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@ESadek-MO ESadek-MO commented Jul 7, 2025

🚀 Pull Request

Investigating #6547.

This has slowed down benchmarks significantly. The cause of this is that every time metadata is updated, so are points and bounds, even if they don't need updating. Updating points and bounds causes significant slowdowns.

@ESadek-MO ESadek-MO added the benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts label Jul 7, 2025
@ESadek-MO ESadek-MO changed the title tests failing, pushing up for testing. Investigate benchmark changes for mesh timestamps Jul 7, 2025
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codecov bot commented Jul 7, 2025

Codecov Report

Attention: Patch coverage is 86.66667% with 2 lines in your changes missing coverage. Please review.

Project coverage is 89.89%. Comparing base (2822889) to head (55b4a47).
Report is 1 commits behind head on main.

Files with missing lines Patch % Lines
lib/iris/mesh/components.py 83.33% 2 Missing ⚠️
Additional details and impacted files
@@           Coverage Diff           @@
##             main    #6549   +/-   ##
=======================================
  Coverage   89.89%   89.89%           
=======================================
  Files          90       90           
  Lines       24138    24142    +4     
  Branches     4492     4493    +1     
=======================================
+ Hits        21699    21703    +4     
  Misses       1679     1679           
  Partials      760      760           

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github-actions bot commented Jul 7, 2025

⏱️ Performance Benchmark Report: 371284c

Performance shifts
| Change   | Before [5ba6dc1a]    | After [371284c3]    |   Ratio | Benchmark (Parameter)                              |
|----------|----------------------|---------------------|---------|----------------------------------------------------|
| -        | 6.64±0.1ms           | 5.26±0.03ms         |    0.79 | cube.CubeCreation.time_create(True, 'instantiate') |
| -        | 29.6±0.6ms           | 24.3±0.6ms          |    0.82 | load.ugrid.BasicLoading.time_load_file(1)          |
| -        | 29.3±0.4ms           | 24.2±0.4ms          |    0.83 | load.ugrid.BasicLoadingTime.time_load_file(1)      |
| -        | 36.0±0.4ms           | 29.9±0.4ms          |    0.83 | load.ugrid.CallbackTime.time_load_file_callback(1) |
Full benchmark results

Benchmarks that have improved:

| Change   | Before [5ba6dc1a]    | After [371284c3]    |   Ratio | Benchmark (Parameter)                              |
|----------|----------------------|---------------------|---------|----------------------------------------------------|
| -        | 6.64±0.1ms           | 5.26±0.03ms         |    0.79 | cube.CubeCreation.time_create(True, 'instantiate') |
| -        | 29.6±0.6ms           | 24.3±0.6ms          |    0.82 | load.ugrid.BasicLoading.time_load_file(1)          |
| -        | 29.3±0.4ms           | 24.2±0.4ms          |    0.83 | load.ugrid.BasicLoadingTime.time_load_file(1)      |
| -        | 36.0±0.4ms           | 29.9±0.4ms          |    0.83 | load.ugrid.CallbackTime.time_load_file_callback(1) |

Benchmarks that have stayed the same:

| Change   | Before [5ba6dc1a]    | After [371284c3]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 21.4±0.2ms           | 21.6±0.5ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 54.1±0.7ms           | 53.6±1ms            |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 35.6±0.5ms           | 36.0±0.9ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 180±3ms              | 175±4ms             |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 23.6±0.2ms           | 23.5±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 32.5±0.3ms           | 32.4±0.7ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 23.5±0.4ms           | 23.4±0.3ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 32.7±0.5ms           | 32.3±0.6ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 21.2±0.2ms           | 21.1±0.09ms         |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 46.0±1ms             | 46.3±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 129±0.7ms            | 129±3ms             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 129±2ms              | 128±2ms             |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 22.1±0.2ms           | 22.8±0.3ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 49.8±1ms             | 49.6±0.9ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 23.5±0.2ms           | 23.7±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 59.5±1ms             | 58.6±0.7ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 21.0±0.2ms           | 21.3±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 46.0±0.9ms           | 45.5±2ms            |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.07±0.01s           | 1.08±0.01s          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.07±0.01s           | 1.08±0.01s          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 212±3ms              | 214±5ms             |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 353±6ms              | 360±7ms             |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 22.4±0.4ms           | 22.0±0.09ms         |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 31.2±0.1ms           | 31.1±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 22.4±0.2ms           | 22.8±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 60.6±1ms             | 61.0±0.7ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 23.6±0.3ms           | 23.7±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 64.2±1ms             | 63.8±2ms            |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 23.7±0.5ms           | 23.2±0.5ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 60.5±1ms             | 59.9±0.6ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 8.03±0.06ms          | 7.96±0.1ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 22.8±0.7ms           | 22.5±0.6ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 20.5±0.2ms           | 20.3±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 136±4ms              | 131±2ms             |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 8.42±0.05ms          | 8.40±0.1ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 21.6±0.8ms           | 20.9±0.6ms          |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.36±0.07ms          | 8.34±0.2ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 21.1±0.6ms           | 20.8±0.6ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 8.04±0.2ms           | 7.93±0.1ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 21.4±0.6ms           | 20.9±0.5ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 24.8±0.3ms           | 24.5±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 35.9±0.7ms           | 34.7±0.7ms          |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 8.32±0.1ms           | 8.09±0.2ms          |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 22.1±0.7ms           | 21.8±0.6ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 9.11±0.09ms          | 9.28±0.06ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 23.9±0.6ms           | 23.9±0.3ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 8.04±0.2ms           | 7.85±0.08ms         |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 21.2±0.8ms           | 21.0±0.5ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 531±2ms              | 536±6ms             |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 544±3ms              | 545±4ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 45.7±0.5ms           | 46.4±0.9ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 137±3ms              | 141±4ms             |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 8.25±0.06ms          | 8.25±0.1ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 20.7±0.6ms           | 20.5±0.5ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 8.18±0.08ms          | 8.26±0.06ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 23.5±0.8ms           | 22.9±0.7ms          |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.36±0.1ms           | 8.50±0.09ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 23.0±0.5ms           | 22.9±0.6ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.40±0.06ms          | 8.47±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 22.5±0.4ms           | 22.5±0.7ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 22.8±0.2ms           | 23.2±0.3ms          |    1.02 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 84.1±2ms             | 84.9±1ms            |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 23.1±0.6ms           | 23.0±0.3ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 95.8±2ms             | 96.8±1ms            |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 21.9±0.3ms           | 21.6±0.3ms          |    0.98 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 56.9±0.9ms           | 56.4±1ms            |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.55±0.06ms          | 8.50±0.3ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 27.7±0.7ms           | 28.0±1ms            |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.44±0.1ms           | 8.30±0.2ms          |    0.98 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 29.6±0.6ms           | 29.9±0.5ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 8.12±0.06ms          | 8.08±0.1ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 23.7±0.7ms           | 23.3±0.8ms          |    0.98 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 218±2ms              | 221±7ms             |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 287±5ms              | 282±9ms             |    0.98 