8000 Fix scheduler issues on NUMA servers by Bouncner · Pull Request #2610 · hyrise/hyrise · GitHub
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Fix scheduler issues on NUMA servers #2610

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Merged
merged 28 commits into from
Oct 8, 2023
Merged

Fix scheduler issues on NUMA servers #2610

merged 28 commits into from
Oct 8, 2023

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Bouncner
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@Bouncner Bouncner commented Aug 24, 2023

Due to the scheduler changes introduced with #2548, we triggered a situation where tasks have not been processed and Hyrise hang with 0% CPU usage. Turns out Hyrise creates TaskQueues for all NUMA nodes even though there might be no local workers to process these tasks (e.g., when using numactl -n 3).

This is a first step (more might be needed) to address such issues. With this PR, we only create queues for nodes that have workers and thus do no longer put tasks on empty queues when these nodes do not have any workers.

@Bouncner Bouncner requested a review from dey4ss August 24, 2023 12:45
@Bouncner Bouncner added the FullCI Run all CI tests (slow, but required for merge) label Aug 24, 2023
@dey4ss
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dey4ss commented Aug 24, 2023
  • Should it be possible that we shutdown workers when there are tasks on other nodes remaining?

You mean if they should steal until all tasks are done before shutting down? Seems to be reasonable not to wait for the busiest node to finish but to distribute the work better, doesn't it?

dey4ss
dey4ss previously approved these changes Aug 24, 2023
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only minor stuff

@Bouncner
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  • Should it be possible that we shutdown workers when there are tasks on other nodes remaining?

You mean if they should steal until all tasks are done before shutting down? Seems to be reasonable not to wait for the busiest node to finish but to distribute the work better, doesn't it?

Sorry, typed that in the train. Need to reformulate. What I wrote was wrong.

@dey4ss dey4ss marked this pull request as ready for review August 25, 2023 11:25
@Bouncner Bouncner requested a review from dey4ss September 14, 2023 09:54
@dey4ss dey4ss dismissed their stale review September 14, 2023 14:57

dismiss until we figure out a good timeout

@Bouncner
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I hoped for improved performance, but there are basically no changes.

System

nemea - click to expand
property value
Hostname nemea
CPU Intel(R) Xeon(R) Platinum 8180 CPU @ 2.50GHz
Memory 637GB
numactl nodebind: 0 1 2 3
numactl membind: 0 1 2 3

Commit Info and Build Time

commit date message build time
46f13fa 25.08.2023 09:18 Use Predicates with Uncorrelated Subqueries for Dynamic Pruning (#2588) real 345.49 user 3448.74 sys 106.40
e58fc40 19.09.2023 10:23 Remove stress test for now. We cannot wait sufficiently long. real 346.03 user 3500.13 sys 106.62

hyriseBenchmarkTPCH - single-threaded, SF 10.0

Sum of avg. item runtimes: -1% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview----+------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkTPCH_46f13fa510aa7e8b232b3081ee1a25b7f0958e55_st.json | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkTPCH_e58fc4007c6ee2e8a35c5eb048411805135eb715_st.json |
 +--------------------------+------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | 46f13fa510aa7e8b232b3081ee1a25b7f0958e55-dirty                                                                                           | e58fc4007c6ee2e8a35c5eb048411805135eb715-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 14.0.0                                                                                                                             | clang 14.0.0                                                                                                                             |
 |  cores                   | 0                                                                                                                                        | 0                                                                                                                                        |
 |  data_preparation_cores  | 0                                                                                                                                        | 0                                                                                                                                        |
 |  date                    | 2023-09-19 21:14:08                                                                                                                      | 2023-09-19 17:25:19                                                                                                                      |
 |  encoding                | {'default': {'encoding': 'Dictionary'}}                                                                                                  | {'default': {'encoding': 'Dictionary'}}                                                                                                  |
 |  max_duration            | 60000000000                                                                                                                              | 60000000000                                                                                                                              |
 |  max_runs                | 100                                                                                                                                      | 100                                                                                                                                      |
 |  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 ||  6063.47 |  5985.89 |   -1%  ||     0.16 |     0.17 |   +1%  |  0.5736 |
 | TPC-H 02 ||    43.90 |    43.91 |   +0%˄ ||    22.78 |    22.77 |   -0%˄ |  0.9836 |
 | TPC-H 03 ||  2276.99 |  2214.52 |   -3%  ||     0.44 |     0.45 |   +3%  |  0.0051 |
 | TPC-H 04 ||  1473.37 |  1433.83 |   -3%  ||     0.68 |     0.70 |   +3%  |  0.0096 |
 | TPC-H 05 ||  3105.70 |  3093.92 |   -0%  ||     0.32 |     0.32 |   +0%  |  0.7225 |
 | TPC-H 06 ||   156.41 |   149.69 |   -4%˄ ||     6.39 |     6.68 |   +4%˄ |  0.0000 |
 | TPC-H 07 ||   944.52 |   926.31 |   -2%  ||     1.06 |     1.08 |   +2%  |  0.0000 |
 | TPC-H 08 ||   705.74 |   698.55 |   -1%  ||     1.42 |     1.43 |   +1%  |  0.0000 |
 | TPC-H 09 ||  5254.14 |  5177.70 |   -1%  ||     0.19 |     0.19 |   +1%  |  0.0038 |
 | TPC-H 10 ||  2942.86 |  2953.74 |   +0%  ||     0.34 |     0.34 |   -0%  |  0.7879 |
 | TPC-H 11 ||    71.94 |    72.09 |   +0%˄ ||    13.90 |    13.87 |   -0%˄ |  0.6656 |
 | TPC-H 12 ||  1000.46 |   982.15 |   -2%  ||     1.00 |     1.02 |   +2%  |  0.0003 |
 | TPC-H 13 ||  4812.85 |  4703.78 |   -2%  ||     0.21 |     0.21 |   +2%  |  0.0034 |
 | TPC-H 14 ||   421.44 |   414.87 |   -2%˄ ||     2.37 |     2.41 |   +2%˄ |  0.0000 |
 | TPC-H 15 ||   195.99 |   193.11 |   -1%˄ ||     5.10 |     5.18 |   +1%˄ |  0.0000 |
 | TPC-H 16 ||   631.21 |   642.28 |   +2%  ||     1.58 |     1.56 |   -2%  |  0.0000 |
 | TPC-H 17 ||   215.22 |   214.27 |   -0%˄ ||     4.65 |     4.67 |   +0%˄ |  0.0120 |
 | TPC-H 18 ||  1464.21 |  1489.25 |   +2%  ||     0.68 |     0.67 |   -2%  |  0.0103 |
 | TPC-H 19 ||   262.67 |   258.76 |   -1%˄ ||     3.81 |     3.86 |   +2%˄ |  0.0031 |
 | TPC-H 20 ||   398.80 |   395.55 |   -1%˄ ||     2.51 |     2.53 |   +1%˄ |  0.0810 |
 | TPC-H 21 ||  4726.54 |  4906.59 |   +4%  ||     0.21 |     0.20 |   -4%  |  0.0142 |
 | TPC-H 22 ||   428.49 |   427.43 |   -0%˄ ||     2.33 |     2.34 |   +0%˄ |  0.1335 |
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | Sum      || 37596.91 | 37378.21 |   -1%  ||          |          |        |         |
 | Geomean  ||          |          |        ||          |          |   +1%  |         |
 +----------++----------+----------+--------++----------+----------+--------+---------+
 |    Notes || ˄ Execution stopped due to max runs reached                            |
 +----------++----------+----------+--------++----------+----------+--------+---------+

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                | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkTPCH_46f13fa510aa7e8b232b3081ee1a25b7f0958e55_st_s01.json | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkTPCH_e58fc4007c6ee2e8a35c5eb048411805135eb715_st_s01.json |
 +--------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+----------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                | 46f13fa510aa7e8b232b3081ee1a25b7f0958e55-dirty                                                                                               | e58fc4007c6ee2e8a35c5eb048411805135eb715-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 14.0.0                                                                                                                                 | clang 14.0.0                                                                                                                                 |
 |  cores                   | 0                                                                                                                                            | 0                                                                                                                                            |
 |  data_preparation_cores  | 0                                                                                                                                            | 0                                                                                                                                            |
 |  date                    | 2023-09-19 21:33:24                                                                                                                          | 2023-09-19 17:44:46                                                                                                                          |
 |  encoding                | {'default': {'encoding': 'Dictionary'}}                                                                                                      | {'default': {'encoding': 'Dictionary'}}                                                                                                      |
 |  max_duration            | 60000000000                                                                                                                                  | 60000000000                                                                                                                                  |
 |  max_runs                | 100                                                                                                                                          | 100                                                                                                                                          |
 |  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 ||     4.82 |    4.88 |   +1%˄ ||   207.27 |   204.74 |   -1%˄ |  0.0000 |
 | TPC-H 02 ||     3.79 |    3.84 |   +1%˄ ||   263.95 |   260.34 |   -1%˄ |  0.8272 |
 | TPC-H 03 ||     0.65 |    0.65 |   -1%˄ ||  1528.04 |  1537.74 |   +1%˄ |  0.5714 |
 | TPC-H 04 ||     0.43 |    0.43 |   +1%˄ ||  2329.18 |  2296.88 |   -1%˄ |  0.0008 |
 | TPC-H 05 ||     1.00 |    1.00 |   +0%˄ ||   998.51 |   994.94 |   -0%˄ |  0.6772 |
 | TPC-H 06 ||     0.18 |    0.18 |   -1%˄ ||  5623.93 |  5654.58 |   +1%˄ |  0.2842 |
+| TPC-H 07 ||    11.50 |   10.94 |   -5%˄ ||    86.96 |    91.42 |   +5%˄ |  0.4293 |
 | TPC-H 08 ||    16.08 |   15.98 |   -1%˄ ||    62.17 |    62.56 |   +1%˄ |  0.7116 |
-| TPC-H 09 ||     3.81 |    4.16 |   +9%˄ ||   262.34 |   240.47 |   -8%˄ |  0.5571 |
 | TPC-H 10 ||     0.79 |    0.79 |   -0%˄ ||  1258.44 |  1261.60 |   +0%˄ |  0.6240 |
 | TPC-H 11 ||     0.21 |    0.21 |   +1%˄ ||  4707.37 |  4684.01 |   -0%˄ |  0.6573 |
 | TPC-H 12 ||     0.60 |    0.60 |   -0%˄ ||  1653.43 |  1660.27 |   +0%˄ |  0.2721 |
 | TPC-H 13 ||     1.99 |    2.01 |   +1%˄ ||   501.45 |   497.84 |   -1%˄ |  0.0513 |
 | TPC-H 14 ||     0.34 |    0.34 |   +1%˄ ||  2969.78 |  2928.40 |   -1%˄ |  0.1419 |
 | TPC-H 15 ||     1.25 |    1.25 |   -0%˄ ||   797.63 |   798.75 |   +0%˄ |  0.5391 |
 | TPC-H 16 ||     1.99 |    2.01 |   +1%˄ ||   501.65 |   497.87 |   -1%˄ |  0.0186 |
-| TPC-H 17 ||     0.66 |    0.73 |  +11%˄ ||  1513.53 |  1365.18 |  -10%˄ |  0.3793 |
 | TPC-H 18 ||     1.12 |    1.15 |   +2%˄ ||   889.74 |   870.61 |   -2%˄ |  0.0000 |
 | TPC-H 19 ||     4.99 |    4.99 |   -0%˄ ||   200.17 |   200.52 |   +0%˄ |  0.1067 |
 | TPC-H 20 ||     2.14 |    2.13 |   -1%˄ ||   466.40 |   469.46 |   +1%˄ |  0.7805 |
 | TPC-H 21 ||     1.48 |    1.42 |   -4%˄ ||   675.67 |   702.57 |   +4%˄ |  0.3467 |
 | TPC-H 22 ||     1.05 |    1.02 |   -3%˄ ||   950.82 |   978.71 |   +3%˄ |  0.0000 |
 +----------++----------+---------+--------++----------+----------+--------+---------+
 | Sum      ||    60.88 |   60.70 |   -0%  ||          |          |        |         |
 | Geomean  ||          |         |        ||          |          |   -1%  |         |
 +----------++----------+---------+--------++----------+----------+--------+---------+
 |    Notes || ˄ Execution stopped due to max runs reached                           |
 +----------++----------+---------+--------++----------+----------+--------+---------+

