |   +2%˄ ||    10.05 |     9.89 |   -2%˄ | (run time too short) |
 | 14c     ||   196.32 |   195.90 |   -0%˄ ||     5.09 |     5.10 |   +0%˄ | (run time too short) |
 | 15a     ||    56.39 |    56.06 |   -1%˄ ||    17.73 |    17.84 |   +1%˄ | (run time too short) |
 | 15b     ||    57.25 |    57.20 |   -0%˄ ||    17.47 |    17.48 |   +0%˄ | (run time too short) |
 | 15c     ||    45.60 |    45.93 |   +1%˄ ||    21.93 |    21.77 |   -1%˄ | (run time too short) |
 | 15d     ||    40.32 |    40.22 |   -0%˄ ||    24.80 |    24.86 |   +0%˄ | (run time too short) |
 | 16a     ||  1201.59 |  1194.69 |   -1%˄ ||     0.83 |     0.84 |   +1%˄ |               0.0401 |
 | 16b     ||  2255.82 |  2234.48 |   -1%  ||     0.44 |     0.45 |   +1%  |               0.0027 |
 | 16c     ||  1347.35 |  1375.39 |   +2%  ||     0.74 |     0.73 |   -2%  |               0.1694 |
 | 16d     ||  1324.12 |  1314.56 |   -1%  ||     0.76 |     0.76 |   +1%  |               0.0048 |
 | 17a     ||   369.71 |   369.29 |   -0%˄ ||     2.70 |     2.71 |   +0%˄ | (run time too short) |
 | 17b     ||   296.56 |   293.17 |   -1%˄ ||     3.37 |     3.41 |   +1%˄ | (run time too short) |
 | 17c     ||   277.97 |   277.02 |   -0%˄ ||     3.60 |     3.61 |   +0%˄ | (run time too short) |
 | 17d     ||   365.06 |   364.07 |   -0%˄ ||     2.74 |     2.75 |   +0%˄ | (run time too short) |
 | 17e     ||  1369.80 |  1366.03 |   -0%  ||     0.73 |     0.73 |   +0%  |               0.2064 |
 | 17f     ||   846.86 |   846.42 |   -0%˄ ||     1.18 |     1.18 |   +0%˄ | (run time too short) |
 | 18a     ||   146.93 |   147.00 |   +0%˄ ||     6.81 |     6.80 |   -0%˄ | (run time too short) |
 | 18b     ||    95.57 |    95.46 |   -0%˄ ||    10.46 |    10.48 |   +0%˄ | (run time too short) |
 | 18c     ||   199.39 |   199.40 |   +0%˄ ||     5.02 |     5.01 |   -0%˄ | (run time too short) |
 | 19a     ||   214.99 |   214.23 |   -0%˄ ||     4.65 |     4.67 |   +0%˄ | (run time too short) |
 | 19b     ||   178.33 |   178.24 |   -0%˄ ||     5.61 |     5.61 |   +0%˄ | (run time too short) |
 | 19c     ||   265.97 |   265.53 |   -0%˄ ||     3.76 |     3.77 |   +0%˄ | (run time too short) |
 | 19d     ||   627.79 |   625.79 |   -0%˄ ||     1.59 |     1.60 |   +0%˄ | (run time too short) |
 | 1a      ||     8.81 |     8.93 |   +1%˄ ||   113.46 |   111.94 |   -1%˄ | (run time too short) |
 | 1b      ||    10.13 |    10.15 |   +0%˄ ||    98.73 |    98.49 |   -0%˄ | (run time too short) |
 | 1c      ||    13.47 |    13.48 |   +0%˄ ||    74.21 |    74.16 |   -0%˄ | (run time too short) |
 | 1d      ||     8.28 |     8.23 |   -1%˄ ||   120.74 |   121.45 |   +1%˄ | (run time too short) |
 | 20a     ||   572.58 |   569.92 |   -0%˄ ||     1.75 |     1.75 |   +0%˄ | (run time too short) |
 | 20b     ||   623.13 |   620.20 |   -0%˄ ||     1.60 |     1.61 |   +0%˄ | (run time too short) |
 | 20c     ||   394.66 |   393.46 |   -0%˄ ||     2.53 |     2.54 |   +0%˄ | (run time too short) |
 | 21a     ||    94.53 |    94.73 |   +0%˄ ||    10.58 |    10.56 |   -0%˄ | (run time too short) |
 | 21b     ||    86.42 |    86.50 |   +0%˄ ||    11.57 |    11.56 |   -0%˄ | (run time too short) |
 | 21c     ||    96.50 |    96.19 |   -0%˄ ||    10.36 |    10.40 |   +0%˄ | (run time too short) |
 | 22a     ||   153.85 |   154.16 |   +0%˄ ||     6.50 |     6.49 |   -0%˄ | (run time too short) |
 | 22b     ||   141.46 |   140.31 |   -1%˄ ||     7.07 |     7.13 |   +1%˄ | (run time too short) |
 | 22c     ||   207.94 |   206.99 |   -0%˄ ||     4.81 |     4.83 |   +0%˄ | (run time too short) |
 | 22d     ||   323.97 |   323.80 |   -0%˄ ||     3.09 |     3.09 |   +0%˄ | (run time too short) |
 | 23a     ||    49.28 |    49.28 |   -0%˄ ||    20.29 |    20.29 |   +0%˄ | (run time too short) |
 | 23b     ||    52.12 |    51.98 |   -0%˄ ||    19.19 |    19.24 |   +0%˄ | (run time too short) |
 | 23c     ||    51.53 |    51.53 |   -0%˄ ||    19.40 |    19.41 |   +0%˄ | (run time too short) |
 | 24a     ||   224.91 |   223.63 |   -1%˄ ||     4.45 |     4.47 |   +1%˄ | (run time too short) |
 | 24b     ||   218.93 |   219.04 |   +0%˄ ||     4.57 |     4.57 |   -0%˄ | (run time too short) |
 | 25a     ||    96.00 |    95.20 |   -1%˄ ||    10.42 |    10.50 |   +1%˄ | (run time too short) |
 | 25b     ||    62.84 |    62.44 |   -1%˄ ||    15.91 |    16.01 |   +1%˄ | (run time too short) |
 | 25c     ||   225.24 |   224.00 |   -1%˄ ||     4.44 |     4.46 |   +1%˄ | (run time too short) |
 | 26a     ||   146.32 |   145.75 |   -0%˄ ||     6.83 |     6.86 |   +0%˄ | (run time too short) |
 | 26b     ||   118.02 |   117.39 |   -1%˄ ||     8.47 |     8.52 |   +1%˄ | (run time too short) |
 | 26c     ||   256.36 |   255.54 |   -0%˄ ||     3.90 |     3.91 |   +0%˄ | (run time too short) |
 | 27a     ||    89.57 |    89.42 |   -0%˄ ||    11.16 |    11.18 |   +0%˄ | (run time too short) |
 | 27b     ||    84.20 |    83.91 |   -0%˄ ||    11.88 |    11.92 |   +0%˄ | (run time too short) |
 | 27c     ||    96.28 |    95.72 |   -1%˄ ||    10.39 |    10.45 |   +1%˄ | (run time too short) |
 | 28a     ||   190.61 |   187.69 |   -2%˄ ||     5.25 |     5.33 |   +2%˄ | (run time too short) |
 | 28b     ||    61.00 |    60.88 |   -0%˄ ||    16.39 |    16.43 |   +0%˄ | (run time too short) |
 | 28c     ||   153.39 |   152.40 |   -1%˄ ||     6.52 |     6.56 |   +1%˄ | (run time too short) |
 | 29a     ||   192.69 |   192.73 |   +0%˄ ||     5.19 |     5.19 |   -0%˄ | (run time too short) |
 | 29b     ||   808.69 |   811.73 |   +0%˄ ||     1.24 |     1.23 |   -0%˄ | (run time too short) |
 | 29c     ||   224.30 |   225.03 |   +0%˄ ||     4.46 |     4.44 |   -0%˄ | (run time too short) |
 | 2a      ||    25.05 |    24.90 |   -1%˄ ||    39.91 |    40.16 |   +1%˄ | (run time too short) |
 | 2b      ||    23.13 |    23.08 |   -0%˄ ||    43.23 |    43.32 |   +0%˄ | (run time too short) |
 | 2c      ||    20.07 |    19.72 |   -2%˄ ||    49.83 |    50.71 |   +2%˄ | (run time too short) |
 | 2d      ||    47.52 |    46.75 |   -2%˄ ||    21.03 |    21.39 |   +2%˄ | (run time too short) |
 | 30a     ||    87.61 |    87.42 |   -0%˄ ||    11.41 |    11.44 |   +0%˄ | (run time too short) |
 | 30b     ||    93.34 |    93.36 |   +0%˄ ||    10.71 |    10.71 |   -0%˄ | (run time too short) |
 | 30c     ||   148.97 |   148.11 |   -1%˄ ||     6.71 |     6.75 |   +1%˄ | (run time too short) |
 | 31a     ||    77.24 |    76.86 |   -0%˄ ||    12.95 |    13.01 |   +0%˄ | (run time too short) |
 | 31b     ||    78.09 |    77.86 |   -0%˄ ||    12.81 |    12.84 |   +0%˄ | (run time too short) |
 | 31c     ||    88.16 |    88.29 |   +0%˄ ||    11.34 |    11.33 |   -0%˄ | (run time too short) |
 | 32a     ||    12.39 |    12.38 |   -0%˄ ||    80.69 |    80.75 |   +0%˄ | (run time too short) |
 | 32b     ||    26.92 |    27.00 |   +0%˄ ||    37.14 |    37.03 |   -0%˄ | (run time too short) |
 | 33a     ||    29.53 |    29.62 |   +0%˄ ||    33.86 |    33.76 |   -0%˄ | (run time too short) |
 | 33b     ||    19.79 |    19.75 |   -0%˄ ||    50.52 |    50.63 |   +0%˄ | (run time too short) |
 | 33c     ||    34.97 |    34.99 |   +0%˄ ||    28.59 |    28.57 |   -0%˄ | (run time too short) |
 | 3a      ||    54.81 |    54.74 |   -0%˄ ||    18.25 |    18.27 |   +0%˄ | (run time too short) |
 | 3b      ||    15.55 |    15.76 |   +1%˄ ||    64.32 |    63.44 |   -1%˄ | (run time too short) |
 | 3c      ||   208.84 |   208.65 |   -0%˄ ||     4.79 |     4.79 |   +0%˄ | (run time too short) |
 | 4a      ||   130.20 |   130.17 |   -0%˄ ||     7.68 |     7.68 |   +0%˄ | (run time too short) |
-| 4b      ||    14.91 |    15.62 |   +5%˄ ||    67.07 |    64.00 |   -5%˄ | (run time too short) |
 | 4c      ||   184.98 |   183.01 |   -1%˄ ||     5.41 |     5.46 |   +1%˄ | (run time too short) |
 | 5a      ||    41.11 |    40.78 |   -1%˄ ||    24.32 |    24.52 |   +1%˄ | (run time too short) |
 | 5b      ||    45.08 |    44.93 |   -0%˄ ||    22.18 |    22.26 |   +0%˄ | (run time too short) |
 | 5c      ||    81.25 |    80.63 |   -1%˄ ||    12.31 |    12.40 |   +1%˄ | (run time too short) |
 | 6a      ||   150.80 |   150.38 |   -0%˄ ||     6.63 |     6.65 |   +0%˄ | (run time too short) |
 | 6b      ||   164.53 |   164.17 |   -0%˄ ||     6.08 |     6.09 |   +0%˄ | (run time too short) |
 | 6c      ||   144.12 |   142.76 |   -1%˄ ||     6.94 |     7.00 |   +1%˄ | (run time too short) |
 | 6d      ||   336.15 |   331.69 |   -1%˄ ||     2.97 |     3.01 |   +1%˄ | (run time too short) |
 | 6e      ||   149.36 |   148.61 |   -1%˄ ||     6.69 |     6.73 |   +1%˄ | (run time too short) |
 | 6f      ||   608.37 |   608.41 |   +0%˄ ||     1.64 |     1.64 |   -0%˄ | (run time too short) |
 | 7a      ||    99.89 |    98.34 |   -2%˄ ||    10.01 |    10.17 |   +2%˄ | (run time too short) |
 | 7b      ||    93.31 |    93.97 |   +1%˄ ||    10.72 |    10.64 |   -1%˄ | (run time too short) |
 | 7c      ||   530.23 |   532.50 |   +0%˄ ||     1.89 |     1.88 |   -0%˄ | (run time too short) |
 | 8a      ||   205.46 |   205.72 |   +0%˄ ||     4.87 |     4.86 |   -0%˄ | (run time too short) |
 | 8b      ||   202.74 |   202.44 |   -0%˄ ||     4.93 |     4.94 |   +0%˄ | (run time too short) |
 | 8c      ||  1696.16 |  1688.54 |   -0%  ||     0.59 |     0.59 |   +0%  |               0.0236 |
 | 8d      ||   287.23 |   285.24 |   -1%˄ ||     3.48 |     3.51 |   +1%˄ | (run time too short) |
 | 9a      ||   237.18 |   236.89 |   -0%˄ ||     4.22 |     4.22 |   +0%˄ | (run time too short) |
-| 9b      ||   150.63 |   165.88 |  +10%˄ ||     6.64 |     6.03 |   -9%˄ | (run time too short) |
-| 9c      ||   273.70 |   294.09 |   +7%˄ ||     3.65 |     3.40 |   -7%˄ | (run time too short) |
 | 9d      ||   384.74 |   385.80 |   +0%˄ ||     2.60 |     2.59 |   -0%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 27253.17 | 27227.50 |   -0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   +0%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkJoinOrder - multi-threaded, ordered, 1 client, 32 cores

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -2%
Configuration Overview - click to expand
 +Configuration Overview---------+---------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkJoinOrder_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt_ordered.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkJoinOrder_5ee9098de05cdcf3b290393d44461d8970302257_mt_ordered.json |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                            | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                            |
 |  benchmark_mode               | Ordered                                                                                                                   | Ordered                                                                                                                   |
 |  build_type                   | release                                                                                                                   | release                                                                                                                   |
 |  chunk_indexes                | False                                                                                                                     | False                                                                                                                     |
 |  chunk_size                   | 65535                                                                                                                     | 65535                                                                                                                     |
 |  clients                      | 1                                                                                                                         | 1                                                                                                                         |
 |  compiler                     | clang 17.0.2                                                                                                              | clang 17.0.2                                                                                                              |
 |  cores                        | 32                                                                                                                        | 32                                                                                                                        |
 |  data_preparation_cores       | 0                                                                                                                         | 0                                                                                                                         |
 |  date                         | 2024-08-11 00:45:23                                                                                                       | 2024-08-11 04:27:26                                                                                                       |
 |  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 | [32]                                                                                                                      | [32]                                                                                                                      |
 |  verify                       | False                                                                                                                     | False                                                                                                                     |
 |  warmup_duration              | 1000000000                                                                                                                | 1000000000                                                                                                                |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
-| 10a     ||    36.24 |    55.77 |  +54%˄ ||    27.57 |    17.92 |  -35%˄ | (run time too short) |
-| 10b     ||    17.71 |    24.69 |  +39%˄ ||    56.37 |    40.43 |  -28%˄ | (run time too short) |
-| 10c     ||   106.91 |   137.15 |  +28%˄ ||     9.35 |     7.29 |  -22%˄ | (run time too short) |
-| 11a     ||    26.56 |    28.84 |   +9%˄ ||    37.60 |    34.63 |   -8%˄ | (run time too short) |
 | 11b     ||    24.74 |    25.31 |   +2%˄ ||    40.37 |    39.45 |   -2%˄ | (run time too short) |
-| 11c     ||    24.79 |    28.10 |  +13%˄ ||    40.28 |    35.54 |  -12%˄ | (run time too short) |
-| 11d     ||    25.82 |    35.34 |  +37%˄ ||    38.69 |    28.27 |  -27%˄ | (run time too short) |
-| 12a     ||    17.95 |    24.89 |  +39%˄ ||    55.62 |    40.12 |  -28%˄ | (run time too short) |
-| 12b     ||    13.12 |    16.66 |  +27%˄ ||    76.07 |    59.90 |  -21%˄ | (run time too short) |
-| 12c     ||    40.31 |    56.57 |  +40%˄ ||    24.79 |    17.66 |  -29%˄ | (run time too short) |
 | 13a     ||   151.98 |   157.34 |   +4%˄ ||     6.58 |     6.35 |   -3%˄ | (run time too short) |
 | 13b     ||   101.37 |   101.93 |   +1%˄ ||     9.86 |     9.81 |   -1%˄ | (run time too short) |
-| 13c     ||    85.34 |    89.25 |   +5%˄ ||    11.71 |    11.20 |   -4%˄ | (run time too short) |
 | 13d     ||   350.29 |   356.15 |   +2%˄ ||     2.85 |     2.81 |   -2%˄ | (run time too short) |
 | 14a     ||    66.03 |    65.25 |   -1%˄ ||    15.13 |    15.31 |   +1%˄ | (run time too short) |
 | 14b     ||    82.46 |    81.50 |   -1%˄ ||    12.12 |    12.26 |   +1%˄ | (run time too short) |
 | 14c     ||   181.38 |   181.19 |   -0%˄ ||     5.51 |     5.52 |   +0%˄ | (run time too short) |
 | 15a     ||    40.75 |    41.73 |   +2%˄ ||    24.51 |    23.94 |   -2%˄ | (run time too short) |
 | 15b     ||    35.84 |    35.94 |   +0%˄ ||    27.87 |    27.79 |   -0%˄ | (run time too short) |
-| 15c     ||    28.65 |    30.62 |   +7%˄ ||    34.86 |    32.62 |   -6%˄ | (run time too short) |
 | 15d     ||    36.87 |    37.07 |   +1%˄ ||    27.10 |    26.95 |   -1%˄ | (run time too short) |
 | 16a     ||   912.64 |   906.77 |   -1%˄ ||     1.10 |     1.10 |   +1%˄ | (run time too short) |
 | 16b     ||  2048.20 |  2035.45 |   -1%  ||     0.49 |     0.49 |   +1%  |               0.1619 |
 | 16c     ||  1077.23 |  1080.37 |   +0%˄ ||     0.93 |     0.93 |   -0%˄ | (run time too short) |
 | 16d     ||  1040.49 |  1030.41 |   -1%˄ ||     0.96 |     0.97 |   +1%˄ | (run time too short) |
 | 17a     ||   220.75 |   230.05 |   +4%˄ ||     4.53 |     4.35 |   -4%˄ | (run time too short) |
 | 17b     ||   189.11 |   190.00 |   +0%˄ ||     5.29 |     5.26 |   -0%˄ | (run time too short) |
 | 17c     ||   171.90 |   172.07 |   +0%˄ ||     5.82 |     5.81 |   -0%˄ | (run time too short) |
 | 17d     ||   156.24 |   154.15 |   -1%˄ ||     6.40 |     6.49 |   +1%˄ | (run time too short) |
 | 17e     ||   852.37 |   850.20 |   -0%˄ ||     1.17 |     1.21 |   +3%˄ | (run time too short) |
 | 17f     ||   363.12 |   354.14 |   -2%˄ ||     2.75 |     2.82 |   +3%˄ | (run time too short) |
 | 18a     ||    78.01 |    77.98 |   -0%˄ ||    12.81 |    12.82 |   +0%˄ | (run time too short) |
 | 18b     ||    65.19 |    63.96 |   -2%˄ ||    15.33 |    15.62 |   +2%˄ | (run time too short) |
 | 18c     ||   127.59 |   129.45 |   +1%˄ ||     7.84 |     7.72 |   -1%˄ | (run time too short) |
 | 19a     ||   133.73 |   131.44 |   -2%˄ ||     7.48 |     7.61 |   +2%˄ | (run time too short) |
 | 19b     ||    80.58 |    79.12 |   -2%˄ ||    12.40 |    12.63 |   +2%˄ | (run time too short) |
+| 19c     ||   152.95 |   144.98 |   -5%˄ ||     6.54 |     6.90 |   +5%˄ | (run time too short) |
 | 19d     ||   516.98 |   508.81 |   -2%˄ ||     1.93 |     1.97 |   +2%˄ | (run time too short) |
 | 1a      ||     8.18 |     8.20 |   +0%˄ ||   121.85 |   121.50 |   -0%˄ | (run time too short) |
 | 1b      ||     4.52 |     4.45 |   -2%˄ ||   219.61 |   222.88 |   +1%˄ | (run time too short) |
 | 1c      ||     4.94 |     4.86 |   -2%˄ ||   201.19 |   204.33 |   +2%˄ | (run time too short) |
 | 1d      ||     6.57 |     6.63 |   +1%˄ ||   151.55 |   150.03 |   -1%˄ | (run time too short) |
 | 20a     ||   100.65 |   101.63 |   +1%˄ ||     9.93 |     9.84 |   -1%˄ | (run time too short) |
 | 20b     ||    86.79 |    88.05 |   +1%˄ ||    11.52 |    11.35 |   -1%˄ | (run time too short) |
 | 20c     ||    95.01 |    95.57 |   +1%˄ ||    10.52 |    10.46 |   -1%˄ | (run time too short) |
 | 21a     ||    34.95 |    34.77 |   -1%˄ ||    28.58 |    28.73 |   +1%˄ | (run time too short) |
 | 21b     ||    30.06 |    29.51 |   -2%˄ ||    33.22 |    33.84 |   +2%˄ | (run time too short) |
 | 21c     ||    37.55 |    37.02 |   -1%˄ ||    26.60 |    26.98 |   +1%˄ | (run time too short) |
 | 22a     ||    71.02 |    70.55 |   -1%˄ ||    14.07 |    14.16 |   +1%˄ | (run time too short) |
 | 22b     ||    58.63 |    57.73 |   -2%˄ ||    17.04 |    17.31 |   +2%˄ | (run time too short) |
 | 22c     ||   124.61 |   122.05 |   -2%˄ ||     8.02 |     8.19 |   +2%˄ | (run time too short) |
 | 22d     ||   228.32 |   224.92 |   -1%˄ ||     4.38 |     4.45 |   +2%˄ | (run time too short) |
 | 23a     ||    21.45 |    21.49 |   +0%˄ ||    46.54 |    46.46 |   -0%˄ | (run time too short) |
 | 23b     ||    32.07 |    32.14 |   +0%˄ ||    31.15 |    31.08 |   -0%˄ | (run time too short) |
 | 23c     ||    22.57 |    22.52 |   -0%˄ ||    44.23 |    44.32 |   +0%˄ | (run time too short) |
 | 24a     ||    86.97 |    86.42 |   -1%˄ ||    11.49 |    11.57 |   +1%˄ | (run time too short) |
 | 24b     ||    80.84 |    80.92 |   +0%˄ ||    12.36 |    12.35 |   -0%˄ | (run time too short) |
 | 25a     ||    69.18 |    68.96 |   -0%˄ ||    14.45 |    14.49 |   +0%˄ | (run time too short) |
 | 25b     ||    39.04 |    39.32 |   +1%˄ ||    25.59 |    25.40 |   -1%˄ | (run time too short) |
+| 25c     ||   192.50 |   175.45 |   -9%˄ ||     5.19 |     5.70 |  +10%˄ | (run time too short) |
 | 26a     ||    98.23 |    98.37 |   +0%˄ ||    10.18 |    10.16 |   -0%˄ | (run time too short) |
 | 26b     ||    71.57 |    71.80 |   +0%˄ ||    13.96 |    13.92 |   -0%˄ | (run time too short) |
+| 26c     ||   141.51 |   135.15 |   -4%˄ ||     7.06 |     7.40 |   +5%˄ | (run time too short) |
 | 27a     ||    30.40 |    30.70 |   +1%˄ ||    32.85 |    32.53 |   -1%˄ | (run time too short) |
 | 27b     ||    29.94 |    30.00 |   +0%˄ ||    33.35 |    33.29 |   -0%˄ | (run time too short) |
 | 27c     ||    36.52 |    36.08 |   -1%˄ ||    27.35 |    27.68 |   +1%˄ | (run time too short) |
 | 28a     ||   141.18 |   139.01 |   -2%˄ ||     7.08 |     7.19 |   +2%˄ | (run time too short) |
 | 28b     ||    34.24 |    34.06 |   -1%˄ ||    29.17 |    29.32 |   +1%˄ | (run time too short) |
 | 28c     ||   115.35 |   112.29 |   -3%˄ ||     8.67 |     8.90 |   +3%˄ | (run time too short) |
 | 29a     ||    77.66 |    76.97 |   -1%˄ ||    12.87 |    12.98 |   +1%˄ | (run time too short) |
 | 29b     ||   142.31 |   148.06 |   +4%˄ ||     7.03 |     6.75 |   -4%˄ | (run time too short) |
 | 29c     ||    92.64 |    91.36 |   -1%˄ ||    10.79 |    10.94 |   +1%˄ | (run time too short) |
 | 2a      ||    28.71 |    28.71 |   -0%˄ ||    34.78 |    34.79 |   +0%˄ | (run time too short) |
 | 2b      ||    25.38 |    25.23 |   -1%˄ ||    39.35 |    39.58 |   +1%˄ | (run time too short) |
 | 2c      ||    18.32 |    18.60 |   +2%˄ ||    54.49 |    53.67 |   -1%˄ | (run time too short) |
 | 2d      ||    58.06 |    56.59 |   -3%˄ ||    17.21 |    17.66 |   +3%˄ | (run time too short) |
 | 30a     ||    59.37 |    59.19 |   -0%˄ ||    16.83 |    16.88 |   +0%˄ | (run time too short) |
 | 30b     ||    46.81 |    47.11 |   +1%˄ ||    21.34 |    21.21 |   -1%˄ | (run time too short) |
 | 30c     ||   133.15 |   132.80 |   -0%˄ ||     7.51 |     7.53 |   +0%˄ | (run time too short) |
 | 31a     ||    45.69 |    45.57 |   -0%˄ ||    21.86 |    21.92 |   +0%˄ | (run time too short) |
 | 31b     ||    40.11 |    40.07 |   -0%˄ ||    24.91 |    24.93 |   +0%˄ | (run time too short) |
 | 31c     ||    50.92 |    51.00 |   +0%˄ ||    19.62 |    19.59 |   -0%˄ | (run time too short) |
 | 32a     ||     8.77 |     8.65 |   -1%˄ ||   113.58 |   115.23 |   +1%˄ | (run time too short) |
 | 32b     ||    35.62 |    36.59 |   +3%˄ ||    28.05 |    27.30 |   -3%˄ | (run time too short) |
 | 33a     ||    13.00 |    12.85 |   -1%˄ ||    76.67 |    77.60 |   +1%˄ | (run time too short) |
 | 33b     ||    11.01 |    10.82 |   -2%˄ ||    90.52 |    92.08 |   +2%˄ | (run time too short) |
-| 33c     ||    20.18 |    21.35 |   +6%˄ ||    49.45 |    46.74 |   -5%˄ | (run time too short) |
 | 3a      ||    43.08 |    43.08 |   -0%˄ ||    23.19 |    23.19 |   +0%˄ | (run time too short) |
 | 3b      ||     8.78 |     8.72 |   -1%˄ ||   113.46 |   114.26 |   +1%˄ | (run time too short) |
 | 3c      ||    81.32 |    80.80 |   -1%˄ ||    12.29 |    12.37 |   +1%˄ | (run time too short) |
 | 4a      ||    78.54 |    79.01 |   +1%˄ ||    12.73 |    12.65 |   -1%˄ | (run time too short) |
 | 4b      ||     7.08 |     7.31 |   +3%˄ ||   140.61 |   136.18 |   -3%˄ | (run time too short) |
 | 4c      ||    95.12 |    97.61 |   +3%˄ ||    10.51 |    10.24 |   -3%˄ | (run time too short) |
 | 5a      ||    33.47 |    33.19 |   -1%˄ ||    29.84 |    30.09 |   +1%˄ | (run time too short) |
 | 5b      ||    24.95 |    25.61 |   +3%˄ ||    40.01 |    38.98 |   -3%˄ | (run time too short) |
 | 5c      ||    60.03 |    60.28 |   +0%˄ ||    16.64 |    16.58 |   -0%˄ | (run time too short) |
 | 6a      ||    34.83 |    34.43 |   -1%˄ ||    28.68 |    29.01 |   +1%˄ | (run time too short) |
 | 6b      ||    60.14 |    60.87 |   +1%˄ ||    16.62 |    16.42 |   -1%˄ | (run time too short) |
 | 6c      ||    32.35 |    32.36 |   +0%˄ ||    30.88 |    30.87 |   -0%˄ | (run time too short) |
 | 6d      ||   171.29 |   172.21 |   +1%˄ ||     5.84 |     5.81 |   -1%˄ | (run time too short) |
 | 6e      ||    34.53 |    34.52 |   -0%˄ ||    28.93 |    28.94 |   +0%˄ | (run time too short) |
 | 6f      ||   497.13 |   498.69 |   +0%˄ ||     2.01 |     2.01 |   -0%˄ | (run time too short) |
-| 7a      ||    37.01 |    38.74 |   +5%˄ ||    26.99 |    25.78 |   -4%˄ | (run time too short) |
 | 7b      ||    36.79 |    36.84 |   +0%˄ ||    27.15 |    27.11 |   -0%˄ | (run time too short) |
 | 7c      ||   324.05 |   312.96 |   -3%˄ ||     3.09 |     3.19 |   +4%˄ | (run time too short) |
 | 8a      ||    65.02 |    64.09 |   -1%˄ ||    15.37 |    15.59 |   +1%˄ | (run time too short) |
 | 8b      ||    62.74 |    62.43 |   -0%˄ ||    15.93 |    16.01 |   +0%˄ | (run time too short) |
 | 8c      ||  1290.39 |  1279.19 |   -1%  ||     0.77 |     0.78 |   +1%  |               0.0282 |
 | 8d      ||   240.46 |   241.78 |   +1%˄ ||     4.16 |     4.14 |   -1%˄ | (run time too short) |
 | 9a      ||   169.08 |   167.58 |   -1%˄ ||     5.91 |     5.97 |   +1%˄ | (run time too short) |
 | 9b      ||    90.50 |    89.99 |   -1%˄ ||    11.04 |    11.11 |   +1%˄ | (run time too short) |
 | 9c      ||   168.16 |   169.76 |   +1%˄ ||     5.95 |     5.89 |   -1%˄ | (run time too short) |
 | 9d      ||   371.56 |   368.77 |   -1%˄ ||     2.69 |     2.71 |   +1%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 16843.70 | 16863.61 |   +0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -2%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkJoinOrder - multi-threaded, shuffled, 32 clients, 32 cores