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.17±0.01ms          | 1.16±0.02ms         |    0.99 | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 408±6μs              | 399±2μs             |    0.98 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 9.62±0.07ms          | 8.18±0.1ms          |    0.85 | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 97.0±2ms             | 97.6±2ms            |    1.01 | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 25.2±0.9ms           | 25.5±0.9ms          |    1.01 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 109±2ms              | 111±2ms             |    1.01 | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 17.5±0.4μs           | 18.0±0.3μs          |    1.03 | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 114±2ms              | 113±2ms             |    0.99 | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 44.8±0.8ms           | 41.0±0.8ms          |    0.92 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 128±2ms              | 127±1ms             |    0.99 | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 17.4±0.2μs           | 17.7±0.2μs          |    1.02 | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 186±2ms              | 189±2ms             |    1.01 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 68.9±2ms             | 73.0±1ms            |    1.06 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 217±2ms              | 222±2ms             |    1.02 | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 52.4±0.4μs           | 52.9±0.8μs          |    1.01 | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 463±5ms              | 461±2ms             |    1    | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 348±3ms              | 350±4ms             |    1.01 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 494±5ms              | 496±5ms             |    1    | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 35.9±0.7ms           | 35.4±0.6ms          |    0.99 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 794±6μs              | 793±10μs            |    1    | import_iris.Iris.time__concatenate                                                          |
|          | 182±4μs              | 189±4μs             |    1.04 | import_iris.Iris.time__constraints                                                          |
|          | 115±2μs              | 119±2μs             |    1.04 | import_iris.Iris.time__data_manager                                                         |
|          | 90.5±0.4μs           | 92.3±2μs            |    1.02 | import_iris.Iris.time__deprecation                                                          |
|          | 161±1μs              | 168±1μs             |    1.05 | import_iris.Iris.time__lazy_data                                                            |
|          | 899±9μs              | 908±9μs             |    1.01 | import_iris.Iris.time__merge                                                                |
|          | 73.6±0.4μs           | 75.4±0.5μs          |    1.02 | import_iris.Iris.time__representation                                                       |
|          | 634±20μs             | 613±8μs             |    0.97 | import_iris.Iris.time_analysis                                                              |
|          | 139±1μs              | 141±2μs             |    1.02 | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 106±0.8μs            | 108±2μs             |    1.02 | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 246±2μs              | 249±8μs             |    1.01 | import_iris.Iris.time_analysis__interpolation                                               |
|          | 189±4μs              | 192±2μs             |    1.02 | import_iris.Iris.time_analysis__regrid                                                      |
|          | 111±1μs              | 112±2μs             |    1.01 | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 134±1μs              | 137±4μs             |    1.02 | import_iris.Iris.time_analysis_calculus                                                     |
|          | 320±2μs              | 327±2μs             |    1.02 | import_iris.Iris.time_analysis_cartography                                                  |
|          | 91.5±2μs             | 92.0±1μs            |    1    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 211±1μs              | 214±3μs             |    1.01 | import_iris.Iris.time_analysis_maths                                                        |
|          | 93.3±0.8μs           | 94.6±2μs            |    1.01 | import_iris.Iris.time_analysis_stats                                                        |
|          | 177±5μs              | 173±3μs             |    0.98 | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 316±20μs             | 320±5μs             |    1.01 | import_iris.Iris.time_aux_factory                                                           |
|          | 80.3±0.3μs           | 82.2±0.2μs          |    1.02 | import_iris.Iris.time_common                                                                |
|          | 158±6μs              | 161±2μs             |    1.02 | import_iris.Iris.time_common_lenient                                                        |
|          | 1.35±0.04ms          | 1.34±0.01ms         |    0.99 | import_iris.Iris.time_common_metadata                                                       |
|          | 169±2μs              | 169±2μs             |    1    | import_iris.Iris.time_common_mixin                                                          |
|          | 1.16±0.02ms          | 1.16±0.01ms         |    1    | import_iris.Iris.time_common_resolve                                                        |
|          | 199±1μs              | 200±1μs             |    1    | import_iris.Iris.time_config                                                                |
|          | 126±0.8μs            | 128±3μs             |    1.01 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 400±30μs             | 390±5μs             |    0.97 | import_iris.Iris.time_coord_systems                                                         |
|          | 763±20μs             | 762±5μs             |    1    | import_iris.Iris.time_coords                                                                |
|          | 678±30μs             | 665±10μs            |    0.98 | import_iris.Iris.time_cube                                                                  |
|          | 242±3μs              | 238±2μs             |    0.98 | import_iris.Iris.time_exceptions                                                            |