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

Sum of avg. item runtimes: +1% || Geometric mean of throughput changes: -1%
Configuration Overview - click to expand
 +Configuration Overview---------+--------------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkTPCH_46f13fa510aa7e8b232b3081ee1a25b7f0958e55_mt_ordered.json | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkTPCH_e58fc4007c6ee2e8a35c5eb048411805135eb715_mt_ordered.json |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 46f13fa510aa7e8b232b3081ee1a25b7f0958e55-dirty                                                                                                   | e58fc4007c6ee2e8a35c5eb048411805135eb715-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 14.0.0                                                                                                                                     | clang 14.0.0                                                                                                                                     |
 |  cores                        | 28                                                                                                                                               | 28                                                                                                                                               |
 |  data_preparation_cores       | 0                                                                                                                                                | 0                                                                                                                                                |
 |  date                         | 2023-09-19 21:33:52                                                                                                                              | 2023-09-19 17:45:14                                                                                                                              |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                          | {'default': {'encoding': 'Dictionary'}}                                                                                                          |
 |  max_duration                 | 60000000000                                                                                                                                      | 60000000000                                                                                                                                      |
 |  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 | [28]                                                                                                                                             | [28]                                                                                                                                             |
 |  verify                       | False                                                                                                                                            | False                                                                                                                                            |
 |  warmup_duration              | 0                                                                                                                                                | 0                                                                                                                                                |
 +-------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Item     || Latency (ms/iter)   | Change || Throughput (iter/s) | Change |              p-value |
 |          ||      old |      new |        ||      old |      new |        |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | TPC-H 01 ||  4290.63 |  4404.88 |   +3%  ||     0.22 |     0.22 |   -0%  | (run time too short) |
 | TPC-H 02 ||    52.46 |    52.92 |   +1%  ||    17.80 |    17.63 |   -1%  |               0.3606 |
 | TPC-H 03 ||  1042.83 |  1036.88 |   -1%  ||     0.95 |     0.95 |   +0%  |               0.5179 |
-| TPC-H 04 ||   549.80 |   571.90 |   +4%  ||     1.80 |     1.72 |   -5%  |               0.0036 |
 | TPC-H 05 ||   747.42 |   762.14 |   +2%  ||     1.32 |     1.30 |   -1%  |               0.1187 |
 | TPC-H 06 ||    59.52 |    59.30 |   -0%  ||    15.78 |    15.85 |   +0%  |               0.3269 |
 | TPC-H 07 ||   324.28 |   327.57 |   +1%  ||     3.03 |     3.00 |   -1%  |               0.1006 |
 | TPC-H 08 ||   347.80 |   349.71 |   +1%  ||     2.83 |     2.82 |   -1%  |               0.2528 |
 | TPC-H 09 ||  1749.08 |  1721.01 |   -2%  ||     0.57 |     0.57 |   -0%  | (run time too short) |
 | TPC-H 10 ||  1465.49 |  1463.47 |   -0%  ||     0.67 |     0.67 |   +0%  | (run time too short) |
 | TPC-H 11 ||    70.92 |    71.13 |   +0%  ||    13.05 |    13.02 |   -0%  |               0.5733 |
 | TPC-H 12 ||   477.98 |   480.09 |   +0%  ||     2.07 |     2.05 |   -1%  |               0.1892 |
 | TPC-H 13 ||  2292.18 |  2293.19 |   +0%  ||     0.43 |     0.43 |   +0%  |               0.8963 |
 | TPC-H 14 ||   148.14 |   148.05 |   -0%  ||     6.52 |     6.53 |   +0%  |               0.8143 |
 | TPC-H 15 ||   150.87 |   150.69 |   -0%  ||     6.43 |     6.45 |   +0%  |               0.7100 |
 | TPC-H 16 ||   719.98 |   732.26 |   +2%  ||     1.37 |     1.35 |   -1%  |               0.0011 |
 | TPC-H 17 ||    73.48 |    73.76 |   +0%  ||    12.63 |    12.60 |   -0%  |               0.3197 |
 | TPC-H 18 ||  2518.98 |  2527.35 |   +0%  ||     0.38 |     0.38 |   +0%  | (run time too short) |
 | TPC-H 19 ||   111.35 |   111.27 |   -0%  ||     8.65 |     8.65 |   +0%  |               0.8955 |
 | TPC-H 20 ||   206.05 |   204.02 |   -1%  ||     4.73 |     4.77 |   +1%  |               0.0571 |
 | TPC-H 21 ||  1067.25 |  1088.62 |   +2%  ||     0.92 |     0.90 |   -2%  | (run time too short) |
 | TPC-H 22 ||   138.85 |   138.77 |   -0%  ||     6.93 |     6.93 |   +0%  |               0.8470 |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+
 | Sum      || 18605.35 | 18768.97 |   +1%  ||          |          |        |                      |
 | Geomean  ||          |          |        ||          |          |   -1%  |                      |
 +----------++----------+----------+--------++----------+----------+--------+----------------------+

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

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkTPCH_46f13fa510aa7e8b232b3081ee1a25b7f0958e55_mt.json | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkTPCH_e58fc4007c6ee2e8a35c5eb048411805135eb715_mt.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 46f13fa510aa7e8b232b3081ee1a25b7f0958e55-dirty                                                                                           | e58fc4007c6ee2e8a35c5eb048411805135eb715-dirty                                                                                           |
 |  benchmark_mode               | Shuffled                                                                                                                                 | Shuffled                                                                                                                                 |
 |  build_type                   | release                                                                                                                                  | release                                                                                                                                  |
 |  chunk_indexes                | False                                                                                                                                    | False                                                                                                                                    |
 |  chunk_size                   | 65535                                                                                                                                    | 65535                                                                                                                                    |
 |  clients                      | 28                                                                                                                                       | 28                                                                                                                                       |
 |  clustering                   | None                                                                                                                                     | None                                                                                                                                     |
 |  compiler                     | clang 14.0.0                                                                                                                             | clang 14.0.0                                                                                                                             |
 |  cores                        | 28                                                                                                                                       | 28                                                                                                                                       |
 |  data_preparation_cores       | 0                                                                                                                                        | 0                                                                                                                                        |
 |  date                         | 2023-09-19 21:57:30                                                                                                                      | 2023-09-19 18:08:52                                                                                                                      |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                  | {'default': {'encoding': 'Dictionary'}}                                                                                                  |
 |  max_duration                 | 1200000000000                                                                                                                            | 1200000000000                                                                                                                            |
 |  max_runs                     | -1                                                                                                                                       | -1                                                                                                                                       |
 |  scale_factor                 | 10.0                                                                                                                                     | 10.0                                                                                                                                     |
 |  time_unit                    | ns                                                                                                                                       | ns                                                                                                                                       |
 |  use_prepared_statements      | False                                                                                                                                    | False                                                                                                                                    |
 |  using_scheduler              | True                                                                                                                                     | True                                                                                                                                     |
 |  utilized_cores_per_numa_node | [28]                                                                                                                                     | [28]                                                                                                                                     |
 |  verify                       | False                                                                                                                                    | False                                                                                                                                    |
 |  warmup_duration              | 0                                                                                                                                        | 0                                                                                                                                        |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------+
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | Item     || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |          ||      old |      new |        ||      old |      new |        |         |
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | TPC-H 01 ||  6078.07 |  5989.99 |   -1%  ||     0.46 |     0.46 |   -0%  |  0.6102 |
-| TPC-H 02 ||   436.36 |   519.49 |  +19%  ||     0.47 |     0.47 |   -0%  |  0.5129 |
-| TPC-H 03 ||  3329.92 |  3526.57 |   +6%  ||     0.47 |     0.47 |   -0%  |  0.3629 |
-| TPC-H 04 ||  2283.37 |  2403.86 |   +5%  ||     0.47 |     0.46 |   -0%  |  0.5628 |
 | TPC-H 05 ||  3681.92 |  3793.88 |   +3%  ||     0.47 |     0.46 |   -0%  |  0.6556 |
 | TPC-H 06 ||   815.14 |   784.95 |   -4%  ||     0.47 |     0.47 |   -0%  |  0.8269 |
-| TPC-H 07 ||  3041.13 |  3206.35 |   +5%  ||     0.47 |     0.47 |   -0%  |  0.5374 |
 | TPC-H 08 ||  2520.41 |  2427.81 |   -4%  ||     0.47 |     0.47 |   +0%  |  0.7057 |
-| TPC-H 09 ||  5726.44 |  6058.13 |   +6%  ||     0.47 |     0.46 |   -1%  |  0.2519 |
+| TPC-H 10 ||  4862.75 |  4412.23 |   -9%  ||     0.47 |     0.46 |   -0%  |  0.1044 |
-| TPC-H 11 ||   389.28 |   454.99 |  +17%  ||     0.47 |     0.47 |   -0%  |  0.5719 |
+| TPC-H 12 ||  2624.50 |  2481.10 |   -5%  ||     0.47 |     0.46 |   -0%  |  0.4580 |
 | TPC-H 13 ||  5292.90 |  5374.64 |   +2%  ||     0.47 |     0.46 |   -0%  |  0.6534 |
+| TPC-H 14 ||  1230.15 |  1160.86 |   -6%  ||     0.47 |     0.46 |   -0%  |  0.6650 |
+| TPC-H 15 ||   803.73 |   720.43 |  -10%  ||     0.47 |     0.47 |   -0%  |  0.5036 |
+| TPC-H 16 ||  2191.60 |  1993.32 |   -9%  ||     0.47 |     0.46 |   -0%  |  0.2440 |
-| TPC-H 17 ||   740.45 |   883.54 |  +19%  ||     0.47 |     0.47 |   -0%  |  0.3312 |
-| TPC-H 18 ||  3507.72 |  3698.72 |   +5%  ||     0.47 |     0.46 |   -0%  |  0.1674 |
 | TPC-H 19 ||   988.38 |  1032.80 |   +4%  ||     0.47 |     0.47 |   -0%  |  0.8140 |
+| TPC-H 20 ||  2086.70 |  1971.40 |   -6%  ||     0.47 |     0.46 |   -0%  |  0.6055 |
 | TPC-H 21 ||  5835.36 |  5717.37 |   -2%  ||     0.47 |     0.46 |   -0%  |  0.7029 |
-| TPC-H 22 ||   938.77 |  1061.34 |  +13%  ||     0.47 |     0.47 |   -0%  |  0.3502 |
 +----------++----------+----------+--------++----------+----------+--------+---------+
 | Sum      || 59405.06 | 59673.77 |   +0%  ||          |          |        |         |
 | Geomean  ||          |          |        ||          |          |   -0%  |         |
 +----------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCDS - single-threaded