Sum of avg. item runtimes: -3% || Geometric mean of throughput changes: +3%
Configuration Overview - click to expand
 +Configuration Overview---------+-------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkJoinOrder_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkJoinOrder_5ee9098de05cdcf3b290393d44461d8970302257_mt.json |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                    | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                    |
 |  benchmark_mode               | Shuffled                                                                                                          | Shuffled                                                                                                          |
 |  build_type                   | release                                                                                                           | release                                                                                                           |
 |  chunk_indexes                | False                                                                                                             | False                                                                                                             |
 |  chunk_size                   | 65535                                                                                                             | 65535                                                                                                             |
 |  clients                      | 32                                                                                                                | 32                                                                                                                |
 |  compiler                     | clang 17.0.2                                                                                                      | clang 17.0.2                                                                                                      |
 |  cores                        | 32                                                                                                                | 32                                                                                                                |
 |  data_preparation_cores       | 0                                                                                                                 | 0                                                                                                                 |
 |  date                         | 2024-08-11 01:01:45                                                                                               | 2024-08-11 04:43:51                                                                                               |
 |  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 | [32]                                                                                                              | [32]                                                                                                              |
 |  verify                       | False                                                                                                             | False                                                                                                             |
 |  warmup_duration              | 0                                                                                                                 | 0                                                                                                                 |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | 10a     ||   158.91 |   164.99 |   +4%  ||     0.85 |     0.88 |   +3%  |  0.7091 |
-| 10b     ||    99.02 |   116.01 |  +17%  ||     0.85 |     0.88 |   +3%  |  0.2215 |
+| 10c     ||   382.59 |   362.80 |   -5%  ||     0.85 |     0.88 |   +3%  |  0.3850 |
+| 11a     ||   104.38 |    79.72 |  -24%  ||     0.85 |     0.88 |   +3%  |  0.0569 |
+| 11b     ||    90.92 |    76.56 |  -16%  ||     0.85 |     0.88 |   +3%  |  0.3699 |
 | 11c     ||    70.61 |    69.28 |   -2%  ||     0.85 |     0.88 |   +3%  |  0.8881 |
-| 11d     ||    75.28 |    92.15 |  +22%  ||     0.85 |     0.88 |   +3%  |  0.2075 |
 | 12a     ||   138.42 |   138.56 |   +0%  ||     0.85 |     0.88 |   +3%  |  0.9943 |
+| 12b     ||    72.01 |    55.83 |  -22%  ||     0.85 |     0.88 |   +3%  |  0.0819 |
 | 12c     ||   260.05 |   255.63 |   -2%  ||     0.85 |     0.88 |   +3%  |  0.8287 |
-| 13a     ||   343.79 |   369.73 |   +8%  ||     0.85 |     0.88 |   +3%  |  0.2192 |
+| 13b     ||   295.28 |   266.16 |  -10%  ||     0.85 |     0.88 |   +3%  |  0.2141 |
-| 13c     ||   241.91 |   271.65 |  +12%  ||     0.85 |     0.88 |   +3%  |  0.1363 |
-| 13d     ||   625.61 |   678.74 |   +8%  ||     0.85 |     0.88 |   +3%  |  0.0362 |
-| 14a     ||   271.45 |   290.62 |   +7%  ||     0.85 |     0.88 |   +3%  |  0.3924 |
 | 14b     ||   285.74 |   291.01 |   +2%  ||     0.85 |     0.88 |   +3%  |  0.8188 |
 | 14c     ||   418.16 |   399.58 |   -4%  ||     0.85 |     0.88 |   +3%  |  0.4546 |
-| 15a     ||    91.77 |   100.73 |  +10%  ||     0.85 |     0.88 |   +3%  |  0.4537 |
+| 15b     ||    94.08 |    88.41 |   -6%  ||     0.85 |     0.88 |   +3%  |  0.6050 |
+| 15c     ||   108.35 |    99.15 |   -8%  ||     0.85 |     0.88 |   +3%  |  0.4155 |
-| 15d     ||   135.46 |   157.57 |  +16%  ||     0.85 |     0.88 |   +3%  |  0.2416 |
+| 16a     ||  1182.11 |  1115.99 |   -6%  ||     0.85 |     0.88 |   +3%  |  0.0531 |
 | 16b     ||  2249.77 |  2154.51 |   -4%  ||     0.85 |     0.88 |   +3%  |  0.0049 |
 | 16c     ||  1322.43 |  1280.33 |   -3%  ||     0.85 |     0.88 |   +3%  |  0.2367 |
 | 16d     ||  1281.94 |  1261.84 |   -2%  ||     0.85 |     0.88 |   +3%  |  0.5466 |
 | 17a     ||   585.77 |   600.27 |   +2%  ||     0.85 |     0.88 |   +3%  |  0.6055 |
-| 17b     ||   426.65 |   472.03 |  +11%  ||     0.85 |     0.88 |   +3%  |  0.0518 |
 | 17c     ||   417.20 |   433.45 |   +4%  ||     0.85 |     0.88 |   +3%  |  0.5294 |
+| 17d     ||   509.00 |   427.31 |  -16%  ||     0.85 |     0.88 |   +3%  |  0.0056 |
 | 17e     ||  1214.84 |  1200.60 |   -1%  ||     0.85 |     0.88 |   +3%  |  0.6959 |
 | 17f     ||   820.43 |   783.71 |   -4%  ||     0.85 |     0.88 |   +3%  |  0.2251 |
+| 18a     ||   198.98 |   186.66 |   -6%  ||     0.85 |     0.88 |   +3%  |  0.4915 |
+| 18b     ||   273.51 |   209.74 |  -23%  ||     0.85 |     0.88 |   +3%  |  0.0012 |
+| 18c     ||   467.11 |   411.30 |  -12%  ||     0.85 |     0.88 |   +3%  |  0.0438 |
+| 19a     ||   423.56 |   353.35 |  -17%  ||     0.85 |     0.88 |   +3%  |  0.0037 |
+| 19b     ||   297.83 |   276.17 |   -7%  ||     0.85 |     0.88 |   +3%  |  0.3181 |
+| 19c     ||   486.98 |   463.49 |   -5%  ||     0.85 |     0.88 |   +3%  |  0.4169 |
+| 19d     ||  1008.33 |   958.27 |   -5%  ||     0.85 |     0.88 |   +3%  |  0.1390 |
-| 1a      ||    38.84 |    42.42 |   +9%  ||     0.85 |     0.88 |   +3%  |  0.6668 |
+| 1b      ||    44.81 |    29.39 |  -34%  ||     0.85 |     0.88 |   +3%  |  0.0165 |
 | 1c      ||    42.22 |    42.15 |   -0%  ||     0.85 |     0.88 |   +3%  |  0.9938 |
 | 1d      ||    25.33 |    26.40 |   +4%  ||     0.85 |     0.88 |   +3%  |  0.8137 |
 | 20a     ||   331.26 |   332.93 |   +1%  ||     0.85 |     0.88 |   +3%  |  0.9404 |
 | 20b     ||   302.16 |   306.24 |   +1%  ||     0.85 |     0.88 |   +3%  |  0.8596 |
-| 20c     ||   294.61 |   325.40 |  +10%  ||     0.85 |     0.88 |   +3%  |  0.2108 |
+| 21a     ||   142.18 |   106.24 |  -25%  ||     0.85 |     0.88 |   +3%  |  0.0161 |
+| 21b     ||   121.77 |    93.88 |  -23%  ||     0.85 |     0.88 |   +3%  |  0.0573 |
+| 21c     ||   167.44 |   115.41 |  -31%  ||     0.85 |     0.88 |   +3%  |  0.0077 |
 | 22a     ||   347.03 |   361.05 |   +4%  ||     0.85 |     0.88 |   +3%  |  0.5992 |
+| 22b     ||   307.83 |   292.08 |   -5%  ||     0.85 |     0.88 |   +3%  |  0.5354 |
 | 22c     ||   449.30 |   456.58 |   +2%  ||     0.85 |     0.88 |   +3%  |  0.7846 |
 | 22d     ||   632.37 |   631.60 |   -0%  ||     0.85 |     0.88 |   +3%  |  0.9817 |
-| 23a     ||   115.57 |   122.22 |   +6%  ||     0.85 |     0.88 |   +3%  |  0.6358 |
+| 23b     ||   103.59 |    89.32 |  -14%  ||     0.85 |     0.88 |   +3%  |  0.2370 |
-| 23c     ||   114.74 |   148.06 |  +29%  ||     0.85 |     0.88 |   +3%  |  0.0357 |
+| 24a     ||   300.57 |   260.65 |  -13%  ||     0.85 |     0.88 |   +3%  |  0.0809 |
+| 24b     ||   225.96 |   194.71 |  -14%  ||     0.85 |     0.88 |   +3%  |  0.1017 |
-| 25a     ||   296.05 |   322.38 |   +9%  ||     0.85 |     0.88 |   +3%  |  0.2929 |
+| 25b     ||   180.99 |   138.00 |  -24%  ||     0.85 |     0.88 |   +3%  |  0.0377 |
+| 25c     ||   636.36 |   576.64 |   -9%  ||     0.85 |     0.88 |   +3%  |  0.0561 |
-| 26a     ||   290.46 |   319.96 |  +10%  ||     0.85 |     0.88 |   +3%  |  0.1316 |
-| 26b     ||   179.26 |   227.08 |  +27%  ||     0.85 |     0.88 |   +3%  |  0.0067 |
+| 26c     ||   417.73 |   386.20 |   -8%  ||     0.85 |     0.88 |   +3%  |  0.1642 |
+| 27a     ||   136.11 |   124.79 |   -8%  ||     0.85 |     0.88 |   +3%  |  0.4868 |
+| 27b     ||   149.51 |   131.86 |  -12%  ||     0.85 |     0.88 |   +3%  |  0.2689 |
+| 27c     ||   162.77 |   125.82 |  -23%  ||     0.85 |     0.88 |   +3%  |  0.0522 |
-| 28a     ||   440.19 |   482.65 |  +10%  ||     0.85 |     0.88 |   +3%  |  0.1158 |
 | 28b     ||   191.74 |   194.01 |   +1%  ||     0.85 |     0.88 |   +3%  |  0.9133 |
 | 28c     ||   442.23 |   439.33 |   -1%  ||     0.85 |     0.88 |   +3%  |  0.9173 |
+| 29a     ||   223.10 |   193.05 |  -13%  ||     0.85 |     0.88 |   +3%  |  0.1021 |
+| 29b     ||   344.21 |   244.45 |  -29%  ||     0.85 |     0.88 |   +3%  |  0.0000 |
+| 29c     ||   301.69 |   243.95 |  -19%  ||     0.85 |     0.88 |   +3%  |  0.0120 |
+| 2a      ||   114.72 |   106.88 |   -7%  ||     0.85 |     0.88 |   +3%  |  0.5962 |
-| 2b      ||    96.28 |   108.37 |  +13%  ||     0.85 |     0.88 |   +3%  |  0.3538 |
-| 2c      ||    74.43 |    91.38 |  +23%  ||     0.85 |     0.88 |   +3%  |  0.2104 |
-| 2d      ||   167.93 |   186.63 |  +11%  ||     0.85 |     0.88 |   +3%  |  0.2386 |
+| 30a     ||   292.98 |   239.90 |  -18%  ||     0.85 |     0.88 |   +3%  |  0.0339 |
+| 30b     ||   238.27 |   222.51 |   -7%  ||     0.85 |     0.88 |   +3%  |  0.4404 |
-| 30c     ||   422.35 |   477.55 |  +13%  ||     0.85 |     0.88 |   +3%  |  0.0419 |
+| 31a     ||   208.43 |   185.50 |  -11%  ||     0.85 |     0.88 |   +3%  |  0.2714 |
+| 31b     ||   171.21 |   144.27 |  -16%  ||     0.85 |     0.88 |   +3%  |  0.1324 |
+| 31c     ||   235.24 |   192.65 |  -18%  ||     0.85 |     0.88 |   +3%  |  0.0326 |
-| 32a     ||    29.68 |    34.28 |  +15%  ||     0.85 |     0.88 |   +3%  |  0.4399 |
-| 32b     ||   114.06 |   138.79 |  +22%  ||     0.85 |     0.88 |   +3%  |  0.0709 |
 | 33a     ||   104.93 |   104.51 |   -0%  ||     0.85 |     0.88 |   +3%  |  0.9784 |
-| 33b     ||    68.42 |    84.10 |  +23%  ||     0.85 |     0.88 |   +3%  |  0.1996 |
-| 33c     ||   121.08 |   143.06 |  +18%  ||     0.85 |     0.88 |   +3%  |  0.1675 |
+| 3a      ||   198.89 |   167.90 |  -16%  ||     0.85 |     0.88 |   +3%  |  0.1205 |
-| 3b      ||    44.00 |    46.96 |   +7%  ||     0.85 |     0.88 |   +3%  |  0.6943 |
+| 3c      ||   315.64 |   274.36 |  -13%  ||     0.85 |     0.88 |   +3%  |  0.0759 |
-| 4a      ||   200.35 |   238.44 |  +19%  ||     0.85 |     0.88 |   +3%  |  0.0530 |
-| 4b      ||    36.10 |    57.85 |  +60%  ||     0.85 |     0.88 |   +3%  |  0.0242 |
 | 4c      ||   265.89 |   258.28 |   -3%  ||     0.85 |     0.88 |   +3%  |  0.7465 |
+| 5a      ||   156.34 |   135.25 |  -13%  ||     0.85 |     0.88 |   +3%  |  0.2209 |
 | 5b      ||   123.16 |   118.69 |   -4%  ||     0.85 |     0.88 |   +3%  |  0.7808 |
+| 5c      ||   223.46 |   186.15 |  -17%  ||     0.85 |     0.88 |   +3%  |  0.0408 |
 | 6a      ||   125.06 |   123.57 |   -1%  ||     0.85 |     0.88 |   +3%  |  0.9167 |
 | 6b      ||   135.32 |   131.38 |   -3%  ||     0.85 |     0.88 |   +3%  |  0.7794 |
 | 6c      ||    99.37 |   100.36 |   +1%  ||     0.85 |     0.88 |   +3%  |  0.9337 |
 | 6d      ||   379.00 |   385.84 |   +2%  ||     0.85 |     0.88 |   +3%  |  0.7617 |
-| 6e      ||   108.22 |   138.98 |  +28%  ||     0.85 |     0.88 |   +3%  |  0.0774 |
+| 6f      ||   890.10 |   841.63 |   -5%  ||     0.85 |     0.88 |   +3%  |  0.0596 |
-| 7a      ||   131.87 |   141.95 |   +8%  ||     0.85 |     0.88 |   +3%  |  0.5167 |
+| 7b      ||   142.08 |   135.12 |   -5%  ||     0.85 |     0.88 |   +3%  |  0.6780 |
+| 7c      ||   827.22 |   744.44 |  -10%  ||     0.85 |     0.88 |   +3%  |  0.0098 |
-| 8a      ||   150.37 |   188.42 |  +25%  ||     0.85 |     0.88 |   +3%  |  0.0554 |
+| 8b      ||   168.26 |   159.76 |   -5%  ||     0.85 |     0.88 |   +3%  |  0.6726 |
 | 8c      ||  1660.90 |  1641.26 |   -1%  ||     0.85 |     0.88 |   +3%  |  0.5622 |
-| 8d      ||   438.84 |   554.22 |  +26%  ||     0.85 |     0.88 |   +3%  |  0.0000 |
+| 9a      ||   483.55 |   440.32 |   -9%  ||     0.85 |     0.88 |   +3%  |  0.1160 |
-| 9b      ||   321.19 |   353.57 |  +10%  ||     0.85 |     0.88 |   +3%  |  0.1975 |
+| 9c      ||   551.04 |   416.28 |  -24%  ||     0.85 |     0.88 |   +3%  |  0.0000 |
+| 9d      ||   788.32 |   730.14 |   -7%  ||     0.85 |     0.88 |   +3%  |  0.0490 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 37454.77 | 36312.35 |   -3%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +3%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkStarSchema - single-threaded

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkStarSchema_29332b1ca0b941194d0cb7ba7aa2438b20442365_st.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkStarSchema_5ee9098de05cdcf3b290393d44461d8970302257_st.json |
 +-------------------------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                     | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                     |
 |  benchmark_mode         | Ordered                                                                                                            | Ordered                                                                                                            |
 |  build_type             | release                                                                                                            | release                                                                                                            |
 |  chunk_indexes          | False                                                                                                              | False                                                                                                              |
 |  chunk_size             | 65535                                                                                                              | 65535                                                                                                              |
 |  clients                | 1                                                                                                                  | 1                                                                                                                  |
 |  compiler               | clang 17.0.2                                                                                                       | clang 17.0.2                                                                                                       |
 |  cores                  | 0                                                                                                                  | 0                                                                                                                  |
 |  data_preparation_cores | 0                                                                                                                  | 0                                                                                                                  |
 |  date                   | 2024-08-11 01:22:16                                                                                                | 2024-08-11 05:04:25                                                                                                |
 |  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     ||   290.34 |  283.84 |   -2%˄ ||     3.44 |     3.52 |   +2%˄ | (run time too short) |
 | 1.2     ||   147.32 |  145.06 |   -2%˄ ||     6.79 |     6.89 |   +2%˄ | (run time too short) |
 | 1.3     ||   139.74 |  138.87 |   -1%˄ ||     7.16 |     7.20 |   +1%˄ | (run time too short) |
 | 2.1     ||   424.90 |  419.92 |   -1%˄ ||     2.35 |     2.38 |   +1%˄ | (run time too short) |
 | 2.2     ||   215.05 |  213.96 |   -1%˄ ||     4.65 |     4.67 |   +1%˄ | (run time too short) |
 | 2.3     ||   142.92 |  142.70 |   -0%˄ ||     7.00 |     7.01 |   +0%˄ | (run time too short) |
 | 3.1     ||  2625.49 | 2590.99 |   -1%  ||     0.38 |     0.39 |   +1%  |               0.1510 |
 | 3.2     ||   245.96 |  242.88 |   -1%˄ ||     4.07 |     4.12 |   +1%˄ | (run time too short) |
 | 3.3     ||   116.87 |  116.22 |   -1%˄ ||     8.56 |     8.60 |   +1%˄ | (run time too short) |
 | 3.4     ||   110.22 |  113.87 |   +3%˄ ||     9.07 |     8.78 |   -3%˄ | (run time too short) |
 | 4.1     ||  2359.79 | 2328.54 |   -1%  ||     0.42 |     0.43 |   +1%  |               0.0508 |
 | 4.2     ||   752.54 |  737.43 |   -2%˄ ||     1.33 |     1.36 |   +2%˄ | (run time too short) |
 | 4.3     ||   217.83 |  213.55 |   -2%˄ ||     4.59 |     4.68 |   +2%˄ | (run time too short) |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum     ||  7788.96 | 7687.82 |   -1%  ||          |          |        |                      |
 | Geomean ||          |         |        ||          |          |   +1%  |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                        |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkStarSchema - multi-threaded, ordered, 1 client, 32 cores

Sum of avg. item runtimes: -5% || Geometric mean of throughput changes: +7%
Configuration Overview - click to expand
 +Configuration Overview---------+----------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkStarSchema_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt_ordered.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkStarSchema_5ee9098de05cdcf3b290393d44461d8970302257_mt_ordered.json |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                             | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                             |
 |  benchmark_mode               | Ordered                                                                                                                    | Ordered                                                                                                                    |
 |  build_type                   | release                                                                                                                    | release                                                                                                                    |
 |  chunk_indexes                | False                                                                                                                      | False                                                                                                                      |
 |  chunk_size                   | 65535                                                                                                                      | 65535                                                                                                          
AE88
            |
 |  clients                      | 1                                                                                                                          | 1                                                                                                                          |
 |  compiler                     | clang 17.0.2                                                                                                               | clang 17.0.2                                                                                                               |
 |  cores                        | 32                                                                                                                         | 32                                                                                                                         |
 |  data_preparation_cores       | 0                                                                                                                          | 0                                                                                                                          |
 |  date                         | 2024-08-11 01:27:19                                                                                                        | 2024-08-11 05:09:28                                                                                                        |
 |  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 | [32]                                                                                                                       | [32]                                                                                                                       |
 |  verify                       | False                                                                                                                      | False                                                                                                                      |
 |  warmup_duration              | 1000000000                                                                                                                 | 1000000000                                                                                                                 |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |     new |        ||      old |      new |        |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
+| 1.1     ||   115.04 |  107.05 |   -7%˄ ||     8.69 |     9.34 |   +7%˄ | (run time too short) |
+| 1.2     ||    90.85 |   83.82 |   -8%˄ ||    11.00 |    11.92 |   +8%˄ | (run time too short) |
+| 1.3     ||    84.96 |   79.40 |   -7%˄ ||    11.76 |    12.59 |   +7%˄ | (run time too short) |
+| 2.1     ||   396.83 |  356.10 |  -10%˄ ||     2.52 |     2.81 |  +11%˄ | (run time too short) |
+| 2.2     ||   186.06 |  166.72 |  -10%˄ ||     5.37 |     6.00 |  +12%˄ | (run time too short) |
+| 2.3     ||    75.51 |   68.12 |  -10%˄ ||    13.24 |    14.67 |  +11%˄ | (run time too short) |
 | 3.1     ||   934.22 |  912.30 |   -2%˄ ||     1.07 |     1.10 |   +2%˄ | (run time too short) |
+| 3.2     ||   175.99 |  160.85 |   -9%˄ ||     5.68 |     6.22 |   +9%˄ | (run time too short) |
+| 3.3     ||   101.61 |   88.91 |  -12%˄ ||     9.84 |    11.24 |  +14%˄ | (run time too short) |
+| 3.4     ||    97.87 |   93.18 |   -5%˄ ||    10.21 |    10.73 |   +5%˄ | (run time too short) |
 | 4.1     ||   931.73 |  908.16 |   -3%˄ ||     1.07 |     1.10 |   +3%˄ | (run time too short) |
 | 4.2     ||   436.81 |  418.75 |   -4%˄ ||     2.29 |     2.39 |   +4%˄ | (run time too short) |
 | 4.3     ||   147.11 |  144.41 |   -2%˄ ||     6.80 |     6.92 |   +2%˄ | (run time too short) |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
+| Sum     ||  3774.58 | 3587.78 |   -5%  ||          |          |        |                      |
+| Geomean ||          |         |        ||          |          |   +7%  |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                        |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkStarSchema - multi-threaded, shuffled, 32 clients, 32 cores

Sum of avg. item runtimes: -4% || Geometric mean of throughput changes: +4%
Configuration Overview - click to expand
 +Configuration Overview---------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkStarSchema_29332b1ca0b941194d0cb7ba7aa2438b20442365_mt.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkStarSchema_5ee9098de05cdcf3b290393d44461d8970302257_mt.json |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 29332b1ca0b941194d0cb7ba7aa2438b20442365-dirty                                                                     | 5ee9098de05cdcf3b290393d44461d8970302257-dirty                                                                     |
 |  benchmark_mode               | Shuffled                                                                                                           | Shuffled                                                                                                           |
 |  build_type                   | release                                                                                                            | release                                                                                                            |
 |  chunk_indexes                | False                                                                                                              | False                                                                                                              |
 |  chunk_size                   | 65535                                                                                                              | 65535                                                                                                              |
 |  clients                      | 32                                                                                                                 | 32                                                                                                                 |
 |  compiler                     | clang 17.0.2                                                                                                       | clang 17.0.2                                                                                                       |
 |  cores                        | 32                                                                                                                 | 32                                                                                                                 |
 |  data_preparation_cores       | 0                                                                                                                  | 0                                                                                                                  |
 |  date                         | 2024-08-11 01:31:14                                                                                                | 2024-08-11 05:13:14                                                                                                |
 |  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 | [32]                                                                                                               | [32]                                                                                                               |
 |  verify                       | False                                                                                                              | False                                                                                                              |
 |  warmup_duration              | 0                                                                                                                  | 0                                                                                                                  |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
+| 1.1     ||   521.52 |   454.62 |  -13%  ||     3.06 |     3.18 |   +4%  |  0.0000 |
+| 1.2     ||   294.37 |   268.65 |   -9%  ||     3.06 |     3.18 |   +4%  |  0.0058 |
+| 1.3     ||   272.79 |   244.00 |  -11%  ||     3.06 |     3.18 |   +4%  |  0.0011 |
+| 2.1     ||  1278.29 |   960.35 |  -25%  ||     3.06 |     3.17 |   +4%  |  0.0000 |
+| 2.2     ||   671.26 |   593.21 |  -12%  ||     3.06 |     3.17 |   +4%  |  0.0000 |
-| 2.3     ||   233.59 |   290.93 |  +25%  ||     3.06 |     3.18 |   +4%  |  0.0000 |
 | 3.1     ||  2069.01 |  2084.17 |   +1%  ||     3.06 |     3.17 |   +4%  |  0.5060 |
 | 3.2     ||   619.13 |   597.91 |   -3%  ||     3.06 |     3.17 |   +4%  |  0.2174 |
 | 3.3     ||   307.61 |   314.79 |   +2%  ||     3.06 |     3.18 |   +4%  |  0.5738 |
 | 3.4     ||   288.22 |   283.00 |   -2%  ||     3.06 |     3.18 |   +4%  |  0.6455 |
-| 4.1     ||  1843.32 |  1948.84 |   +6%  ||     3.06 |     3.17 |   +4%  |  0.0001 |
 | 4.2     ||  1570.63 |  1528.33 |   -3%  ||     3.06 |     3.17 |   +4%  |  0.1213 |
-| 4.3     ||   462.55 |   498.18 |   +8%  ||     3.06 |     3.18 |   +4%  |  0.0184 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 10432.31 | 10066.99 |   -4%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +4%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

@Bouncner Bouncner changed the title [WIP] Task Grouping [Scheduler] Change order in task grouping Aug 11, 2024
@Bouncner Bouncner added the FullCI Run all CI tests (slow, but required for merge) label Aug 11, 2024
@Bouncner Bouncner marked this pull request as ready for review August 12, 2024 06:30
@Bouncner Bouncner requested a review from dey4ss August 12, 2024 06:30
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Nice catch! I was not aware that we set the task dependence in the "wrong" order.

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Struggling with a macOS-only issue that I don't understand yet.

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Bouncner commented Oct 4, 2024

Benchmarks

Intel

System

nx05 - click to expand
property value
Hostname nx05
CPU Intel(R) Xeon(R) Platinum 8352Y CPU @ 2.20GHz
Memory 518GB
numactl nodebind: 0 1
numactl membind: 0 1

Commit Info and Build Time

commit date message build time
a7abe44 23.09.2024 09:12 ExpressionReductionRule: Cover a few more cases (#2654) real 597.67 user 3781.03 sys 148.73
fcb37b4 30.09.2024 16:41 Testing atomics real 615.41 user 3775.68 sys 159.01

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                | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCH_a7abe4451af5dea62f4c67749d4356f60b0ce712_st.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCH_fcb37b4081805fcd3c4e1b99414436f9631730e3_st.json |
 +--------------------------+--------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                               | fcb37b4081805fcd3c4e1b99414436f9631730e3-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 17.0.2                                                                                                 | clang 17.0.2                                                                                                 |
 |  cores                   | 0                                                                                                            | 0                                                                                                            |
 |  data_preparation_cores  | 0                                                                                                            | 0                                                                                                            |
 |  date                    | 2024-10-02 06:20:56                                                                                          | 2024-10-02 10:04:14                                                                                          |
 |  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 ||  6661.62 |  6784.27 |   +2%  ||     0.15 |     0.15 |   -2%  |                    ˅ |
 | TPC-H 02 ||    37.96 |    39.61 |   +4%˄ ||    26.34 |    25.24 |   -4%˄ | (run time too short) |
 | TPC-H 03 ||  1211.77 |  1193.10 |   -2%˄ ||     0.83 |     0.84 |   +2%˄ |               0.0266 |
 | TPC-H 04 ||  1350.18 |  1321.21 |   -2%  ||     0.74 |     0.76 |   +2%  |               0.0051 |
 | TPC-H 05 ||  1764.93 |  1785.75 |   +1%  ||     0.57 |     0.56 |   -1%  |               0.0036 |
 | TPC-H 06 ||   163.55 |   163.21 |   -0%˄ ||     6.11 |     6.13 |   +0%˄ | (run time too short) |
 | TPC-H 07 ||   654.56 |   657.28 |   +0%˄ ||     1.53 |     1.52 |   -0%˄ | (run time too short) |
 | TPC-H 08 ||   425.64 |   420.81 |   -1%˄ ||     2.35 |     2.38 |   +1%˄ | (run time too short) |
 | TPC-H 09 ||  4375.53 |  4413.76 |   +1%  ||     0.23 |     0.23 |   -1%  |               0.0316 |
 | TPC-H 10 ||  1117.26 |  1128.92 |   +1%˄ ||     0.90 |     0.89 |   -1%˄ | (run time too short) |
 | TPC-H 11 ||    54.67 |    55.92 |   +2%˄ ||    18.29 |    17.88 |   -2%˄ | (run time too short) |
 | TPC-H 12 ||   842.64 |   832.82 |   -1%˄ ||     1.19 |     1.20 |   +1%˄ | (run time too short) |
 | TPC-H 13 ||  4361.49 |  4327.86 |   -1%  ||     0.23 |     0.23 |   +1%  |               0.3167 |
 | TPC-H 14 ||   359.65 |   362.00 |   +1%˄ ||     2.78 |     2.76 |   -1%˄ | (run time too short) |
 | TPC-H 15 ||   162.56 |   162.88 |   +0%˄ ||     6.15 |     6.14 |   -0%˄ | (run time too short) |
 | TPC-H 16 ||   507.32 |   510.10 |   +1%˄ ||     1.97 |     1.96 |   -1%˄ | (run time too short) |
 | TPC-H 17 ||   159.25 |   161.15 |   +1%˄ ||     6.28 |     6.21 |   -1%˄ | (run time too short) |
+| TPC-H 18 ||  1727.22 |  1635.69 |   -5%  ||     0.58 |     0.61 |   +6%  |               0.0006 |
 | TPC-H 19 ||   201.68 |   199.66 |   -1%˄ ||     4.96 |     5.01 |   +1%˄ | (run time too short) |
 | TPC-H 20 ||   419.94 |   422.98 |   +1%˄ ||     2.38 |     2.36 |   -1%˄ | (run time too short) |
 | TPC-H 21 ||  3205.20 |  3158.69 |   -1%  ||     0.31 |     0.32 |   +1%  |               0.0993 |
 | TPC-H 22 ||   417.89 |   424.44 |   +2%˄ ||     2.39 |     2.36 |   -2%˄ | (run time too short) |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum      || 30182.51 | 30162.11 |   -0%  ||          |          |        |                      |
 | Geomean  ||          |          |        ||          |          |   -0%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 |    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: -0% || Geometric mean of throughput changes: -1%
Configuration Overview - click to expand
 +Configuration Overview----+------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------+
 | Parameter                | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCH_a7abe4451af5dea62f4c67749d4356f60b0ce712_st_s01.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCH_fcb37b4081805fcd3c4e1b99414436f9631730e3_st_s01.json |
 +--------------------------+------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                   | fcb37b4081805fcd3c4e1b99414436f9631730e3-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 17.0.2                                                                                                     | clang 17.0.2                                                                                                     |
 |  cores                   | 0                                                                                                                | 0                                                                                                                |
 |  data_preparation_cores  | 0                                                                                                                | 0                                                                                                                |
 |  date                    | 2024-10-02 06:36:02                                                                                              | 2024-10-02 10:19:21                                                                                              |
 |  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 ||     5.75 |    5.74 |   -0%˄ ||   173.97 |   174.17 |   +0%˄ | (run time too short) |
+| TPC-H 02 ||     3.95 |    3.75 |   -5%˄ ||   253.17 |   266.56 |   +5%˄ | (run time too short) |
 | TPC-H 03 ||     0.51 |    0.51 |   +0%˄ ||  1963.63 |  1958.29 |   -0%˄ | (run time too short) |
 | TPC-H 04 ||     0.39 |    0.40 |   +3%˄ ||  2572.13 |  2506.60 |   -3%˄ | (run time too short) |
 | TPC-H 05 ||     0.99 |    1.00 |   +1%˄ ||  1005.16 |   997.87 |   -1%˄ | (run time too short) |
 | TPC-H 06 ||     0.16 |    0.16 |   -1%˄ ||  6134.56 |  6176.54 |   +1%˄ | (run time too short) |
+| TPC-H 07 ||    10.64 |   10.14 |   -5%˄ ||    93.97 |    98.58 |   +5%˄ | (run time too short) |
 | TPC-H 08 ||    15.13 |   14.72 |   -3%˄ ||    66.07 |    67.94 |   +3%˄ | (run time too short) |
-| TPC-H 09 ||     2.85 |    3.85 |  +35%˄ ||   350.23 |   259.86 |  -26%˄ | (run time too short) |
 | TPC-H 10 ||     0.64 |    0.64 |   -1%˄ ||  1548.73 |  1559.09 |   +1%˄ | (run time too short) |
 | TPC-H 11 ||     0.17 |    0.17 |   -1%˄ ||  5727.73 |  5763.11 |   +1%˄ | (run time too short) |
 | TPC-H 12 ||     0.60 |    0.60 |   -0%˄ ||  1657.58 |  1658.99 |   +0%˄ | (run time too short) |
 | TPC-H 13 ||     2.29 |    2.27 |   -1%˄ ||   436.37 |   441.03 |   +1%˄ | (run time too short) |
 | TPC-H 14 ||     0.30 |    0.30 |   -1%˄ ||  3283.93 |  3332.60 |   +1%˄ | (run time too short) |
 | TPC-H 15 ||     1.28 |    1.26 |   -2%˄ ||   775.97 |   793.17 |   +2%˄ | (run time too short) |
 | TPC-H 16 ||     2.04 |    2.06 |   +1%˄ ||   489.82 |   484.65 |   -1%˄ | (run time too short) |
-| TPC-H 17 ||     0.54 |    0.61 |  +13%˄ ||  1859.16 |  1647.98 |  -11%˄ | (run time too short) |
 | TPC-H 18 ||     1.27 |    1.25 |   -1%˄ ||   789.33 |   799.15 |   +1%˄ | (run time too short) |
 | TPC-H 19 ||     4.87 |    4.85 |   -0%˄ ||   205.11 |   205.90 |   +0%˄ | (run time too short) |
 | TPC-H 20 ||     2.57 |    2.52 |   -2%˄ ||   388.22 |   396.00 |   +2%˄ | (run time too short) |
 | TPC-H 21 ||     1.06 |    1.04 |   -1%˄ ||   944.03 |   956.19 |   +1%˄ | (run time too short) |
 | TPC-H 22 ||     1.11 |    1.11 |   +0%˄ ||   898.97 |   896.67 |   -0%˄ | (run time too short) |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum      ||    59.13 |   58.95 |   -0%  ||          |          |        |                      |
 | Geomean  ||          |         |        ||          |          |   -1%  |                      |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                        |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - multi-threaded, ordered, 1 client, 32 cores, SF 10.0

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---------+----------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCH_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt_ordered.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCH_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt_ordered.json |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                       | fcb37b4081805fcd3c4e1b99414436f9631730e3-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 17.0.2                                                                                                         | clang 17.0.2                                                                                                         |
 |  cores                        | 32                                                                                                                   | 32                                                                                                                   |
 |  data_preparation_cores       | 0                                                                                                                    | 0                                                                                                                    |
 |  date                         | 2024-10-02 06:36:27                                                                                                  | 2024-10-02 10:19:46                                                                                                  |
 |  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 | [32]                                                                                                                 | [32]                                                                                                                 |
 |  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 ||  5125.80 |  5155.78 |   +1%  ||     0.20 |     0.19 |   -1%  |               0.4062 |
 | TPC-H 02 ||    69.07 |    66.46 |   -4%˄ ||    14.47 |    15.04 |   +4%˄ | (run time too short) |
 | TPC-H 03 ||   738.66 |   725.63 |   -2%˄ ||     1.35 |     1.38 |   +2%˄ | (run time too short) |
 | TPC-H 04 ||   657.00 |   645.36 |   -2%˄ ||     1.52 |     1.55 |   +2%˄ | (run time too short) |
 | TPC-H 05 ||   591.91 |   586.68 |   -1%˄ ||     1.69 |     1.70 |   +1%˄ | (run time too short) |
 | TPC-H 06 ||    74.05 |    72.20 |   -2%˄ ||    13.50 |    13.84 |   +3%˄ | (run time too short) |
 | TPC-H 07 ||   296.09 |   291.68 |   -1%˄ ||     3.38 |     3.43 |   +2%˄ | (run time too short) |
 | TPC-H 08 ||   276.70 |   274.66 |   -1%˄ ||     3.61 |     3.64 |   +1%˄ | (run time too short) |
 | TPC-H 09 ||  1758.71 |  1729.93 |   -2%  ||     0.57 |     0.58 |   +2%  |               0.0086 |
 | TPC-H 10 ||   579.32 |   578.50 |   -0%˄ ||     1.73 |     1.73 |   +0%˄ | (run time too short) |
 | TPC-H 11 ||    88.72 |    88.78 |   +0%˄ ||    11.27 |    11.26 |   -0%˄ | (run time too short) |
 | TPC-H 12 ||   510.71 |   501.90 |   -2%˄ ||     1.96 |     1.99 |   +2%˄ | (run time too short) |
 | TPC-H 13 ||  1930.15 |  1940.77 |   +1%  ||     0.52 |     0.52 |   -1%  |               0.1366 |
 | TPC-H 14 ||   167.24 |   165.60 |   -1%˄ ||     5.98 |     6.04 |   +1%˄ | (run time too short) |
 | TPC-H 15 ||   143.59 |   143.27 |   -0%˄ ||     6.96 |     6.98 |   +0%˄ | (run time too short) |
 | TPC-H 16 ||   630.52 |   637.68 |   +1%˄ ||     1.59 |     1.57 |   -1%˄ | (run time too short) |
 | TPC-H 17 ||    91.85 |    91.07 |   -1%˄ ||    10.88 |    10.98 |   +1%˄ | (run time too short) |
 | TPC-H 18 ||  1879.38 |  1862.28 |   -1%  ||     0.53 |     0.54 |   +1%  |               0.5253 |
 | TPC-H 19 ||   129.98 |   131.13 |   +1%˄ ||     7.69 |     7.62 |   -1%˄ | (run time too short) |
 | TPC-H 20 ||   239.07 |   235.02 |   -2%˄ ||     4.18 |     4.25 |   +2%˄ | (run time too short) |
 | TPC-H 21 ||  1038.19 |  1030.20 |   -1%˄ ||     0.96 |     0.97 |   +1%˄ | (run time too short) |
 | TPC-H 22 ||   163.14 |   163.25 |   +0%˄ ||     6.13 |     6.12 |   -0%˄ | (run time too short) |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum      || 17179.85 | 17117.85 |   -0%  ||          |          |        |                      |
 | Geomean  ||          |          |        ||          |          |   +1%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                         |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - multi-threaded, shuffled, 32 clients, 32 cores, SF 10.0