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---+-------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkTPCDS_46f13fa510aa7e8b232b3081ee1a25b7f0958e55_st.json | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkTPCDS_e58fc4007c6ee2e8a35c5eb048411805135eb715_st.json |
 +-------------------------+-------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 46f13fa510aa7e8b232b3081ee1a25b7f0958e55-dirty                                                                                            | e58fc4007c6ee2e8a35c5eb048411805135eb715-dirty                                                                                            |
 |  benchmark_mode         | Ordered                                                                                                                                   | Ordered                                                                                                                                   |
 |  build_type             | release                                                                                                                                   | release                                                                                                                                   |
 |  chunk_indexes          | False                                                                                                                                     | False                                                                                                                                     |
 |  chunk_size             | 65535                                                                                                                                     | 65535                                                                                                                                     |
 |  clients                | 1                                                                                                                                         | 1                                                                                                                                         |
 |  compiler               | clang 14.0.0                                                                                                                              | clang 14.0.0                                                                                                                              |
 |  cores                  | 0                                                                                                                                         | 0                                                                                                                                         |
 |  data_preparation_cores | 0                                                                                                                                         | 0                                                                                                                                         |
 |  date                   | 2023-09-19 22:19:07                                                                                                                       | 2023-09-19 18:30:29                                                                                                                       |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                   | {'default': {'encoding': 'Dictionary'}}                                                                                                   |
 |  max_duration           | 60000000000                                                                                                                               | 60000000000                                                                                                                               |
 |  max_runs               | 100                                                                                                                                       | 100                                                                                                                                       |
 |  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      ||   259.17 |   260.23 |   +0%˄ ||     3.86 |     3.84 |   -0%˄ |  0.3827 |
 | 03      ||    69.55 |    69.02 |   -1%˄ ||    14.38 |    14.49 |   +1%˄ |  0.0017 |
 | 06      ||   110.00 |   110.75 |   +1%˄ ||     9.09 |     9.03 |   -1%˄ |  0.0105 |
 | 07      ||   301.21 |   298.88 |   -1%˄ ||     3.32 |     3.35 |   +1%˄ |  0.3705 |
 | 09      ||   666.97 |   660.69 |   -1%  ||     1.50 |     1.51 |   +1%  |  0.0932 |
 | 10      ||   135.48 |   132.37 |   -2%˄ ||     7.38 |     7.55 |   +2%˄ |  0.0005 |
 | 13      ||   436.13 |   422.68 |   -3%˄ ||     2.29 |     2.37 |   +3%˄ |  0.0000 |
 | 15      ||   106.86 |   104.19 |   -3%˄ ||     9.36 |     9.60 |   +3%˄ |  0.0000 |
 | 16      ||   154.82 |   155.65 |   +1%˄ ||     6.46 |     6.42 |   -1%˄ |  0.1734 |
 | 17      ||   303.61 |   302.40 |   -0%˄ ||     3.29 |     3.31 |   +0%˄ |  0.0304 |
 | 19      ||    99.31 |    97.83 |   -1%˄ ||    10.07 |    10.22 |   +2%˄ |  0.0000 |
 | 25      ||   163.29 |   161.26 |   -1%˄ ||     6.12 |     6.20 |   +1%˄ |  0.0000 |
 | 26      ||   133.62 |   134.05 |   +0%˄ ||     7.48 |     7.46 |   -0%˄ |  0.5981 |
 | 28      ||   586.81 |   592.12 |   +1%˄ ||     1.70 |     1.69 |   -1%˄ |  0.0000 |
 | 29      ||   480.75 |   465.52 |   -3%˄ ||     2.08 |     2.15 |   +3%˄ |  0.0000 |
 | 31      ||  1277.99 |  1260.54 |   -1%  ||     0.78 |     0.79 |   +1%  |  0.0000 |
 | 32      ||    42.83 |    42.28 |   -1%˄ ||    23.35 |    23.65 |   +1%˄ |  0.0084 |
+| 34      ||   167.48 |   155.81 |   -7%˄ ||     5.97 |     6.42 |   +7%˄ |  0.0000 |
 | 35      ||   621.80 |   608.27 |   -2%  ||     1.61 |     1.64 |   +2%  |  0.0000 |
 | 37      ||   281.18 |   282.69 |   +1%˄ ||     3.56 |     3.54 |   -1%˄ |  0.5633 |
 | 39a     ||  1707.79 |  1691.21 |   -1%  ||     0.59 |     0.59 |   +1%  |  0.1608 |
 | 39b     ||  1712.02 |  1684.32 |   -2%  ||     0.58 |     0.59 |   +2%  |  0.0361 |
 | 41      ||   301.08 |   299.50 |   -1%˄ ||     3.32 |     3.34 |   +1%˄ |  0.0001 |
 | 42      ||    83.49 |    80.62 |   -3%˄ ||    11.98 |    12.40 |   +4%˄ |  0.0000 |
 | 43      ||   945.86 |   934.76 |   -1%  ||     1.06 |     1.07 |   +1%  |  0.0121 |
 | 45      ||   115.31 |   113.58 |   -2%˄ ||     8.67 |     8.80 |   +2%˄ |  0.0000 |
 | 48      ||  1016.23 |  1024.78 |   +1%  ||     0.98 |     0.98 |   -1%  |  0.2363 |
 | 50      ||   110.06 |   108.23 |   -2%˄ ||     9.09 |     9.24 |   +2%˄ |  0.0000 |
 | 52      ||    80.46 |    78.59 |   -2%˄ ||    12.43 |    12.72 |   +2%˄ |  0.0000 |
 | 55      ||    76.88 |    75.48 |   -2%˄ ||    13.01 |    13.25 |   +2%˄ |  0.0000 |
 | 62      ||   533.12 |   532.99 |   -0%˄ ||     1.88 |     1.88 |   +0%˄ |  0.7527 |
 | 65      ||  1756.66 |  1725.79 |   -2%  ||     0.57 |     0.58 |   +2%  |  0.0118 |
 | 69      ||   119.63 |   119.07 |   -0%˄ ||     8.36 |     8.40 |   +0%˄ |  0.0541 |
 | 73      ||    77.23 |    76.60 |   -1%˄ ||    12.95 |    13.05 |   +1%˄ |  0.0000 |
 | 79      ||   464.85 |   465.26 |   +0%˄ ||     2.15 |     2.15 |   -0%˄ |  0.4830 |
 | 81      ||   208.52 |   205.04 |   -2%˄ ||     4.80 |     4.88 |   +2%˄ |  0.0000 |
 | 82      ||   358.04 |   355.93 |   -1%˄ ||     2.79 |     2.81 |   +1%˄ |  0.4654 |
 | 83      ||    40.89 |    39.97 |   -2%˄ ||    24.45 |    25.02 |   +2%˄ |  0.0810 |
 | 85      ||   132.52 |   133.67 |   +1%˄ ||     7.55 |     7.48 |   -1%˄ |  0.0001 |
 | 88      ||   633.10 |   620.13 |   -2%  ||     1.58 |     1.61 |   +2%  |  0.0000 |
 | 91      ||    15.32 |    15.29 |   -0%˄ ||    65.28 |    65.37 |   +0%˄ |  0.6404 |
 | 92      ||    34.81 |    34.78 |   -0%˄ ||    28.72 |    28.75 |   +0%˄ |  0.7978 |
 | 93      ||  3822.40 |  3825.35 |   +0%  ||     0.26 |     0.26 |   -0%  |  0.8571 |
 | 94      ||    97.47 |    98.42 |   +1%˄ ||    10.26 |    10.16 |   -1%˄ |  0.0224 |
 | 95      ||  9124.42 |  9198.96 |   +1%  ||     0.11 |     0.11 |   -1%  |       ˅ |
 | 96      ||    57.80 |    58.49 |   +1%˄ ||    17.30 |    17.10 |   -1%˄ |  0.4067 |
 | 97      ||  3224.07 |  3251.03 |   +1%  ||     0.31 |     0.31 |   -1%  |  0.3971 |
 | 99      ||  1023.51 |  1015.70 |   -1%  ||     0.98 |     0.98 |   +1%  |  0.0000 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 34272.38 | 34180.77 |   -0%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +1%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 |   Notes || ˄ Execution stopped due to max runs reached                            |
 |         || ˅ Insufficient number of runs for p-value calculation                  |
 +---------++----------+----------+--------++----------+----------+--------+---------+

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

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+-------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkTPCDS_46f13fa510aa7e8b232b3081ee1a25b7f0958e55_mt.json | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkTPCDS_e58fc4007c6ee2e8a35c5eb048411805135eb715_mt.json |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 46f13fa510aa7e8b232b3081ee1a25b7f0958e55-dirty                                                                                            | e58fc4007c6ee2e8a35c5eb048411805135eb715-dirty                                                                                            |
 |  benchmark_mode               | Shuffled                                                                                                                                  | Shuffled                                                                                                                                  |
 |  build_type                   | release                                                                                                                                   | release                                                                                                                     
1E79
              |
 |  chunk_indexes                | False                                                                                                                                     | False                                                                                                                                     |
 |  chunk_size                   | 65535                                                                                                                                     | 65535                                                                                                                                     |
 |  clients                      | 28                                                                                                                                        | 28                                                                                                                                        |
 |  compiler                     | clang 14.0.0                                                                                                                              | clang 14.0.0                                                                                                                              |
 |  cores                        | 28                                                                                                                                        | 28                                                                                                                                        |
 |  data_preparation_cores       | 0                                                                                                                                         | 0                                                                                                                                         |
 |  date                         | 2023-09-19 22:45:08                                                                                                                       | 2023-09-19 18:56:24                                                                                                                       |
 |  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 | [28]                                                                                                                                      | [28]                                                                                                                                      |
 |  verify                       | False                                                                                                                                     | False                                                                                                                                     |
 |  warmup_duration              | 0                                                                                                                                         | 0                                                                                                                                         |
 +-------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
+| 01      ||   701.75 |   640.14 |   -9%  ||     0.50 |     0.50 |   -0%  |  0.4502 |
 | 03      ||   267.76 |   257.96 |   -4%  ||     0.50 |     0.50 |   -0%  |  0.8448 |
-| 06      ||   558.51 |   635.86 |  +14%  ||     0.50 |     0.49 |   -1%  |  0.3263 |
 | 07      ||   906.37 |   870.47 |   -4%  ||     0.50 |     0.49 |   -0%  |  0.6810 |
 | 09      ||   766.02 |   768.14 |   +0%  ||     0.50 |     0.50 |   -0%  |  0.9791 |
-| 10      ||   637.07 |   725.51 |  +14%  ||     0.50 |     0.50 |   -0%  |  0.3640 |
 | 13      ||  1268.28 |  1282.80 |   +1%  ||     0.50 |     0.50 |   -0%  |  0.8867 |
 | 15      ||   426.76 |   409.94 |   -4%  ||     0.50 |     0.50 |   -0%  |  0.8078 |
-| 16      ||   612.64 |   662.61 |   +8%  ||     0.50 |     0.50 |   -0%  |  0.5453 |
 | 17      ||   970.25 |   951.44 |   -2%  ||     0.50 |     0.50 |   -0%  |  0.8297 |
 | 19      ||   649.60 |   631.82 |   -3%  ||     0.50 |     0.49 |   -0%  |  0.8546 |
-| 25      ||   671.39 |   758.40 |  +13%  ||     0.50 |     0.49 |   -1%  |  0.2892 |
-| 26      ||   398.13 |   486.84 |  +22%  ||     0.50 |     0.50 |   -0%  |  0.1093 |
-| 28      ||  1314.76 |  1424.84 |   +8%  ||     0.50 |     0.49 |   -0%  |  0.4117 |
+| 29      ||  1382.57 |  1215.22 |  -12%  ||     0.50 |     0.50 |   -0%  |  0.1188 |
+| 31      ||  2223.41 |  2046.68 |   -8%  ||     0.50 |     0.49 |   -0%  |  0.2445 |
+| 32      ||   276.60 |   225.58 |  -18%  ||     0.50 |     0.50 |   -0%  |  0.3598 |
+| 34      ||   682.62 |   627.75 |   -8%  ||     0.50 |     0.50 |   -0%  |  0.4912 |
 | 35      ||  1616.54 |  1659.66 |   +3%  ||     0.50 |     0.50 |   -0%  |  0.7455 |
-| 37      ||   615.75 |   743.59 |  +21%  ||     0.50 |     0.50 |   -0%  |  0.1971 |
 | 39a     ||  2120.58 |  2213.63 |   +4%  ||     0.50 |     0.49 |   -0%  |  0.3829 |
 | 39b     ||  2224.11 |  2260.73 |   +2%  ||     0.50 |     0.49 |   -0%  |  0.7704 |
 | 41      ||  3305.19 |  3340.91 |   +1%  ||     0.50 |     0.49 |   -0%  |  0.8624 |
 | 42      ||   490.69 |   482.92 |   -2%  ||     0.50 |     0.50 |   -0%  |  0.9104 |
 | 43      ||  1626.35 |  1648.51 |   +1%  ||     0.50 |     0.50 |   -0%  |  0.8662 |
-| 45      ||   529.96 |   616.81 |  +16%  ||     0.50 |     0.49 |   -1%  |  0.2005 |
 | 48      ||  1940.89 |  1957.66 |   +1%  ||     0.50 |     0.49 |   -0%  |  0.8879 |
-| 50      ||   780.42 |   817.28 |   +5%  ||     0.50 |     0.50 |   -0%  |  0.6907 |
+| 52      ||   444.48 |   418.57 |   -6%  ||     0.50 |     0.50 |   -0%  |  0.7102 |
-| 55      ||   416.19 |   461.26 |  +11%  ||     0.50 |     0.50 |   -0%  |  0.4877 |
 | 62      ||   955.96 |   955.84 |   -0%  ||     0.50 |     0.50 |   -0%  |  0.9989 |
 | 65      ||  3641.43 |  3611.28 |   -1%  ||     0.50 |     0.49 |   -0%  |  0.7214 |
-| 69      ||   662.31 |   784.11 |  +18%  ||     0.50 |     0.50 |   -0%  |  0.1846 |
+| 73      ||   447.59 |   407.46 |   -9%  ||     0.50 |     0.50 |   -0%  |  0.5545 |
+| 79      ||  1362.74 |  1182.62 |  -13%  ||     0.50 |     0.49 |   -0%  |  0.0400 |
 | 81      ||   613.94 |   594.84 |   -3%  ||     0.50 |     0.50 |   -0%  |  0.7659 |
 | 82      ||   761.62 |   769.89 |   +1%  ||     0.50 |     0.50 |   -0%  |  0.9045 |
-| 83      ||   273.84 |   320.56 |  +17%  ||     0.50 |     0.50 |   -0%  |  0.4781 |
+| 85      ||   860.26 |   614.25 |  -29%  ||     0.50 |     0.50 |   -0%  |  0.0095 |
-| 88      ||  2056.71 |  2226.16 |   +8%  ||     0.50 |     0.49 |   -0%  |  0.3044 |
+| 91      ||   259.55 |   206.23 |  -21%  ||     0.50 |     0.50 |   -0%  |  0.3340 |
 | 92      ||   283.83 |   276.62 |   -3%  ||     0.50 |     0.50 |   -0%  |  0.8814 |
 | 93      ||  1931.10 |  1923.14 |   -0%  ||     0.50 |     0.50 |   -0%  |  0.9405 |
-| 94      ||   558.93 |   710.42 |  +27%  ||     0.50 |     0.50 |   +0%  |  0.1474 |
 | 95      ||  4312.50 |  4403.63 |   +2%  ||     0.50 |     0.49 |   -0%  |  0.5576 |
+| 96      ||   398.45 |   348.21 |  -13%  ||     0.50 |     0.50 |   -0%  |  0.4169 |
 | 97      ||  4391.74 |  4251.46 |   -3%  ||     0.49 |     0.49 |   +0%  |  0.2927 |
 | 99      ||  1279.06 |  1228.70 |   -4%  ||     0.50 |     0.49 |   -0%  |  0.5238 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 55877.20 | 56058.92 |   +0%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   -0%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkTPCC - single-threaded

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: -1%
Configuration Overview - click to expand
 +Configuration Overview---+------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkTPCC_46f13fa510aa7e8b232b3081ee1a25b7f0958e55_st.json | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkTPCC_e58fc4007c6ee2e8a35c5eb048411805135eb715_st.json |
 +-------------------------+------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 46f13fa510aa7e8b232b3081ee1a25b7f0958e55-dirty                                                                                           | e58fc4007c6ee2e8a35c5eb048411805135eb715-dirty                                                                                           |
 |  benchmark_mode         | Shuffled                                                                                                                                 | Shuffled                                                                                                                                 |
 |  build_type             | release                                                                                                                                  | release                                                                                                                                  |
 |  chunk_indexes          | False                                                                                                                                    | False                                                                                                                                    |
 |  chunk_size             | 65535                                                                                                                                    | 65535                                                                                                                                    |
 |  clients                | 1                                                                                                                                        | 1                                                                                                                                        |
 |  compiler               | clang 14.0.0                                                                                                                             | clang 14.0.0                                                                                                                             |
 |  cores                  | 0                                                                                                                                        | 0                                                                                                                                        |
 |  data_preparation_cores | 0                                                                                                                                        | 0                                                                                                                                        |
 |  date                   | 2023-09-19 23:05:33                                                                                                                      | 2023-09-19 19:16:49                                                                                                                      |
 |  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     ||    53.97 |   53.45 |   -1%  ||     1.67 |     1.63 |   -2%  | (run time too short) |
 | New-Order    ||    43.85 |   44.79 |   +2%  ||    18.78 |    18.48 |   -2%  |               0.1061 |
 | Order-Status ||     2.39 |    2.29 |   -4%  ||     1.67 |     1.65 |   -1%  | (run time too short) |
 | Payment      ||     4.18 |    4.17 |   -0%  ||    17.95 |    17.65 |   -2%  |               0.7652 |
 | Stock-Level  ||     3.97 |    3.99 |   +0%  ||     1.67 |     1.65 |   -1%  | (run time too short) |
 +--------------++----------+---------+--------++----------+----------+--------+----------------------+
 | Sum          ||   108.36 |  108.69 |   +0%  ||          |          |        |                      |
 | Geomean      ||          |         |        ||          |          |   -1%  |                      |
 +--------------++----------+---------+--------++----------+----------+--------+----------------------+

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

Sum of avg. item runtimes: +1% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkTPCC_46f13fa510aa7e8b232b3081ee1a25b7f0958e55_mt.json | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkTPCC_e58fc4007c6ee2e8a35c5eb048411805135eb715_mt.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 46f13fa510aa7e8b232b3081ee1a25b7f0958e55-dirty                                                                                           | e58fc4007c6ee2e8a35c5eb048411805135eb715-dirty                                                                                           |
 |  benchmark_mode               | Shuffled                                                                                                                                 | Shuffled                                                                                                                                 |
 |  build_type                   | release                                                                                                                                  | release                                                                                                                                  |
 |  chunk_indexes                | False                                                                                                                                    | False                                                                                                                                    |
 |  chunk_size                   | 65535                                                                                                                                    | 65535                                                                                                                                    |
 |  clients                      | 28                                                                                                                                       | 28                                                                                                                                       |
 |  compiler                     | clang 14.0.0                                                                                                                             | clang 14.0.0                                                                                                                             |
 |  cores                        | 28                                                                                                                                       | 28                                                                                                                                       |
 |  data_preparation_cores       | 0                                                                                                                                        | 0                                                                                                                                        |
 |  date                         | 2023-09-19 23:06:40                                                                                                                      | 2023-09-19 19:17:56                                                                                                                      |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                  | {'default': {'encoding': 'Dictionary'}}                                                                                                  |
 |  max_duration                 | 1200000000000                                                                                                                            | 1200000000000                                                                                                                            |
 |  max_runs                     | -1                                                                                                                                       | -1                                                                                                                                       |
 |  scale_factor                 | 10                                                                                                                                       | 10                                                                                                                                       |
 |  time_unit                    | ns                                                                                                                                       | ns                                                                                                                                       |
 |  using_scheduler              | True                                                                                                                                     | True                                                                                                                                     |
 |  utilized_cores_per_numa_node | [28]                                                                                                                                     | [28]                                                                                                                                     |
 |  verify                       | False                                                                                                                                    | False                                                                                                                                    |
 |  warmup_duration              | 0                                                                                                                                        | 0                                                                                                                                        |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------+
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Item         || Latency (ms/iter)  | Change || Throughput (iter/s) | Change | p-value |
 |              ||      old |     new |        ||      old |      new |        |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Delivery     ||   264.79 |  269.36 |   +2%  ||     9.42 |     9.42 |   -0%  |  0.1488 |
 |    unsucc.:  ||     8.67 |    9.53 |  +10%  ||     2.50 |     2.57 |   +3%  |         |
 | New-Order    ||   202.10 |  201.01 |   -1%  ||   102.88 |   103.25 |   +0%  |  0.1745 |
 |    unsucc.:  ||    28.88 |   28.51 |   -1%  ||    31.24 |    31.61 |   +1%  |         |
 | Order-Status ||    10.94 |   10.86 |   -1%  ||    11.92 |    11.99 |   +1%  |  0.8139 |
 | Payment      ||    11.93 |   11.88 |   -0%  ||    88.95 |    89.63 |   +1%  |  0.7123 |
 |    unsucc.:  ||    18.04 |   17.71 |   -2%  ||    39.22 |    39.25 |   +0%  |         |
 | Stock-Level  ||    21.77 |   21.69 |   -0%  ||    11.92 |    11.99 |   +1%  |  0.9105 |
 +--------------++----------+---------+--------++----------+----------+--------+---------+
 | Sum          ||   511.54 |  514.81 |   +1%  ||          |          |        |         |
 | Geomean      ||          |         |        ||          |          |   +0%  |         |
 +--------------++----------+---------+--------++----------+----------+--------+---------+