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---------+--------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCH_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCH_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt.json |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                               | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                               |
 |  benchmark_mode               | Shuffled                                                                                                     | Shuffled                                                                                                     |
 |  build_type                   | release                                                                                                      | release                                                                                                      |
 |  chunk_indexes                | False                                                                                                        | False                                                                                                        |
 |  chunk_size                   | 65535                                                                                                        | 65535                                                                                                        |
 |  clients                      | 32                                                                                                           | 32                                                                                                           |
 |  clustering                   | None                                                                                                         | None                                                                                                         |
 |  compiler                     | clang 17.0.2                                                                                                 | clang 17.0.2                                                                                                 |
 |  cores                        | 32                                                                                                           | 32                                                                                                           |
 |  data_preparation_cores       | 0                                                                                                            | 0                                                                                                            |
 |  date                         | 2024-10-02 06:48:36                                                                                          | 2024-10-02 10:31:48                                                                                          |
 |  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 | [32]                                                                                                         | [32]                                                                                                         |
 |  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 ||  5727.39 |  5673.78 |   -1%  ||     0.77 |     0.79 |   +1%  |  0.3741 |
-| TPC-H 02 ||   269.23 |   405.48 |  +51%  ||     0.78 |     0.79 |   +1%  |  0.0114 |
 | TPC-H 03 ||  1920.12 |  2001.21 |   +4%  ||     0.78 |     0.79 |   +1%  |  0.4813 |
-| TPC-H 04 ||  1502.15 |  1589.68 |   +6%  ||     0.78 |     0.79 |   +1%  |  0.3683 |
-| TPC-H 05 ||  2525.31 |  2762.63 |   +9%  ||     0.78 |     0.79 |   +1%  |  0.1159 |
+| TPC-H 06 ||   514.89 |   413.50 |  -20%  ||     0.78 |     0.79 |   +1%  |  0.1412 |
+| TPC-H 07 ||  2102.90 |  1858.61 |  -12%  ||     0.78 |     0.79 |   +1%  |  0.0582 |
 | TPC-H 08 ||  1556.68 |  1603.95 |   +3%  ||     0.78 |     0.79 |   +1%  |  0.7100 |
+| TPC-H 09 ||  4168.78 |  3797.52 |   -9%  ||     0.78 |     0.79 |   +1%  |  0.0200 |
 | TPC-H 10 ||  2235.16 |  2294.35 |   +3%  ||     0.78 |     0.79 |   +1%  |  0.6342 |
-| TPC-H 11 ||   360.69 |   400.26 |  +11%  ||     0.78 |     0.79 |   +1%  |  0.4689 |
+| TPC-H 12 ||  1753.50 |  1547.68 |  -12%  ||     0.78 |     0.79 |   +1%  |  0.0498 |
 | TPC-H 13 ||  3849.30 |  3832.02 |   -0%  ||     0.78 |     0.79 |   +1%  |  0.8556 |
+| TPC-H 14 ||   811.73 |   675.04 |  -17%  ||     0.78 |     0.79 |   +1%  |  0.0837 |
+| TPC-H 15 ||   485.51 |   397.27 |  -18%  ||     0.78 |     0.79 |   +1%  |  0.0528 |
-| TPC-H 16 ||  1394.53 |  1591.98 |  +14%  ||     0.78 |     0.79 |   +1%  |  0.0337 |
-| TPC-H 17 ||   477.46 |   607.50 |  +27%  ||     0.78 |     0.79 |   +1%  |  0.0248 |
+| TPC-H 18 ||  3011.88 |  2741.56 |   -9%  ||     0.78 |     0.79 |   +1%  |  0.0010 |
+| TPC-H 19 ||   820.48 |   764.85 |   -7%  ||     0.78 |     0.79 |   +1%  |  0.5513 |
 | TPC-H 20 ||  1191.39 |  1234.84 |   +4%  ||     0.78 |     0.79 |   +1%  |  0.6787 |
 | TPC-H 21 ||  3368.99 |  3376.82 |   +0%  ||     0.78 |     0.79 |   +1%  |  0.9604 |
-| TPC-H 22 ||   721.19 |   791.33 |  +10%  ||     0.78 |     0.79 |   +1%  |  0.3690 |
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | Sum      || 40769.28 | 40361.87 |   -1%  ||          |          |        |         |
 | Geomean  ||          |          |        ||          |          |   +1%  |         |
 +----------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCDS - single-threaded

Sum of avg. item runtimes: +1% || Geometric mean of throughput changes: -3%
Configuration Overview - click to expand
 +Configuration Overview---+---------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------+
 | Parameter               | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCDS_a7abe4451af5dea62f4c67749d4356f60b0ce712_st.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCDS_fcb37b4081805fcd3c4e1b99414436f9631730e3_st.json |
 +-------------------------+---------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                |
 |  benchmark_mode         | Ordered                                                                                                       | Ordered                                                                                                       |
 |  build_type             | release                                                                                                       | release                                                                                                       |
 |  chunk_indexes          | False                                                                                                         | False                                                                                                         |
 |  chunk_size             | 65535                                                                                                         | 65535                                                                                                         |
 |  clients                | 1                                                                                                             | 1                                                                                                             |
 |  compiler               | clang 17.0.2                                                                                                  | clang 17.0.2                                                                                                  |
 |  cores                  | 0                                                                                                             | 0                                                                                                             |
 |  data_preparation_cores | 0                                                                                                             | 0                                                                                                             |
 |  date                   | 2024-10-02 07:10:14                                                                                           | 2024-10-02 10:53:28                                                                                           |
 |  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      ||   212.51 |   217.57 |   +2%˄ ||     4.71 |     4.60 |   -2%˄ | (run time too short) |
-| 03      ||    54.61 |    58.96 |   +8%˄ ||    18.31 |    16.96 |   -7%˄ | (run time too short) |
-| 06      ||   173.02 |   182.33 |   +5%˄ ||     5.78 |     5.48 |   -5%˄ | (run time too short) |
-| 07      ||   260.00 |   272.02 |   +5%˄ ||     3.85 |     3.68 |   -4%˄ | (run time too short) |
-| 09      ||   564.68 |   592.44 |   +5%˄ ||     1.77 |     1.69 |   -5%˄ | (run time too short) |
-| 10      ||   135.01 |   142.31 |   +5%˄ ||     7.41 |     7.03 |   -5%˄ | (run time too short) |
 | 13      ||   467.18 |   463.39 |   -1%˄ ||     2.14 |     2.16 |   +1%˄ | (run time too short) |
 | 15      ||   103.97 |   103.41 |   -1%˄ ||     9.62 |     9.67 |   +1%˄ | (run time too short) |
 | 16      ||    69.55 |    70.60 |   +2%˄ ||    14.38 |    14.16 |   -1%˄ | (run time too short) |
 | 17      ||   294.13 |   297.45 |   +1%˄ ||     3.40 |     3.36 |   -1%˄ | (run time too short) |
 | 19      ||    97.06 |   100.77 |   +4%˄ ||    10.30 |     9.92 |   -4%˄ | (run time too short) |
 | 25      ||   161.07 |   166.00 |   +3%˄ ||     6.21 |     6.02 |   -3%˄ | (run time too short) |
 | 26      ||   120.73 |   119.01 |   -1%˄ ||     8.28 |     8.40 |   +1%˄ | (run time too short) |
 | 28      ||   580.16 |   585.02 |   +1%˄ ||     1.72 |     1.71 |   -1%˄ | (run time too short) |
 | 29      ||   461.85 |   472.33 |   +2%˄ ||     2.17 |     2.12 |   -2%˄ | (run time too short) |
 | 31      ||  1203.81 |  1225.15 |   +2%˄ ||     0.83 |     0.82 |   -2%˄ |               0.0000 |
 | 32      ||    33.31 |    32.43 |   -3%˄ ||    30.02 |    30.83 |   +3%˄ | (run time too short) |
 | 34      ||   151.61 |   157.17 |   +4%˄ ||     6.60 |     6.36 |   -4%˄ | (run time too short) |
 | 35      ||   574.79 |   588.37 |   +2%˄ ||     1.74 |     1.70 |   -2%˄ | (run time too short) |
 | 37      ||   446.19 |   462.02 |   +4%˄ ||     2.24 |     2.16 |   -3%˄ | (run time too short) |
 | 39a     ||  1468.67 |  1509.66 |   +3%  ||     0.68 |     0.66 |   -3%  |               0.0000 |
 | 39b     ||  1508.04 |  1513.45 |   +0%  ||     0.66 |     0.66 |   -0%  |               0.5496 |
 | 41      ||   280.80 |   284.45 |   +1%˄ ||     3.56 |     3.52 |   -1%˄ | (run time too short) |
-| 42      ||    79.62 |    84.43 |   +6%˄ ||    12.56 |    11.84 |   -6%˄ | (run time too short) |
 | 43      ||   914.53 |   916.81 |   +0%˄ ||     1.09 |     1.09 |   -0%˄ | (run time too short) |
 | 45      ||   101.42 |   104.35 |   +3%˄ ||     9.86 |     9.58 |   -3%˄ | (run time too short) |
 | 48      ||  1010.38 |  1025.85 |   +2%˄ ||     0.99 |     0.97 |   -2%˄ | (run time too short) |
 | 50      ||   119.39 |   123.94 |   +4%˄ ||     8.38 |     8.07 |   -4%˄ | (run time too short) |
 | 52      ||    80.55 |    83.03 |   +3%˄ ||    12.41 |    12.04 |   -3%˄ | (run time too short) |
 | 55      ||    77.82 |    80.53 |   +3%˄ ||    12.85 |    12.42 |   -3%˄ | (run time too short) |
 | 62      ||   574.67 |   573.82 |   -0%˄ ||     1.74 |     1.74 |   +0%˄ | (run time too short) |
 | 65      ||  1535.84 |  1563.31 |   +2%  ||     0.65 |     0.64 |   -2%  |               0.0001 |
 | 69      ||   145.86 |   151.66 |   +4%˄ ||     6.86 |     6.59 |   -4%˄ | (run time too short) |
-| 73      ||    81.52 |    85.77 |   +5%˄ ||    12.27 |    11.66 |   -5%˄ | (run time too short) |
 | 79      ||   441.13 |   450.62 |   +2%˄ ||     2.27 |     2.22 |   -2%˄ | (run time too short) |
 | 81      ||   136.89 |   139.96 |   +2%˄ ||     7.30 |     7.14 |   -2%˄ | (run time too short) |
 | 82      ||   491.66 |   489.98 |   -0%˄ ||     2.03 |     2.04 |   +0%˄ | (run time too short) |
-| 83      ||    33.94 |    36.20 |   +7%˄ ||    29.46 |    27.63 |   -6%˄ | (run time too short) |
-| 84      ||    10.48 |    11.12 |   +6%˄ ||    95.37 |    89.95 |   -6%˄ | (run time too short) |
 | 85      ||   145.31 |   148.64 |   +2%˄ ||     6.88 |     6.73 |   -2%˄ | (run time too short) |
 | 88      ||   652.00 |   680.93 |   +4%˄ ||     1.53 |     1.47 |   -4%˄ | (run time too short) |
 | 91      ||    14.95 |    15.52 |   +4%˄ ||    66.89 |    64.43 |   -4%˄ | (run time too short) |
-| 92      ||    24.83 |    26.17 |   +5%˄ ||    40.26 |    38.21 |   -5%˄ | (run time too short) |
 | 93      ||  3288.56 |  3330.84 |   +1%  ||     0.30 |     0.30 |   -1%  |               0.0169 |
-| 94      ||    40.66 |    43.45 |   +7%˄ ||    24.60 |    23.01 |   -6%˄ | (run time too short) |
 | 95      ||  4846.80 |  4821.23 |   -1%  ||     0.21 |     0.21 |   +1%  |               0.8155 |
-| 96      ||    64.77 |    69.25 |   +7%˄ ||    15.44 |    14.44 |   -6%˄ | (run time too short) |
 | 97      ||  3885.82 |  3953.62 |   +2%  ||     0.26 |     0.25 |   -2%  |               0.0025 |
 | 99      ||  1101.42 |  1104.63 |   +0%˄ ||     0.91 |     0.91 |   -0%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 29323.55 | 29731.96 |   +1%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -3%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCDS - multi-threaded, ordered, 1 client, 32 cores

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+-----------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCDS_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt_ordered.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCDS_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt_ordered.json |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                        | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                        |
 |  benchmark_mode               | Ordered                                                                                                               | Ordered                                                                                                               |
 |  build_type                   | release                                                                                                               | release                                                                                                               |
 |  chunk_indexes                | False                                                                                                                 | False                                                                                                                 |
 |  chunk_size                   | 65535                                                                                                                 | 65535                                                                                                                 |
 |  clients                      | 1                                                                                                                     | 1                                                                                                                     |
 |  compiler                     | clang 17.0.2                                                                                                          | clang 17.0.2                                                                                                          |
 |  cores                        | 32                                                                                                                    | 32                                                                                                                    |
 |  data_preparation_cores       | 0                                                                                                                     | 0                                                                                                                     |
 |  date                         | 2024-10-02 07:28:47                                                                                                   | 2024-10-02 11:12:10                                                                                                   |
 |  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 | [32]                                                                                                                  | [32]                                                                                                                  |
 |  verify                       | False                                                                                                                 | False                                                                                                                 |
 |  warmup_duration              | 1000000000                                                                                                            | 1000000000                                                                                                            |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 01      ||   219.31 |   227.09 |   +4%˄ ||     4.56 |     4.40 |   -3%˄ | (run time too short) |
 | 03      ||    38.36 |    39.85 |   +4%˄ ||    26.05 |    25.07 |   -4%˄ | (run time too short) |
 | 06      ||   201.96 |   208.52 |   +3%˄ ||     4.95 |     4.79 |   -3%˄ | (run time too short) |
+| 07      ||   185.91 |   176.66 |   -5%˄ ||     5.38 |     5.66 |   +5%˄ | (run time too short) |
 | 09      ||   101.24 |   100.08 |   -1%˄ ||     9.87 |     9.99 |   +1%˄ | (run time too short) |
 | 10      ||    55.22 |    55.39 |   +0%˄ ||    18.10 |    18.04 |   -0%˄ | (run time too short) |
 | 13      ||   281.26 |   270.39 |   -4%˄ ||     3.55 |     3.70 |   +4%˄ | (run time too short) |
 | 15      ||    68.98 |    68.91 |   -0%˄ ||    14.49 |    14.50 |   +0%˄ | (run time too short) |
 | 16      ||    44.50 |    45.02 |   +1%˄ ||    22.45 |    22.19 |   -1%˄ | (run time too short) |
 | 17      ||   144.96 |   149.54 |   +3%˄ ||     6.90 |     6.69 |   -3%˄ | (run time too short) |
 | 19      ||    85.70 |    85.72 |   +0%˄ ||    11.66 |    11.66 |   -0%˄ | (run time too short) |
 | 25      ||   105.72 |   107.39 |   +2%˄ ||     9.46 |     9.31 |   -2%˄ | (run time too short) |
 | 26      ||    97.98 |    98.42 |   +0%˄ ||    10.20 |    10.16 |   -0%˄ | (run time too short) |
+| 28      ||   143.78 |   132.77 |   -8%˄ ||     6.95 |     7.53 |   +8%˄ | (run time too short) |
 | 29      ||   532.97 |   534.24 |   +0%˄ ||     1.88 |     1.87 |   -0%˄ | (run time too short) |
 | 31      ||   468.34 |   474.72 |   +1%˄ ||     2.13 |     2.11 |   -1%˄ | (run time too short) |
 | 32      ||    45.45 |    45.27 |   -0%˄ ||    21.98 |    22.07 |   +0%˄ | (run time too short) |
 | 34      ||   119.36 |   118.67 |   -1%˄ ||     8.38 |     8.42 |   +1%˄ | (run time too short) |
 | 35      ||   368.78 |   373.81 |   +1%˄ ||     2.71 |     2.67 |   -1%˄ | (run time too short) |
 | 37      ||   190.52 |   193.08 |   +1%˄ ||     5.25 |     5.18 |   -1%˄ | (run time too short) |
 | 39a     ||   754.27 |   773.51 |   +3%˄ ||     1.33 |     1.29 |   -2%˄ | (run time too short) |
 | 39b     ||   727.38 |   726.72 |   -0%˄ ||     1.37 |     1.38 |   +0%˄ | (run time too short) |
 | 41      ||   414.12 |   412.14 |   -0%˄ ||     2.41 |     2.43 |   +0%˄ | (run time too short) |
 | 42      ||    63.64 |    64.29 |   +1%˄ ||    15.70 |    15.54 |   -1%˄ | (run time too short) |
 | 43      ||   494.44 |   497.07 |   +1%˄ ||     2.02 |     2.01 |   -1%˄ | (run time too short) |
 | 45      ||    56.77 |    57.77 |   +2%˄ ||    17.60 |    17.30 |   -2%˄ | (run time too short) |
 | 48      ||   532.78 |   538.44 |   +1%˄ ||     1.88 |     1.86 |   -1%˄ | (run time too short) |
 | 50      ||   109.68 |   112.38 |   +2%˄ ||     9.11 |     8.90 |   -2%˄ | (run time too short) |
 | 52      ||    66.85 |    67.03 |   +0%˄ ||    14.95 |    14.91 |   -0%˄ | (run time too short) |
 | 55      ||    61.66 |    60.80 |   -1%˄ ||    16.21 |    16.44 |   +1%˄ | (run time too short) |
 | 62      ||   359.49 |   361.30 |   +1%˄ ||     2.78 |     2.77 |   -1%˄ | (run time too short) |
 | 65      ||  1297.44 |  1322.04 |   +2%  ||     0.77 |     0.76 |   -2%  |               0.0005 |
 | 69      ||    88.68 |    90.83 |   +2%˄ ||    11.27 |    11.00 |   -2%˄ | (run time too short) |
 | 73      ||    75.27 |    75.14 |   -0%˄ ||    13.28 |    13.30 |   +0%˄ | (run time too short) |
 | 79      ||   473.03 |   475.31 |   +0%˄ ||     2.11 |     2.10 |   -0%˄ | (run time too short) |
 | 81      ||   187.66 |   190.56 |   +2%˄ ||     5.33 |     5.25 |   -2%˄ | (run time too short) |
 | 82      ||   238.09 |   239.55 |   +1%˄ ||     4.20 |     4.17 |   -1%˄ | (run time too short) |
 | 83      ||    61.27 |    61.41 |   +0%˄ ||    16.31 |    16.28 |   -0%˄ | (run time too short) |
-| 84      ||    12.64 |    13.25 |   +5%˄ ||    78.92 |    75.30 |   -5%˄ | (run time too short) |
 | 85      ||    85.84 |    84.62 |   -1%˄ ||    11.64 |    11.81 |   +1%˄ | (run time too short) |
+| 88      ||   135.33 |   119.94 |  -11%˄ ||     7.39 |     8.33 |  +13%˄ | (run time too short) |
 | 91      ||    25.68 |    24.69 |   -4%˄ ||    38.89 |    40.45 |   +4%˄ | (run time too short) |
-| 92      ||    34.79 |    37.55 |   +8%˄ ||    28.71 |    26.60 |   -7%˄ | (run time too short) |
 | 93      ||   646.27 |   629.96 |   -3%˄ ||     1.55 |     1.59 |   +3%˄ | (run time too short) |
 | 94      ||    41.80 |    40.11 |   -4%˄ ||    23.90 |    24.91 |   +4%˄ | (run time too short) |
 | 95      ||   771.48 |   761.65 |   -1%˄ ||     1.30 |     1.31 |   +1%˄ | (run time too short) |
 | 96      ||    62.19 |    61.99 |   -0%˄ ||    16.07 |    16.12 |   +0%˄ | (run time too short) |
 | 97      ||  1417.96 |  1413.89 |   -0%  ||     0.71 |     0.71 |   +0%  |               0.7013 |
+| 99      ||   656.06 |   625.90 |   -5%˄ ||     1.52 |     1.60 |   +5%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 13452.83 | 13445.36 |   -0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   +0%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCDS - multi-threaded, shuffled, 32 clients, 32 cores

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---------+---------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCDS_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCDS_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt.json |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                |
 |  benchmark_mode               | Shuffled                                                                                                      | Shuffled                                                                                                      |
 |  build_type                   | release                                                                                                       | release                                                                                                       |
 |  chunk_indexes                | False                                                                                                         | False                                                                                                         |
 |  chunk_size                   | 65535                                                                                                         | 65535                                                                                                         |
 |  clients                      | 32                                                                                                            | 32                                                                                                            |
 |  compiler                     | clang 17.0.2                                                                                                  | clang 17.0.2                                                                                                  |
 |  cores                        | 32                                                                                                            | 32                                                                                                            |
 |  data_preparation_cores       | 0                                                                                                             | 0                                                                                                             |
 |  date                         | 2024-10-02 07:41:38                                                                                           | 2024-10-02 11:25:01                                                                                           |
 |  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 | [32]                                                                                                          | [32]                                                                                                          |
 |  verify                       | False                                                                                                         | False                                                                                                         |
 |  warmup_duration              | 0                                                                                                             | 0                                                                                                             |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | 01      ||   552.45 |   575.14 |   +4%  ||     0.77 |     0.77 |   +1%  |  0.5919 |
 | 03      ||   214.42 |   212.25 |   -1%  ||     0.77 |     0.77 |   +1%  |  0.9425 |
 | 06      ||   593.01 |   572.14 |   -4%  ||     0.77 |     0.77 |   +1%  |  0.6491 |
 | 07      ||   668.07 |   644.74 |   -3%  ||     0.77 |     0.77 |   +1%  |  0.5882 |
+| 09      ||   577.25 |   399.15 |  -31%  ||     0.77 |     0.77 |   +1%  |  0.0001 |
 | 10      ||   540.05 |   543.99 |   +1%  ||     0.77 |     0.77 |   +1%  |  0.9379 |
 | 13      ||  1170.74 |  1209.61 |   +3%  ||     0.77 |     0.77 |   +1%  |  0.5428 |
-| 15      ||   375.35 |   438.55 |  +17%  ||     0.77 |     0.77 |   +1%  |  0.1482 |
 | 16      ||   368.80 |   378.29 |   +3%  ||     0.77 |     0.77 |   +1%  |  0.8059 |
 | 17      ||   855.46 |   856.23 |   +0%  ||     0.77 |     0.77 |   +1%  |  0.9894 |
 | 19      ||   451.13 |   465.64 |   +3%  ||     0.77 |     0.77 |   +1%  |  0.7301 |
-| 25      ||   651.52 |   775.69 |  +19%  ||     0.77 |     0.77 |   +1%  |  0.0306 |
-| 26      ||   384.25 |   435.39 |  +13%  ||     0.77 |     0.77 |   +1%  |  0.1451 |
+| 28      ||  1006.32 |   629.75 |  -37%  ||     0.77 |     0.77 |   +1%  |  0.0000 |
 | 29      ||  1094.17 |  1118.63 |   +2%  ||     0.77 |     0.77 |   +1%  |  0.6957 |
+| 31      ||  1766.76 |  1631.25 |   -8%  ||     0.77 |     0.77 |   +1%  |  0.0929 |
-| 32      ||   130.47 |   152.04 |  +17%  ||     0.77 |     0.77 |   +1%  |  0.3367 |
+| 34      ||   495.52 |   445.89 |  -10%  ||     0.77 |     0.77 |   +1%  |  0.1567 |
 | 35      ||  1396.40 |  1366.02 |   -2%  ||     0.76 |     0.77 |   +1%  |  0.6440 |
+| 37      ||   630.43 |   564.72 |  -10%  ||     0.77 |     0.77 |   +1%  |  0.0933 |
 | 39a     ||  1921.91 |  1845.53 |   -4%  ||     0.77 |     0.77 |   +1%  |  0.3047 |
+| 39b     ||  1850.78 |  1759.43 |   -5%  ||     0.76 |     0.77 |   +1%  |  0.1376 |
-| 41      ||  1541.59 |  2880.19 |  +87%  ||     0.77 |     0.77 |   +1%  |  0.0000 |
 | 42      ||   308.10 |   309.18 |   +0%  ||     0.76 |     0.77 |   +1%  |  0.9735 |
+| 43      ||  1202.04 |  1016.90 |  -15%  ||     0.77 |     0.77 |   +1%  |  0.0005 |
-| 45      ||   479.57 |   514.84 |   +7%  ||     0.77 |     0.77 |   +1%  |  0.4677 |
 | 48      ||  1696.39 |  1711.04 |   +1%  ||     0.77 |     0.77 |   +1%  |  0.8437 |
+| 50      ||   712.86 |   599.79 |  -16%  ||     0.77 |     0.77 |   +1%  |  0.0170 |
+| 52      ||   307.55 |   290.52 |   -6%  ||     0.77 |     0.77 |   +1%  |  0.5722 |
+| 55      ||   311.27 |   274.21 |  -12%  ||     0.77 |     0.77 |   +1%  |  0.2406 |
-| 62      ||   839.11 |   888.52 |   +6%  ||     0.77 |     0.77 |   +1%  |  0.2984 |
 | 65      ||  2540.03 |  2499.04 |   -2%  ||     0.76 |     0.77 |   +1%  |  0.3973 |
 | 69      ||   701.75 |   671.28 |   -4%  ||     0.77 |     0.77 |   +1%  |  0.5898 |
+| 73      ||   373.53 |   308.91 |  -17%  ||     0.77 |     0.77 |   +1%  |  0.0461 |
 | 79      ||  1043.42 |  1054.32 |   +1%  ||     0.77 |     0.77 |   +1%  |  0.8348 |
-| 81      ||   430.07 |   567.24 |  +32%  ||     0.77 |     0.77 |   +1%  |  0.0002 |
 | 82      ||   686.97 |   664.41 |   -3%  ||     0.77 |     0.77 |   +1%  |  0.5888 |
-| 83      ||   247.29 |   287.03 |  +16%  ||     0.77 |     0.77 |   +1%  |  0.2817 |
-| 84      ||    99.09 |   113.42 |  +14%  ||     0.77 |     0.77 |   +1%  |  0.5058 |
 | 85      ||   640.50 |   639.54 |   -0%  ||     0.76 |     0.77 |   +1%  |  0.9860 |
+| 88      ||  1653.16 |  1086.72 |  -34%  ||     0.77 |     0.77 |   +1%  |  0.0000 |
-| 91      ||   164.01 |   198.32 |  +21%  ||     0.77 |     0.77 |   +1%  |  0.3266 |
+| 92      ||   182.26 |   161.97 |  -11%  ||     0.77 |     0.77 |   +1%  |  0.3430 |
+| 93      ||  1402.66 |  1239.86 |  -12%  ||     0.77 |     0.77 |   +1%  |  0.0021 |
+| 94      ||   358.79 |   337.97 |   -6%  ||     0.77 |     0.77 |   +1%  |  0.6088 |
+| 95      ||  1641.37 |  1518.89 |   -7%  ||     0.77 |     0.77 |   +1%  |  0.0800 |
+| 96      ||   330.24 |   217.63 |  -34%  ||     0.77 |     0.77 |   +1%  |  0.0004 |
 | 97      ||  3012.78 |  3059.44 |   +2%  ||     0.76 |     0.77 |   +1%  |  0.4933 |
 | 99      ||  1092.22 |  1054.85 |   -3%  ||     0.76 |     0.77 |   +1%  |  0.3774 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 41693.89 | 41186.08 |   -1%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +1%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - single-threaded

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: +2%
Configuration Overview - click to expand
 +Configuration Overview---+--------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------+
 | Parameter               | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCC_a7abe4451af5dea62f4c67749d4356f60b0ce712_st.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCC_fcb37b4081805fcd3c4e1b99414436f9631730e3_st.json |
 +-------------------------+--------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                               | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                               |
 |  benchmark_mode         | Shuffled                                                                                                     | Shuffled                                                                                                     |
 |  build_type             | release                                                                                                      | release                                                                                                      |
 |  chunk_indexes          | False                                                                                                        | False                                                                                                        |
 |  chunk_size             | 65535                                                                                                        | 65535                                                                                                        |
 |  clients                | 1                                                                                                            | 1                                                                                                            |
 |  compiler               | clang 17.0.2                                                                                                 | clang 17.0.2                                                                                                 |
 |  cores                  | 0                                                                                                            | 0                                                                                                            |
 |  data_preparation_cores | 0                                                                                                            | 0                                                                                                            |
 |  date                   | 2024-10-02 08:02:13                                                                                          | 2024-10-02 11:45:36                                                                                          |
 |  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     ||    27.24 |   27.42 |   +1%  ||     4.85 |     5.45 |  +12%  |  0.0146 |
 | New-Order    ||    12.89 |   12.90 |   +0%  ||    56.16 |    55.00 |   -2%  |  0.8980 |
+| Order-Status ||     1.21 |    1.22 |   +1%  ||     4.42 |     4.67 |   +6%  |  0.1523 |
 | Payment      ||     2.36 |    2.37 |   +0%  ||    53.41 |    52.05 |   -3%  |  0.3992 |
-| Stock-Level  ||     2.06 |    2.03 |   -1%  ||     5.05 |     4.82 |   -5%  |  0.1383 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Sum          ||    45.76 |   45.94 |   +0%  ||          |          |        |         |
 | Geomean      ||          |         |        ||          |          |   +2%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - multi-threaded, shuffled, 32 clients, 10 warehouses, 32 cores (high contention)

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---------+-----------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCC_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt_highcont.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCC_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt_highcont.json |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                        | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                        |
 |  benchmark_mode               | Shuffled                                                                                                              | Shuffled                                                                                                              |
 |  build_type                   | release                                                                                                               | release                                                                                                               |
 |  chunk_indexes                | False                                                                                                                 | False                                                                                                                 |
 |  chunk_size                   | 65535                                                                                                                 | 65535                                                                                                                 |
 |  clients                      | 32                                                                                                                    | 32                                                                                                                    |
 |  compiler                     | clang 17.0.2                                                                                                          | clang 17.0.2                                                                                                          |
 |  cores                        | 32                                                                                                                    | 32                                                                                                                    |
 |  data_preparation_cores       | 0                                                                                                                     | 0                                                                                                                     |
 |  date                         | 2024-10-02 08:03:23                                                                                                   | 2024-10-02 11:46:47                                                                                                   |
 |  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 | [32]                                                                                                                  | [32]                                                                                                                  |
 |  verify                       | False                                                                                                                 | False                                                                                                                 |
 |  warmup_duration              | 0                                                                                                                     | 0                                                                                                                     |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Delivery     ||    86.28 |   86.19 |   -0%  ||    43.24 |    43.62 |   +1%  |  0.8294 |
 |    unsucc.:  ||     2.01 |    1.97 |   -2%  ||    24.94 |    24.57 |   -2%  |         |
 | New-Order    ||    39.32 |   38.55 |   -2%  ||   559.75 |   573.59 |   +2%  |  0.0000 |
 |    unsucc.:  ||     6.62 |    5.82 |  -12%  ||   206.28 |   200.37 |   -3%  |         |
 | Order-Status ||     4.75 |    4.67 |   -2%  ||    67.93 |    69.11 |   +2%  |  0.2334 |
 | Payment      ||     7.42 |    7.52 |   +1%  ||   380.93 |   381.13 |   +0%  |  0.0030 |
 |    unsucc.:  ||     3.07 |    3.21 |   +5%  ||   350.17 |   356.73 |   +2%  |         |
+| Stock-Level  ||     8.52 |    7.89 |   -7%  ||    68.03 |    68.65 |   +1%  |  0.0000 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Sum          ||   146.30 |  144.81 |   -1%  ||          |          |        |         |
 | Geomean      ||          |         |        ||          |          |   +1%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - multi-threaded, shuffled, 10 clients, 10 warehouses, 32 cores (low contention)

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -1%
Configuration Overview - click to expand
 +Configuration Overview---------+----------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCC_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt_lowcont.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkTPCC_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt_lowcont.json |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                       | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                       |
 |  benchmark_mode               | Shuffled                                                                                                             | Shuffled                                                                                                             |
 |  build_type                   | release                                                                                                              | release                                                                                                              |
 |  chunk_indexes                | False                                                                                                                | False                                                                                                                |
 |  chunk_size                   | 65535                                                                                                                | 65535                                                                                                                |
 |  clients                      | 10                                                                                                                   | 10                                                                                                                   |
 |  compiler                     | clang 17.0.2                                                                                                         | clang 17.0.2                                                                                                         |
 |  cores                        | 32                                                                                                                   | 32                                                                                                                   |
 |  data_preparation_cores       | 0                                                                                                                    | 0                                                                                                                    |
 |  date                         | 2024-10-02 08:13:37                                                                                                  | 2024-10-02 11:56:59                                                                                                  |
 |  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 | [32]                                                                                                                 | [32]                                                                                                                 |
 |  verify                       | False                                                                                                                | False                                                                                                                |
 |  warmup_duration              | 0                                                                                                                    | 0                                                                                                                    |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Delivery     ||    95.61 |   95.38 |   -0%  ||    12.69 |    12.71 |   +0%  |  0.0967 |
 |    unsucc.:  ||     1.13 |    1.01 |  -10%  ||     1.49 |     1.52 |   +2%  |         |
 | New-Order    ||    48.48 |   48.74 |   +1%  ||   146.63 |   146.00 |   -0%  |  0.0002 |
 |    unsucc.:  ||     4.61 |    4.30 |   -7%  ||    14.08 |    13.50 |   -4%  |         |
 | Order-Status ||     5.46 |    5.47 |   +0%  ||    14.52 |    14.29 |   -2%  |  0.4087 |
 | Payment      ||    10.71 |   10.80 |   +1%  ||   124.85 |   124.11 |   -1%  |  0.0000 |
 |    unsucc.:  ||     2.67 |    2.68 |   +1%  ||    28.37 |    28.21 |   -1%  |         |
 | Stock-Level  ||     7.49 |    7.50 |   +0%  ||    14.25 |    14.21 |   -0%  |  0.7961 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Sum          ||   167.75 |  167.88 |   +0%  ||          |          |        |         |
 | Geomean      ||          |         |        ||          |          |   -1%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkJoinOrder - single-threaded