hyriseBenchmarkJoinOrder - single-threaded

Sum of avg. item runtimes: +0% || Geometric mean of throughput changes: +0%
Configuration Overview - click to expand
 +Configuration Overview---+-----------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkJoinOrder_46f13fa510aa7e8b232b3081ee1a25b7f0958e55_st.json | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkJoinOrder_e58fc4007c6ee2e8a35c5eb048411805135eb715_st.json |
 +-------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH               | 46f13fa510aa7e8b232b3081ee1a25b7f0958e55-dirty                                                                                                | e58fc4007c6ee2e8a35c5eb048411805135eb715-dirty                                                                                                |
 |  benchmark_mode         | Ordered                                                                                                                                       | Ordered                                                                                                                                       |
 |  build_type             | release                                                                                                                                       | release                                                                                                                                       |
 |  chunk_indexes          | False                                                                                                                                         | False                                                                                                                                         |
 |  chunk_size             | 65535                                                                                                                                         | 65535                                                                                                                                         |
 |  clients                | 1                                                                                                                                             | 1                                                                                                                                             |
 |  compiler               | clang 14.0.0                                                                                                                                  | clang 14.0.0                                                                                                                                  |
 |  cores                  | 0                                                                                                                                             | 0                                                                                                                                             |
 |  data_preparation_cores | 0                                                                                                                                             | 0                                                                                                                                             |
 |  date                   | 2023-09-19 23:26:49                                                                                                                           | 2023-09-19 19:38:05                                                                                                                           |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                       | {'default': {'encoding': 'Dictionary'}}                                                                                                       |
 |  max_duration           | 60000000000                                                                                                                                   | 60000000000                                                                                                                                   |
 |  max_runs               | 100                                                                                                                                           | 100                                                                                                                                           |
 |  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     ||   164.68 |   165.90 |   +1%˄ ||     6.07 |     6.03 |   -1%˄ |  0.0020 |
 | 10b     ||   115.73 |   115.64 |   -0%˄ ||     8.64 |     8.65 |   +0%˄ |  0.8132 |
 | 10c     ||   318.58 |   320.60 |   +1%˄ ||     3.14 |     3.12 |   -1%˄ |  0.0184 |
 | 11a     ||    15.26 |    15.22 |   -0%˄ ||    65.50 |    65.69 |   +0%˄ |  0.1899 |
 | 11b     ||    15.02 |    15.05 |   +0%˄ ||    66.58 |    66.43 |   -0%˄ |  0.0293 |
 | 11c     ||    20.58 |    20.55 |   -0%˄ ||    48.59 |    48.65 |   +0%˄ |  0.4224 |
 | 11d     ||    23.51 |    23.54 |   +0%˄ ||    42.53 |    42.48 |   -0%˄ |  0.3874 |
 | 12a     ||    48.67 |    48.41 |   -1%˄ ||    20.55 |    20.66 |   +1%˄ |  0.0000 |
 | 12b     ||    29.19 |    29.01 |   -1%˄ ||    34.26 |    34.47 |   +1%˄ |  0.0001 |
 | 12c     ||    83.64 |    83.31 |   -0%˄ ||    11.95 |    12.00 |   +0%˄ |  0.0585 |
 | 13a     ||   274.39 |   272.67 |   -1%˄ ||     3.64 |     3.67 |   +1%˄ |  0.0000 |
 | 13b     ||   154.09 |   152.35 |   -1%˄ ||     6.49 |     6.56 |   +1%˄ |  0.0000 |
 | 13c     ||   116.25 |   116.63 |   +0%˄ ||     8.60 |     8.57 |   -0%˄ |  0.0000 |
 | 13d     ||   584.48 |   581.76 |   -0%˄ ||     1.71 |     1.72 |   +0%˄ |  0.0007 |
 | 14a     ||   402.91 |   400.61 |   -1%˄ ||     2.48 |     2.50 |   +1%˄ |  0.0000 |
 | 14b     ||   228.22 |   226.60 |   -1%˄ ||     4.38 |     4.41 |   +1%˄ |  0.0000 |
 | 14c     ||   482.15 |   476.90 |   -1%˄ ||     2.07 |     2.10 |   +1%˄ |  0.0135 |
+| 15a     ||    88.62 |    81.04 |   -9%˄ ||    11.28 |    12.34 |   +9%˄ |  0.0000 |
+| 15b     ||    87.91 |    80.48 |   -8%˄ ||    11.38 |    12.42 |   +9%˄ |  0.0000 |
+| 15c     ||    91.68 |    85.25 |   -7%˄ ||    10.91 |    11.73 |   +8%˄ |  0.0000 |
+| 15d     ||    90.06 |    81.99 |   -9%˄ ||    11.10 |    12.20 |  +10%˄ |  0.0000 |
 | 16a     ||  2140.38 |  2156.18 |   +1%  ||     0.47 |     0.46 |   -1%  |  0.2537 |
 | 16b     ||  3148.37 |  3136.82 |   -0%  ||     0.32 |     0.32 |   +0%  |  0.4995 |
 | 16c     ||  2248.49 |  2249.22 |   +0%  ||     0.44 |     0.44 |   -0%  |  0.9518 |
 | 16d     ||  2235.30 |  2229.04 |   -0%  ||     0.45 |     0.45 |   +0%  |  0.6581 |
 | 17a     ||   574.77 |   576.88 |   +0%˄ ||     1.74 |     1.73 |   -0%˄ |  0.0000 |
 | 17b     ||   455.28 |   456.20 |   +0%˄ ||     2.20 |     2.19 |   -0%˄ |  0.0001 |
 | 17c     ||   433.69 |   435.90 |   +1%˄ ||     2.31 |     2.29 |   -1%˄ |  0.0000 |
 | 17d     ||   515.47 |   513.75 |   -0%˄ ||     1.94 |     1.95 |   +0%˄ |  0.0000 |
 | 17e     ||  1533.26 |  1530.25 |   -0%  ||     0.65 |     0.65 |   +0%  |  0.3514 |
 | 17f     ||   926.72 |   932.78 |   +1%  ||     1.08 |     1.07 |   -1%  |  0.0000 |
 | 18a     ||   604.06 |   595.60 |   -1%˄ ||     1.66 |     1.68 |   +1%˄ |  0.0000 |