Sum of avg. item runtimes: +2% || Geometric mean of throughput changes: -3%
Configuration Overview - click to expand
 +Configuration Overview---+-------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkJoinOrder_a7abe4451af5dea62f4c67749d4356f60b0ce712_st.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkJoinOrder_fcb37b4081805fcd3c4e1b99414436f9631730e3_st.json |
 +-------------------------+-------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                    | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                    |
 |  benchmark_mode         | Ordered                                                                                                           | Ordered                                                                                                           |
 |  build_type             | release                                                                                                           | release                                                                                                           |
 |  chunk_indexes          | False                                                                                                             | False                                                                                                             |
 |  chunk_size             | 65535                                                                                                             | 65535                                                                                                             |
 |  clients                | 1                                                                                                                 | 1                                                                                                                 |
 |  compiler               | clang 17.0.2                                                                                                      | clang 17.0.2                                                                                                      |
 |  cores                  | 0                                                                                                                 | 0                                                                                                                 |
 |  data_preparation_cores | 0                                                                                                                 | 0                                                                                                                 |
 |  date                   | 2024-10-02 08:23:47                                                                                               | 2024-10-02 12:07:06                                                                                               |
 |  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                                                                     
D7AE
                                        | False                                                                                                             |
 |  warmup_duration        | 1000000000                                                                                                        | 1000000000                                                                                                        |
 +-------------------------+-------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 10a     ||   113.54 |   114.44 |   +1%˄ ||     8.81 |     8.74 |   -1%˄ | (run time too short) |
 | 10b     ||    63.75 |    63.54 |   -0%˄ ||    15.69 |    15.74 |   +0%˄ | (run time too short) |
 | 10c     ||   300.48 |   305.39 |   +2%˄ ||     3.33 |     3.27 |   -2%˄ | (run time too short) |
 | 11a     ||    80.23 |    81.71 |   +2%˄ ||    12.46 |    12.24 |   -2%˄ | (run time too short) |
 | 11b     ||    77.93 |    79.24 |   +2%˄ ||    12.83 |    12.62 |   -2%˄ | (run time too short) |
-| 11c     ||    22.90 |    24.62 |   +8%˄ ||    43.66 |    40.61 |   -7%˄ | (run time too short) |
-| 11d     ||    20.61 |    22.40 |   +9%˄ ||    48.52 |    44.64 |   -8%˄ | (run time too short) |
 | 12a     ||    25.60 |    26.34 |   +3%˄ ||    39.05 |    37.97 |   -3%˄ | (run time too short) |
-| 12b     ||    28.61 |    32.07 |  +12%˄ ||    34.95 |    31.18 |  -11%˄ | (run time too short) |
+| 12c     ||    72.28 |    56.96 |  -21%˄ ||    13.83 |    17.55 |  +27%˄ | (run time too short) |
+| 13a     ||   183.87 |   175.29 |   -5%˄ ||     5.44 |     5.70 |   +5%˄ | (run time too short) |
 | 13b     ||   213.71 |   218.27 |   +2%˄ ||     4.68 |     4.58 |   -2%˄ | (run time too short) |
-| 13c     ||    34.69 |    37.75 |   +9%˄ ||    28.83 |    26.49 |   -8%˄ | (run time too short) |
 | 13d     ||   472.86 |   475.96 |   +1%˄ ||     2.11 |     2.10 |   -1%˄ | (run time too short) |
 | 14a     ||    87.01 |    88.25 |   +1%˄ ||    11.49 |    11.33 |   -1%˄ | (run time too short) |
 | 14b     ||    98.19 |   100.67 |   +3%˄ ||    10.18 |     9.93 |   -2%˄ | (run time too short) |
 | 14c     ||   193.73 |   196.80 |   +2%˄ ||     5.16 |     5.08 |   -2%˄ | (run time too short) |
 | 15a     ||    55.46 |    56.80 |   +2%˄ ||    18.03 |    17.60 |   -2%˄ | (run time too short) |
 | 15b     ||    56.56 |    57.65 |   +2%˄ ||    17.68 |    17.35 |   -2%˄ | (run time too short) |
 | 15c     ||    45.37 |    47.29 |   +4%˄ ||    22.04 |    21.15 |   -4%˄ | (run time too short) |
-| 15d     ||    39.55 |    41.44 |   +5%˄ ||    25.29 |    24.13 |   -5%˄ | (run time too short) |
 | 16a     ||  1178.82 |  1206.81 |   +2%˄ ||     0.85 |     0.83 |   -2%˄ | (run time too short) |
 | 16b     ||  2235.23 |  2271.52 |   +2%  ||     0.45 |     0.44 |   -2%  |               0.0000 |
 | 16c     ||  1333.87 |  1365.15 |   +2%  ||     0.75 |     0.73 |   -2%  |               0.0000 |
 | 16d     ||  1303.98 |  1326.07 |   +2%  ||     0.77 |     0.75 |   -2%  |               0.0000 |
 | 17a     ||   365.07 |   371.70 |   +2%˄ ||     2.74 |     2.69 |   -2%˄ | (run time too short) |
 | 17b     ||   289.27 |   298.23 |   +3%˄ ||     3.46 |     3.35 |   -3%˄ | (run time too short) |
 | 17c     ||   271.26 |   281.16 |   +4%˄ ||     3.69 |     3.56 |   -4%˄ | (run time too short) |
 | 17d     ||   356.77 |   363.17 |   +2%˄ ||     2.80 |     2.75 |   -2%˄ | (run time too short) |
 | 17e     ||  1351.50 |  1373.27 |   +2%  ||     0.74 |     0.73 |   -2%  |               0.0000 |
 | 17f     ||   840.02 |   856.74 |   +2%˄ ||     1.19 |     1.17 |   -2%˄ | (run time too short) |
 | 18a     ||   143.40 |   147.40 |   +3%˄ ||     6.97 |     6.78 |   -3%˄ | (run time too short) |
 | 18b     ||    94.70 |    95.90 |   +1%˄ ||    10.56 |    10.43 |   -1%˄ | (run time too short) |
 | 18c     ||   196.56 |   199.49 |   +1%˄ ||     5.09 |     5.01 |   -1%˄ | (run time too short) |
 | 19a     ||   211.18 |   215.89 |   +2%˄ ||     4.74 |     4.63 |   -2%˄ | (run time too short) |
 | 19b     ||   175.09 |   178.41 |   +2%˄ ||     5.71 |     5.60 |   -2%˄ | (run time too short) |
 | 19c     ||   262.29 |   268.46 |   +2%˄ ||     3.81 |     3.72 |   -2%˄ | (run time too short) |
 | 19d     ||   623.59 |   630.23 |   +1%˄ ||     1.60 |     1.59 |   -1%˄ | (run time too short) |
-| 1a      ||     8.76 |     9.59 |  +10%˄ ||   114.16 |   104.21 |   -9%˄ | (run time too short) |
 | 1b      ||    10.22 |    10.67 |   +4%˄ ||    97.86 |    93.72 |   -4%˄ | (run time too short) |
 | 1c      ||    13.39 |    13.41 |   +0%˄ ||    74.69 |    74.55 |   -0%˄ | (run time too short) |
-| 1d      ||     8.27 |     9.15 |  +11%˄ ||   120.83 |   109.26 |  -10%˄ | (run time too short) |
 | 20a     ||   565.14 |   572.68 |   +1%˄ ||     1.77 |     1.75 |   -1%˄ | (run time too short) |
 | 20b     ||   612.15 |   619.40 |   +1%˄ ||     1.63 |     1.61 |   -1%˄ | (run time too short) |
 | 20c     ||   386.04 |   394.12 |   +2%˄ ||     2.59 |     2.54 |   -2%˄ | (run time too short) |
 | 21a     ||    93.77 |    95.20 |   +2%˄ ||    10.66 |    10.50 |   -2%˄ | (run time too short) |
 | 21b     ||    85.47 |    86.80 |   +2%˄ ||    11.70 |    11.52 |   -2%˄ | (run time too short) |
 | 21c     ||    95.36 |    97.16 |   +2%˄ ||    10.49 |    10.29 |   -2%˄ | (run time too short) |
 | 22a     ||   150.78 |   154.12 |   +2%˄ ||     6.63 |     6.49 |   -2%˄ | (run time too short) |
 | 22b     ||   138.82 |   140.49 |   +1%˄ ||     7.20 |     7.12 |   -1%˄ | (run time too short) |
 | 22c     ||   205.58 |   208.70 |   +2%˄ ||     4.86 |     4.79 |   -1%˄ | (run time too short) |
 | 22d     ||   320.02 |   323.87 |   +1%˄ ||     3.12 |     3.09 |   -1%˄ | (run time too short) |
 | 23a     ||    48.62 |    50.44 |   +4%˄ ||    20.56 |    19.83 |   -4%˄ | (run time too short) |
 | 23b     ||    51.19 |    52.95 |   +3%˄ ||    19.53 |    18.89 |   -3%˄ | (run time too short) |
 | 23c     ||    51.07 |    52.86 |   +4%˄ ||    19.58 |    18.92 |   -3%˄ | (run time too short) |
 | 24a     ||   220.65 |   227.05 |   +3%˄ ||     4.53 |     4.40 |   -3%˄ | (run time too short) |
 | 24b     ||   215.85 |   221.79 |   +3%˄ ||     4.63 |     4.51 |   -3%˄ | (run time too short) |
+| 25a     ||   107.35 |    97.36 |   -9%˄ ||     9.31 |    10.27 |  +10%˄ | (run time too short) |
 | 25b     ||    61.89 |    64.22 |   +4%˄ ||    16.16 |    15.57 |   -4%˄ | (run time too short) |
 | 25c     ||   220.34 |   225.40 |   +2%˄ ||     4.54 |     4.44 |   -2%˄ | (run time too short) |
 | 26a     ||   144.33 |   149.57 |   +4%˄ ||     6.93 |     6.69 |   -4%˄ | (run time too short) |
 | 26b     ||   120.71 |   121.12 |   +0%˄ ||     8.28 |     8.26 |   -0%˄ | (run time too short) |
 | 26c     ||   250.80 |   260.07 |   +4%˄ ||     3.99 |     3.85 |   -4%˄ | (run time too short) |
 | 27a     ||    90.60 |    91.45 |   +1%˄ ||    11.04 |    10.93 |   -1%˄ | (run time too short) |
-| 27b     ||    85.16 |    92.22 |   +8%˄ ||    11.74 |    10.84 |   -8%˄ | (run time too short) |
 | 27c     ||    99.62 |    97.20 |   -2%˄ ||    10.04 |    10.29 |   +2%˄ | (run time too short) |
 | 28a     ||   186.86 |   191.12 |   +2%˄ ||     5.35 |     5.23 |   -2%˄ | (run time too short) |
 | 28b     ||    59.98 |    61.46 |   +2%˄ ||    16.67 |    16.27 |   -2%˄ | (run time too short) |
 | 28c     ||   150.75 |   153.60 |   +2%˄ ||     6.63 |     6.51 |   -2%˄ | (run time too short) |
 | 29a     ||   190.39 |   196.34 |   +3%˄ ||     5.25 |     5.09 |   -3%˄ | (run time too short) |
 | 29b     ||   820.42 |   828.42 |   +1%˄ ||     1.22 |     1.21 |   -1%˄ | (run time too short) |
 | 29c     ||   221.73 |   228.87 |   +3%˄ ||     4.51 |     4.37 |   -3%˄ | (run time too short) |
-| 2a      ||    24.59 |    26.20 |   +7%˄ ||    40.66 |    38.16 |   -6%˄ | (run time too short) |
-| 2b      ||    22.79 |    24.40 |   +7%˄ ||    43.88 |    40.98 |   -7%˄ | (run time too short) |
-| 2c      ||    19.68 |    21.25 |   +8%˄ ||    50.81 |    47.05 |   -7%˄ | (run time too short) |
-| 2d      ||    46.21 |    48.37 |   +5%˄ ||    21.64 |    20.67 |   -4%˄ | (run time too short) |
 | 30a     ||    86.39 |    89.53 |   +4%˄ ||    11.57 |    11.17 |   -3%˄ | (run time too short) |
 | 30b     ||    90.11 |    92.71 |   +3%˄ ||    11.10 |    10.79 |   -3%˄ | (run time too short) |
 | 30c     ||   146.48 |   149.93 |   +2%˄ ||     6.83 |     6.67 |   -2%˄ | (run time too short) |
 | 31a     ||    76.28 |    79.36 |   +4%˄ ||    13.11 |    12.60 |   -4%˄ | (run time too short) |
 | 31b     ||    77.08 |    79.59 |   +3%˄ ||    12.97 |    12.56 |   -3%˄ | (run time too short) |
 | 31c     ||    87.28 |    90.34 |   +4%˄ ||    11.46 |    11.07 |   -3%˄ | (run time too short) |
-| 32a     ||    12.20 |    13.74 |  +13%˄ ||    81.94 |    72.78 |  -11%˄ | (run time too short) |
-| 32b     ||    26.73 |    28.09 |   +5%˄ ||    37.41 |    35.60 |   -5%˄ | (run time too short) |
-| 33a     ||    28.94 |    30.56 |   +6%˄ ||    34.55 |    32.72 |   -5%˄ | (run time too short) |
-| 33b     ||    19.51 |    21.15 |   +8%˄ ||    51.25 |    47.27 |   -8%˄ | (run time too short) |
-| 33c     ||    34.56 |    36.13 |   +5%˄ ||    28.94 |    27.67 |   -4%˄ | (run time too short) |
 | 3a      ||    54.11 |    55.75 |   +3%˄ ||    18.48 |    17.94 |   -3%˄ | (run time too short) |
-| 3b      ||    15.22 |    16.12 |   +6%˄ ||    65.68 |    62.03 |   -6%˄ | (run time too short) |
 | 3c      ||   206.40 |   208.55 |   +1%˄ ||     4.84 |     4.79 |   -1%˄ | (run time too short) |
 | 4a      ||   128.77 |   130.72 |   +2%˄ ||     7.77 |     7.65 |   -1%˄ | (run time too short) |
-| 4b      ||    14.71 |    15.77 |   +7%˄ ||    68.00 |    63.41 |   -7%˄ | (run time too short) |
 | 4c      ||   180.67 |   183.66 |   +2%˄ ||     5.53 |     5.44 |   -2%˄ | (run time too short) |
 | 5a      ||    40.28 |    41.17 |   +2%˄ ||    24.82 |    24.29 |   -2%˄ | (run time too short) |
 | 5b      ||    44.75 |    45.27 |   +1%˄ ||    22.35 |    22.09 |   -1%˄ | (run time too short) |
 | 5c      ||    80.61 |    81.44 |   +1%˄ ||    12.40 |    12.28 |   -1%˄ | (run time too short) |
 | 6a      ||   146.89 |   150.97 |   +3%˄ ||     6.81 |     6.62 |   -3%˄ | (run time too short) |
 | 6b      ||   160.25 |   164.79 |   +3%˄ ||     6.24 |     6.07 |   -3%˄ | (run time too short) |
 | 6c      ||   139.67 |   143.54 |   +3%˄ ||     7.16 |     6.97 |   -3%˄ | (run time too short) |
 | 6d      ||   329.08 |   335.57 |   +2%˄ ||     3.04 |     2.98 |   -2%˄ | (run time too short) |
 | 6e      ||   145.62 |   149.77 |   +3%˄ ||     6.87 |     6.68 |   -3%˄ | (run time too short) |
 | 6f      ||   609.93 |   613.67 |   +1%˄ ||     1.64 |     1.63 |   -1%˄ | (run time too short) |
-| 7a      ||    98.24 |   104.21 |   +6%˄ ||    10.18 |     9.60 |   -6%˄ | (run time too short) |
-| 7b      ||    92.77 |    98.71 |   +6%˄ ||    10.78 |    10.13 |   -6%˄ | (run time too short) |
 | 7c      ||   517.08 |   528.91 |   +2%˄ ||     1.93 |     1.89 |   -2%˄ | (run time too short) |
 | 8a      ||   202.43 |   205.18 |   +1%˄ ||     4.94 |     4.87 |   -1%˄ | (run time too short) |
 | 8b      ||   194.00 |   195.97 |   +1%˄ ||     5.15 |     5.10 |   -1%˄ | (run time too short) |
 | 8c      ||  1676.97 |  1699.39 |   +1%  ||     0.60 |     0.59 |   -1%  |               0.0000 |
 | 8d      ||   286.98 |   287.78 |   +0%˄ ||     3.48 |     3.47 |   -0%˄ | (run time too short) |
 | 9a      ||   233.35 |   236.57 |   +1%˄ ||     4.29 |     4.23 |   -1%˄ | (run time too short) |
 | 9b      ||   147.41 |   149.25 |   +1%˄ ||     6.78 |     6.70 |   -1%˄ | (run time too short) |
 | 9c      ||   270.58 |   273.82 |   +1%˄ ||     3.70 |     3.65 |   -1%˄ | (run time too short) |
 | 9d      ||   386.63 |   388.18 |   +0%˄ ||     2.59 |     2.58 |   -0%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 26813.83 | 27287.43 |   +2%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -3%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkJoinOrder - multi-threaded, ordered, 1 client, 32 cores

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -2%
Configuration Overview - click to expand
 +Configuration Overview---------+---------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkJoinOrder_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt_ordered.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkJoinOrder_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt_ordered.json |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                            | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                            |
 |  benchmark_mode               | Ordered                                                                                                                   | Ordered                                                                                                                   |
 |  build_type                   | release                                                                                                                   | release                                                                                                                   |
 |  chunk_indexes                | False                                                                                                                     | False                                                                                                                     |
 |  chunk_size                   | 65535                                                                                                                     | 65535                                                                                                                     |
 |  clients                      | 1                                                                                                                         | 1                                                                                                                         |
 |  compiler                     | clang 17.0.2                                                                                                              | clang 17.0.2                                                                                                              |
 |  cores                        | 32                                                                                                                        | 32                                                                                                                        |
 |  data_preparation_cores       | 0                                                                                                                         | 0                                                                                                                         |
 |  date                         | 2024-10-02 08:47:22                                                                                                       | 2024-10-02 12:30:59                                                                                                       |
 |  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 | [32]                                                                                                                      | [32]                                                                                                                      |
 |  verify                       | False                                                                                                                     | False                                                                                                                     |
 |  warmup_duration              | 1000000000                                                                                                                | 1000000000                                                                                                                |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
-| 10a     ||    46.32 |    51.33 |  +11%˄ ||    21.57 |    19.47 |  -10%˄ | (run time too short) |
 | 10b     ||    22.93 |    23.67 |   +3%˄ ||    43.55 |    42.18 |   -3%˄ | (run time too short) |
-| 10c     ||   124.25 |   135.35 |   +9%˄ ||     8.05 |     7.39 |   -8%˄ | (run time too short) |
-| 11a     ||    26.52 |    27.84 |   +5%˄ ||    37.67 |    35.87 |   -5%˄ | (run time too short) |
 | 11b     ||    24.69 |    25.52 |   +3%˄ ||    40.47 |    39.13 |   -3%˄ | (run time too short) |
-| 11c     ||    21.80 |    28.01 |  +28%˄ ||    45.82 |    35.66 |  -22%˄ | (run time too short) |
-| 11d     ||    26.52 |    33.85 |  +28%˄ ||    37.68 |    29.51 |  -22%˄ | (run time too short) |
-| 12a     ||    19.80 |    24.00 |  +21%˄ ||    50.43 |    41.60 |  -18%˄ | (run time too short) |
-| 12b     ||    14.67 |    16.73 |  +14%˄ ||    68.06 |    59.65 |  -12%˄ | (run time too short) |
-| 12c     ||    43.49 |    48.24 |  +11%˄ ||    22.98 |    20.72 |  -10%˄ | (run time too short) |
-| 13a     ||   138.20 |   152.26 |  +10%˄ ||     7.23 |     6.57 |   -9%˄ | (run time too short) |
-| 13b     ||    91.08 |   102.40 |  +12%˄ ||    10.98 |     9.76 |  -11%˄ | (run time too short) |
-| 13c     ||    19.36 |    22.33 |  +15%˄ ||    51.59 |    44.70 |  -13%˄ | (run time too short) |
 | 13d     ||   353.96 |   364.73 |   +3%˄ ||     2.82 |    
341A
 2.74 |   -3%˄ | (run time too short) |
 | 14a     ||    64.38 |    64.97 |   +1%˄ ||    15.52 |    15.38 |   -1%˄ | (run time too short) |
 | 14b     ||    80.52 |    81.20 |   +1%˄ ||    12.41 |    12.31 |   -1%˄ | (run time too short) |
 | 14c     ||   184.92 |   188.60 |   +2%˄ ||     5.41 |     5.30 |   -2%˄ | (run time too short) |
 | 15a     ||    41.54 |    42.25 |   +2%˄ ||    24.05 |    23.64 |   -2%˄ | (run time too short) |
 | 15b     ||    36.45 |    36.57 |   +0%˄ ||    27.41 |    27.31 |   -0%˄ | (run time too short) |
 | 15c     ||    30.42 |    30.74 |   +1%˄ ||    32.84 |    32.50 |   -1%˄ | (run time too short) |
 | 15d     ||    36.41 |    36.95 |   +1%˄ ||    27.44 |    27.03 |   -1%˄ | (run time too short) |
 | 16a     ||   905.97 |   912.64 |   +1%˄ ||     1.10 |     1.10 |   -1%˄ | (run time too short) |
 | 16b     ||  2048.21 |  2048.43 |   +0%  ||     0.49 |     0.49 |   -0%  |               0.9786 |
 | 16c     ||  1075.53 |  1077.45 |   +0%˄ ||     0.93 |     0.93 |   -0%˄ | (run time too short) |
 | 16d     ||  1034.71 |  1027.87 |   -1%˄ ||     0.97 |     0.97 |   +1%˄ | (run time too short) |
 | 17a     ||   219.27 |   224.78 |   +3%˄ ||     4.56 |     4.45 |   -2%˄ | (run time too short) |
 | 17b     ||   191.53 |   186.59 |   -3%˄ ||     5.22 |     5.36 |   +3%˄ | (run time too short) |
+| 17c     ||   171.97 |   164.52 |   -4%˄ ||     5.81 |     6.08 |   +5%˄ | (run time too short) |
 | 17d     ||   153.27 |   153.58 |   +0%˄ ||     6.52 |     6.51 |   -0%˄ | (run time too short) |
 | 17e     ||   845.07 |   841.79 |   -0%˄ ||     1.18 |     1.19 |   +0%˄ | (run time too short) |
 | 17f     ||   361.93 |   364.87 |   +1%˄ ||     2.76 |     2.74 |   -1%˄ | (run time too short) |
 | 18a     ||    76.20 |    77.56 |   +2%˄ ||    13.12 |    12.89 |   -2%˄ | (run time too short) |
 | 18b     ||    64.80 |    64.08 |   -1%˄ ||    15.42 |    15.60 |   +1%˄ | (run time too short) |
+| 18c     ||   127.83 |   121.17 |   -5%˄ ||     7.82 |     8.25 |   +5%˄ | (run time too short) |
 | 19a     ||   133.16 |   132.35 |   -1%˄ ||     7.51 |     7.55 |   +1%˄ | (run time too short) |
 | 19b     ||    78.62 |    78.22 |   -1%˄ ||    12.71 |    12.78 |   +1%˄ | (run time too short) |
 | 19c     ||   151.66 |   151.64 |   -0%˄ ||     6.59 |     6.59 |   +0%˄ | (run time too short) |
 | 19d     ||   520.68 |   511.66 |   -2%˄ ||     1.92 |     1.95 |   +2%˄ | (run time too short) |
 | 1a      ||     8.04 |     8.26 |   +3%˄ ||   123.87 |   120.59 |   -3%˄ | (run time too short) |
 | 1b      ||     4.45 |     4.49 |   +1%˄ ||   223.29 |   221.40 |   -1%˄ | (run time too short) |
 | 1c      ||     4.93 |     4.77 |   -3%˄ ||   201.28 |   208.39 |   +4%˄ | (run time too short) |
-| 1d      ||     6.41 |     6.71 |   +5%˄ ||   155.12 |   148.40 |   -4%˄ | (run time too short) |
 | 20a     ||   101.03 |   101.73 |   +1%˄ ||     9.89 |     9.83 |   -1%˄ | (run time too short) |
-| 20b     ||    83.86 |    88.46 |   +5%˄ ||    11.92 |    11.30 |   -5%˄ | (run time too short) |
 | 20c     ||    93.69 |    95.09 |   +1%˄ ||    10.67 |    10.51 |   -1%˄ | (run time too short) |
 | 21a     ||    34.70 |    34.77 |   +0%˄ ||    28.78 |    28.72 |   -0%˄ | (run time too short) |
 | 21b     ||    29.71 |    29.80 |   +0%˄ ||    33.61 |    33.51 |   -0%˄ | (run time too short) |
 | 21c     ||    37.23 |    37.19 |   -0%˄ ||    26.83 |    26.86 |   +0%˄ | (run time too short) |
 | 22a     ||    73.26 |    71.01 |   -3%˄ ||    13.64 |    14.07 |   +3%˄ | (run time too short) |
 | 22b     ||    58.74 |    57.04 |   -3%˄ ||    17.01 |    17.52 |   +3%˄ | (run time too short) |
 | 22c     ||   125.23 |   128.13 |   +2%˄ ||     7.98 |     7.80 |   -2%˄ | (run time too short) |
 | 22d     ||   231.80 |   230.73 |   -0%˄ ||     4.31 |     4.33 |   +0%˄ | (run time too short) |
 | 23a     ||    21.36 |    21.30 |   -0%˄ ||    46.73 |    46.86 |   +0%˄ | (run time too short) |
 | 23b     ||    31.81 |    32.14 |   +1%˄ ||    31.40 |    31.08 |   -1%˄ | (run time too short) |
 | 23c     ||    22.57 |    22.50 |   -0%˄ ||    44.23 |    44.36 |   +0%˄ | (run time too short) |
 | 24a     ||    87.05 |    86.57 |   -1%˄ ||    11.48 |    11.54 |   +1%˄ | (run time too short) |
 | 24b     ||    80.50 |    81.24 |   +1%˄ ||    12.42 |    12.30 |   -1%˄ | (run time too short) |
 | 25a     ||    68.47 |    69.00 |   +1%˄ ||    14.60 |    14.48 |   -1%˄ | (run time too short) |
 | 25b     ||    39.11 |    39.03 |   -0%˄ ||    25.54 |    25.59 |   +0%˄ | (run time too short) |
 | 25c     ||   189.92 |   186.48 |   -2%˄ ||     5.26 |     5.36 |   +2%˄ | (run time too short) |
 | 26a     ||    96.70 |    98.70 |   +2%˄ ||    10.34 |    10.13 |   -2%˄ | (run time too short) |
 | 26b     ||    70.60 |    71.83 |   +2%˄ ||    14.16 |    13.91 |   -2%˄ | (run time too short) |
 | 26c     ||   145.48 |   143.22 |   -2%˄ ||     6.87 |     6.98 |   +2%˄ | (run time too short) |
 | 27a     ||    30.71 |    30.72 |   +0%˄ ||    32.52 |    32.51 |   -0%˄ | (run time too short) |
 | 27b     ||    29.65 |    30.14 |   +2%˄ ||    33.68 |    33.13 |   -2%˄ | (run time too short) |
 | 27c     ||    36.15 |    35.99 |   -0%˄ ||    27.63 |    27.75 |   +0%˄ | (run time too short) |
 | 28a     ||   141.77 |   140.85 |   -1%˄ ||     7.05 |     7.10 |   +1%˄ | (run time too short) |
 | 28b     ||    34.10 |    34.08 |   -0%˄ ||    29.29 |    29.31 |   +0%˄ | (run time too short) |
 | 28c     ||   115.02 |   114.85 |   -0%˄ ||     8.69 |     8.70 |   +0%˄ | (run time too short) |
 | 29a     ||    76.09 |    76.58 |   +1%˄ ||    13.13 |    13.05 |   -1%˄ | (run time too short) |
 | 29b     ||   142.58 |   147.81 |   +4%˄ ||     7.01 |     6.76 |   -4%˄ | (run time too short) |
 | 29c     ||    92.29 |    90.22 |   -2%˄ ||    10.83 |    11.08 |   +2%˄ | (run time too short) |
 | 2a      ||    27.87 |    28.47 |   +2%˄ ||    35.84 |    35.08 |   -2%˄ | (run time too short) |
 | 2b      ||    25.24 |    25.64 |   +2%˄ ||    39.57 |    38.95 |   -2%˄ | (run time too short) |
 | 2c      ||    18.12 |    18.65 |   +3%˄ ||    55.09 |    53.52 |   -3%˄ | (run time too short) |
 | 2d      ||    57.43 |    56.22 |   -2%˄ ||    17.40 |    17.78 |   +2%˄ | (run time too short) |
 | 30a     ||    59.26 |    59.18 |   -0%˄ ||    16.86 |    16.88 |   +0%˄ | (run time too short) |
 | 30b     ||    46.86 |    47.23 |   +1%˄ ||    21.32 |    21.15 |   -1%˄ | (run time too short) |
 | 30c     ||   133.83 |   134.57 |   +1%˄ ||     7.47 |     7.43 |   -1%˄ | (run time too short) |
 | 31a     ||    45.37 |    45.45 |   +0%˄ ||    22.02 |    21.98 |   -0%˄ | (run time too short) |
 | 31b     ||    40.31 |    40.03 |   -1%˄ ||    24.78 |    24.95 |   +1%˄ | (run time too short) |
 | 31c     ||    50.56 |    50.94 |   +1%˄ ||    19.76 |    19.62 |   -1%˄ | (run time too short) |
-| 32a     ||     8.37 |     8.90 |   +6%˄ ||   119.00 |   111.98 |   -6%˄ | (run time too short) |
 | 32b     ||    36.40 |    35.67 |   -2%˄ ||    27.44 |    28.01 |   +2%˄ | (run time too short) |
 | 33a     ||    12.91 |    12.88 |   -0%˄ ||    77.21 |    77.37 |   +0%˄ | (run time too short) |
 | 33b     ||    11.00 |    11.04 |   +0%˄ ||    90.59 |    90.28 |   -0%˄ | (run time too short) |
-| 33c     ||    20.07 |    21.30 |   +6%˄ ||    49.71 |    46.87 |   -6%˄ | (run time too short) |
 | 3a      ||    43.60 |    42.64 |   -2%˄ ||    22.91 |    23.43 |   +2%˄ | (run time too short) |
 | 3b      ||     8.46 |     8.52 |   +1%˄ ||   117.70 |   116.90 |   -1%˄ | (run time too short) |
 | 3c      ||    82.19 |    82.36 |   +0%˄ ||    12.16 |    12.14 |   -0%˄ | (run time too short) |
 | 4a      ||    76.84 |    78.60 |   +2%˄ ||    13.01 |    12.72 |   -2%˄ | (run time too short) |
 | 4b      ||     7.28 |     7.17 |   -1%˄ ||   136.82 |   138.81 |   +1%˄ | (run time too short) |
 | 4c      ||    97.12 |    99.06 |   +2%˄ ||    10.29 |    10.09 |   -2%˄ | (run time too short) |
 | 5a      ||    33.37 |    33.09 |   -1%˄ ||    29.94 |    30.18 |   +1%˄ | (run time too short) |
 | 5b      ||    25.02 |    24.71 |   -1%˄ ||    39.91 |    40.40 |   +1%˄ | (run time too short) |
 | 5c      ||    60.06 |    59.56 |   -1%˄ ||    16.64 |    16.78 |   +1%˄ | (run time too short) |
-| 6a      ||    32.87 |    34.54 |   +5%˄ ||    30.39 |    28.92 |   -5%˄ | (run time too short) |
 | 6b      ||    58.80 |    59.68 |   +1%˄ ||    16.99 |    16.75 |   -1%˄ | (run time too short) |
 | 6c      ||    32.37 |    33.12 |   +2%˄ ||    30.85 |    30.16 |   -2%˄ | (run time too short) |
 | 6d      ||   171.28 |   165.19 |   -4%˄ ||     5.84 |     6.05 |   +4%˄ | (run time too short) |
 | 6e      ||    33.16 |    34.58 |   +4%˄ ||    30.12 |    28.89 |   -4%˄ | (run time too short) |
 | 6f      ||   503.59 |   502.59 |   -0%˄ ||     1.99 |     1.99 |   +0%˄ | (run time too short) |
 | 7a      ||    35.57 |    37.00 |   +4%˄ ||    28.08 |    27.00 |   -4%˄ | (run time too short) |
 | 7b      ||    35.01 |    36.58 |   +4%˄ ||    28.53 |    27.31 |   -4%˄ | (run time too short) |
+| 7c      ||   325.97 |   309.59 |   -5%˄ ||     3.07 |     3.23 |   +5%˄ | (run time too short) |
 | 8a      ||    64.73 |    64.51 |   -0%˄ ||    15.44 |    15.49 |   +0%˄ | (run time too short) |
 | 8b      ||    61.85 |    61.51 |   -1%˄ ||    16.16 |    16.25 |   +1%˄ | (run time too short) |
 | 8c      ||  1291.93 |  1285.49 |   -0%  ||     0.77 |     0.78 |   +1%  |               0.2650 |
 | 8d      ||   242.10 |   244.96 |   +1%˄ ||     4.13 |     4.08 |   -1%˄ | (run time too short) |
 | 9a      ||   169.59 |   166.44 |   -2%˄ ||     5.90 |     6.01 |   +2%˄ | (run time too short) |
 | 9b      ||    91.17 |    90.41 |   -1%˄ ||    10.96 |    11.05 |   +1%˄ | (run time too short) |
+| 9c      ||   170.57 |   159.91 |   -6%˄ ||     5.86 |     6.25 |   +7%˄ | (run time too short) |
 | 9d      ||   370.42 |   358.36 |   -3%˄ ||     2.70 |     2.79 |   +3%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 16772.19 | 16804.51 |   +0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -2%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkJoinOrder - multi-threaded, shuffled, 32 clients, 32 cores