 | 18b     ||   111.55 |   111.70 |   +0%˄ ||     8.96 |     8.95 |   -0%˄ |  0.1533 |
 | 18c     ||   559.43 |   558.86 |   -0%˄ ||     1.79 |     1.79 |   +0%˄ |  0.1752 |
 | 19a     ||   186.14 |   185.70 |   -0%˄ ||     5.37 |     5.38 |   +0%˄ |  0.0104 |
 | 19b     ||   126.45 |   125.48 |   -1%˄ ||     7.91 |     7.97 |   +1%˄ |  0.0000 |
 | 19c     ||   197.72 |   197.46 |   -0%˄ ||     5.06 |     5.06 |   +0%˄ |  0.0592 |
 | 19d     ||   710.90 |   713.37 |   +0%  ||     1.41 |     1.40 |   -0%  |  0.0000 |
 | 1a      ||     8.98 |     9.01 |   +0%˄ ||   111.30 |   111.02 |   -0%˄ |  0.4712 |
 | 1b      ||     8.41 |     8.43 |   +0%˄ ||   118.82 |   118.56 |   -0%˄ |  0.5022 |
 | 1c      ||     9.53 |     9.50 |   -0%˄ ||   104.91 |   105.29 |   +0%˄ |  0.0559 |
 | 1d      ||     8.42 |     8.44 |   +0%˄ ||   118.70 |   118.42 |   -0%˄ |  0.1522 |
 | 20a     ||   388.75 |   388.69 |   -0%˄ ||     2.57 |     2.57 |   +0%˄ |  0.7190 |
 | 20b     ||   226.69 |   227.83 |   +1%˄ ||     4.41 |     4.39 |   -1%˄ |  0.0000 |
 | 20c     ||   219.04 |   220.51 |   +1%˄ ||     4.57 |     4.53 |   -1%˄ |  0.0000 |
 | 21a     ||    35.04 |    35.14 |   +0%˄ ||    28.54 |    28.45 |   -0%˄ |  0.0007 |
 | 21b     ||    18.98 |    19.15 |   +1%˄ ||    52.68 |    52.22 |   -1%˄ |  0.0000 |
 | 21c     ||    34.53 |    34.74 |   +1%˄ ||    28.96 |    28.78 |   -1%˄ |  0.0000 |
 | 22a     ||   191.87 |   192.32 |   +0%˄ ||     5.21 |     5.20 |   -0%˄ |  0.0001 |
 | 22b     ||   141.23 |   142.10 |   +1%˄ ||     7.08 |     7.04 |   -1%˄ |  0.0000 |
 | 22c     ||   460.61 |   460.48 |   -0%˄ ||     2.17 |     2.17 |   +0%˄ |  0.9189 |
 | 22d     ||   829.61 |   817.10 |   -2%  ||     1.21 |     1.22 |   +2%  |  0.0000 |
 | 23a     ||    42.52 |    42.89 |   +1%˄ ||    23.52 |    23.31 |   -1%˄ |  0.0001 |
 | 23b     ||    43.78 |    43.90 |   +0%˄ ||    22.84 |    22.78 |   -0%˄ |  0.1650 |
 | 23c     ||    85.51 |    85.43 |   -0%˄ ||    11.69 |    11.70 |   +0%˄ |  0.7790 |
 | 24a     ||   143.37 |   143.83 |   +0%˄ ||     6.97 |     6.95 |   -0%˄ |  0.0000 |
 | 24b     ||   121.98 |   122.72 |   +1%˄ ||     8.20 |     8.15 |   -1%˄ |  0.0000 |
 | 25a     ||   271.57 |   275.30 |   +1%˄ ||     3.68 |     3.63 |   -1%˄ |  0.0000 |
 | 25b     ||   112.27 |   112.83 |   +0%˄ ||     8.91 |     8.86 |   -0%˄ |  0.0000 |
 | 25c     ||   887.86 |   893.43 |   +1%  ||     1.13 |     1.12 |   -1%  |  0.0002 |
 | 26a     ||   162.04 |   163.73 |   +1%˄ ||     6.17 |     6.11 |   -1%˄ |  0.0000 |
 | 26b     ||   129.79 |   130.74 |   +1%˄ ||     7.70 |     7.65 |   -1%˄ |  0.0000 |
 | 26c     ||   230.67 |   232.72 |   +1%˄ ||     4.34 |     4.30 |   -1%˄ |  0.0000 |
 | 27a     ||    22.82 |    22.84 |   +0%˄ ||    43.82 |    43.78 |   -0%˄ |  0.7571 |
 | 27b     ||    22.10 |    22.40 |   +1%˄ ||    45.25 |    44.63 |   -1%˄ |  0.0000 |
 | 27c     ||    34.63 |    34.88 |   +1%˄ ||    28.88 |    28.67 |   -1%˄ |  0.0000 |
 | 28a     ||   278.88 |   278.53 |   -0%˄ ||     3.59 |     3.59 |   +0%˄ |  0.0972 |
 | 28b     ||    37.34 |    37.33 |   -0%˄ ||    26.78 |    26.79 |   +0%˄ |  0.8859 |
 | 28c     ||   309.98 |   312.45 |   +1%˄ ||     3.23 |     3.20 |   -1%˄ |  0.0000 |
 | 29a     ||    98.94 |    98.94 |   -0%˄ ||    10.11 |    10.11 |   +0%˄ |  0.9639 |
 | 29b     ||    76.14 |    76.02 |   -0%˄ ||    13.13 |    13.15 |   +0%˄ |  0.1754 |
 | 29c     ||   147.31 |   147.93 |   +0%˄ ||     6.79 |     6.76 |   -0%˄ |  0.0000 |
 | 2a      ||    45.89 |    46.36 |   +1%˄ ||    21.79 |    21.57 |   -1%˄ |  0.0000 |
 | 2b      ||    37.42 |    37.58 |   +0%˄ ||    26.72 |    26.61 |   -0%˄ |  0.0001 |
 | 2c      ||    21.80 |    21.77 |   -0%˄ ||    45.88 |    45.92 |   +0%˄ |  0.2112 |
 | 2d      ||    64.41 |    65.37 |   +1%˄ ||    15.52 |    15.30 |   -1%˄ |  0.0000 |
 | 30a     ||   147.90 |   148.95 |   +1%˄ ||     6.76 |     6.71 |   -1%˄ |  0.0000 |
 | 30b     ||   126.79 |   127.54 |   +1%˄ ||     7.89 |     7.84 |   -1%˄ |  0.0000 |
 | 30c     ||   365.77 |   368.31 |   +1%˄ ||     2.73 |     2.72 |   -1%˄ |  0.0000 |
 | 31a     ||   144.88 |   145.58 |   +0%˄ ||     6.90 |     6.87 |   -0%˄ |  0.0000 |
 | 31b     ||   123.81 |   124.42 |   +0%˄ ||     8.08 |     8.04 |   -0%˄ |  0.0000 |
 | 31c     ||   168.39 |   169.01 |   +0%˄ ||     5.94 |     5.92 |   -0%˄ |  0.0000 |
 | 32a     ||    12.82 |    12.90 |   +1%˄ ||    77.99 |    77.52 |   -1%˄ |  0.0000 |
 | 32b     ||    30.62 |    30.86 |   +1%˄ ||    32.66 |    32.41 |   -1%˄ |  0.0000 |
 | 33a     ||    19.36 |    19.52 |   +1%˄ ||    51.64 |    51.23 |   -1%˄ |  0.0001 |
 | 33b     ||    18.59 |    18.84 |   +1%˄ ||    53.78 |    53.08 |   -1%˄ |  0.0000 |
 | 33c     ||    22.49 |    22.57 |   +0%˄ ||    44.45 |    44.31 |   -0%˄ |  0.0000 |
 | 3a      ||   120.90 |   122.73 |   +2%˄ ||     8.27 |     8.15 |   -1%˄ |  0.0000 |
 | 3b      ||    12.61 |    12.72 |   +1%˄ ||    79.29 |    78.59 |   -1%˄ |  0.0001 |
 | 3c      ||   424.59 |   435.07 |   +2%˄ ||     2.36 |     2.30 |   -2%˄ |  0.0000 |
 | 4a      ||   111.06 |   112.40 |   +1%˄ ||     9.00 |     8.90 |   -1%˄ |  0.0000 |
 | 4b      ||    11.40 |    11.51 |   +1%˄ ||    87.69 |    86.88 |   -1%˄ |  0.0000 |
 | 4c      ||   121.96 |   123.08 |   +1%˄ ||     8.20 |     8.12 |   -1%˄ |  0.0000 |
 | 5a      ||    52.68 |    52.58 |   -0%˄ ||    18.98 |    19.02 |   +0%˄ |  0.3899 |
 | 5b      ||   134.96 |   135.51 |   +0%˄ ||     7.41 |     7.38 |   -0%˄ |  0.0000 |
 | 5c      ||   182.92 |   182.29 |   -0%˄ ||     5.47 |     5.49 |   +0%˄ |  0.0000 |
 | 6a      ||   102.83 |   103.06 |   +0%˄ ||     9.72 |     9.70 |   -0%˄ |  0.0002 |
 | 6b      ||   114.85 |   115.54 |   +1%˄ ||     8.71 |     8.65 |   -1%˄ |  0.0000 |
 | 6c      ||    97.88 |    98.44 |   +1%˄ ||    10.22 |    10.16 |   -1%˄ |  0.0000 |
 | 6d      ||   522.08 |   524.57 |   +0%˄ ||     1.92 |     1.91 |   -0%˄ |  0.0000 |
 | 6e      ||   102.48 |   103.14 |   +1%˄ ||     9.76 |     9.70 |   -1%˄ |  0.0000 |
 | 6f      ||   682.02 |   689.76 |   +1%  ||     1.47 |     1.45 |   -1%  |  0.0000 |
 | 7a      ||    53.15 |    53.27 |   +0%˄ ||    18.82 |    18.77 |   -0%˄ |  0.0307 |
 | 7b      ||    49.55 |    49.69 |   +0%˄ ||    20.18 |    20.12 |   -0%˄ |  0.0722 |
 | 7c      ||   577.21 |   571.09 |   -1%˄ ||     1.73 |     1.75 |   +1%˄ |  0.0001 |
 | 8a      ||    39.24 |    39.46 |   +1%˄ ||    25.48 |    25.34 |   -1%˄ |  0.0678 |
 | 8b      ||    37.07 |    37.34 |   +1%˄ ||    26.97 |    26.78 |   -1%˄ |  0.0002 |
 | 8c      ||  1799.45 |  1807.43 |   +0%  ||     0.56 |     0.55 |   -0%  |  0.0263 |
 | 8d      ||   299.65 |   298.96 |   -0%˄ ||     3.34 |     3.34 |   +0%˄ |  0.0000 |
 | 9a      ||   192.07 |   193.45 |   +1%˄ ||     5.21 |     5.17 |   -1%˄ |  0.0000 |
 | 9b      ||   105.76 |   106.30 |   +1%˄ ||     9.45 |     9.41 |   -1%˄ |  0.0000 |
 | 9c      ||   272.72 |   276.36 |   +1%˄ ||     3.67 |     3.62 |   -1%˄ |  0.0000 |
 | 9d      ||   477.58 |   476.72 |   -0%˄ ||     2.09 |     2.10 |   +0%˄ |  0.0056 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 34034.36 | 34043.01 |   +0%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +0%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 |   Notes || ˄ Execution stopped due to max runs reached                            |
 +---------++----------+----------+--------++----------+----------+--------+---------+