Sum of avg. item runtimes: -2% || Geometric mean of throughput changes: +3%
Configuration Overview - click to expand
 +Configuration Overview---------+-------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkJoinOrder_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkJoinOrder_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt.json |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                    | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                    |
 |  benchmark_mode               | Shuffled                                                                                                          | Shuffled                                                                                                          |
 |  build_type                   | release                                                                                                           | release                                                                                                           |
 |  chunk_indexes                | False                                                                                                             | False                                                                                                             |
 |  chunk_size                   | 65535                                                                                                             | 65535                                                                                                             |
 |  clients                      | 32                                                                                                                | 32                                                                                                                |
 |  compiler                     | clang 17.0.2                                                                                                      | clang 17.0.2                                                                                                      |
 |  cores                        | 32                                                                                                                | 32                                                                                                                |
 |  data_preparation_cores       | 0                                                                                                                 | 0                                                                                                                 |
 |  date                         | 2024-10-02 09:03:48                                                                                               | 2024-10-02 12:47:27                                                                                               |
 |  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 | [32]                                                                                                              | [32]                                                                                                              |
 |  verify                       | False                                                                                                             | False                                                                                                             |
 |  warmup_duration              | 0                                                                                                                 | 0                                                                                                                 |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
+| 10a     ||   160.50 |   145.42 |   -9%  ||     0.86 |     0.88 |   +2%  |  0.3438 |
-| 10b     ||   108.43 |   114.31 |   +5%  ||     0.86 |     0.88 |   +3%  |  0.6876 |
 | 10c     ||   377.38 |   376.62 |   -0%  ||     0.86 |     0.88 |   +3%  |  0.9732 |
+| 11a     ||    93.27 |    73.46 |  -21%  ||     0.86 |     0.88 |   +3%  |  0.1072 |
+| 11b     ||   110.68 |    88.54 |  -20%  ||     0.86 |     0.88 |   +2%  |  0.2159 |
-| 11c     ||    97.68 |   124.90 |  +28%  ||     0.86 |     0.88 |   +3%  |  0.0409 |
+| 11d     ||    88.66 |    74.25 |  -16%  ||     0.86 |     0.88 |   +3%  |  0.2498 |
-| 12a     ||   129.12 |   154.14 |  +19%  ||     0.86 |     0.88 |   +3%  |  0.1461 |
 | 12b     ||    73.84 |    73.58 |   -0%  ||     0.86 |     0.88 |   +3%  |  0.9825 |
-| 12c     ||   268.59 |   304.86 |  +14%  ||     0.86 |     0.88 |   +3%  |  0.1216 |
-| 13a     ||   347.39 |   381.87 |  +10%  ||     0.86 |     0.88 |   +3%  |  0.1337 |
-| 13b     ||   270.31 |   302.02 |  +12%  ||     0.86 |     0.88 |   +3%  |  0.1883 |
-| 13c     ||    74.26 |    90.09 |  +21%  ||     0.86 |     0.88 |   +2%  |  0.0952 |
 | 13d     ||   635.47 |   651.90 |   +3%  ||     0.86 |     0.88 |   +3%  |  0.5126 |
-| 14a     ||   273.01 |   301.12 |  +10%  ||     0.86 |     0.88 |   +3%  |  0.1906 |
+| 14b     ||   302.25 |   273.78 |   -9%  ||     0.86 |     0.88 |   +3%  |  0.1889 |
 | 14c     ||   404.83 |   398.28 |   -2%  ||     0.86 |     0.88 |   +3%  |  0.7794 |
 | 15a     ||   101.72 |   101.23 |   -0%  ||     0.86 |     0.88 |   +3%  |  0.9697 |
-| 15b     ||    96.21 |   124.14 |  +29%  ||     0.86 |     0.88 |   +3%  |  0.0604 |
-| 15c     ||   101.77 |   111.54 |  +10%  ||     0.86 |     0.88 |   +3%  |  0.4280 |
-| 15d     ||   114.02 |   145.59 |  +28%  ||     0.86 |     0.88 |   +3%  |  0.0174 |
+| 16a     ||  1156.29 |  1090.86 |   -6%  ||     0.86 |     0.88 |   +3%  |  0.0483 |
 | 16b     ||  2241.67 |  2173.76 |   -3%  ||     0.86 |     0.88 |   +3%  |  0.0577 |
 | 16c     ||  1347.21 |  1304.40 |   -3%  ||     0.86 |     0.88 |   +3%  |  0.2576 |
 | 16d     ||  1292.34 |  1249.47 |   -3%  ||     0.86 |     0.88 |   +3%  |  0.1873 |
 | 17a     ||   591.89 |   595.29 |   +1%  ||     0.86 |     0.88 |   +3%  |  0.9092 |
+| 17b     ||   481.43 |   457.08 |   -5%  ||     0.86 |     0.88 |   +3%  |  0.3453 |
+| 17c     ||   444.49 |   403.61 |   -9%  ||     0.86 |     0.88 |   +3%  |  0.1084 |
 | 17d     ||   457.18 |   447.86 |   -2%  ||     0.86 |     0.88 |   +3%  |  0.7534 |
 | 17e     ||  1182.13 |  1150.49 |   -3%  ||     0.86 |     0.88 |   +3%  |  0.3030 |
 | 17f     ||   844.16 |   811.11 |   -4%  ||     0.86 |     0.88 |   +3%  |  0.3183 |
+| 18a     ||   235.08 |   196.40 |  -16%  ||     0.86 |     0.88 |   +3%  |  0.1072 |
+| 18b     ||   277.48 |   239.09 |  -14%  ||     0.86 |     0.88 |   +2%  |  0.0946 |
+| 18c     ||   469.80 |   405.12 |  -14%  ||     0.86 |     0.88 |   +2%  |  0.0198 |
 | 19a     ||   378.01 |   390.63 |   +3%  ||     0.86 |     0.88 |   +3%  |  0.6086 |
 | 19b     ||   296.08 |   293.51 |   -1%  ||     0.86 |     0.88 |   +2%  |  0.9155 |
+| 19c     ||   493.68 |   461.89 |   -6%  ||     0.86 |     0.88 |   +2%  |  0.3163 |
+| 19d     ||  1073.73 |   941.89 |  -12%  ||     0.86 |     0.88 |   +3%  |  0.0002 |
+| 1a      ||    40.77 |    38.70 |   -5%  ||     0.86 |     0.88 |   +3%  |  0.7773 |
-| 1b      ||    35.11 |    46.03 |  +31%  ||     0.86 |     0.88 |   +3%  |  0.3485 |
 | 1c      ||    43.11 |    43.46 |   +1%  ||     0.86 |     0.88 |   +3%  |  0.9754 |
-| 1d      ||    21.93 |    24.26 |  +11%  ||     0.86 |     0.88 |   +2%  |  0.5656 |
 | 20a     ||   330.04 |   323.33 |   -2%  ||     0.86 |     0.88 |   +3%  |  0.7602 |
 | 20b     ||   284.98 |   295.65 |   +4%  ||     0.86 |     0.88 |   +3%  |  0.6123 |
-| 20c     ||   297.87 |   315.97 |   +6%  ||     0.86 |     0.88 |   +3%  |  0.4365 |
+| 21a     ||   153.21 |   137.10 |  -11%  ||     0.86 |     0.88 |   +3%  |  0.3778 |
 | 21b     ||   100.46 |   102.86 |   +2%  ||     0.86 |     0.88 |   +3%  |  0.8516 |
 | 21c     ||   138.34 |   134.11 |   -3%  ||     0.86 |     0.88 |   +2%  |  0.8016 |
-| 22a     ||   367.90 |   394.81 |   +7%  ||     0.86 |     0.88 |   +3%  |  0.3444 |
 | 22b     ||   286.55 |   278.05 |   -3%  ||     0.86 |     0.88 |   +2%  |  0.6862 |
 | 22c     ||   471.65 |   473.50 |   +0%  ||     0.86 |     0.88 |   +3%  |  0.9485 |
+| 22d     ||   629.26 |   568.71 |  -10%  ||     0.86 |     0.88 |   +3%  |  0.0451 |
-| 23a     ||   110.89 |   118.23 |   +7%  ||     0.86 |     0.88 |   +3%  |  0.5290 |
+| 23b     ||    97.36 |    86.44 |  -11%  ||     0.86 |     0.88 |   +3%  |  0.3001 |
-| 23c     ||   123.88 |   152.27 |  +23%  ||     0.86 |     0.88 |   +3%  |  0.0812 |
+| 24a     ||   335.11 |   294.30 |  -12%  ||     0.86 |     0.88 |   +3%  |  0.1485 |
+| 24b     ||   236.07 |   207.56 |  -12%  ||     0.86 |     0.88 |   +3%  |  0.2048 |
-| 25a     ||   299.53 |   324.03 |   +8%  ||     0.86 |     0.88 |   +2%  |  0.3377 |
+| 25b     ||   194.34 |   118.26 |  -39%  ||     0.86 |     0.88 |   +3%  |  0.0001 |
+| 25c     ||   615.00 |   585.24 |   -5%  ||     0.86 |     0.88 |   +3%  |  0.3326 |
-| 26a     ||   291.11 |   327.67 |  +13%  ||     0.86 |     0.88 |   +2%  |  0.0817 |
-| 26b     ||   163.33 |   199.90 |  +22%  ||     0.86 |     0.88 |   +3%  |  0.0247 |
 | 26c     ||   432.79 |   452.07 |   +4%  ||     0.86 |     0.88 |   +2%  |  0.4550 |
-| 27a     ||   116.37 |   130.23 |  +12%  ||     0.86 |     0.88 |   +3%  |  0.3386 |
 | 27b     ||   124.37 |   126.46 |   +2%  ||     0.86 |     0.88 |   +3%  |  0.8929 |
+| 27c     ||   139.00 |   116.80 |  -16%  ||     0.86 |     0.88 |   +3%  |  0.1275 |
 | 28a     ||   492.79 |   479.15 |   -3%  ||     0.86 |     0.88 |   +3%  |  0.6670 |
 | 28b     ||   195.70 |   192.26 |   -2%  ||     0.86 |     0.88 |   +3%  |  0.8589 |
-| 28c     ||   395.59 |   460.72 |  +16%  ||     0.86 |     0.88 |   +3%  |  0.0137 |
+| 29a     ||   240.18 |   160.53 |  -33%  ||     0.86 |     0.88 |   +2%  |  0.0000 |
+| 29b     ||   305.22 |   270.78 |  -11%  ||     0.86 |     0.88 |   +3%  |  0.0931 |
+| 29c     ||   284.07 |   244.50 |  -14%  ||     0.86 |     0.88 |   +3%  |  0.0876 |
-| 2a      ||   103.95 |   126.86 |  +22%  ||     0.86 |     0.88 |   +3%  |  0.1288 |
-| 2b      ||    95.93 |   114.13 |  +19%  ||     0.86 |     0.88 |   +3%  |  0.1986 |
 | 2c      ||    68.16 |    67.28 |   -1%  ||     0.86 |     0.88 |   +3%  |  0.9123 |
-| 2d      ||   159.88 |   195.86 |  +23%  ||     0.86 |     0.88 |   +3%  |  0.0490 |
 | 30a     ||   254.75 |   253.24 |   -1%  ||     0.86 |     0.88 |   +2%  |  0.9475 |
+| 30b     ||   246.47 |   195.62 |  -21%  ||     0.86 |     0.88 |   +3%  |  0.0130 |
 | 30c     ||   459.00 |   473.02 |   +3%  ||     0.86 |     0.88 |   +3%  |  0.6175 |
+| 31a     ||   202.49 |   168.66 |  -17%  ||     0.86 |     0.88 |   +2%  |  0.1049 |
+| 31b     ||   201.05 |   143.68 |  -29%  ||     0.86 |     0.88 |   +3%  |  0.0042 |
+| 31c     ||   228.35 |   199.74 |  -13%  ||     0.86 |     0.88 |   +3%  |  0.1521 |
-| 32a     ||    37.91 |    52.19 |  +38%  ||     0.86 |     0.88 |   +3%  |  0.1017 |
-| 32b     ||   110.87 |   123.06 |  +11%  ||     0.86 |     0.88 |   +3%  |  0.2983 |
-| 33a     ||    92.53 |    97.57 |   +5%  ||     0.86 |     0.88 |   +3%  |  0.6957 |
-| 33b     ||    76.46 |    93.36 |  +22%  ||     0.86 |     0.88 |   +3%  |  0.2108 |
-| 33c     ||   138.41 |   152.25 |  +10%  ||     0.86 |     0.88 |   +2%  |  0.4961 |
 | 3a      ||   161.14 |   161.74 |   +0%  ||     0.86 |     0.88 |   +3%  |  0.9699 |
+| 3b      ||    59.97 |    43.20 |  -28%  ||     0.86 |     0.88 |   +3%  |  0.0358 |
+| 3c      ||   338.81 |   254.21 |  -25%  ||     0.86 |     0.88 |   +3%  |  0.0003 |
-| 4a      ||   187.32 |   233.08 |  +24%  ||     0.86 |     0.88 |   +3%  |  0.0187 |
-| 4b      ||    43.39 |    59.39 |  +37%  ||     0.86 |     0.88 |   +3%  |  0.2178 |
-| 4c      ||   220.08 |   256.47 |  +17%  ||     0.86 |     0.88 |   +3%  |  0.0791 |
+| 5a      ||   172.11 |   146.44 |  -15%  ||     0.86 |     0.88 |   +3%  |  0.1777 |
+| 5b      ||   123.30 |   100.11 |  -19%  ||     0.86 |     0.88 |   +3%  |  0.1226 |
+| 5c      ||   239.41 |   203.96 |  -15%  ||     0.86 |     0.88 |   +3%  |  0.1145 |
 | 6a      ||   119.46 |   118.88 |   -0%  ||     0.86 |     0.88 |   +3%  |  0.9673 |
 | 6b      ||   131.45 |   127.49 |   -3%  ||     0.86 |     0.88 |   +3%  |  0.7469 |
-| 6c      ||    77.58 |    95.53 |  +23%  ||     0.86 |     0.88 |   +3%  |  0.0597 |
 | 6d      ||   389.66 |   381.05 |   -2%  ||     0.86 |     0.88 |   +3%  |  0.7308 |
 | 6e      ||   114.76 |   119.05 |   +4%  ||     0.86 |     0.88 |   +2%  |  0.7572 |
+| 6f      ||   886.84 |   842.36 |   -5%  ||     0.86 |     0.88 |   +2%  |  0.0926 |
-| 7a      ||   130.04 |   136.06 |   +5%  ||     0.86 |     0.88 |   +3%  |  0.6758 |
-| 7b      ||   131.97 |   161.51 |  +22%  ||     0.86 |     0.88 |   +3%  |  0.0608 |
+| 7c      ||   771.73 |   729.90 |   -5%  ||     0.86 |     0.88 |   +2%  |  0.1442 |
-| 8a      ||   153.55 |   161.07 |   +5%  ||     0.86 |     0.88 |   +3%  |  0.6913 |
+| 8b      ||   135.89 |   103.04 |  -24%  ||     0.86 |     0.88 |   +3%  |  0.0396 |
 | 8c      ||  1646.59 |  1717.66 |   +4%  ||     0.86 |     0.88 |   +3%  |  0.0357 |
 | 8d      ||   478.96 |   483.30 |   +1%  ||     0.86 |     0.88 |   +3%  |  0.8356 |
+| 9a      ||   481.32 |   445.00 |   -8%  ||     0.86 |     0.88 |   +3%  |  0.2038 |
+| 9b      ||   366.94 |   324.91 |  -11%  ||     0.86 |     0.88 |   +3%  |  0.0993 |
 | 9c      ||   455.83 |   440.31 |   -3%  ||     0.86 |     0.88 |   +3%  |  0.5471 |
+| 9d      ||   796.04 |   712.58 |  -10%  ||     0.86 |     0.88 |   +3%  |  0.0066 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 37176.28 | 36262.82 |   -2%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +3%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkStarSchema - single-threaded

Sum of avg. item runtimes: +2% || Geometric mean of throughput changes: -3%
Configuration Overview - click to expand
 +Configuration Overview---+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkStarSchema_a7abe4451af5dea62f4c67749d4356f60b0ce712_st.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkStarSchema_fcb37b4081805fcd3c4e1b99414436f9631730e3_st.json |
 +-------------------------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                     | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                     |
 |  benchmark_mode         | Ordered                                                                                                            | Ordered                                                                                                            |
 |  build_type             | release                                                                                                            | release                                                                                                            |
 |  chunk_indexes          | False                                                                                                              | False                                                                                                              |
 |  chunk_size             | 65535                                                                                                              | 65535                                                                                                              |
 |  clients                | 1                                                                                                                  | 1                                                                                                                  |
 |  compiler               | clang 17.0.2                                                                                                       | clang 17.0.2                                                                                                       |
 |  cores                  | 0                                                                                                                  | 0                                                                                                                  |
 |  data_preparation_cores | 0                                                                                                                  | 0                                                                                                                  |
 |  date                   | 2024-10-02 09:24:30                                                                                                | 2024-10-02 13:08:10                                                                                                |
 |  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     ||   282.47 |  288.08 |   +2%˄ ||     3.54 |     3.47 |   -2%˄ | (run time too short) |
 | 1.2     ||   145.86 |  144.02 |   -1%˄ ||     6.86 |     6.94 |   +1%˄ | (run time too short) |
 | 1.3     ||   136.27 |  139.33 |   +2%˄ ||     7.34 |     7.18 |   -2%˄ | (run time too short) |
 | 2.1     ||   416.30 |  422.65 |   +2%˄ ||     2.40 |     2.37 |   -2%˄ | (run time too short) |
 | 2.2     ||   220.65 |  213.79 |   -3%˄ ||     4.53 |     4.68 |   +3%˄ | (run time too short) |
 | 2.3     ||   140.49 |  143.77 |   +2%˄ ||     7.12 |     6.96 |   -2%˄ | (run time too short) |
 | 3.1     ||  2529.44 | 2580.83 |   +2%  ||     0.40 |     0.39 |   -2%  |               0.0044 |
 | 3.2     ||   238.58 |  248.41 |   +4%˄ ||     4.19 |     4.03 |   -4%˄ | (run time too short) |
-| 3.3     ||   113.97 |  123.63 |   +8%˄ ||     8.77 |     8.09 |   -8%˄ | (run time too short) |
-| 3.4     ||   109.70 |  119.63 |   +9%˄ ||     9.12 |     8.36 |   -8%˄ | (run time too short) |
 | 4.1     ||  2304.37 | 2335.47 |   +1%  ||     0.43 |     0.43 |   -1%  |               0.0411 |
 | 4.2     ||   734.06 |  753.61 |   +3%˄ ||     1.36 |     1.33 |   -3%˄ | (run time too short) |
-| 4.3     ||   214.41 |  224.37 |   +5%˄ ||     4.66 |     4.46 |   -4%˄ | (run time too short) |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum     ||  7586.55 | 7737.59 |   +2%  ||          |          |        |                      |
 | Geomean ||          |         |        ||          |          |   -3%  |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                        |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkStarSchema - multi-threaded, ordered, 1 client, 32 cores

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +2%
Configuration Overview - click to expand
 +Configuration Overview---------+----------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkStarSchema_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt_ordered.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkStarSchema_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt_ordered.json |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                             | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                             |
 |  benchmark_mode               | Ordered                                                                                                                    | Ordered                                                                                                                    |
 |  build_type                   | release                                                                                                                    | release                                                                                                                    |
 |  chunk_indexes                | False                                                                                                                      | False                                                                                                                      |
 |  chunk_size                   | 65535                                                                                                                      | 65535                                                                                                                      |
 |  clients                      | 1                                                                                                                          | 1                                                                                                                          |
 |  compiler                     | clang 17.0.2                                                                                                               | clang 17.0.2                                                                                                               |
 |  cores                        | 32                                                     
10000
                                                                    | 32                                                                                                                         |
 |  data_preparation_cores       | 0                                                                                                                          | 0                                                                                                                          |
 |  date                         | 2024-10-02 09:29:34                                                                                                        | 2024-10-02 13:13:17                                                                                                        |
 |  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                                                                                                                         |
 |  using_scheduler              | True                                                                                                                       | True                                                                                                                       |
 |  utilized_cores_per_numa_node | [32]                                                                                                                       | [32]                                                                                                                       |
 |  verify                       | False                                                                                                                      | False                                                                                                                      |
 |  warmup_duration              | 1000000000                                                                                                                 | 1000000000                                                                                                                 |
 +-------------------------------+----------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |     new |        ||      old |      new |        |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | 1.1     ||   108.00 |  104.52 |   -3%˄ ||     9.26 |     9.56 |   +3%˄ | (run time too short) |
 | 1.2     ||    83.02 |   82.69 |   -0%˄ ||    12.04 |    12.09 |   +0%˄ | (run time too short) |
+| 1.3     ||    84.68 |   80.24 |   -5%˄ ||    11.80 |    12.46 |   +6%˄ | (run time too short) |
 | 2.1     ||   355.67 |  343.41 |   -3%˄ ||     2.81 |     2.91 |   +4%˄ | (run time too short) |
 | 2.2     ||   175.88 |  177.72 |   +1%˄ ||     5.68 |     5.63 |   -1%˄ | (run time too short) |
+| 2.3     ||    75.32 |   69.56 |   -8%˄ ||    13.27 |    14.37 |   +8%˄ | (run time too short) |
 | 3.1     ||   930.27 |  928.23 |   -0%˄ ||     1.07 |     1.08 |   +0%˄ | (run time too short) |
 | 3.2     ||   172.21 |  169.12 |   -2%˄ ||     5.81 |     5.91 |   +2%˄ | (run time too short) |
 | 3.3     ||    96.57 |   99.19 |   +3%˄ ||    10.35 |    10.08 |   -3%˄ | (run time too short) |
 | 3.4     ||    92.37 |   94.54 |   +2%˄ ||    10.82 |    10.57 |   -2%˄ | (run time too short) |
 | 4.1     ||   927.55 |  925.21 |   -0%˄ ||     1.08 |     1.08 |   +0%˄ | (run time too short) |
 | 4.2     ||   426.49 |  415.10 |   -3%˄ ||     2.34 |     2.41 |   +3%˄ | (run time too short) |
 | 4.3     ||   142.91 |  143.04 |   +0%˄ ||     7.00 |     6.99 |   -0%˄ | (run time too short) |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum     ||  3670.96 | 3632.57 |   -1%  ||          |          |        |                      |
 | Geomean ||          |         |        ||          |          |   +2%  |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                        |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkStarSchema - multi-threaded, shuffled, 32 clients, 32 cores

Sum of avg. item runtimes: -3% || Geometric mean of throughput changes: +3%
Configuration Overview - click to expand
 +Configuration Overview---------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkStarSchema_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt.json | /hyrise/rel_intel/benchmark_all_results/hyriseBenchmarkStarSchema_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt.json |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                     | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                     |
 |  benchmark_mode               | Shuffled                                                                                                           | Shuffled                                                                                                           |
 |  build_type                   | release                                                                                                            | release                                                                                                            |
 |  chunk_indexes                | False                                                                                                              | False                                                                                                              |
 |  chunk_size                   | 65535                                                                                                              | 65535                                                                                                              |
 |  clients                      | 32                                                                                                                 | 32                                                                                                                 |
 |  compiler                     | clang 17.0.2                                                                                                       | clang 17.0.2                                                                                                       |
 |  cores                        | 32                                                                                                                 | 32                                                                                                                 |
 |  data_preparation_cores       | 0                                                                                                                  | 0                                                                                                                  |
 |  date                         | 2024-10-02 09:33:25                                                                                                | 2024-10-02 13:17:06                                                                                                |
 |  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 | [32]                                                                                                               | [32]                                                                                                               |
 |  verify                       | False                                                                                                              | False                                                                                                              |
 |  warmup_duration              | 0                                                                                                                  | 0                                                                                                                  |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
+| 1.1     ||   514.60 |   457.35 |  -11%  ||     3.07 |     3.17 |   +3%  |  0.0000 |
+| 1.2     ||   296.07 |   266.61 |  -10%  ||     3.07 |     3.17 |   +3%  |  0.0055 |
+| 1.3     ||   269.51 |   254.26 |   -6%  ||     3.07 |     3.17 |   +3%  |  0.0924 |
+| 2.1     ||  1268.94 |  1010.49 |  -20%  ||     3.07 |     3.16 |   +3%  |  0.0000 |
+| 2.2     ||   672.82 |   575.19 |  -15%  ||     3.07 |     3.17 |   +3%  |  0.0000 |
-| 2.3     ||   235.95 |   277.89 |  +18%  ||     3.07 |     3.17 |   +3%  |  0.0002 |
 | 3.1     ||  2020.91 |  2096.65 |   +4%  ||     3.07 |     3.16 |   +3%  |  0.0018 |
 | 3.2     ||   602.73 |   594.53 |   -1%  ||     3.07 |     3.16 |   +3%  |  0.6144 |
 | 3.3     ||   319.51 |   313.32 |   -2%  ||     3.07 |     3.16 |   +3%  |  0.6070 |
+| 3.4     ||   318.00 |   291.47 |   -8%  ||     3.07 |     3.17 |   +3%  |  0.0459 |
 | 4.1     ||  1833.74 |  1907.40 |   +4%  ||     3.07 |     3.16 |   +3%  |  0.0087 |
 | 4.2     ||  1564.36 |  1516.49 |   -3%  ||     3.07 |     3.16 |   +3%  |  0.0830 |
-| 4.3     ||   479.69 |   534.83 |  +11%  ||     3.07 |     3.17 |   +3%  |  0.0008 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 10396.84 | 10096.49 |   -3%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +3%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

@Bouncner
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Collaborator Author
Bouncner commented Oct 4, 2024

AMD

System

cx19 - click to expand
property value
Hostname cx19
CPU AMD EPYC 7742 64-Core Processor
Memory 518GB
numactl nodebind: 0 1
numactl membind: 0 1

Commit Info and Build Time

commit date message build time
a7abe44 23.09.2024 09:12 ExpressionReductionRule: Cover a few more cases (#2654) real 594.96 user 3584.19 sys 199.51
fcb37b4 30.09.2024 16:41 Testing atomics real 585.51 user 3602.24 sys 187.52

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                | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCH_a7abe4451af5dea62f4c67749d4356f60b0ce712_st.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCH_fcb37b4081805fcd3c4e1b99414436f9631730e3_st.json |
 +--------------------------+------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                             | fcb37b4081805fcd3c4e1b99414436f9631730e3-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 17.0.2                                                                                               | clang 17.0.2                                                                                               |
 |  cores                   | 0                                                                                                          | 0                                                                                                          |
 |  data_preparation_cores  | 0                                                                                                          | 0                                                                                                          |
 |  date                    | 2024-10-02 08:31:17                                                                                        | 2024-10-02 12:06:58                                                                                        |
 |  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 ||  5814.13 |  5698.52 |   -2%  ||     0.17 |     0.18 |   +2%  |               0.0233 |
 | TPC-H 02 ||    39.98 |    39.63 |   -1%˄ ||    25.01 |    25.20 |   +1%˄ | (run time too short) |
 | TPC-H 03 ||  1392.08 |  1395.03 |   +0%  ||     0.72 |     0.72 |   -0%  |               0.6328 |
 | TPC-H 04 ||  1492.06 |  1505.01 |   +1%  ||     0.67 |     0.66 |   -1%  |               0.0547 |
 | TPC-H 05 ||  2261.59 |  2284.96 |   +1%  ||     0.44 |     0.44 |   -1%  |               0.0000 |
 | TPC-H 06 ||   189.12 |   190.35 |   +1%˄ ||     5.29 |     5.25 |   -1%˄ | (run time too short) |
 | TPC-H 07 ||   730.47 |   740.69 |   +1%˄ ||     1.37 |     1.35 |   -1%˄ | (run time too short) |
 | TPC-H 08 ||   556.57 |   564.50 |   +1%˄ ||     1.80 |     1.77 |   -1%˄ | (run time too short) |
 | TPC-H 09 ||  5780.75 |  5791.50 |   +0%  ||     0.17 |     0.17 |   -0%  |               0.5315 |
 | TPC-H 10 ||  1361.01 |  1367.76 |   +0%  ||     0.73 |     0.73 |   -1%  |               0.1476 |
+| TPC-H 11 ||    52.82 |    50.41 |   -5%˄ ||    18.93 |    19.83 |   +5%˄ | (run time too short) |
 | TPC-H 12 ||   961.47 |   953.24 |   -1%˄ ||     1.04 |     1.05 |   +1%˄ | (run time too short) |
 | TPC-H 13 ||  5456.90 |  5513.87 |   +1%  ||     0.18 |     0.18 |   -1%  |               0.0077 |
 | TPC-H 14 ||   479.91 |   478.41 |   -0%˄ ||     2.08 |     2.09 |   +0%˄ | (run time too short) |
 | TPC-H 15 ||   186.15 |   185.91 |   -0%˄ ||     5.37 |     5.38 |   +0%˄ | (run time too short) |
 | TPC-H 16 ||   518.43 |   519.56 |   +0%˄ ||     1.93 |     1.92 |   -0%˄ | (run time too short) |
 | TPC-H 17 ||   221.88 |   223.37 |   +1%˄ ||     4.51 |     4.48 |   -1%˄ | (run time too short) |
+| TPC-H 18 ||  1666.84 |  1589.33 |   -5%  ||     0.60 |     0.63 |   +5%  |               0.0026 |
 | TPC-H 19 ||   223.70 |   221.60 |   -1%˄ ||     4.47 |     4.51 |   +1%˄ | (run time too short) |
 | TPC-H 20 ||   505.24 |   512.95 |   +2%˄ ||     1.98 |     1.95 |   -2%˄ | (run time too short) |
 | TPC-H 21 ||  4272.25 |  4306.18 |   +1%  ||     0.23 |     0.23 |   -1%  |               0.0621 |
 | TPC-H 22 ||   483.52 |   491.00 |   +2%˄ ||     2.07 |     2.04 |   -2%˄ | (run time too short) |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum      || 34646.86 | 34623.78 |   -0%  ||          |          |        |                      |
 | Geomean  ||          |          |        ||          |          |   +0%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                         |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - single-threaded, SF 0.01

Sum of avg. item runtimes: +3% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview----+----------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------+
 | Parameter                | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCH_a7abe4451af5dea62f4c67749d4356f60b0ce712_st_s01.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCH_fcb37b4081805fcd3c4e1b99414436f9631730e3_st_s01.json |
 +--------------------------+----------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                 | fcb37b4081805fcd3c4e1b99414436f9631730e3-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 17.0.2                                                                                                   | clang 17.0.2                                                                                                   |
 |  cores                   | 0                                                                                                              | 0                                                                                                              |
 |  data_preparation_cores  | 0                                                                                                              | 0                                                                                                              |
 |  date                    | 2024-10-02 08:47:24                                                                                            | 2024-10-02 12:22:57                                                                                            |
 |  encoding                | {'default': {'encoding': 'Dictionary'}}                                                                        | {'default': {'encoding': 'Dictionary'}}                                                                        |
 |  max_duration            | 60000000000                                                                               
10000
                     | 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 ||     5.71 |    5.38 |   -6%˄ ||   175.19 |   185.92 |   +6%˄ | (run time too short) |
-| TPC-H 02 ||     3.36 |    3.66 |   +9%˄ ||   297.89 |   272.95 |   -8%˄ | (run time too short) |
 | TPC-H 03 ||     0.60 |    0.60 |   +0%˄ ||  1656.44 |  1654.02 |   -0%˄ | (run time too short) |
 | TPC-H 04 ||     0.38 |    0.36 |   -3%˄ ||  2652.13 |  2748.06 |   +4%˄ | (run time too short) |
 | TPC-H 05 ||     0.95 |    0.94 |   -1%˄ ||  1055.92 |  1063.07 |   +1%˄ | (run time too short) |
 | TPC-H 06 ||     0.21 |    0.21 |   -1%˄ ||  4718.44 |  4753.90 |   +1%˄ | (run time too short) |
-| TPC-H 07 ||     8.93 |   10.19 |  +14%˄ ||   111.95 |    98.09 |  -12%˄ | (run time too short) |
 | TPC-H 08 ||    13.44 |   13.82 |   +3%˄ ||    74.38 |    72.36 |   -3%˄ | (run time too short) |
-| TPC-H 09 ||     3.30 |    3.49 |   +6%˄ ||   302.52 |   286.73 |   -5%˄ | (run time too short) |
 | TPC-H 10 ||     0.65 |    0.65 |   -1%˄ ||  1530.38 |  1542.85 |   +1%˄ | (run time too short) |
 | TPC-H 11 ||     0.17 |    0.17 |   -1%˄ ||  5874.75 |  5940.03 |   +1%˄ | (run time too short) |
+| TPC-H 12 ||     0.65 |    0.62 |   -5%˄ ||  1547.32 |  1621.20 |   +5%˄ | (run time too short) |
 | TPC-H 13 ||     2.02 |    2.03 |   +0%˄ ||   494.61 |   493.48 |   -0%˄ | (run time too short) |
 | TPC-H 14 ||     0.30 |    0.29 |   -2%˄ ||  3362.74 |  3429.59 |   +2%˄ | (run time too short) |
 | TPC-H 15 ||     1.13 |    1.11 |   -2%˄ ||   886.20 |   900.90 |   +2%˄ | (run time too short) |
 | TPC-H 16 ||     1.93 |    1.91 |   -1%˄ ||   516.64 |   521.99 |   +1%˄ | (run time too short) |
+| TPC-H 17 ||     0.68 |    0.60 |  -12%˄ ||  1465.41 |  1659.81 |  +13%˄ | (run time too short) |
 | TPC-H 18 ||     1.18 |    1.17 |   -0%˄ ||   847.32 |   851.62 |   +1%˄ | (run time too short) |
 | TPC-H 19 ||     4.57 |    4.51 |   -1%˄ ||   218.95 |   221.79 |   +1%˄ | (run time too short) |
 | TPC-H 20 ||     2.53 |    2.60 |   +2%˄ ||   394.27 |   384.84 |   -2%˄ | (run time too short) |
 | TPC-H 21 ||     0.93 |    0.97 |   +4%˄ ||  1068.37 |  1028.06 |   -4%˄ | (run time too short) |
 | TPC-H 22 ||     1.10 |    1.09 |   -1%˄ ||   908.52 |   920.12 |   +1%˄ | (run time too short) |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum      ||    54.72 |   56.36 |   +3%  ||          |          |        |                      |
 | Geomean  ||          |         |        ||          |          |   +0%  |                      |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                        |
 +----------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - multi-threaded, ordered, 1 client, 64 cores, SF 10.0