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

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+-----------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkJoinOrder_46f13fa510aa7e8b232b3081ee1a25b7f0958e55_mt.json | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkJoinOrder_e58fc4007c6ee2e8a35c5eb048411805135eb715_mt.json |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 46f13fa510aa7e8b232b3081ee1a25b7f0958e55-dirty                                                                                                | e58fc4007c6ee2e8a35c5eb048411805135eb715-dirty                                                                                                |
 |  benchmark_mode               | Shuffled                                                                                                                                      | Shuffled                                                                                                                                      |
 |  build_type                   | release                                                                                                                                       | release                                                                                                                                       |
 |  chunk_indexes                | False                                                                                                                                         | False                                                                                                                                         |
 |  chunk_size                   | 65535                                                                                                                                         | 65535                                                                                                                                         |
 |  clients                      | 28                                                                                                                                            | 28                                                                                                                                            |
 |  compiler                     | clang 14.0.0                                                                                                                                  | clang 14.0.0                                                                                                                                  |
 |  cores                        | 28                                                                                                                                            | 28                                                                                                                                            |
 |  data_preparation_cores       | 0                                                                                                                                             | 0                                                                                                                                             |
 |  date                         | 2023-09-20 00:08:42                                                                                                                           | 2023-09-19 20:19:57                                                                                                                           |
 |  encoding                     | {'default': {'encoding': 'Dictionary'}}                                                                                                       | {'default': {'encoding': 'Dictionary'}}                                                                                                       |
 |  max_duration                 | 1200000000000                                                                                                                                 | 1200000000000                                                                                                                                 |
 |  max_runs                     | -1                                                                                                                                            | -1                                                                                                                                            |
 |  time_unit                    | ns                                                                                                                                            | ns                                                                                                                                            |
 |  using_scheduler              | True                                                                                                                                          | True                                                                                                                                          |
 |  utilized_cores_per_numa_node | [28]                                                                                                                                          | [28]                                                                                                                                          |
 |  verify                       | False                                                                                                                                         | False                                                                                                                                         |
 |  warmup_duration              | 0                                                                                                                                             | 0                                                                                                                                             |
 +-------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | 10a     ||   240.35 |   248.59 |   +3%  ||     0.52 |     0.52 |   +0%  |  0.8255 |
-| 10b     ||   147.10 |   170.96 |  +16%  ||     0.52 |     0.52 |   -0%  |  0.4147 |
-| 10c     ||   355.50 |   388.33 |   +9%  ||     0.52 |     0.52 |   -0%  |  0.3708 |
-| 11a     ||    48.28 |    59.99 |  +24%  ||     0.52 |     0.52 |   +0%  |  0.4285 |
-| 11b     ||    46.83 |    79.66 |  +70%  ||     0.52 |     0.52 |   -0%  |  0.0357 |
+| 11c     ||   117.40 |    82.92 |  -29%  ||     0.52 |     0.52 |   -0%  |  0.1297 |
-| 11d     ||    97.67 |   108.47 |  +11%  ||     0.52 |     0.52 |   +0%  |  0.6615 |
-| 12a     ||   159.00 |   168.57 |   +6%  ||     0.52 |     0.52 |   -0%  |  0.7222 |
-| 12b     ||    63.04 |   106.26 |  +69%  ||     0.52 |     0.52 |   -0%  |  0.0657 |
-| 12c     ||   304.59 |   357.62 |  +17%  ||     0.52 |     0.52 |   -0%  |  0.2024 |
 | 13a     ||   609.59 |   611.22 |   +0%  ||     0.52 |     0.52 |   -0%  |  0.9762 |
+| 13b     ||   234.14 |   193.59 |  -17%  ||     0.52 |     0.52 |   -0%  |  0.1580 |
-| 13c     ||   181.59 |   195.32 |   +8%  ||     0.52 |     0.52 |   -0%  |  0.5820 |
 | 13d     ||   914.73 |   885.09 |   -3%  ||     0.52 |     0.52 |   +0%  |  0.6218 |
-| 14a     ||   713.01 |   759.32 |   +6%  ||     0.52 |     0.52 |   +0%  |  0.3721 |
+| 14b     ||   436.44 |   410.34 |   -6%  ||     0.52 |     0.52 |   -0%  |  0.4868 |
+| 14c     ||   838.81 |   780.12 |   -7%  ||     0.52 |     0.52 |   -0%  |  0.2898 |
+| 15a     ||   210.59 |   146.30 |  -31%  ||     0.52 |     0.52 |   -0%  |  0.0380 |
+| 15b     ||   147.10 |   138.12 |   -6%  ||     0.52 |     0.52 |   -0%  |  0.6895 |
 | 15c     ||   148.96 |   144.54 |   -3%  ||     0.52 |     0.52 |   -0%  |  0.8392 |
+| 15d     ||   231.09 |   214.11 |   -7%  ||     0.52 |     0.52 |   -0%  |  0.6596 |
 | 16a     ||  2486.40 |  2424.90 |   -2%  ||     0.52 |     0.52 |   -0%  |  0.4628 |
 | 16b     ||  3640.41 |  3565.90 |   -2%  ||     0.52 |     0.52 |   -0%  |  0.3417 |
 | 16c     ||  2491.07 |  2572.95 |   +3%  ||     0.52 |     0.52 |   +0%  |  0.3077 |
+| 16d     ||  2682.21 |  2558.16 |   -5%  ||     0.52 |     0.52 |   -0%  |  0.1410 |
 | 17a     ||   939.27 |   950.91 |   +1%  ||     0.52 |     0.52 |   -0%  |  0.8624 |
-| 17b     ||   649.16 |   735.37 |  +13%  ||     0.52 |     0.52 |   -0%  |  0.1338 |
-| 17c     ||   594.31 |   687.15 |  +16%  ||     0.52 |     0.52 |   -0%  |  0.0758 |
-| 17d     ||   698.30 |   734.75 |   +5%  ||     0.52 |     0.52 |   -0%  |  0.5505 |
 | 17e     ||  1588.05 |  1569.86 |   -1%  ||     0.52 |     0.52 |   +0%  |  0.8069 |
+| 17f     ||  1260.96 |  1193.44 |   -5%  ||     0.52 |     0.52 |   -0%  |  0.3648 |
 | 18a     ||   655.94 |   675.02 |   +3%  ||     0.52 |     0.52 |   +0%  |  0.7064 |
-| 18b     ||   197.80 |   222.16 |  +12%  ||     0.52 |     0.52 |   -0%  |  0.4925 |
-| 18c     ||   721.61 |   803.00 |  +11%  ||     0.52 |     0.52 |   -0%  |  0.1474 |
-| 19a     ||   541.39 |   588.48 |   +9%  ||     0.52 |     0.52 |   -0%  |  0.4450 |
 | 19b     ||   407.60 |   399.43 |   -2%  ||     0.52 |     0.52 |   -0%  |  0.8882 |
+| 19c     ||   597.34 |   558.07 |   -7%  ||     0.52 |     0.52 |   -0%  |  0.4462 |
 | 19d     ||  1368.04 |  1341.25 |   -2%  ||     0.52 |     0.52 |   -0%  |  0.7209 |
-| 1a      ||    36.43 |    42.03 |  +15%  ||     0.52 |     0.52 |   +0%  |  0.6717 |
-| 1b      ||    28.27 |    46.48 |  +64%  ||     0.52 |     0.52 |   -0%  |  0.1871 |
-| 1c      ||    33.13 |    40.09 |  +21%  ||     0.52 |     0.52 |   +0%  |  0.4987 |
-| 1d      ||    31.10 |    40.56 |  +30%  ||     0.52 |     0.52 |   +0%  |  0.4894 |
-| 20a     ||   590.18 |   620.88 |   +5%  ||     0.52 |     0.52 |   +0%  |  0.5194 |
+| 20b     ||   447.97 |   421.80 |   -6%  ||     0.52 |     0.52 |   -0%  |  0.5181 |
-| 20c     ||   446.96 |   476.98 |   +7%  ||     0.52 |     0.52 |   -0%  |  0.5712 |
+| 21a     ||    88.81 |    74.07 |  -17%  ||     0.52 |     0.52 |   +0%  |  0.3322 |
-| 21b     ||    94.16 |   129.40 |  +37%  ||     0.52 |     0.52 |   +0%  |  0.2775 |
 | 21c     ||   118.26 |   114.49 |   -3%  ||     0.52 |     0.52 |   -0%  |  0.8969 |
+| 22a     ||   518.70 |   448.47 |  -14%  ||     0.52 |     0.52 |   -0%  |  0.1181 |
-| 22b     ||   278.01 |   312.01 |  +12%  ||     0.52 |     0.52 |   -0%  |  0.3255 |
 | 22c     ||   759.33 |   749.75 |   -1%  ||     0.52 |     0.52 |   -0%  |  0.8574 |
 | 22d     ||  1028.43 |  1010.80 |   -2%  ||     0.52 |     0.52 |   -0%  |  0.7865 |
 | 23a     ||   214.40 |   208.19 |   -3%  ||     0.52 |     0.52 |   +0%  |  0.8613 |
-| 23b     ||   132.18 |   148.55 |  +12%  ||     0.52 |     0.52 |   -0%  |  0.5455 |
+| 23c     ||   210.49 |   193.39 |   -8%  ||     0.52 |     0.52 |   -0%  |  0.5553 |
-| 24a     ||   277.70 |   294.15 |   +6%  ||     0.52 |     0.52 |   +0%  |  0.6647 |
-| 24b     ||   192.85 |   209.61 |   +9%  ||     0.52 |     0.52 |   -0%  |  0.6178 |
+| 25a     ||   518.95 |   465.03 |  -10%  ||     0.52 |     0.52 |   -0%  |  0.2590 |
-| 25b     ||   178.82 |   223.26 |  +25%  ||     0.52 |     0.52 |   +0%  |  0.2083 |
 | 25c     ||   986.30 |  1030.36 |   +4%  ||     0.52 |     0.52 |   +0%  |  0.5170 |
+| 26a     ||   368.59 |   351.56 |   -5%  ||     0.52 |     0.52 |   -0%  |  0.6659 |
+| 26b     ||   237.12 |   194.27 |  -18%  ||     0.52 |     0.52 |   -0%  |  0.1305 |
-| 26c     ||   456.23 |   485.06 |   +6%  ||     0.52 |     0.52 |   +0%  |  0.5198 |
+| 27a     ||   118.36 |    88.78 |  -25%  ||     0.52 |     0.52 |   -0%  |  0.2073 |
 | 27b     ||   126.39 |   125.87 |   -0%  ||     0.52 |     0.52 |   -0%  |  0.9864 |
-| 27c     ||    82.80 |   141.39 |  +71%  ||     0.52 |     0.52 |   -0%  |  0.0512 |
+| 28a     ||   672.20 |   624.82 |   -7%  ||     0.52 |     0.52 |   +0%  |  0.3606 |
+| 28b     ||   180.14 |   167.15 |   -7%  ||     0.52 |     0.52 |   -0%  |  0.6148 |
+| 28c     ||   701.69 |   605.01 |  -14%  ||     0.52 |     0.52 |   +0%  |  0.0854 |
+| 29a     ||   241.96 |   217.91 |  -10%  ||     0.52 |     0.52 |   -0%  |  0.4343 |
 | 29b     ||   175.38 |   180.88 |   +3%  ||     0.52 |     0.52 |   -0%  |  0.8658 |
-| 29c     ||   249.65 |   291.51 |  +17%  ||     0.52 |     0.52 |   -0%  |  0.2111 |
+| 2a      ||   184.45 |   157.52 |  -15%  ||     0.52 |     0.52 |   +0%  |  0.2941 |
-| 2b      ||   130.10 |   136.64 |   +5%  ||     0.52 |     0.52 |   -0%  |  0.7279 |
+| 2c      ||   106.00 |    78.76 |  -26%  ||     0.52 |     0.52 |   -0%  |  0.1375 |
 | 2d      ||   215.80 |   212.96 |   -1%  ||     0.52 |     0.52 |   +0%  |  0.9244 |
-| 30a     ||   365.00 |   405.81 |  +11%  ||     0.52 |     0.52 |   +0%  |  0.3820 |
-| 30b     ||   205.73 |   252.07 |  +23%  ||     0.52 |     0.52 |   -0%  |  0.1792 |
 | 30c     ||   742.37 |   748.54 |   +1%  ||     0.52 |     0.52 |   -0%  |  0.9275 |
-| 31a     ||   303.72 |   360.67 |  +19%  ||     0.52 |     0.52 |   -0%  |  0.1466 |
-| 31b     ||   165.95 |   189.99 |  +14%  ||     0.52 |     0.52 |   -0%  |  0.2975 |
+| 31c     ||   439.18 |   355.72 |  -19%  ||     0.52 |     0.52 |   +0%  |  0.0989 |
 | 32a     ||    52.74 |    53.87 |   +2%  ||     0.52 |     0.52 |   -0%  |  0.9395 |
 | 32b     ||   176.30 |   172.02 |   -2%  ||     0.52 |     0.52 |   -0%  |  0.9062 |
 | 33a     ||    65.75 |    67.02 |   +2%  ||     0.52 |     0.52 |   -0%  |  0.9203 |
+| 33b     ||    69.97 |    62.16 |  -11%  ||     0.52 |     0.52 |   -0%  |  0.5836 |
+| 33c     ||   116.95 |    81.16 |  -31%  ||     0.52 |     0.52 |   -0%  |  0.1845 |
-| 3a      ||   335.15 |   386.13 |  +15%  ||     0.52 |     0.52 |   +0%  |  0.2538 |
+| 3b      ||    61.00 |    53.79 |  -12%  ||     0.52 |     0.52 |   -0%  |  0.5843 |
 | 3c      ||   522.16 |   529.34 |   +1%  ||     0.52 |     0.52 |   +0%  |  0.8930 |
-| 4a      ||   193.99 |   205.38 |   +6%  ||     0.52 |     0.52 |   -0%  |  0.6919 |
+| 4b      ||    59.45 |    55.56 |   -7%  ||     0.52 |     0.52 |   -0%  |  0.7973 |
 | 4c      ||   221.12 |   216.22 |   -2%  ||     0.52 |     0.52 |   -0%  |  0.8770 |
 | 5a      ||   165.11 |   159.66 |   -3%  ||     0.52 |     0.52 |   +0%  |  0.8201 |
-| 5b      ||   174.24 |   195.75 |  +12%  ||     0.52 |     0.52 |   -0%  |  0.4933 |
-| 5c      ||   222.90 |   265.40 |  +19%  ||     0.52 |     0.52 |   +0%  |  0.1410 |
+| 6a      ||   162.76 |   136.20 |  -16%  ||     0.52 |     0.52 |   -0%  |  0.3568 |
+| 6b      ||   199.44 |   173.71 |  -13%  ||     0.52 |     0.52 |   -0%  |  0.3624 |
+| 6c      ||   119.99 |   113.67 |   -5%  ||     0.52 |     0.52 |   -0%  |  0.7494 |
+| 6d      ||   700.01 |   661.00 |   -6%  ||     0.52 |     0.52 |   -0%  |  0.5010 |
+| 6e      ||   135.42 |   120.44 |  -11%  ||     0.52 |     0.52 |   -0%  |  0.4938 |
 | 6f      ||  1062.64 |  1035.34 |   -3%  ||     0.52 |     0.52 |   -0%  |  0.5876 |
-| 7a      ||   121.52 |   133.63 |  +10%  ||     0.52 |     0.52 |   -0%  |  0.5996 |
-| 7b      ||   113.02 |   123.82 |  +10%  ||     0.52 |     0.52 |   +0%  |  0.6193 |
+| 7c      ||  1161.89 |  1030.99 |  -11%  ||     0.52 |     0.52 |   +0%  |  0.0706 |
 | 8a      ||   159.98 |   158.62 |   -1%  ||     0.52 |     0.52 |   +0%  |  0.9664 |
+| 8b      ||   201.35 |   158.94 |  -21%  ||     0.52 |     0.52 |   -0%  |  0.1673 |
 | 8c      ||  1979.56 |  1898.86 |   -4%  ||     0.52 |     0.52 |   -0%  |  0.2518 |
 | 8d      ||   554.83 |   575.46 |   +4%  ||     0.52 |     0.52 |   +0%  |  0.6538 |
-| 9a      ||   514.86 |   613.13 |  +19%  ||     0.52 |     0.52 |   -0%  |  0.1075 |
 | 9b      ||   345.29 |   348.60 |   +1%  ||     0.52 |     0.52 |   -0%  |  0.9392 |
-| 9c      ||   692.83 |   768.59 |  +11%  ||     0.52 |     0.52 |   -0%  |  0.1470 |
 | 9d      ||  1077.57 |  1122.81 |   +4%  ||     0.52 |     0.52 |   -0%  |  0.5010 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 53185.65 | 53180.79 |   -0%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   -0%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