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCH_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt_ordered.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCH_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt_ordered.json |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                     | fcb37b4081805fcd3c4e1b99414436f9631730e3-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 17.0.2                                                                                                       | clang 17.0.2                                                                                                       |
 |  cores                        | 64                                                                                                                 | 64                                                                                                                 |
 |  data_preparation_cores       | 0                                                                                                                  | 0                                                                                                                  |
 |  date                         | 2024-10-02 08:47:49                                                                                                | 2024-10-02 12:23:22                                                                                                |
 |  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 | [64]                                                                                                               | [64]                                                                                                               |
 |  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 ||  4594.93 |  4627.68 |   +1%  ||     0.22 |     0.22 |   -1%  |               0.6288 |
 | TPC-H 02 ||    30.02 |    29.53 |   -2%˄ ||    33.29 |    33.84 |   +2%˄ | (run time too short) |
 | TPC-H 03 ||   416.44 |   414.04 |   -1%˄ ||     2.40 |     2.41 |   +1%˄ | (run time too short) |
 | TPC-H 04 ||   457.72 |   449.38 |   -2%˄ ||     2.18 |     2.23 |   +2%˄ | (run time too short) |
 | TPC-H 05 ||   379.47 |   379.14 |   -0%˄ ||     2.63 |     2.64 |   +0%˄ | (run time too short) |
 | TPC-H 06 ||    37.07 |    35.60 |   -4%˄ ||    26.95 |    28.07 |   +4%˄ | (run time too short) |
 | TPC-H 07 ||   182.22 |   181.48 |   -0%˄ ||     5.49 |     5.51 |   +0%˄ | (run time too short) |
 | TPC-H 08 ||   154.20 |   154.37 |   +0%˄ ||     6.48 |     6.48 |   -0%˄ | (run time too short) |
 | TPC-H 09 ||  1706.20 |  1703.84 |   -0%  ||     0.59 |     0.59 |   +0%  |               0.8170 |
 | TPC-H 10 ||   432.85 |   434.74 |   +0%˄ ||     2.31 |     2.30 |   -0%˄ | (run time too short) |
 | TPC-H 11 ||    36.06 |    36.43 |   +1%˄ ||    27.70 |    27.43 |   -1%˄ | (run time too short) |
 | TPC-H 12 ||   356.71 |   350.86 |   -2%˄ ||     2.80 |     2.85 |   +2%˄ | (run time too short) |
 | TPC-H 13 ||  2824.10 |  2845.95 |   +1%  ||     0.35 |     0.35 |   -1%  |               0.1068 |
 | TPC-H 14 ||    92.62 |    92.18 |   -0%˄ ||    10.79 |    10.84 |   +0%˄ | (run time too short) |
+| TPC-H 15 ||   117.27 |   110.69 |   -6%˄ ||     8.53 |     9.03 |   +6%˄ | (run time too short) |
 | TPC-H 16 ||   417.26 |   421.72 |   +1%˄ ||     2.40 |     2.37 |   -1%˄ | (run time too short) |
+| TPC-H 17 ||    60.28 |    55.94 |   -7%˄ ||    16.58 |    17.86 |   +8%˄ | (run time too short) |
 | TPC-H 18 ||  1583.78 |  1580.18 |   -0%  ||     0.63 |     0.63 |   +0%  |               0.8398 |
 | TPC-H 19 ||    61.40 |    60.99 |   -1%˄ ||    16.28 |    16.39 |   +1%˄ | (run time too short) |
 | TPC-H 20 ||   154.23 |   150.53 |   -2%˄ ||     6.48 |     6.64 |   +2%˄ | (run time too short) |
 | TPC-H 21 ||   775.40 |   786.79 |   +1%˄ ||     1.29 |     1.27 |   -1%˄ | (run time too short) |
 | TPC-H 22 ||    98.74 |    96.76 |   -2%˄ ||    10.12 |    10.33 |   +2%˄ | (run time too short) |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum      || 14968.96 | 14998.80 |   +0%  ||          |          |        |                      |
 | Geomean  ||          |          |        ||          |          |   +1%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 |    Notes || ˄ Execution stopped due to max runs reached                                         |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCH - multi-threaded, shuffled, 64 clients, 64 cores, SF 10.0

Sum of avg. item runtimes: -2% || Geometric mean of throughput changes: +2%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCH_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCH_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                             | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                             |
 |  benchmark_mode               | Shuffled                                                                                                   | Shuffled                                                                                                   |
 |  build_type                   | release                                                                                                    | release                                                                                                    |
 |  chunk_indexes                | False                                                                                                      | False                                                                                                      |
 |  chunk_size                   | 65535                                                                                                      | 65535                                                                                                      |
 |  clients                      | 64                                                                                                         | 64                                                                                                         |
 |  clustering                   | None                                                                                                       | None                                                                                                       |
 |  compiler                     | clang 17.0.2                                                                                               | clang 17.0.2                                                                                               |
 |  cores                        | 64                                                                                                         | 64                                                                                                         |
 |  data_preparation_cores       | 0                                                                                                          | 0                                                                                                          |
 |  date                         | 2024-10-02 08:58:14                                                                                        | 2024-10-02 12:33:43                                                                                        |
 |  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 | [64]                                                                                                       | [64]                                                                                                       |
 |  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 ||  6065.11 |  6108.07 |   +1%  ||     1.04 |     1.06 |   +2%  |  0.5506 |
-| TPC-H 02 ||   505.81 |   779.91 |  +54%  ||     1.05 |     1.07 |   +2%  |  0.0005 |
-| TPC-H 03 ||  2929.96 |  3289.18 |  +12%  ||     1.05 |     1.06 |   +2%  |  0.0145 |
+| TPC-H 04 ||  2473.20 |  2337.68 |   -5%  ||     1.05 |     1.06 |   +2%  |  0.2817 |
 | TPC-H 05 ||  4099.50 |  4268.80 |   +4%  ||     1.05 |     1.06 |   +2%  |  0.3336 |
+| TPC-H 06 ||   911.35 |   554.02 |  -39%  ||     1.05 |     1.06 |   +2%  |  0.0000 |
+| TPC-H 07 ||  3233.38 |  3014.60 |   -7%  ||     1.04 |     1.06 |   +2%  |  0.1587 |
 | TPC-H 08 ||  2559.42 |  2539.15 |   -1%  ||     1.05 |     1.06 |   +2%  |  0.8909 |
+| TPC-H 09 ||  6669.25 |  6139.54 |   -8%  ||     1.04 |     1.06 |   +2%  |  0.0059 |
 | TPC-H 10 ||  3518.21 |  3550.97 |   +1%  ||     1.05 |     1.06 |   +1%  |  0.8426 |
-| TPC-H 11 ||   541.28 |   678.77 |  +25%  ||     1.05 |     1.06 |   +2%  |  0.0784 |
+| TPC-H 12 ||  2575.79 |  2457.57 |   -5%  ||     1.04 |     1.06 |   +2%  |  0.3005 |
 | TPC-H 13 ||  5951.85 |  6015.40 |   +1%  ||     1.04 |     1.06 |   +2%  |  0.5867 |
+| TPC-H 14 ||  1187.38 |  1039.49 |  -12%  ||     1.05 |     1.06 |   +2%  |  0.0958 |
+| TPC-H 15 ||   729.99 |   617.53 |  -15%  ||     1.05 |     1.07 |   +2%  |  0.0378 |
-| TPC-H 16 ||  2387.56 |  2509.21 |   +5%  ||     1.05 |     1.06 |   +2%  |  0.3242 |
+| TPC-H 17 ||   995.02 |   932.18 |   -6%  ||     1.05 |     1.06 |   +2%  |  0.5166 |
 | TPC-H 18 ||  3586.90 |  3497.94 |   -2%  ||     1.04 |     1.06 |   +2%  |  0.3317 |
-| TPC-H 19 ||  1172.73 |  1315.43 |  +12%  ||     1.05 |     1.06 |   +2%  |  0.2085 |
 | TPC-H 20 ||  1814.75 |  1821.99 |   +0%  ||     1.04 |     1.06 |   +2%  |  0.9469 |
+| TPC-H 21 ||  5767.33 |  5159.55 |  -11%  ||     1.04 |     1.06 |   +1%  |  0.0033 |
 | TPC-H 22 ||  1145.97 |  1097.64 |   -4%  ||     1.05 |     1.06 |   +2%  |  0.5720 |
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | Sum      || 60821.74 | 59724.63 |   -2%  ||          |          |        |         |
 | Geomean  ||          |          |        ||          |          |   +2%  |         |
 +----------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCDS - single-threaded

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---+-------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------+
 | Parameter               | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCDS_a7abe4451af5dea62f4c67749d4356f60b0ce712_st.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCDS_fcb37b4081805fcd3c4e1b99414436f9631730e3_st.json |
 +-------------------------+-------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                              | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                              |
 |  benchmark_mode         | Ordered                                                                                                     | Ordered                                                                                                     |
 |  build_type             | release                                                                                                     | release                                                                                                     |
 |  chunk_indexes          | False                                                                                                       | False                                                                                                       |
 |  chunk_size             | 65535                                                                                                       | 65535                                                                                                       |
 |  clients                | 1                                                                                                           | 1                                                                                                           |
 |  compiler               | clang 17.0.2                                                                                                | clang 17.0.2                                                                                                |
 |  cores                  | 0                                                                                                           | 0                                                                                                           |
 |  data_preparation_cores | 0                                                                                                           | 0                                                                                                           |
 |  date                   | 2024-10-02 09:20:07                                                                                         | 2024-10-02 12:55:33                                                                                         |
 |  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      ||   220.06 |   220.67 |   +0%˄ ||     4.54 |     4.53 |   -0%˄ | (run time too short) |
 | 03      ||    68.16 |    67.68 |   -1%˄ ||    14.67 |    14.78 |   +1%˄ | (run time too short) |
 | 06      ||   194.93 |   194.57 |   -0%˄ ||     5.13 |     5.14 |   +0%˄ | (run time too short) |
 | 07      ||   275.45 |   276.89 |   +1%˄ ||     3.63 |     3.61 |   -1%˄ | (run time too short) |
 | 09      ||   712.60 |   708.93 |   -1%˄ ||     1.40 |     1.41 |   +1%˄ | (run time too short) |
 | 10      ||   132.70 |   129.69 |   -2%˄ ||     7.54 |     7.71 |   +2%˄ | (run time too short) |
 | 13      ||   466.86 |   469.52 |   +1%˄ ||     2.14 |     2.13 |   -1%˄ | (run time too short) |
 | 15      ||   118.05 |   116.57 |   -1%˄ ||     8.47 |     8.58 |   +1%˄ | (run time too short) |
 | 16      ||    62.39 |    62.12 |   -0%˄ ||    16.03 |    16.10 |   +0%˄ | (run time too short) |
 | 17      ||   325.63 |   319.00 |   -2%˄ ||     3.07 |     3.13 |   +2%˄ | (run time too short) |
 | 19      ||   104.41 |   100.71 |   -4%˄ ||     9.58 |     9.93 |   +4%˄ | (run time too short) |
 | 25      ||   172.24 |   168.87 |   -2%˄ ||     5.81 |     5.92 |   +2%˄ | (run time too short) |
 | 26      ||   121.37 |   120.04 |   -1%˄ ||     8.24 |     8.33 |   +1%˄ | (run time too short) |
 | 28      ||   569.30 |   562.27 |   -1%˄ ||     1.76 |     1.78 |   +1%˄ | (run time too short) |
 | 29      ||   477.86 |   472.76 |   -1%˄ ||     2.09 |     2.12 |   +1%˄ | (run time too short) |
 | 31      ||  1303.48 |  1295.17 |   -1%  ||     0.77 |     0.77 |   +1%  |               0.0000 |
 | 32      ||    32.75 |    32.14 |   -2%˄ ||    30.53 |    31.11 |   +2%˄ | (run time too short) |
 | 34      ||   153.84 |   149.16 |   -3%˄ ||     6.50 |     6.70 |   +3%˄ | (run time too short) |
 | 35      ||   605.10 |   600.14 |   -1%˄ ||     1.65 |     1.67 |   +1%˄ | (run time too short) |
 | 37      ||   765.83 |   780.65 |   +2%˄ ||     1.31 |     1.28 |   -2%˄ | (run time too short) |
 | 39a     ||  1619.20 |  1674.10 |   +3%  ||     0.62 |     0.60 |   -3%  |               0.0000 |
 | 39b     ||  1608.03 |  1655.97 |   +3%  ||     0.62 |     0.60 |   -3%  |               0.0000 |
 | 41      ||   269.71 |   269.51 |   -0%˄ ||     3.71 |     3.71 |   +0%˄ | (run time too short) |
 | 42      ||    84.53 |    81.01 |   -4%˄ ||    11.83 |    12.34 |   +4%˄ | (run time too short) |
 | 43      ||   900.35 |   894.94 |   -1%˄ ||     1.11 |     1.12 |   +1%˄ | (run time too short) |
 | 45      ||   121.94 |   121.39 |   -0%˄ ||     8.20 |     8.24 |   +0%˄ | (run time too short) |
 | 48      ||  1059.05 |  1050.05 |   -1%˄ ||     0.94 |     0.95 |   +1%˄ | (run time too short) |
 | 50      ||   126.56 |   123.15 |   -3%˄ ||     7.90 |     8.12 |   +3%˄ | (run time too short) |
 | 52      ||    82.93 |    82.09 |   -1%˄ ||    12.06 |    12.18 |   +1%˄ | (run time too short) |
 | 55      ||    78.25 |    77.13 |   -1%˄ ||    12.78 |    12.96 |   +1%˄ | (run time too short) |
 | 62      ||   556.56 |   557.17 |   +0%˄ ||     1.80 |     1.79 |   -0%˄ | (run time too short) |
 | 65      ||  1781.78 |  1787.83 |   +0%  ||     0.56 |     0.56 |   -0%  |               0.1002 |
 | 69      ||   147.86 |   146.51 |   -1%˄ ||     6.76 |     6.83 |   +1%˄ | (run time too short) |
 | 73      ||    81.71 |    80.25 |   -2%˄ ||    12.24 |    12.46 |   +2%˄ | (run time too short) |
 | 79      ||   489.96 |   487.56 |   -0%˄ ||     2.04 |     2.05 |   +0%˄ | (run time too short) |
 | 81      ||   148.38 |   149.33 |   +1%˄ ||     6.74 |     6.70 |   -1%˄ | (run time too short) |
 | 82      ||   816.89 |   821.75 |   +1%˄ ||     1.22 |     1.22 |   -1%˄ | (run time too short) |
 | 83      ||    40.64 |    40.95 |   +1%˄ ||    24.61 |    24.42 |   -1%˄ | (run time too short) |
 | 84      ||    13.95 |    13.83 |   -1%˄ ||    71.65 |    72.30 |   +1%˄ | (run time too short) |
 | 85      ||   156.50 |   155.67 |   -1%˄ ||     6.39 |     6.42 |   +1%˄ | (run time too short) |
 | 88      ||   670.55 |   661.51 |   -1%˄ ||     1.49 |     1.51 |   +1%˄ | (run time too short) |
 | 91      ||    17.63 |    17.21 |   -2%˄ ||    56.66 |    58.09 |   +3%˄ | (run time too short) |
 | 92      ||    37.25 |    37.34 |   +0%˄ ||    26.84 |    26.78 |   -0%˄ | (run time too short) |
 | 93      ||  3765.44 |  3740.53 |   -1%  ||     0.27 |     0.27 |   +1%  |               0.0084 |
 | 94      ||    40.69 |    39.85 |   -2%˄ ||    24.57 |    25.09 |   +2%˄ | (run time too short) |
 | 95      ||  4493.98 |  4616.29 |   +3%  ||     0.22 |     0.22 |   -3%  |               0.0021 |
 | 96      ||    62.33 |    61.48 |   -1%˄ ||    16.04 |    16.26 |   +1%˄ | (run time too short) |
 | 97      ||  3898.69 |  3890.77 |   -0%  ||     0.26 |     0.26 |   +0%  |               0.6342 |
 | 99      ||  1047.90 |  1044.52 |   -0%˄ ||     0.95 |     0.96 |   +0%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 31102.25 | 31227.26 |   +0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   +1%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCDS - multi-threaded, ordered, 1 client, 64 cores

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---------+---------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCDS_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt_ordered.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCDS_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt_ordered.json |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                      | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                      |
 |  benchmark_mode               | Ordered                                                                                                             | Ordered                                                                                                             |
 |  build_type                   | release                                                                                                             | release                                                                                                             |
 |  chunk_indexes                | False                                                                                                               | False                                                                                                               |
 |  chunk_size                   | 65535                                                                                                               | 65535                                                                                                               |
 |  clients                      | 1                                                                                                                   | 1                                                                                                                   |
 |  compiler                     | clang 17.0.2                                                                                                        | clang 17.0.2                                                                                                        |
 |  cores                        | 64                                                                                                                  | 64                                                                                                                  |
 |  data_preparation_cores       | 0                                                                                                                   | 0                                                                                                                   |
 |  date                         | 2024-10-02 09:39:32                                                                                                 | 2024-10-02 13:14:54                                                                                                 |
 |  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 | [64]                                                                                                                | [64]                                                                                                                |
 |  verify                       | False                                                                                                               | False                                                                                                               |
 |  warmup_duration              | 1000000000                                                                                                          | 1000000000                                                                                                          |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
+| 01      ||   179.36 |   167.52 |   -7%˄ ||     5.57 |     5.97 |   +7%˄ | (run time too short) |
 | 03      ||    21.69 |    21.21 |   -2%˄ ||    46.04 |    47.09 |   +2%˄ | (run time too short) |
 | 06      ||   111.38 |   110.56 |   -1%˄ ||     8.98 |     9.04 |   +1%˄ | (run time too short) |
 | 07      ||   136.27 |   135.73 |   -0%˄ ||     7.34 |     7.37 |   +0%˄ | (run time too short) |
 | 09      ||    74.77 |    74.41 |   -0%˄ ||    13.37 |    13.43 |   +0%˄ | (run time too short) |
 | 10      ||    23.31 |    22.86 |   -2%˄ ||    42.85 |    43.69 |   +2%˄ | (run time too short) |
 | 13      ||   179.88 |   178.31 |   -1%˄ ||     5.56 |     5.61 |   +1%˄ | (run time too short) |
 | 15      ||    41.66 |    41.83 |   +0%˄ ||    23.99 |    23.89 |   -0%˄ | (run time too short) |
 | 16      ||    20.59 |    20.31 |   -1%˄ ||    48.51 |    49.17 |   +1%˄ | (run time too short) |
 | 17      ||    92.66 |    92.73 |   +0%˄ ||    10.79 |    10.78 |   -0%˄ | (run time too short) |
 | 19      ||    47.47 |    46.90 |   -1%˄ ||    21.05 |    21.31 |   +1%˄ | (run time too short) |
 | 25      ||    70.41 |    70.01 |   -1%˄ ||    14.20 |    14.28 |   +1%˄ | (run time too short) |
 | 26      ||    70.09 |    69.78 |   -0%˄ ||    14.26 |    14.32 |   +0%˄ | (run time too short) |
 | 28      ||    98.69 |    99.29 |   +1%˄ ||    10.13 |    10.07 |   -1%˄ | (run time too short) |
 | 29      ||   247.29 |   241.31 |   -2%˄ ||     4.04 |     4.14 |   +2%˄ | (run time too short) |
 | 31      ||   369.84 |   368.51 |   -0%˄ ||     2.70 |     2.71 |   +0%˄ | (run time too short) |
 | 32      ||    17.13 |    17.09 |   -0%˄ ||    58.28 |    58.44 |   +0%˄ | (run time too short) |
 | 34      ||    57.89 |    56.87 |   -2%˄ ||    17.26 |    17.57 |   +2%˄ | (run time too short) |
 | 35      ||   294.52 |   296.46 |   +1%˄ ||     3.39 |     3.37 |   -1%˄ | (run time too short) |
 | 37      ||   129.16 |   129.28 |   +0%˄ ||     7.74 |     7.73 |   -0%˄ | (run time too short) |
 | 39a     ||   638.99 |   635.48 |   -1%˄ ||     1.56 |     1.57 |   +1%˄ | (run time too short) |
-| 39b     ||   593.70 |   653.51 |  +10%˄ ||     1.68 |     1.53 |   -9%˄ | (run time too short) |
 | 41      ||   290.16 |   287.23 |   -1%˄ ||     3.45 |     3.48 |   +1%˄ | (run time too short) |
 | 42      ||    33.14 |    33.03 |   -0%˄ ||    30.15 |    30.25 |   +0%˄ | (run time too short) |
 | 43      ||   316.16 |   314.81 |   -0%˄ ||     3.16 |     3.18 |   +0%˄ | (run time too short) |
 | 45      ||    35.76 |    35.11 |   -2%˄ ||    27.94 |    28.46 |   +2%˄ | (run time too short) |
 | 48      ||   301.62 |   302.03 |   +0%˄ ||     3.32 |     3.31 |   -0%˄ | (run time too short) |
 | 50      ||    73.86 |    71.60 |   -3%˄ ||    13.53 |    13.96 |   +3%˄ | (run time too short) |
 | 52      ||    35.09 |    34.75 |   -1%˄ ||    28.47 |    28.76 |   +1%˄ | (run time too short) |
 | 55      ||    30.66 |    30.09 |   -2%˄ ||    32.58 |    33.21 |   +2%˄ | (run time too short) |
 | 62      ||   286.65 |   278.44 |   -3%˄ ||     3.49 |     3.59 |   +3%˄ | (run time too short) |
 | 65      ||  1342.83 |  1336.77 |   -0%  ||     0.74 |     0.75 |   +0%  |               0.3191 |
 | 69      ||    44.85 |    44.82 |   -0%˄ ||    22.28 |    22.30 |   +0%˄ | (run time too short) |
 | 73      ||    36.01 |    35.06 |   -3%˄ ||    27.75 |    28.50 |   +3%˄ | (run time too short) |
 | 79      ||   389.00 |   388.83 |   -0%˄ ||     2.57 |     2.57 |   +0%˄ | (run time too short) |
 | 81      ||   120.01 |   121.15 |   +1%˄ ||     8.33 |     8.25 |   -1%˄ | (run time too short) |
 | 82      ||   147.78 |   147.92 |   +0%˄ ||     6.77 |     6.76 |   -0%˄ | (run time too short) |
 | 83      ||    26.18 |    26.47 |   +1%˄ ||    38.16 |    37.74 |   -1%˄ | (run time too short) |
 | 84      ||     5.87 |     5.91 |   +1%˄ ||   169.92 |   168.52 |   -1%˄ | (run time too short) |
 | 85      ||    40.10 |    40.40 |   +1%˄ ||    24.92 |    24.73 |   -1%˄ | (run time too short) |
 | 88      ||    60.76 |    58.31 |   -4%˄ ||    16.45 |    17.14 |   +4%˄ | (run time too short) |
 | 91      ||     8.83 |     8.90 |   +1%˄ ||   112.88 |   112.05 |   -1%˄ | (run time too short) |
 | 92      ||    30.74 |    30.00 |   -2%˄ ||    32.50 |    33.31 |   +2%˄ | (run time too short) |
 | 93      ||   585.00 |   569.15 |   -3%˄ ||     1.71 |     1.76 |   +3%˄ | (run time too short) |
 | 94      ||    19.13 |    19.44 |   +2%˄ ||    52.19 |    51.38 |   -2%˄ | (run time too short) |
 | 95      ||   582.83 |   582.41 |   -0%˄ ||     1.72 |     1.72 |   +0%˄ | (run time too short) |
 | 96      ||    28.38 |    27.50 |   -3%˄ ||    35.20 |    36.33 |   +3%˄ | (run time too short) |
 | 97      ||  1196.56 |  1201.63 |   +0%˄ ||     0.84 |     0.83 |   -0%˄ |               0.5454 |
 | 99      ||   497.23 |   504.41 |   +1%˄ ||     2.01 |     1.98 |   -1%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 10081.94 | 10086.11 |   +0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   +1%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkTPCDS - multi-threaded, shuffled, 64 clients, 64 cores

Sum of avg. item runtimes: -2% || Geometric mean of throughput changes: +2%
Configuration Overview - click to expand
 +Configuration Overview---------+-------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCDS_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCDS_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt.json |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                              | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                              |
 |  benchmark_mode               | Shuffled                                                                                                    | Shuffled                                                                                                    |
 |  build_type                   | release                                                                                                     | release                                                                                                     |
 |  chunk_indexes                | False                                                                                                       | False                                                                                                       |
 |  chunk_size                   | 65535                                                                                                       | 65535                                                                                                       |
 |  clients                      | 64                                                                                                          | 64                                                                                                          |
 |  compiler                     | clang 17.0.2                                                                                                | clang 17.0.2                                                                                                |
 |  cores                        | 64                                                                                                          | 64                                                                                                          |
 |  data_preparation_cores       | 0                                                                                                           | 0                                                                                                           |
 |  date                         | 2024-10-02 09:49:39                                                                                         | 2024-10-02 13:24:59                                                                                         |
 |  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 | [64]                                                                                                        | [64]                                                                                                        |
 |  verify                       | False                                                                                                       | False                                                                                                       |
 |  warmup_duration              | 0                                                                                                           | 0                                                                                                           |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
-| 01      ||   860.67 |   960.68 |  +12%  ||     1.00 |     1.01 |   +1%  |  0.1110 |
+| 03      ||   322.74 |   300.74 |   -7%  ||     1.00 |     1.02 |   +2%  |  0.5224 |
-| 06      ||   888.56 |  1050.83 |  +18%  ||     1.00 |     1.02 |   +2%  |  0.0128 |
-| 07      ||   960.10 |  1082.36 |  +13%  ||     1.00 |     1.02 |   +2%  |  0.0560 |
+| 09      ||   894.07 |   667.66 |  -25%  ||     1.00 |     1.02 |   +2%  |  0.0003 |
-| 10      ||   744.40 |   842.10 |  +13%  ||     1.00 |     1.02 |   +2%  |  0.1431 |
+| 13      ||  1954.73 |  1864.80 |   -5%  ||     1.00 |     1.02 |   +2%  |  0.3569 |
-| 15      ||   548.83 |   592.07 |   +8%  ||     1.00 |     1.02 |   +2%  |  0.3694 |
-| 16      ||   455.19 |   574.90 |  +26%  ||     1.00 |     1.02 |   +2%  |  0.0095 |
 | 17      ||  1367.79 |  1386.91 |   +1%  ||     1.00 |     1.02 |   +2%  |  0.7981 |
 | 19      ||   720.86 |   747.29 |   +4%  ||     1.00 |     1.02 |   +2%  |  0.6396 |
 | 25      ||  1083.63 |  1106.60 |   +2%  ||     1.00 |     1.02 |   +2%  |  0.7650 |
 | 26      ||   600.43 |   602.80 |   +0%  ||     1.00 |     1.02 |   +2%  |  0.9627 |
+| 28      ||  1614.37 |  1053.85 |  -35%  ||     1.00 |     1.02 |   +2%  |  0.0000 |
+| 29      ||  1765.14 |  1653.98 |   -6%  ||     1.00 |     1.02 |   +2%  |  0.1642 |
 | 31      ||  2623.90 |  2652.66 |   +1%  ||     1.00 |     1.02 |   +2%  |  0.8004 |
+| 32      ||   206.22 |   194.79 |   -6%  ||     1.00 |     1.02 |   +2%  |  0.6967 |
+| 34      ||   780.23 |   653.60 |  -16%  ||     1.00 |     1.02 |   +2%  |  0.0190 |
 | 35      ||  2235.33 |  2328.17 |   +4%  ||     1.00 |     1.01 |   +1%  |  0.3574 |
+| 37      ||   846.81 |   744.60 |  -12%  ||     1.00 |     1.02 |   +2%  |  0.0159 |
 | 39a     ||  3076.08 |  2956.31 |   -4%  ||     1.00 |     1.02 |   +2%  |  0.2140 |
 | 39b     ||  2906.40 |  2835.60 |   -2%  ||     1.00 |     1.02 |   +2%  |  0.4457 |
-| 41      ||  2025.60 |  4053.93 | +100%  ||     1.00 |     1.01 |   +1%  |  0.0000 |
+| 42      ||   514.08 |   416.36 |  -19%  ||     1.00 |     1.02 |   +2%  |  0.0180 |
+| 43      ||  1527.91 |  1443.87 |   -6%  ||     1.00 |     1.02 |   +2%  |  0.2431 |
-| 45      ||   778.69 |   814.39 |   +5%  ||     1.00 |     1.02 |   +2%  |  0.5672 |
 | 48      ||  2805.09 |  2691.56 |   -4%  ||     1.00 |     1.02 |   +2%  |  0.3073 |
+| 50      ||  1088.62 |   854.98 |  -21%  ||     1.00 |     1.02 |   +2%  |  0.0002 |
+| 52      ||   468.90 |   417.28 |  -11%  ||     1.00 |     1.02 |   +2%  |  0.1892 |
+| 55      ||   469.72 |   415.63 |  -12%  ||     1.00 |     1.02 |   +2%  |  0.1758 |
+| 62      ||  1069.37 |   987.55 |   -8%  ||     1.00 |     1.02 |   +2%  |  0.1413 |
 | 65      ||  4473.90 |  4335.94 |   -3%  ||     1.00 |     1.01 |   +2%  |  0.0614 |
-| 69      ||  1122.62 |  1200.08 |   +7%  ||     1.00 |     1.02 |   +2%  |  0.3631 |
+| 73      ||   550.22 |   489.48 |  -11%  ||     1.00 |     1.02 |   +2%  |  0.1912 |
+| 79      ||  1618.86 |  1394.96 |  -14%  ||     1.00 |     1.02 |   +2%  |  0.0007 |
-| 81      ||   731.70 |   959.50 |  +31%  ||     1.00 |     1.02 |   +2%  |  0.0001 |
 | 82      ||  1041.68 |  1014.29 |   -3%  ||     1.00 |     1.01 |   +1%  |  0.6414 |
-| 83      ||   375.29 |   423.69 |  +13%  ||     1.00 |     1.02 |   +2%  |  0.3312 |
-| 84      ||   138.69 |   166.52 |  +20%  ||     1.00 |     1.02 |   +2%  |  0.3371 |
-| 85      ||   889.98 |   987.80 |  +11%  ||     1.00 |     1.02 |   +2%  |  0.1430 |
+| 88      ||  2775.88 |  1959.71 |  -29%  ||     1.00 |     1.02 |   +2%  |  0.0000 |
-| 91      ||   210.29 |   319.77 |  +52%  ||     1.00 |     1.02 |   +2%  |  0.0243 |
+| 92      ||   359.41 |   260.53 |  -28%  ||     1.00 |     1.02 |   +2%  |  0.0156 |
+| 93      ||  2254.10 |  1960.77 |  -13%  ||     1.00 |     1.02 |   +2%  |  0.0001 |
 | 94      ||   479.31 |   482.77 |   +1%  ||     1.00 |     1.02 |   +2%  |  0.9447 |
+| 95      ||  2305.17 |  2125.36 |   -8%  ||     1.00 |     1.02 |   +2%  |  0.0574 |
+| 96      ||   448.02 |   349.90 |  -22%  ||     1.00 |     1.02 |   +2%  |  0.0139 |
+| 97      ||  4470.68 |  4075.64 |   -9%  ||     1.00 |     1.01 |   +2%  |  0.0001 |
 | 99      ||  1401.31 |  1359.50 |   -3%  ||     1.00 |     1.02 |   +2%  |  0.4743 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 63851.57 | 62815.06 |   -2%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +2%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - single-threaded

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: -1%
Configuration Overview - click to expand
 +Configuration Overview---+------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------+
 | Parameter               | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCC_a7abe4451af5dea62f4c67749d4356f60b0ce712_st.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCC_fcb37b4081805fcd3c4e1b99414436f9631730e3_st.json |
 +-------------------------+------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                             | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                             |
 |  benchmark_mode         | Shuffled                                                                                                   | Shuffled                                                                                                   |
 |  build_type             | release                                                                                                    | release                                                                                                    |
 |  chunk_indexes          | False                                                                                                      | False                                                                                                      |
 |  chunk_size             | 65535                                                                                                      | 65535                                                                                                      |
 |  clients                | 1                                                                                                          | 1                                                                                                          |
 |  compiler               | clang 17.0.2                                                                                               | clang 17.0.2                                                                                               |
 |  cores                  | 0                                                                                                          | 0                                                                                                          |
 |  data_preparation_cores | 0                                                                                                          | 0                                                                                                          |
 |  date                   | 2024-10-02 10:10:19                                                                                        | 2024-10-02 13:45:37                                                                                        |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                    | {'default': {'encoding': 'Dictionary'}}                                                                    |
 |  max_duration           | 60000000000                                                                                                | 60000000000                                                                                                |
 |  max_runs               | -1                                                                                                         | -1                                                                                                         |
 |  scale_factor           | 10                                                                                                         | 10                                                                                                         |
 |  time_unit              | ns                                                                                                         | ns                                
10000
                                                                         |
 |  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     ||    25.92 |   25.86 |   -0%  ||     5.08 |     5.52 |   +9%  |  0.2942 |
 | New-Order    ||    12.15 |   12.12 |   -0%  ||    59.49 |    59.01 |   -1%  |  0.6931 |
 | Order-Status ||     1.15 |    1.15 |   -1%  ||     5.13 |     4.93 |   -4%  |  0.2741 |
 | Payment      ||     2.23 |    2.22 |   -0%  ||    56.79 |    56.14 |   -1%  |  0.0999 |
-| Stock-Level  ||     1.96 |    1.95 |   -1%  ||     5.23 |     4.78 |   -9%  |  0.2811 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Sum          ||    43.43 |   43.30 |   -0%  ||          |          |        |         |
 | Geomean      ||          |         |        ||          |          |   -1%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - multi-threaded, shuffled, 64 clients, 10 warehouses, 64 cores (high contention)