hyriseBenchmarkStarSchema - single-threaded

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: +1%
Configuration Overview - click to expand
 +Configuration Overview---+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter               | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkStarSchema_46f13fa510aa7e8b232b3081ee1a25b7f0958e55_st.json | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkStarSchema_e58fc4007c6ee2e8a35c5eb048411805135eb715_st.json |
 +-------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+-------------------------------------------------------------------------------------------------------------------------------------
10000
-----------+
 |  GIT-HASH               | 46f13fa510aa7e8b232b3081ee1a25b7f0958e55-dirty                                                                                                 | e58fc4007c6ee2e8a35c5eb048411805135eb715-dirty                                                                                                 |
 |  benchmark_mode         | Ordered                                                                                                                                        | Ordered                                                                                                                                        |
 |  build_type             | release                                                                                                                                        | release                                                                                                                                        |
 |  chunk_indexes          | False                                                                                                                                          | False                                                                                                                                          |
 |  chunk_size             | 65535                                                                                                                                          | 65535                                                                                                                                          |
 |  clients                | 1                                                                                                                                              | 1                                                                                                                                              |
 |  compiler               | clang 14.0.0                                                                                                                                   | clang 14.0.0                                                                                                                                   |
 |  cores                  | 0                                                                                                                                              | 0                                                                                                                                              |
 |  data_preparation_cores | 0                                                                                                                                              | 0                                                                                                                                              |
 |  date                   | 2023-09-20 00:29:02                                                                                                                            | 2023-09-19 20:40:17                                                                                                                            |
 |  encoding               | {'default': {'encoding': 'Dictionary'}}                                                                                                        | {'default': {'encoding': 'Dictionary'}}                                                                                                        |
 |  max_duration           | 60000000000                                                                                                                                    | 60000000000                                                                                                                                    |
 |  max_runs               | 100                                                                                                                                            | 100                                                                                                                                            |
 |  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     ||   364.27 |   365.00 |   +0%˄ ||     2.75 |     2.74 |   -0%˄ |  0.8332 |
 | 1.2     ||   103.78 |   102.54 |   -1%˄ ||     9.64 |     9.75 |   +1%˄ |  0.1930 |
 | 1.3     ||   100.72 |   100.67 |   -0%˄ ||     9.93 |     9.93 |   +0%˄ |  0.9262 |
 | 2.1     ||   545.95 |   547.36 |   +0%˄ ||     1.83 |     1.83 |   -0%˄ |  0.3459 |
 | 2.2     ||   286.67 |   287.51 |   +0%˄ ||     3.49 |     3.48 |   -0%˄ |  0.0317 |
 | 2.3     ||   188.52 |   188.73 |   +0%˄ ||     5.30 |     5.30 |   -0%˄ |  0.5057 |
 | 3.1     ||  3027.06 |  3043.82 |   +1%  ||     0.33 |     0.33 |   -1%  |  0.6464 |
 | 3.2     ||   270.91 |   268.32 |   -1%˄ ||     3.69 |     3.73 |   +1%˄ |  0.0355 |
 | 3.3     ||   120.07 |   117.77 |   -2%˄ ||     8.33 |     8.49 |   +2%˄ |  0.0004 |
 | 3.4     ||   112.71 |   110.47 |   -2%˄ ||     8.87 |     9.05 |   +2%˄ |  0.0000 |
 | 4.1     ||  3795.20 |  3776.90 |   -0%  ||     0.26 |     0.26 |   +0%  |  0.5483 |
 | 4.2     ||   856.05 |   844.03 |   -1%  ||     1.17 |     1.18 |   +1%  |  0.0272 |
 | 4.3     ||   269.44 |   266.85 |   -1%˄ ||     3.71 |     3.75 |   +1%˄ |  0.0000 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 10041.37 | 10019.96 |   -0%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   +1%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 |   Notes || ˄ Execution stopped due to max runs reached                            |
 +---------++----------+----------+--------++----------+----------+--------+---------+

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

Sum of avg. item runtimes: -0% || Geometric mean of throughput changes: -0%
Configuration Overview - click to expand
 +Configuration Overview---------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 | Parameter                     | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkStarSchema_46f13fa510aa7e8b232b3081ee1a25b7f0958e55_mt.json | /home/Martin.Boissier/hyrise_master/rel_clang/benchmark_all_results/hyriseBenchmarkStarSchema_e58fc4007c6ee2e8a35c5eb048411805135eb715_mt.json |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 |  GIT-HASH                     | 46f13fa510aa7e8b232b3081ee1a25b7f0958e55-dirty                                                                                                 | e58fc4007c6ee2e8a35c5eb048411805135eb715-dirty                                                                                                 |
 |  benchmark_mode               | Shuffled                                                                                                                                       | Shuffled                                                                                                                                       |
 |  build_type                   | release                                                                                                                                        | release                                                                                                                                        |
 |  chunk_indexes                | False                                                                                                                                          | False                                                                                                                                          |
 |  chunk_size                   | 65535                                                                                                                                          | 65535                                                                                                                                          |
 |  clients                      | 28                                                                                                                                             | 28                                                                                                                                             |
 |  compiler                     | clang 14.0.0                                                                                                                                   | clang 14.0.0                                                                                                                                   |
 |  cores                        | 28                                                                                                                                             | 28                                                                                                                                             |
 |  data_preparation_cores       | 0                                                                                                                                              | 0                                                                                                                                              |
 |  date                         | 2023-09-20 00:36:39                                                                                                                            | 2023-09-19 20:47:53                                                                                                                            |
 |  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 | [28]                                                                                                                                           | [28]                                                                                                                                           |
 |  verify                       | False                                                                                                                                          | False                                                                                                                                          |
 |  warmup_duration              | 0                                                                                                                                              | 0                                                                                                                                              |
 +-------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------+
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Item    || Latency (ms/iter)   | Change || Throughput (iter/s) | Change | p-value |
 |         ||      old |      new |        ||      old |      new |        |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+
+| 1.1     ||   693.29 |   629.96 |   -9%  ||     1.95 |     1.95 |   -0%  |  0.1836 |
 | 1.2     ||   348.81 |   362.43 |   +4%  ||     1.95 |     1.95 |   -0%  |  0.7189 |
+| 1.3     ||   276.12 |   247.56 |  -10%  ||     1.95 |     1.95 |   -0%  |  0.2353 |
 | 2.1     ||  1470.99 |  1477.07 |   +0%  ||     1.95 |     1.95 |   -0%  |  0.9354 |
 | 2.2     ||   797.12 |   807.04 |   +1%  ||     1.95 |     1.95 |   -0%  |  0.8473 |
-| 2.3     ||   347.83 |   375.38 |   +8%  ||     1.95 |     1.95 |   -0%  |  0.4194 |
 | 3.1     ||  2925.86 |  3036.81 |   +4%  ||     1.95 |     1.94 |   -0%  |  0.3227 |
 | 3.2     ||   775.62 |   772.87 |   -0%  ||     1.95 |     1.95 |   -0%  |  0.9591 |
+| 3.3     ||   549.57 |   505.15 |   -8%  ||     1.95 |     1.95 |   -0%  |  0.4033 |
-| 3.4     ||   409.78 |   451.74 |  +10%  ||     1.95 |     1.95 |   -0%  |  0.2834 |
 | 4.1     ||  2851.41 |  2812.18 |   -1%  ||     1.95 |     1.95 |   -0%  |  0.6865 |
 | 4.2     ||  1963.97 |  1980.48 |   +1%  ||     1.95 |     1.95 |   +0%  |  0.8647 |
+| 4.3     ||   835.62 |   757.86 |   -9%  ||     1.95 |     1.95 |   -0%  |  0.2015 |
 +---------++----------+----------+--------++----------+----------+--------+---------+
 | Sum     || 14245.98 | 14216.52 |   -0%  ||          |          |        |         |
 | Geomean ||          |          |        ||          |          |   -0%  |         |
 +---------++----------+----------+--------++----------+----------+--------+---------+

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@Bouncner Bouncner left a comment

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Please don't approve yet. Waiting for SF 1000 timeout numbers (takes foreeeeeever).

@Bouncner
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Still measuring with SF 1000.

But found another issue when we call wait_for_all_tasks and we have too many tasks. An new Assert (added with the semaphores) can be too strict here.

dey4ss added a commit that referenced this pull request Sep 23, 2023
dey4ss added a commit that referenced this pull request Sep 23, 2023
Co-authored-by: Bouncner <martin+github@boissier.de>
@Bouncner Bouncner requested a review from dey4ss October 5, 2023 22:23
@Bouncner Bouncner merged commit f16cc57 into master Oct 8, 2023
@Bouncner Bouncner deleted the martin/fix/numa_nodes branch October 8, 2023 03:26
nikriek pushed a commit that referenced this pull request Oct 28, 2023
No longer create TaskQueues for NUMA nodes without any workers and make scheduler shutdown mechanism more fail safe.

---------

Co-authored-by: Daniel Lindner <27929897+dey4ss@users.noreply.github.com>
nikriek pushed a commit that referenced this pull request Nov 6, 2023
No longer create TaskQueues for NUMA nodes without any workers and make scheduler shutdown mechanism more fail safe.

---------

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