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+---------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCC_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt_highcont.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCC_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt_highcont.json |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                      | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                      |
 |  benchmark_mode               | Shuffled                                                                                                            | Shuffled                                                                                                            |
 |  build_type                   | release                                                                                                             | release                                                                                                             |
 |  chunk_indexes                | False                                                                                                               | False                                                                                                               |
 |  chunk_size                   | 65535                                                                                                               | 65535                                                                                                               |
 |  clients                      | 64                                                                                                                  | 64                                                                                                                  |
 |  compiler                     | clang 17.0.2                                                                                                        | clang 17.0.2                                                                                                        |
 |  cores                        | 64                                                                                                                  | 64                                                                                                                  |
 |  data_preparation_cores       | 0                                                                                                                   | 0                                                                                                                   |
 |  date                         | 2024-10-02 10:11:30                                                                                                 | 2024-10-02 13:46:48                                                                                                 |
 |  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 | [64]                                                                                                                | [64]                                                                                                                |
 |  verify                       | False                                                                                                               | False                                                                                                               |
 |  warmup_duration              | 0                                                                                                                   | 0                                                                                                                   |
 +-------------------------------+---------------------------------------------------------------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Delivery     ||   150.20 |  149.07 |   -1%  ||    40.78 |    40.95 |   +0%  |  0.0606 |
 |    unsucc.:  ||     2.91 |    3.03 |   +4%  ||    61.51 |    61.82 |   +1%  |         |
 | New-Order    ||    76.06 |   75.02 |   -1%  ||   577.37 |   582.68 |   +1%  |  0.0000 |
 |    unsucc.:  ||     7.46 |    7.62 |   +2%  ||   581.16 |   575.85 |   -1%  |         |
 | Order-Status ||     7.71 |    7.48 |   -3%  ||   102.95 |   102.76 |   -0%  |  0.0088 |
 | Payment      ||    12.19 |   12.19 |   +0%  ||   297.04 |   296.47 |   -0%  |  0.9862 |
 |    unsucc.:  ||     4.59 |    4.81 |   +5%  ||   807.75 |   808.92 |   +0%  |         |
 | Stock-Level  ||    12.18 |   12.28 |   +1%  ||   102.51 |   103.11 |   +1%  |  0.4705 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Sum          ||   258.32 |  256.04 |   -1%  ||          |          |        |         |
 | Geomean      ||          |         |        ||          |          |   +0%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - multi-threaded, shuffled, 10 clients, 10 warehouses, 64 cores (low contention)

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCC_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt_lowcont.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkTPCC_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt_lowcont.json |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                     | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                     |
 |  benchmark_mode               | Shuffled                                                                                                           | Shuffled                                                                                                           |
 |  build_type                   | release                                                                                                            | release                                                                                                            |
 |  chunk_indexes                | False                                                                                                              | False                                                                                                              |
 |  chunk_size                   | 65535                                                                                                              | 65535                                                                                                              |
 |  clients                      | 10                                                                                                                 | 10                                                                                                                 |
 |  compiler                     | clang 17.0.2                                                                                                       | clang 17.0.2                                                                                                       |
 |  cores                        | 64                                                                                                                 | 64                                                                                                                 |
 |  data_preparation_cores       | 0                                                                                                                  | 0                                                                                                                  |
 |  date                         | 2024-10-02 10:21:43                                                                                                | 2024-10-02 13:57:01                                                                                                |
 |  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 | [64]                                                                                                               | [64]                                                                                                               |
 |  verify                       | False                                                                                                              | False                                                                                                              |
 |  warmup_duration              | 0                                                                                                                  | 0                                                                                                                  |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Delivery     ||    45.55 |   45.63 |   +0%  ||    27.32 |    27.81 |   +2%  |  0.1648 |
 |    unsucc.:  ||     0.66 |    0.62 |   -5%  ||     3.43 |     3.60 |   +5%  |         |
 | New-Order    ||    22.46 |   22.25 |   -1%  ||   320.27 |   321.74 |   +0%  |  0.0000 |
 |    unsucc.:  ||     1.92 |    1.96 |   +2%  ||    29.56 |    29.46 |   -0%  |         |
 | Order-Status ||     2.44 |    2.42 |   -1%  ||    30.96 |    31.36 |   +1%  |  0.0001 |
 | Payment      ||     4.48 |    4.46 |   -0%  ||   274.76 |   277.66 |   +1%  |  0.0000 |
 |    unsucc.:  ||     1.25 |    1.24 |   -1%  ||    58.72 |    58.75 |   +0%  |         |
 | Stock-Level  ||     3.51 |    3.50 |   -0%  ||    30.72 |    31.51 |   +3%  |  0.2306 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Sum          ||    78.45 |   78.27 |   -0%  ||          |          |        |         |
 | Geomean      ||          |         |        ||          |          |   +1%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkJoinOrder - single-threaded

Sum of avg. item runtimes: +1% || Geometric mean of throughput changes: -2%
Configuration Overview - click to expand
 +Configuration Overview---+-----------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------+
 | Parameter               | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkJoinOrder_a7abe4451af5dea62f4c67749d4356f60b0ce712_st.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkJoinOrder_fcb37b4081805fcd3c4e1b99414436f9631730e3_st.json |
 +-------------------------+-----------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                  | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                  |
 |  benchmark_mode         | Ordered                                                                                                         | Ordered                                                                                                         |
 |  build_type             | release                                                                                                         | release                                                                                                         |
 |  chunk_indexes          | False                                                                                                           | False                                                                                                           |
 |  chunk_size             | 65535                                                                                                           | 65535                                                                                                           |
 |  clients                | 1                                                                                                               | 1                                                                                                               |
 |  compiler               | clang 17.0.2                                                                                                    | clang 17.0.2                                                                                                    |
 |  cores                  | 0                                                                                                               | 0                                                                                                               |
 |  data_preparation_cores | 0                                                                                                               | 0                                                                                                               |
 |  date                   | 2024-10-02 10:31:51                                                                                             | 2024-10-02 14:07:10                                                                                             |
 |  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     ||   113.81 |   114.23 |   +0%˄ ||     8.79 |     8.75 |   -0%˄ | (run time too short) |
 | 10b     ||    70.67 |    68.51 |   -3%˄ ||    14.15 |    14.60 |   +3%˄ | (run time too short) |
 | 10c     ||   327.55 |   326.07 |   -0%˄ ||     3.05 |     3.07 |   +0%˄ | (run time too short) |
 | 11a     ||    92.03 |    91.73 |   -0%˄ ||    10.87 |    10.90 |   +0%˄ | (run time too short) |
 | 11b     ||    87.26 |    87.16 |   -0%˄ ||    11.46 |    11.47 |   +0%˄ | (run time too short) |
 | 11c     ||    27.84 |    27.24 |   -2%˄ ||    35.91 |    36.71 |   +2%˄ | (run time too short) |
 | 11d     ||    24.47 |    23.60 |   -4%˄ ||    40.86 |    42.37 |   +4%˄ | (run time too short) |
 | 12a     ||    31.53 |    31.41 |   -0%˄ ||    31.71 |    31.83 |   +0%˄ | (run time too short) |
 | 12b     ||    29.21 |    28.11 |   -4%˄ ||    34.23 |    35.57 |   +4%˄ | (run time too short) |
 | 12c     ||    72.18 |    71.90 |   -0%˄ ||    13.85 |    13.91 |   +0%˄ | (run time too short) |
 | 13a     ||   185.23 |   182.88 |   -1%˄ ||     5.40 |     5.47 |   +1%˄ | (run time too short) |
 | 13b     ||   236.74 |   236.05 |   -0%˄ ||     4.22 |     4.24 |   +0%˄ | (run time too short) |
 | 13c     ||    32.89 |    32.05 |   -3%˄ ||    30.41 |    31.20 |   +3%˄ | (run time too short) |
 | 13d     ||   502.36 |   500.20 |   -0%˄ ||     1.99 |     2.00 |   +0%˄ | (run time too short) |
 | 14a     ||   100.16 |   100.26 |   +0%˄ ||     9.98 |     9.97 |   -0%˄ | (run time too short) |
 | 14b     ||   108.22 |   107.64 |   -1%˄ ||     9.24 |     9.29 |   +1%˄ | (run time too short) |
 | 14c     ||   214.91 |   216.67 |   +1%˄ ||     4.65 |     4.62 |   -1%˄ | (run time too short) |
 | 15a     ||    55.49 |    55.35 |   -0%˄ ||    18.02 |    18.07 |   +0%˄ | (run time too short) |
 | 15b     ||    58.47 |    58.34 |   -0%˄ ||    17.10 |    17.14 |   +0%˄ | (run time too short) |
 | 15c     ||    44.69 |    44.22 |   -1%˄ ||    22.38 |    22.61 |   +1%˄ | (run time too short) |
 | 15d     ||    42.03 |    41.80 |   -1%˄ ||    23.79 |    23.92 |   +1%˄ | (run time too short) |
 | 16a     ||  1340.08 |  1337.10 |   -0%  ||     0.75 |     0.75 |   +0%  |               0.2508 |
 | 16b     ||  2462.69 |  2464.83 |   +0%  ||     0.41 |     0.41 |   -0%  |               0.7020 |
 | 16c     ||  1510.46 |  1502.97 |   -0%  ||     0.66 |     0.67 |   +0%  |               0.0013 |
 | 16d     ||  1470.84 |  1463.71 |   -0%  ||     0.68 |     0.68 |   +0%  |               0.0016 |
 | 17a     ||   459.54 |   450.05 |   -2%˄ ||     2.18 |     2.22 |   +2%˄ | (run time too short) |
 | 17b     ||   369.83 |   361.05 |   -2%˄ ||     2.70 |     2.77 |   +2%˄ | (run time too short) |
 | 17c     ||   351.21 |   341.40 |   -3%˄ ||     2.85 |     2.93 |   +3%˄ | (run time too short) |
 | 17d     ||   420.03 |   409.04 |   -3%˄ ||     2.38 |     2.44 |   +3%˄ | (run time too short) |
 | 17e     ||  1549.88 |  1556.63 |   +0%  ||     0.65 |     0.64 |   -0%  |               0.0123 |
 | 17f     ||   905.94 |   900.79 |   -1%˄ ||     1.10 |     1.11 |   +1%˄ | (run time too short) |
 | 18a     ||   135.95 |   135.24 |   -1%˄ ||     7.36 |     7.39 |   +1%˄ | (run time too short) |
 | 18b     ||   105.89 |   106.60 |   +1%˄ ||     9.44 |     9.38 |   -1%˄ | (run time too short) |
 | 18c     ||   214.44 |   214.26 |   -0%˄ ||     4.66 |     4.67 |   +0%˄ | (run time too short) |
 | 19a     ||   211.12 |   210.69 |   -0%˄ ||     4.74 |     4.75 |   +0%˄ | (run time too short) |
 | 19b     ||   175.83 |   175.91 |   +0%˄ ||     5.69 |     5.68 |   -0%˄ | (run time too short) |
 | 19c     ||   255.34 |   254.37 |   -0%˄ ||     3.92 |     3.93 |   +0%˄ | (run time too short) |
 | 19d     ||   670.75 |   670.86 |   +0%˄ ||     1.49 |     1.49 |   -0%˄ | (run time too short) |
 | 1a      ||    10.35 |    10.20 |   -1%˄ ||    96.59 |    97.98 |   +1%˄ | (run time too short) |
 | 1b      ||    16.13 |    15.97 |   -1%˄ ||    61.97 |    62.60 |   +1%˄ | (run time too short) |
 | 1c      ||    16.93 |    16.95 |   +0%˄ ||    59.07 |    58.97 |   -0%˄ | (run time too short) |
 | 1d      ||     9.68 |     9.60 |   -1%˄ ||   103.30 |   104.18 |   +1%˄ | (run time too short) |
 | 20a     ||   532.56 |   526.02 |   -1%˄ ||     1.88 |     1.90 |   +1%˄ | (run time too short) |
 | 20b     ||   564.94 |   559.72 |   -1%˄ ||     1.77 |     1.79 |   +1%˄ | (run time too short) |
 | 20c     ||   384.16 |   380.04 |   -1%˄ ||     2.60 |     2.63 |   +1%˄ | (run time too short) |
 | 21a     ||   102.88 |   102.82 |   -0%˄ ||     9.72 |     9.73 |   +0%˄ | (run time too short) |
 | 21b     ||    95.12 |    95.23 |   +0%˄ ||    10.51 |    10.50 |   -0%˄ | (run time too short) |
 | 21c     ||    99.78 |    99.95 |   +0%˄ ||    10.02 |    10.00 |   -0%˄ | (run time too short) |
 | 22a     ||   169.95 |   170.46 |   +0%˄ ||     5.88 |     5.87 |   -0%˄ | (run time too short) |
 | 22b     ||   152.37 |   152.99 |   +0%˄ ||     6.56 |     6.54 |   -0%˄ | (run time too short) |
 | 22c     ||   230.28 |   231.90 |   +1%˄ ||     4.34 |     4.31 |   -1%˄ | (run time too short) |
 | 22d     ||   356.57 |   358.68 |   +1%˄ ||     2.80 |     2.79 |   -1%˄ | (run time too short) |
 | 23a     ||    48.37 |    47.78 |   -1%˄ ||    20.67 |    20.93 |   +1%˄ | (run time too short) |
 | 23b     ||    55.09 |    55.02 |   -0%
10000
˄ ||    18.15 |    18.17 |   +0%˄ | (run time too short) |
 | 23c     ||    51.73 |    50.94 |   -2%˄ ||    19.33 |    19.63 |   +2%˄ | (run time too short) |
 | 24a     ||   205.94 |   204.69 |   -1%˄ ||     4.86 |     4.89 |   +1%˄ | (run time too short) |
 | 24b     ||   193.47 |   193.09 |   -0%˄ ||     5.17 |     5.18 |   +0%˄ | (run time too short) |
 | 25a     ||   103.85 |   104.56 |   +1%˄ ||     9.63 |     9.56 |   -1%˄ | (run time too short) |
 | 25b     ||    63.66 |    63.66 |   -0%˄ ||    15.71 |    15.71 |   +0%˄ | (run time too short) |
 | 25c     ||   237.05 |   238.82 |   +1%˄ ||     4.22 |     4.19 |   -1%˄ | (run time too short) |
 | 26a     ||   177.74 |   175.59 |   -1%˄ ||     5.63 |     5.70 |   +1%˄ | (run time too short) |
 | 26b     ||   148.60 |   147.48 |   -1%˄ ||     6.73 |     6.78 |   +1%˄ | (run time too short) |
-| 26c     ||   323.20 |   344.96 |   +7%˄ ||     3.09 |     2.90 |   -6%˄ | (run time too short) |
 | 27a     ||    97.19 |   100.97 |   +4%˄ ||    10.29 |     9.90 |   -4%˄ | (run time too short) |
-| 27b     ||    85.76 |    89.92 |   +5%˄ ||    11.66 |    11.12 |   -5%˄ | (run time too short) |
-| 27c     ||    99.94 |   105.02 |   +5%˄ ||    10.01 |     9.52 |   -5%˄ | (run time too short) |
 | 28a     ||   195.91 |   202.91 |   +4%˄ ||     5.10 |     4.93 |   -3%˄ | (run time too short) |
-| 28b     ||    72.28 |    75.86 |   +5%˄ ||    13.83 |    13.18 |   -5%˄ | (run time too short) |
 | 28c     ||   171.63 |   179.25 |   +4%˄ ||     5.83 |     5.58 |   -4%˄ | (run time too short) |
-| 29a     ||   167.99 |   189.79 |  +13%˄ ||     5.95 |     5.27 |  -11%˄ | (run time too short) |
 | 29b     ||   781.32 |   795.96 |   +2%˄ ||     1.28 |     1.26 |   -2%˄ | (run time too short) |
-| 29c     ||   208.55 |   233.63 |  +12%˄ ||     4.79 |     4.28 |  -11%˄ | (run time too short) |
 | 2a      ||    30.52 |    30.66 |   +0%˄ ||    32.76 |    32.62 |   -0%˄ | (run time too short) |
 | 2b      ||    28.15 |    28.15 |   -0%˄ ||    35.52 |    35.52 |   +0%˄ | (run time too short) |
 | 2c      ||    23.75 |    23.72 |   -0%˄ ||    42.10 |    42.15 |   +0%˄ | (run time too short) |
 | 2d      ||    57.98 |    57.62 |   -1%˄ ||    17.25 |    17.35 |   +1%˄ | (run time too short) |
-| 30a     ||    88.79 |    97.60 |  +10%˄ ||    11.26 |    10.25 |   -9%˄ | (run time too short) |
-| 30b     ||    91.57 |    98.45 |   +8%˄ ||    10.92 |    10.16 |   -7%˄ | (run time too short) |
-| 30c     ||   156.77 |   167.98 |   +7%˄ ||     6.38 |     5.95 |   -7%˄ | (run time too short) |
-| 31a     ||    78.32 |    86.47 |  +10%˄ ||    12.77 |    11.56 |   -9%˄ | (run time too short) |
-| 31b     ||    76.43 |    85.13 |  +11%˄ ||    13.08 |    11.75 |  -10%˄ | (run time too short) |
-| 31c     ||    87.72 |    98.51 |  +12%˄ ||    11.40 |    10.15 |  -11%˄ | (run time too short) |
 | 32a     ||    15.63 |    16.22 |   +4%˄ ||    63.96 |    61.66 |   -4%˄ | (run time too short) |
 | 32b     ||    37.73 |    37.39 |   -1%˄ ||    26.50 |    26.74 |   +1%˄ | (run time too short) |
-| 33a     ||    34.76 |    36.35 |   +5%˄ ||    28.76 |    27.51 |   -4%˄ | (run time too short) |
-| 33b     ||    21.90 |    23.25 |   +6%˄ ||    45.66 |    43.00 |   -6%˄ | (run time too short) |
 | 33c     ||    45.45 |    46.52 |   +2%˄ ||    22.00 |    21.49 |   -2%˄ | (run time too short) |
-| 3a      ||    68.47 |    73.20 |   +7%˄ ||    14.60 |    13.66 |   -6%˄ | (run time too short) |
-| 3b      ||    18.84 |    20.01 |   +6%˄ ||    53.06 |    49.97 |   -6%˄ | (run time too short) |
 | 3c      ||   220.61 |   228.18 |   +3%˄ ||     4.53 |     4.38 |   -3%˄ | (run time too short) |
 | 4a      ||   151.11 |   154.02 |   +2%˄ ||     6.62 |     6.49 |   -2%˄ | (run time too short) |
 | 4b      ||    18.00 |    18.59 |   +3%˄ ||    55.55 |    53.79 |   -3%˄ | (run time too short) |
 | 4c      ||   191.74 |   193.18 |   +1%˄ ||     5.22 |     5.18 |   -1%˄ | (run time too short) |
-| 5a      ||    50.79 |    55.61 |   +9%˄ ||    19.69 |    17.98 |   -9%˄ | (run time too short) |
 | 5b      ||    51.25 |    52.66 |   +3%˄ ||    19.51 |    18.99 |   -3%˄ | (run time too short) |
-| 5c      ||    88.46 |    94.39 |   +7%˄ ||    11.30 |    10.59 |   -6%˄ | (run time too short) |
 | 6a      ||   157.53 |   159.75 |   +1%˄ ||     6.35 |     6.26 |   -1%˄ | (run time too short) |
 | 6b      ||   168.51 |   170.76 |   +1%˄ ||     5.93 |     5.86 |   -1%˄ | (run time too short) |
 | 6c      ||   147.02 |   149.55 |   +2%˄ ||     6.80 |     6.69 |   -2%˄ | (run time too short) |
 | 6d      ||   368.89 |   365.51 |   -1%˄ ||     2.71 |     2.74 |   +1%˄ | (run time too short) |
 | 6e      ||   152.72 |   155.20 |   +2%˄ ||     6.55 |     6.44 |   -2%˄ | (run time too short) |
 | 6f      ||   687.29 |   686.13 |   -0%˄ ||     1.45 |     1.46 |   +0%˄ | (run time too short) |
 | 7a      ||    89.20 |    92.42 |   +4%˄ ||    11.21 |    10.82 |   -3%˄ | (run time too short) |
 | 7b      ||    82.63 |    85.81 |   +4%˄ ||    12.10 |    11.65 |   -4%˄ | (run time too short) |
 | 7c      ||   551.14 |   548.84 |   -0%˄ ||     1.81 |     1.82 |   +0%˄ | (run time too short) |
-| 8a      ||   178.22 |   187.49 |   +5%˄ ||     5.61 |     5.33 |   -5%˄ | (run time too short) |
-| 8b      ||   166.20 |   175.98 |   +6%˄ ||     6.02 |     5.68 |   -6%˄ | (run time too short) |
 | 8c      ||  1786.68 |  1797.01 |   +1%  ||     0.56 |     0.56 |   -1%  |               0.0000 |
 | 8d      ||   298.03 |   301.68 |   +1%˄ ||     3.36 |     3.31 |   -1%˄ | (run time too short) |
-| 9a      ||   246.09 |   269.93 |  +10%˄ ||     4.06 |     3.70 |   -9%˄ | (run time too short) |
-| 9b      ||   157.02 |   166.72 |   +6%˄ ||     6.37 |     6.00 |   -6%˄ | (run time too short) |
-| 9c      ||   270.74 |   293.97 |   +9%˄ ||     3.69 |     3.40 |   -8%˄ | (run time too short) |
-| 9d      ||   427.95 |   451.53 |   +6%˄ ||     2.34 |     2.21 |   -5%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 28969.12 | 29213.48 |   +1%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -2%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkJoinOrder - multi-threaded, ordered, 1 client, 64 cores

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+-------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkJoinOrder_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt_ordered.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkJoinOrder_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt_ordered.json |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                          | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                          |
 |  benchmark_mode               | Ordered                                                                                                                 | Ordered                                                                                                                 |
 |  build_type                   | release                                                                                                                 | release                                                                                                                 |
 |  chunk_indexes                | False                                                                                                                   | False                                                                                                                   |
 |  chunk_size                   | 65535                                                                                                                   | 65535                                                                                                                   |
 |  clients                      | 1                                                                                                                       | 1                                                                                                                       |
 |  compiler                     | clang 17.0.2                                                                                                            | clang 17.0.2                                                                                                            |
 |  cores                        | 64                                                                                                                      | 64                                                                                                                      |
 |  data_preparation_cores       | 0                                                                                                                       | 0                                                                                                                       |
 |  date                         | 2024-10-02 10:56:21                                                                                                     | 2024-10-02 14:31:49                                                                                                     |
 |  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 | [64]                                                                                                                    | [64]                                                                                                                    |
 |  verify                       | False                                                                                                                   | False                                                                                                                   |
 |  warmup_duration              | 1000000000                                                                                                              | 1000000000                                                                                                              |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |      new |        ||      old |      new |        |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | 10a     ||    21.71 |    21.76 |   +0%˄ ||    46.00 |    45.90 |   -0%˄ | (run time too short) |
 | 10b     ||    10.12 |    10.02 |   -1%˄ ||    98.56 |    99.57 |   +1%˄ | (run time too short) |
 | 10c     ||    71.34 |    70.81 |   -1%˄ ||    14.01 |    14.11 |   +1%˄ | (run time too short) |
 | 11a     ||    13.16 |    13.43 |   +2%˄ ||    75.81 |    74.34 |   -2%˄ | (run time too short) |
 | 11b     ||    11.55 |    11.27 |   -2%˄ ||    86.39 |    88.56 |   +3%˄ | (run time too short) |
 | 11c     ||    14.54 |    14.36 |   -1%˄ ||    68.65 |    69.50 |   +1%˄ | (run time too short) |
 | 11d     ||    14.71 |    14.67 |   -0%˄ ||    67.86 |    68.07 |   +0%˄ | (run time too short) |
-| 12a     ||    13.97 |    14.68 |   +5%˄ ||    71.47 |    68.01 |   -5%˄ | (run time too short) |
 | 12b     ||     7.71 |     7.98 |   +3%˄ ||   129.25 |   124.89 |   -3%˄ | (run time too short) |
 | 12c     ||    33.02 |    34.31 |   +4%˄ ||    30.25 |    29.12 |   -4%˄ | (run time too short) |
 | 13a     ||    96.67 |    98.35 |   +2%˄ ||    10.34 |    10.16 |   -2%˄ | (run time too short) |
 | 13b     ||    56.62 |    56.53 |   -0%˄ ||    17.65 |    17.68 |   +0%˄ | (run time too short) |
 | 13c     ||    10.26 |    10.07 |   -2%˄ ||    97.20 |    99.07 |   +2%˄ | (run time too short) |
 | 13d     ||   279.55 |   283.20 |   +1%˄ ||     3.58 |     3.53 |   -1%˄ | (run time too short) |
 | 14a     ||    36.49 |    37.56 |   +3%˄ ||    27.38 |    26.60 |   -3%˄ | (run time too short) |
 | 14b     ||    43.94 |    45.06 |   +3%˄ ||    22.74 |    22.17 |   -3%˄ | (run time too short) |
 | 14c     ||    93.61 |    97.22 |   +4%˄ ||    10.68 |    10.28 |   -4%˄ | (run time too short) |
 | 15a     ||    18.22 |    18.13 |   -0%˄ ||    54.80 |    55.07 |   +0%˄ | (run time too short) |
 | 15b     ||    14.63 |    14.63 |   -0%˄ ||    68.21 |    68.22 |   +0%˄ | (run time too short) |
 | 15c     ||    14.04 |    13.79 |   -2%˄ ||    71.11 |    72.39 |   +2%˄ | (run time too short) |
 | 15d     ||    17.06 |    16.83 |   -1%˄ ||    58.52 |    59.34 |   +1%˄ | (run time too short) |
 | 16a     ||   502.36 |   502.78 |   +0%˄ ||     1.99 |     1.99 |   -0%˄ | (run time too short) |
 | 16b     ||  1434.08 |  1439.20 |   +0%  ||     0.70 |     0.69 |   -0%  |               0.4609 |
 | 16c     ||   627.97 |   624.14 |   -1%˄ ||     1.59 |     1.60 |   +1%˄ | (run time too short) |
 | 16d     ||   601.92 |   601.98 |   +0%˄ ||     1.66 |     1.66 |   -0%˄ | (run time too short) |
 | 17a     ||   135.79 |   137.15 |   +1%˄ ||     7.36 |     7.29 |   -1%˄ | (run time too short) |
 | 17b     ||   109.01 |   109.43 |   +0%˄ ||     9.17 |     9.14 |   -0%˄ | (run time too short) |
 | 17c     ||    92.13 |    90.35 |   -2%˄ ||    10.85 |    11.06 |   +2%˄ | (run time too short) |
 | 17d     ||    85.44 |    84.98 |   -1%˄ ||    11.70 |    11.76 |   +1%˄ | (run time too short) |
 | 17e     ||   580.43 |   581.92 |   +0%˄ ||     1.72 |     1.72 |   -0%˄ | (run time too short) |
 | 17f     ||   250.04 |   252.71 |   +1%˄ ||     4.00 |     3.96 |   -1%˄ | (run time too short) |
 | 18a     ||    32.41 |    32.50 |   +0%˄ ||    30.82 |    30.74 |   -0%˄ | (run time too short) |
-| 18b     ||    33.86 |    37.20 |  +10%˄ ||    29.50 |    26.86 |   -9%˄ | (run time too short) |
 | 18c     ||    95.46 |    99.09 |   +4%˄ ||    10.47 |    10.09 |   -4%˄ | (run time too short) |
 | 19a     ||    65.52 |    64.30 |   -2%˄ ||    15.25 |    15.54 |   +2%˄ | (run time too short) |
 | 19b     ||    41.59 |    40.73 |   -2%˄ ||    24.02 |    24.53 |   +2%˄ | (run time too short) |
 | 19c     ||    76.11 |    76.31 |   +0%˄ ||    13.13 |    13.10 |   -0%˄ | (run time too short) |
 | 19d     ||   418.57 |   418.08 |   -0%˄ ||     2.39 |     2.39 |   +0%˄ | (run time too short) |
 | 1a      ||     4.12 |     4.06 |   -1%˄ ||   241.33 |   244.84 |   +1%˄ | (run time too short) |
 | 1b      ||     2.60 |     2.66 |   +2%˄ ||   381.65 |   372.63 |   -2%˄ | (run time too short) |
 | 1c      ||     2.40 |     2.38 |   -1%˄ ||   413.52 |   416.81 |   +1%˄ | (run time too short) |
 | 1d      ||     3.27 |     3.31 |   +1%˄ ||   304.26 |   300.60 |   -1%˄ | (run time too short) |
 | 20a     ||    49.68 |    49.21 |   -1%˄ ||    20.11 |    20.31 |   +1%˄ | (run time too short) |
 | 20b     ||    42.08 |    41.29 |   -2%˄ ||    23.74 |    24.20 |   +2%˄ | (run time too short) |
 | 20c     ||    51.91 |    51.71 |   -0%˄ ||    19.25 |    19.33 |   +0%˄ | (run time too short) |
 | 21a     ||    15.85 |    15.80 |   -0%˄ ||    62.97 |    63.17 |   +0%˄ | (run time too short) |
 | 21b     ||    13.71 |    13.49 |   -2%˄ ||    72.78 |    73.99 |   +2%˄ | (run time too short) |
 | 21c     ||    17.14 |    16.77 |   -2%˄ ||    58.23 |    59.52 |   +2%˄ | (run time too short) |
-| 22a     ||    46.20 |    48.33 |   +5%˄ ||    21.63 |    20.68 |   -4%˄ | (run time too short) |
 | 22b     ||    34.84 |    34.82 |   -0%˄ ||    28.67 |    28.69 |   +0%˄ | (run time too short) |
 | 22c     ||    80.72 |    81.56 |   +1%˄ ||    12.38 |    12.26 |   -1%˄ | (run time too short) |
 | 22d     ||   144.06 |   142.70 |   -1%˄ ||     6.94 |     7.01 |   +1%˄ | (run time too short) |
 | 23a     ||    10.82 |    10.79 |   -0%˄ ||    92.22 |    92.50 |   +0%˄ | (run time too short) |
 | 23b     ||    16.46 |    16.46 |   +0%˄ ||    60.66 |    60.64 |   -0%˄ | (run time too short) |
 | 23c     ||    12.30 |    12.18 |   -1%˄ ||    81.14 |    81.91 |   +1%˄ | (run time too short) |
 | 24a     ||    37.94 |    38.06 |   +0%˄ ||    26.33 |    26.25 |   -0%˄ | (run time too short) |
 | 24b     ||    38.40 |    38.21 |   -0%˄ ||    26.02 |    26.15 |   +0%˄ | (run time too short) |
 | 25a     ||    38.13 |    38.72 |   +2%˄ ||    26.21 |    25.80 |   -2%˄ | (run time too short) |
 | 25b     ||    20.33 |    20.41 |   +0%˄ ||    49.11 |    48.92 |   -0%˄ | (run time too short) |
 | 25c     ||   116.25 |   120.59 |   +4%˄ ||     8.60 |     8.29 |   -4%˄ | (run time too short) |
 | 26a     ||    55.41 |    55.26 |   -0%˄ ||    18.04 |    18.09 |   +0%˄ | (run time too short) |
 | 26b     ||    40.75 |    40.99 |   +1%˄ ||    24.52 |    24.38 |   -1%˄ | (run time too short) |
 | 26c     ||    89.98 |    89.69 |   -0%˄ ||    11.11 |    11.14 |   +0%˄ | (run time too short) |
 | 27a     ||    13.77 |    13.84 |   +0%˄ ||    72.48 |    72.14 |   -0%˄ | (run time too short) |
 | 27b     ||    13.29 |    13.48 |   +1%˄ ||    75.12 |    74.06 |   -1%˄ | (run time too short) |
 | 27c     ||    16.65 |    16.34 |   -2%˄ ||    59.95 |    61.11 |   +2%˄ | (run time too short) |
 | 28a     ||    80.56 |    81.35 |   +1%˄ ||    12.41 |    12.29 |   -1%˄ | (run time too short) |
 | 28b     ||    18.40 |    18.41 |   +0%˄ ||    54.28 |    54.23 |   -0%˄ | (run time too short) |
 | 28c     ||    69.19 |    70.24 |   +2%˄ ||    14.45 |    14.23 |   -1%˄ | (run time too short) |
 | 29a     ||    33.36 |    32.09 |   -4%˄ ||    29.95 |    31.13 |   +4%˄ | (run time too short) |
+| 29b     ||    99.49 |    87.15 |  -12%˄ ||    10.05 |    11.47 |  +14%˄ | (run time too short) |
 | 29c     ||    39.40 |    39.27 |   -0%˄ ||    25.36 |    25.44 |   +0%˄ | (run time too short) |
 | 2a      ||    15.14 |    14.90 |   -2%˄ ||    65.97 |    67.03 |   +2%˄ | (run time too short) |
 | 2b      ||    13.42 |    13.15 |   -2%˄ ||    74.41 |    75.94 |   +2%˄ | (run time too short) |
 | 2c      ||     9.35 |     9.31 |   -0%˄ ||   106.65 |   107.15 |   +0%˄ | (run time too short) |
 | 2d      ||    36.12 |    35.95 |   -0%˄ ||    27.66 |    27.79 |   +0%˄ | (run time too short) |
 | 30a     ||    32.18 |    33.61 |   +4%˄ ||    31.04 |    29.73 |   -4%˄ | (run time too short) |
-| 30b     ||    24.86 |    26.50 |   +7%˄ ||    40.17 |    37.68 |   -6%˄ | (run time too short) |
-| 30c     ||    74.58 |    78.93 |   +6%˄ ||    13.40 |    12.66 |   -6%˄ | (run time too short) |
 | 31a     ||    24.11 |    24.58 |   +2%˄ ||    41.42 |    40.63 |   -2%˄ | (run time too short) |
 | 31b     ||    21.69 |    22.18 |   +2%˄ ||    46.03 |    45.02 |   -2%˄ | (run time too short) |
 | 31c     ||    27.47 |    28.50 |   +4%˄ ||    36.36 |    35.05 |   -4%˄ | (run time too short) |
 | 32a     ||     4.33 |     4.36 |   +1%˄ ||   229.68 |   228.34 |   -1%˄ | (run time too short) |
 | 32b     ||    20.53 |    20.50 |   -0%˄ ||    48.65 |    48.72 |   +0%˄ | (run time too short) |
 | 33a     ||     6.93 |     6.98 |   +1%˄ ||   143.71 |   142.82 |   -1%˄ | (run time too short) |
 | 33b     ||     5.46 |     5.55 |   +2%˄ ||   182.27 |   179.50 |   -2%˄ | (run time too short) |
 | 33c     ||    11.15 |    11.24 |   +1%˄ ||    89.50 |    88.73 |   -1%˄ | (run time too short) |
 | 3a      ||    26.03 |    26.43 |   +2%˄ ||    38.38 |    37.79 |   -2%˄ | (run time too short) |
 | 3b      ||     4.17 |     4.07 |   -2%˄ ||   238.54 |   244.33 |   +2%˄ | (run time too short) |
 | 3c      ||    48.11 |    49.73 |   +3%˄ ||    20.77 |    20.09 |   -3%˄ | (run time too short) |
 | 4a      ||    40.67 |    41.78 |   +3%˄ ||    24.57 |    23.92 |   -3%˄ | (run time too short) |
 | 4b      ||     3.44 |     3.47 |   +1%˄ ||   288.72 |   286.71 |   -1%˄ | (run time too short) |
 | 4c      ||    51.97 |    53.15 |   +2%˄ ||    19.23 |    18.80 |   -2%˄ | (run time too short) |
 | 5a      ||    16.29 |    16.65 |   +2%˄ ||    61.30 |    59.96 |   -2%˄ | (run time too short) |
 | 5b      ||    12.27 |    12.51 |   +2%˄ ||    81.35 |    79.75 |   -2%˄ | (run time too short) |
-| 5c      ||    29.99 |    31.64 |   +6%˄ ||    33.31 |    31.57 |   -5%˄ | (run time too short) |
 | 6a      ||    18.18 |    18.08 |   -1%˄ ||    54.91 |    55.21 |   +1%˄ | (run time too short) |
 | 6b      ||    32.02 |    32.11 |   +0%˄ ||    31.20 |    31.11 |   -0%˄ | (run time too short) |
 | 6c      ||    16.72 |    16.45 |   -2%˄ ||    59.69 |    60.67 |   +2%˄ | (run time too short) |
 | 6d      ||    90.13 |    89.00 |   -1%˄ ||    11.09 |    11.23 |   +1%˄ | (run time too short) |
 | 6e      ||    18.45 |    18.49 |   +0%˄ ||    54.12 |    54.00 |   -0%˄ | (run time too short) |
 | 6f      ||   384.12 |   383.54 |   -0%˄ ||     2.60 |     2.61 |   +0%˄ | (run time too short) |
 | 7a      ||    17.30 |    17.32 |   +0%˄ ||    57.72 |    57.66 |   -0%˄ | (run time too short) |
 | 7b      ||    17.59 |    17.94 |   +2%˄ ||    56.76 |    55.66 |   -2%˄ | (run time too short) |
 | 7c      ||   196.30 |   195.52 |   -0%˄ ||     5.09 |     5.11 |   +0%˄ | (run time too short) |
 | 8a      ||    20.00 |    19.96 |   -0%˄ ||    49.92 |    50.03 |   +0%˄ | (run time too short) |
 | 8b      ||    18.87 |    18.69 |   -1%˄ ||    52.89 |    53.42 |   +1%˄ | (run time too short) |
 | 8c      ||   922.67 |   926.08 |   +0%˄ ||     1.08 |     1.08 |   -0%˄ | (run time too short) |
 | 8d      ||   165.47 |   167.08 |   +1%˄ ||     6.04 |     5.98 |   -1%˄ | (run time too short) |
 | 9a      ||    90.62 |    90.30 |   -0%˄ ||    11.03 |    11.07 |   +0%˄ | (run time too short) |
 | 9b      ||    52.69 |    52.11 |   -1%˄ ||    18.97 |    19.18 |   +1%˄ | (run time too short) |
 | 9c      ||    92.63 |    91.79 |   -1%˄ ||    10.79 |    10.89 |   +1%˄ | (run time too short) |
 | 9d      ||   281.21 |   283.18 |   +1%˄ ||     3.56 |     3.53 |   -1%˄ | (run time too short) |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum     || 10440.34 | 10472.46 |   +0%  ||          |          |        |                      |
 | Geomean ||          |          |        ||          |          |   -0%  |                      |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                         |
 +---------++----------+----------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkJoinOrder - multi-threaded, shuffled, 64 clients, 64 cores

Sum of avg. item runtimes: -4% || Geometric mean of throughput changes: +4%
Configuration Overview - click to expand
 +Configuration Overview---------+-----------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkJoinOrder_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkJoinOrder_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt.json |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                  | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                  |
 |  benchmark_mode               | Shuffled                                                                                                        | Shuffled                                                                                                        |
 |  build_type                   | release                                                                                                         | release                                                                                                         |
 |  chunk_indexes                | False                                                                                                           | False                                                                                                           |
 |  chunk_size                   | 65535                                                                                                           | 65535                                                                                                           |
 |  clients                      | 64                                                                                                              | 64                                                                                                              |
 |  compiler                     | clang 17.0.2                                                                                                    | clang 17.0.2                                                                                                    |
 |  cores                        | 64                                                                                                              | 64                                                                                                              |
 |  data_preparation_cores       | 0                                                                                                               | 0                                                                                                               |
 |  date                         | 2024-10-02 11:07:52                                                                                             | 2024-10-02 14:43:18                                                                                             |
 |  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 | [64]                                                                                                            | [64]                                                                                                            |
 |  verify                       | False                                                                                                           | False                                                                                                           |
 |  warmup_duration              | 0                                                                                                               | 0                                                                                                               |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
+| 10a     ||   219.07 |   232.30 |   +6%  ||     1.17 |     1.23 |   +5%  |  0.5036 |
+| 10b     ||   165.27 |   131.61 |  -20%  ||     1.17 |     1.23 |   +4%  |  0.0676 |
+| 10c     ||   609.72 |   580.53 |   -5%  ||     1.17 |     1.23 |   +4%  |  0.3233 |
+| 11a     ||   143.80 |   124.84 |  -13%  ||     1.18 |     1.23 |   +4%  |  0.2230 |
 | 11b     ||   120.30 |   117.76 |   -2%  ||     1.17 |     1.23 |   +4%  |  0.8687 |
-| 11c     ||   134.24 |   161.08 |  +20%  ||     1.17 |     1.23 |   +4%  |  0.0682 |
+| 11d     ||    97.90 |    86.64 |  -11%  ||     1.17 |     1.23 |   +4%  |  0.2441 |
-| 12a     ||   151.13 |   196.03 |  +30%  ||     1.17 |     1.23 |   +4%  |  0.0125 |
+| 12b     ||    98.67 |    80.84 |  -18%  ||     1.17 |     1.23 |   +4%  |  0.1497 |
-| 12c     ||   353.10 |   426.57 |  +21%  ||     1.17 |     1.23 |   +4%  |  0.0052 |
 | 13a     ||   546.32 |   543.95 |   -0%  ||     1.17 |     1.23 |   +4%  |  0.9366 |
 | 13b     ||   397.16 |   400.15 |   +1%  ||     1.17 |     1.23 |   +4%  |  0.9154 |
-| 13c     ||   102.25 |   113.16 |  +11%  ||     1.17 |     1.23 |   +4%  |  0.3531 |
+| 13d     ||   968.68 |  1039.36 |   +7%  ||     1.17 |     1.23 |   +5%  |  0.0565 |
+| 14a     ||   481.50 |   449.42 |   -7%  ||     1.17 |     1.23 |   +4%  |  0.2850 |
+| 14b     ||   438.90 |   418.77 |   -5%  ||     1.17 |     1.23 |   +5%  |  0.4702 |
 | 14c     ||   598.03 |   622.07 |   +4%  ||     1.17 |     1.23 |   +4%  |  0.4537 |
-| 15a     ||   118.98 |   132.34 |  +11%  ||     1.17 |     1.23 |   +4%  |  0.3359 |
+| 15b     ||   122.89 |   100.47 |  -18%  ||     1.17 |     1.23 |   +5%  |  0.0819 |
+| 15c     ||   156.59 |   139.32 |  -11%  ||     1.18 |     1.23 |   +4%  |  0.2461 |
-| 15d     ||   166.06 |   202.11 |  +22%  ||     1.17 |     1.23 |   +4%  |  0.0489 |
 | 16a     ||  1656.12 |  1653.97 |   -0%  ||     1.17 |     1.23 |   +4%  |  0.9565 |
 | 16b     ||  3138.58 |  3021.15 |   -4%  ||     1.17 |     1.22 |   +4%  |  0.0077 |
+| 16c     ||  1902.72 |  1915.06 |   +1%  ||     1.17 |     1.23 |   +5%  |  0.7680 |
+| 16d     ||  1837.28 |  1853.09 |   +1%  ||     1.17 |     1.23 |   +5%  |  0.6856 |
+| 17a     ||   903.17 |   948.55 |   +5%  ||     1.17 |     1.23 |   +5%  |  0.2392 |
+| 17b     ||   705.95 |   734.35 |   +4%  ||     1.17 |     1.23 |   +5%  |  0.3739 |
 | 17c     ||   616.66 |   640.62 |   +4%  ||     1.17 |     1.23 |   +4%  |  0.4353 |
+| 17d     ||   640.63 |   629.59 |   -2%  ||     1.17 |     1.23 |   +5%  |  0.7214 |
+| 17e     ||  1760.79 |  1731.48 |   -2%  ||     1.17 |     1.22 |   +5%  |  0.4903 |
 | 17f     ||  1197.53 |  1213.31 |   +1%  ||     1.17 |     1.23 |   +4%  |  0.6901 |
+| 18a     ||   294.87 |   277.62 |   -6%  ||     1.17 |     1.23 |   +4%  |  0.4683 |
+| 18b     ||   413.90 |   313.38 |  -24%  ||     1.17 |     1.23 |   +4%  |  0.0001 |
+| 18c     ||   723.17 |   648.73 |  -10%  ||     1.17 |     1.23 |   +5%  |  0.0469 |
+| 19a     ||   632.39 |   522.86 |  -17%  ||     1.17 |     1.22 |   +4%  |  0.0010 |
+| 19b     ||   437.51 |   392.85 |  -10%  ||     1.17 |     1.23 |   +4%  |  0.1120 |
+| 19c     ||   692.34 |   612.06 |  -12%  ||     1.17 |     1.23 |   +5%  |  0.0214 |
+| 19d     ||  1445.08 |  1332.10 |   -8%  ||     1.17 |     1.23 |   +5%  |  0.0046 |
+| 1a      ||    45.22 |    54.39 |  +20%  ||     1.17 |     1.23 |   +5%  |  0.3321 |
+| 1b      ||    50.51 |    42.15 |  -17%  ||     1.17 |     1.23 |   +5%  |  0.2782 |
+| 1c      ||    59.73 |    49.55 |  -17%  ||     1.17 |     1.23 |   +5%  |  0.3001 |
+| 1d      ||    42.40 |    32.27 |  -24%  ||     1.17 |     1.23 |   +5%  |  0.1361 |
 | 20a     ||   490.63 |   472.99 |   -4%  ||     1.17 |     1.23 |   +4%  |  0.5490 |
-| 20b     ||   405.65 |   426.39 |   +5%  ||     1.18 |     1.23 |   +4%  |  0.4203 |
+| 20c     ||   411.90 |   390.34 |   -5%  ||     1.17 |     1.23 |   +5%  |  0.3417 |
+| 21a     ||   215.65 |   154.11 |  -29%  ||     1.17 |     1.23 |   +5%  |  0.0035 |
+| 21b     ||   139.39 |   129.76 |   -7%  ||     1.17 |     1.23 |   +4%  |  0.5296 |
+| 21c     ||   226.56 |   163.00 |  -28%  ||     1.17 |     1.23 |   +4%  |  0.0036 |
 | 22a     ||   510.35 |   518.26 |   +2%  ||     1.17 |     1.22 |   +4%  |  0.7940 |
 | 22b     ||   452.00 |   436.68 |   -3%  ||     1.17 |     1.23 |   +4%  |  0.6158 |
+| 22c     ||   689.67 |   694.04 |   +1%  ||     1.17 |     1.23 |   +5%  |  0.9037 |
 | 22d     ||   988.57 |   971.01 |   -2%  ||     1.17 |     1.23 |   +4%  |  0.6602 |
+| 23a     ||   164.91 |   215.31 |  +31%  ||     1.17 |     1.23 |   +5%  |  0.0170 |
 | 23b     ||   134.68 |   129.51 |   -4%  ||     1.17 |     1.23 |   +4%  |  0.7057 |
-| 23c     ||   175.01 |   195.69 |  +12%  ||     1.17 |     1.23 |   +4%  |  0.3104 |
+| 24a     ||   465.08 |   371.80 |  -20%  ||     1.17 |     1.23 |   +5%  |  0.0024 |
+| 24b     ||   322.51 |   250.12 |  -22%  ||     1.17 |     1.23 |   +5%  |  0.0028 |
+| 25a     ||   477.07 |   446.78 |   -6%  ||     1.17 |     1.23 |   +5%  |  0.3386 |
+| 25b     ||   277.00 |   181.70 |  -34%  ||     1.17 |     1.23 |   +4%  |  0.0000 |
+| 25c     ||  1001.46 |   864.41 |  -14%  ||     1.17 |     1.23 |   +5%  |  0.0010 |
 | 26a     ||   457.23 |   474.38 |   +4%  ||     1.17 |     1.23 |   +4%  |  0.5470 |
-| 26b     ||   282.56 |   296.13 |   +5%  ||     1.17 |     1.23 |   +4%  |  0.5409 |
 | 26c     ||   659.40 |   634.72 |   -4%  ||     1.17 |     1.23 |   +4%  |  0.4094 |
+| 27a     ||   202.52 |   162.05 |  -20%  ||     1.17 |     1.23 |   +4%  |  0.0293 |
+| 27b     ||   197.74 |   167.34 |  -15%  ||     1.17 |     1.23 |   +4%  |  0.1340 |
+| 27c     ||   240.16 |   189.98 |  -21%  ||     1.17 |     1.23 |   +5%  |  0.0235 |
+| 28a     ||   794.77 |   691.26 |  -13%  ||     1.17 |     1.23 |   +5%  |  0.0063 |
 | 28b     ||   265.30 |   258.61 |   -3%  ||     1.17 |     1.23 |   +4%  |  0.7578 |
 | 28c     ||   687.18 |   715.94 |   +4%  ||     1.17 |     1.23 |   +4%  |  0.4444 |
+| 29a     ||   315.41 |   251.05 |  -20%  ||     1.17 |     1.23 |   +4%  |  0.0048 |
+| 29b     ||   389.87 |   324.46 |  -17%  ||     1.17 |     1.23 |   +4%  |  0.0060 |
+| 29c     ||   422.97 |   327.61 |  -23%  ||     1.17 |     1.23 |   +5%  |  0.0009 |
+| 2a      ||   140.60 |   168.05 |  +20%  ||     1.17 |     1.23 |   +5%  |  0.0795 |
-| 2b      ||   130.47 |   151.69 |  +16%  ||     1.17 |     1.23 |   +4%  |  0.1398 |
+| 2c      ||   106.96 |    96.86 |   -9%  ||     1.17 |     1.23 |   +5%  |  0.4303 |
-| 2d      ||   226.53 |   281.41 |  +24%  ||     1.17 |     1.23 |   +4%  |  0.0024 |
+| 30a     ||   414.95 |   345.53 |  -17%  ||     1.17 |     1.23 |   +4%  |  0.0150 |
+| 30b     ||   388.78 |   295.84 |  -24%  ||     1.17 |     1.23 |   +5%  |  0.0011 |
+| 30c     ||   732.74 |   661.50 |  -10%  ||     1.17 |     1.23 |   +4%  |  0.0382 |
+| 31a     ||   333.82 |   255.08 |  -24%  ||     1.18 |     1.23 |   +4%  |  0.0047 |
+| 31b     ||   286.20 |   190.95 |  -33%  ||     1.17 |     1.23 |   +5%  |  0.0000 |
+| 31c     ||   376.89 |   264.67 |  -30%  ||     1.17 |     1.23 |   +4%  |  0.0000 |
+| 32a     ||    56.20 |    42.63 |  -24%  ||     1.17 |     1.23 |   +5%  |  0.0924 |
-| 32b     ||   164.62 |   174.29 |   +6%  ||     1.17 |     1.23 |   +4%  |  0.4936 |
 | 33a     ||   128.95 |   123.31 |   -4%  ||     1.17 |     1.23 |   +4%  |  0.7063 |
+| 33b     ||    86.88 |    88.32 |   +2%  ||     1.17 |     1.23 |   +5%  |  0.8920 |
-| 33c     ||   165.76 |   191.74 |  +16%  ||     1.17 |     1.23 |   +4%  |  0.2066 |
+| 3a      ||   325.43 |   250.31 |  -23%  ||     1.17 |     1.23 |   +4%  |  0.0035 |
+| 3b      ||    99.87 |    73.21 |  -27%  ||     1.17 |     1.23 |   +5%  |  0.0860 |
+| 3c      ||   463.61 |   413.37 |  -11%  ||     1.18 |     1.23 |   +4%  |  0.0710 |
-| 4a      ||   296.30 |   354.03 |  +19%  ||     1.17 |     1.23 |   +4%  |  0.0259 |
+| 4b      ||    78.11 |    66.98 |  -14%  ||     1.17 |     1.23 |   +4%  |  0.3792 |
-| 4c      ||   313.17 |   391.61 |  +25%  ||     1.17 |     1.23 |   +4%  |  0.0007 |
+| 5a      ||   255.31 |   161.95 |  -37%  ||     1.17 |     1.23 |   +5%  |  0.0000 |
+| 5b      ||   166.89 |   158.47 |   -5%  ||     1.17 |     1.23 |   +5%  |  0.6695 |
+| 5c      ||   362.14 |   289.80 |  -20%  ||     1.17 |     1.23 |   +5%  |  0.0098 |
 | 6a      ||   166.04 |   166.47 |   +0%  ||     1.17 |     1.23 |   +4%  |  0.9784 |
+| 6b      ||   195.88 |   190.80 |   -3%  ||     1.17 |     1.23 |   +5%  |  0.7140 |
 | 6c      ||   127.63 |   131.81 |   +3%  ||     1.17 |     1.23 |   +4%  |  0.7306 |
-| 6d      ||   562.66 |   588.09 |   +5%  ||     1.17 |     1.23 |   +4%  |  0.3838 |
+| 6e      ||   154.83 |   151.71 |   -2%  ||     1.17 |     1.23 |   +5%  |  0.8232 |
+| 6f      ||  1238.39 |  1181.76 |   -5%  ||     1.17 |     1.23 |   +4%  |  0.0941 |
-| 7a      ||   191.59 |   201.41 |   +5%  ||     1.17 |     1.23 |   +4%  |  0.6222 |
-| 7b      ||   159.97 |   173.44 |   +8%  ||     1.17 |     1.23 |   +4%  |  0.4115 |
+| 7c      ||  1061.69 |  1017.34 |   -4%  ||     1.17 |     1.23 |   +5%  |  0.2030 |
 | 8a      ||   215.26 |   214.19 |   -0%  ||     1.17 |     1.23 |   +4%  |  0.9587 |
+| 8b      ||   150.32 |   126.60 |  -16%  ||     1.17 |     1.23 |   +4%  |  0.1599 |
+| 8c      ||  2368.73 |  2421.89 |   +2%  ||     1.17 |     1.22 |   +5%  |  0.2444 |
-| 8d      ||   689.16 |   742.66 |   +8%  ||     1.17 |     1.22 |   +4%  |  0.0976 |
+| 9a      ||   755.77 |   624.00 |  -17%  ||     1.17 |     1.23 |   +4%  |  0.0003 |
 | 9b      ||   506.91 |   490.23 |   -3%  ||     1.17 |     1.23 |   +4%  |  0.5900 |
+| 9c      ||   720.16 |   647.99 |  -10%  ||     1.17 |     1.23 |   +4%  |  0.0281 |
+| 9d      ||  1180.43 |  1081.37 |   -8%  ||     1.17 |     1.23 |   +5%  |  0.0241 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 54396.89 | 52067.25 |   -4%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +4%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkStarSchema - single-threaded

Sum of avg. item runtimes: -2% || Geometric mean of throughput changes: +4%
Configuration Overview - click to expand
 +Configuration Overview---+------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkStarSchema_a7abe4451af5dea62f4c67749d4356f60b0ce712_st.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkStarSchema_fcb37b4081805fcd3c4e1b99414436f9631730e3_st.json |
 +-------------------------+------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                   | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                   |
 |  benchmark_mode         | Ordered                                                                                                          | Ordered                                                                                                          |
 |  build_type             | release                                                                                                          | release                                                                                                          |
 |  chunk_indexes          | False                                                                                                            | False                                                                                                            |
 |  chunk_size             | 65535                                                                                                            | 65535                                                                                                            |
 |  clients                | 1                                                                                                                | 1                                                                                                                |
 |  compiler               | clang 17.0.2                                                                                                     | clang 17.0.2                                                                                                     |
 |  cores                  | 0                                                                                                                | 0                                                                                                                |
 |  data_preparation_cores | 0                                                                                                                | 0                                                                                                                |
 |  date                   | 2024-10-02 11:28:28                                                                                              | 2024-10-02 15:03:55                                                                                              |
 |  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     ||   423.29 |  403.66 |   -5%˄ ||     2.36 |     2.48 |   +5%˄ | (run time too short) |
+| 1.2     ||   245.51 |  220.92 |  -10%˄ ||     4.07 |     4.53 |  +11%˄ | (run time too short) |
+| 1.3     ||   235.44 |  213.39 |   -9%˄ ||     4.25 |     4.69 |  +10%˄ | (run time too short) |
 | 2.1     ||   530.84 |  510.89 |   -4%˄ ||     1.88 |     1.96 |   +4%˄ | (run time too short) |
 | 2.2     ||   292.73 |  296.73 |   +1%˄ ||     3.42 |     3.37 |   -1%˄ | (run time too short) |
 | 2.3     ||   184.67 |  188.35 |   +2%˄ ||     5.42 |     5.31 |   -2%˄ | (run time too short) |
 | 3.1     ||  2576.30 | 2582.49 |   +0%  ||     0.39 |     0.39 |   -0%  |               0.7281 |
+| 3.2     ||   309.61 |  287.84 |   -7%˄ ||     3.23 |     3.47 |   +8%˄ | (run time too short) |
+| 3.3     ||   130.71 |  123.99 |   -5%˄ ||     7.65 |     8.06 |   +5%˄ | (run time too short) |
+| 3.4     ||   124.75 |  116.94 |   -6%˄ ||     8.02 |     8.55 |   +7%˄ | (run time too short) |
 | 4.1     ||  2465.37 | 2451.43 |   -1%  ||     0.41 |     0.41 |   +1%  |               0.2856 |
 | 4.2     ||   792.06 |  785.10 |   -1%˄ ||     1.26 |     1.27 |   +1%˄ | (run time too short) |
+| 4.3     ||   243.00 |  222.01 |   -9%˄ ||     4.12 |     4.50 |   +9%˄ | (run time too short) |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum     ||  8554.27 | 8403.74 |   -2%  ||          |          |        |                      |
 | Geomean ||          |         |        ||          |          |   +4%  |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                        |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkStarSchema - multi-threaded, ordered, 1 client, 64 cores

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---------+--------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkStarSchema_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt_ordered.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkStarSchema_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt_ordered.json |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                           | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                           |
 |  benchmark_mode               | Ordered                                                                                                                  | Ordered                                                                                                                  |
 |  build_type                   | release                                                                                                                  | release                                                                                                                  |
 |  chunk_indexes                | False                                                                                                                    | False                                                                                                                    |
 |  chunk_size                   | 65535                                                                                                                    | 65535                                                                                                                    |
 |  clients                      | 1                                                                                                                        | 1                                                                                                                        |
 |  compiler                     | clang 17.0.2                                                                                                             | clang 17.0.2                                                                                                             |
 |  cores                        | 64                                                                                                                       | 64                                                                                                                       |
 |  data_preparation_cores       | 0                                                                                                                        | 0                                                                                                                        |
 |  date                         | 2024-10-02 11:34:09                                                                                                      | 2024-10-02 15:09:28                                                                                                      |
 |  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 | [64]                                                                                                                     | [64]                                                                                                                     |
 |  verify                       | False                                                                                                                    | False                                                                                                                    |
 |  warmup_duration              | 1000000000                                                                                                               | 1000000000                                                                                                               |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Item    || Latency (ms/iter)  | Change || Throughput (iter/s) | Change |              p-value |
 |         ||      old |     new |        ||      old |      new |        |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | 1.1     ||    74.49 |   73.79 |   -1%˄ ||    13.42 |    13.55 |   +1%˄ | (run time too short) |
 | 1.2     ||    49.64 |   48.66 |   -2%˄ ||    20.13 |    20.54 |   +2%˄ | (run time too short) |
 | 1.3     ||    47.56 |   46.57 |   -2%˄ ||    21.01 |    21.46 |   +2%˄ | (run time too short) |
 | 2.1     ||   233.42 |  231.02 |   -1%˄ ||     4.28 |     4.33 |   +1%˄ | (run time too short) |
 | 2.2     ||   115.62 |  114.10 |   -1%˄ ||     8.65 |     8.76 |   +1%˄ | (run time too short) |
 | 2.3     ||    40.32 |   40.20 |   -0%˄ ||    24.79 |    24.86 |   +0%˄ | (run time too short) |
 | 3.1     ||   632.58 |  639.36 |   +1%˄ ||     1.58 |     1.56 |   -1%˄ | (run time too short) |
 | 3.2     ||   111.93 |  110.78 |   -1%˄ ||     8.93 |     9.02 |   +1%˄ | (run time too short) |
 | 3.3     ||    53.55 |   52.48 |   -2%˄ ||    18.66 |    19.05 |   +2%˄ | (run time too short) |
 | 3.4     ||    47.08 |   46.43 |   -1%˄ ||    21.23 |    21.53 |   +1%˄ | (run time too short) |
 | 4.1     ||   508.28 |  501.34 |   -1%˄ ||     1.97 |     1.99 |   +1%˄ | (run time too short) |
 | 4.2     ||   233.42 |  230.05 |   -1%˄ ||     4.28 |     4.35 |   +1%˄ | (run time too short) |
 | 4.3     ||    70.33 |   68.36 |   -3%˄ ||    14.21 |    14.62 |   +3%˄ | (run time too short) |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum     ||  2218.22 | 2203.13 |   -1%  ||          |          |        |                      |
 | Geomean ||          |         |        ||          |          |   +1%  |                      |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+
 |   Notes || ˄ Execution stopped due to max runs reached                                        |
 +---------++----------+---------+--------++----------+----------+--------+----------------------+

hyriseBenchmarkStarSchema - multi-threaded, shuffled, 64 clients, 64 cores

Sum of avg. item runtimes: -4% || Geometric mean of throughput changes: +4%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkStarSchema_a7abe4451af5dea62f4c67749d4356f60b0ce712_mt.json | /hyrise/rel_amd/benchmark_all_results/hyriseBenchmarkStarSchema_fcb37b4081805fcd3c4e1b99414436f9631730e3_mt.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | a7abe4451af5dea62f4c67749d4356f60b0ce712-dirty                                                                   | fcb37b4081805fcd3c4e1b99414436f9631730e3-dirty                                                                   |
 |  benchmark_mode               | Shuffled                                                                                                         | Shuffled                                                                                                         |
 |  build_type                   | release                                                                                                          | release                                                                                                          |
 |  chunk_indexes                | False                                                                                                            | False                                                                                                            |
 |  chunk_size                   | 65535                                                                                                            | 65535                                                                                                            |
 |  clients                      | 64                                                                                                               | 64                                                                                                               |
 |  compiler                     | clang 17.0.2                                                                                                     | clang 17.0.2                                                                                                     |
 |  cores                        | 64                                                                                                               | 64                                                                                                               |
 |  data_preparation_cores       | 0                                                                                                                | 0                                                                                                                |
 |  date                         | 2024-10-02 11:36:44                                                                                              | 2024-10-02 15:12:00                                                                                              |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                          | {'default': {'encoding': 'Dictionary'}}                                                                          |
 |  max_duration                 | 1200000000000                                                                                                    | 1200000000000                                                                                                    |
 |  max_runs                     | -1                                                                                                               | -1                                                                                                               |
 |  scale_factor                 | 10.0                                                                                                             | 10.0                                                                                                             |
 |  time_unit                    | ns                                                                          
8000
                                     | ns                                                                                                               |
 |  using_scheduler              | True                                                                                                             | True                                                                                                             |
 |  utilized_cores_per_numa_node | [64]                                                                                                             | [64]                                                                                                             |
 |  verify                       | False                                                                                                            | False                                                                                                            |
 |  warmup_duration              | 0                                                                                                                | 0                                                                                                                |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
+| 1.1     ||   861.42 |   724.11 |  -16%  ||     3.71 |     3.86 |   +4%  |  0.0000 |
+| 1.2     ||   468.38 |   416.34 |  -11%  ||     3.72 |     3.86 |   +4%  |  0.0000 |
+| 1.3     ||   436.43 |   371.68 |  -15%  ||     3.72 |     3.86 |   +4%  |  0.0000 |
+| 2.1     ||  2084.94 |  1582.69 |  -24%  ||     3.71 |     3.85 |   +4%  |  0.0000 |
+| 2.2     ||  1135.28 |  1004.16 |  -12%  ||     3.71 |     3.86 |   +4%  |  0.0000 |
-| 2.3     ||   389.88 |   456.82 |  +17%  ||     3.72 |     3.86 |   +4%  |  0.0000 |
 | 3.1     ||  3389.40 |  3274.67 |   -3%  ||     3.71 |     3.85 |   +4%  |  0.0004 |
 | 3.2     ||  1010.21 |  1027.08 |   +2%  ||     3.72 |     3.85 |   +4%  |  0.4781 |
+| 3.3     ||   472.62 |   434.78 |   -8%  ||     3.72 |     3.86 |   +4%  |  0.0082 |
+| 3.4     ||   459.51 |   433.94 |   -6%  ||     3.71 |     3.86 |   +4%  |  0.0928 |
-| 4.1     ||  3209.72 |  3525.19 |  +10%  ||     3.71 |     3.84 |   +4%  |  0.0000 |
 | 4.2     ||  2506.18 |  2532.80 |   +1%  ||     3.71 |     3.85 |   +4%  |  0.4771 |
 | 4.3     ||   769.90 |   783.28 |   +2%  ||     3.72 |     3.85 |   +4%  |  0.5243 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 17193.88 | 16567.55 |   -4%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +4%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

@Bouncner Bouncner requested a review from dey4ss October 4, 2024 11:29
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Just some small things, mostly about comments.

@@ -88,6 +84,9 @@ class AbstractScheduler : public Noncopyable {
void schedule_and_wait_for_tasks(const std::vector<std::shared_ptr<AbstractTask>>& tasks);
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Could you please add some more general comments here: schedule being asynchronous vs. schedule_and_wait_for_tasks being synchronous, when to use which method(s) (AbstractTask::schedule vs schedule vs schedule + wait_for_tasks vs schedule_and_wait_for_tasks), a note on the different signatures and why we have that, ...

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Done, can you take a look?

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@dey4ss dey4ss Jan 6, 2025

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Given the following:

const auto task = std::make_shared<JobTask>(...);

I'm still not sure if I should use

task->schedule();

or

Hyrise::get().scheduler()->schedule(task);

(There is an assertion later that tells me what to use.)

DebugAssert(task->is_scheduled(), "Do not call NodeQueueScheduler::schedule(), call schedule() on the task.");

Don't know if we should make the scheduler's schedule() method private and add AbstractTask as a friend.

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Maybe we want to say sth explicitly about spinning background tasks (e.g., wrap everything into a single JobTask and call its schedule method)?

@@ -58,4 +61,29 @@ TEST_F(HyriseTest, GetAndResetHyrise) {
EXPECT_EQ(hyrise.transaction_manager.last_commit_id(), CommitID{1});
}

TEST_F(HyriseTest, ChangingSchedulers) {
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Make it more excplicit by checking the counter not only at the end?

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I don't know what you mean. We cannot be sure when and in which order the counter is incremented, right?

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Whenever we set a new scheduler, the old one should be finished, right? Thus, I'd expect the counter to be incremented after each call of Hyrise::get().set_scheduler(...)

Bouncner and others added 8 commits October 10, 2024 13:51
Co-authored-by: Daniel Lindner <27929897+dey4ss@users.noreply.github.com>
Co-authored-by: Daniel Lindner <27929897+dey4ss@users.noreply.github.com>
Co-authored-by: Daniel Lindner <27929897+dey4ss@users.noreply.github.com>
Co-authored-by: Daniel Lindner <27929897+dey4ss@users.noreply.github.com>
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Only really small comments.

@@ -115,15 +114,13 @@ void AbstractTask::schedule(NodeID preferred_node_id) {
}
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Can only mark here: change _done_condition_variable to _task_done variable in L 105/106.

@@ -88,6 +84,9 @@ class AbstractScheduler : public Noncopyable {
void schedule_and_wait_for_tasks(const std::vector<std::shared_ptr<AbstractTask>>& tasks);
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@dey4ss dey4ss Jan 6, 2025

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Given the following:

const auto task = std::make_shared<JobTask>(...);

I'm still not sure if I should use

task->schedule();

or

Hyrise::get().scheduler()->schedule(task);

(There is an assertion later that tells me what to use.)

DebugAssert(task->is_scheduled(), "Do not call NodeQueueScheduler::schedule(), call schedule() on the task.");

Don't know if we should make the scheduler's schedule() method private and add AbstractTask as a friend.

@@ -71,26 +71,41 @@ class AbstractScheduler : public Noncopyable {

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can only mark here: check the grammar of the previous comments

Co-authored-by: Daniel Lindner <27929897+dey4ss@users.noreply.github.com>
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