|          | 74.8±0.6μs           | 76.4±0.8μs          |    1.02 | import_iris.Iris.time_experimental                                                          |
|          | 178±1μs              | 179±2μs             |    1    | import_iris.Iris.time_fileformats                                                           |
|          | 253±2μs              | 259±3μs             |    1.02 | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.60±0.04ms          | 2.60±0.03ms         |    1    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 75.4±0.9μs           | 76.3±0.5μs          |    1.01 | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 113±0.9μs            | 113±1μs             |    1    | import_iris.Iris.time_fileformats_abf                                                       |
|          | 444±9μs              | 438±6μs             |    0.99 | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.89±0.06ms          | 4.87±0.05ms         |    1    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 72.0±1μs             | 73.3±1μs            |    1.02 | import_iris.Iris.time_fileformats_name                                                      |
|          | 250±0.8μs            | 255±2μs             |    1.02 | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 113±0.6μs            | 116±2μs             |    1.03 | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 118±0.8μs            | 124±2μs             |    1.04 | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 205±4μs              | 211±2μs             |    1.03 | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 802±10μs             | 807±40μs            |    1.01 | import_iris.Iris.time_fileformats_pp                                                        |
|          | 174±1μs              | 179±2μs             |    1.02 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 135±2μs              | 138±2μs             |    1.03 | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 546±4μs              | 548±5μs             |    1    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 219±1μs              | 225±9μs             |    1.02 | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 79.4±0.3μs           | 80.9±0.6μs          |    1.02 | import_iris.Iris.time_fileformats_um                                                        |
|          | 155±1μs              | 160±2μs             |    1.03 | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 136±2μs              | 140±1μs             |    1.03 | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 72.0±1μs             | 73.4±0.8μs          |    1.02 | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 77.6±0.4μs           | 79.0±0.6μs          |    1.02 | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 948±3μs              | 956±10μs            |    1.01 | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 137±3μs              | 141±2μs             |    1.03 | import_iris.Iris.time_io                                                                    |
|          | 173±1μs              | 179±4μs             |    1.04 | import_iris.Iris.time_io_format_picker                                                      |
|          | 213±3μs              | 214±1μs             |    1.01 | import_iris.Iris.time_iris                                                                  |
|          | 126±2μs              | 128±1μs             |    1.02 | import_iris.Iris.time_iterate                                                               |
|          | 8.11±0.1ms           | 8.23±0.04ms         |    1.01 | import_iris.Iris.time_palette                                                               |
|          | 1.77±0.02ms          | 1.77±0.01ms         |    1    | import_iris.Iris.time_plot                                                                  |
|          | 221±2μs              | 218±2μs             |    0.99 | import_iris.Iris.time_quickplot                                                             |
|          | 2.08±0.05ms          | 2.15±0.03ms         |    1.03 | import_iris.Iris.time_std_names                                                             |
|          | 1.80±0.03ms          | 1.83±0.04ms         |    1.02 | import_iris.Iris.time_symbols                                                               |
|          | 89.0±0.8ms           | 88.0±1ms            |    0.99 | import_iris.Iris.time_tests                                                                 |
|          | 251±1μs              | 252±3μs             |    1    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.06±0.03ms          | 5.10±0.05ms         |    1.01 | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 117±2μs              | 118±0.8μs           |    1.01 | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.73±0.01ms          | 2.79±0.03ms         |    1.02 | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.31±0ms             | 1.32±0.01ms         |    1.01 | import_iris.Iris.time_third_party_numpy                                                     |
|          | 168±4μs              | 169±1μs             |    1.01 | import_iris.Iris.time_third_party_scipy                                                     |
|          | 99.9±2μs             | 99.4±0.5μs          |    1    | import_iris.Iris.time_time                                                                  |
|          | 352±3μs              | 356±10μs            |    1.01 | import_iris.Iris.time_util                                                                  |
|          | 71.3±0.4μs           | 72.4±1μs            |    1.02 | iterate.IZip.time_izip                                                                      |
|          | 10.1±0.3ms           | 9.95±0.2ms          |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 17.1±0.6ms           | 17.2±0.2ms          |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 10.2±0.2ms           | 10.0±0.2ms          |    0.98 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 10.0±0.2ms           | 10.0±0.2ms          |    1    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 13.9±0.4ms           | 13.8±0.3ms          |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 10.1±0.2ms           | 10.0±0.07ms         |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.50±0.02s           | 1.51±0.02s          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 12.7±0.3ms           | 12.5±0.3ms          |    0.98 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.52±0.01s           | 1.55±0.02s          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.52±0.03s           | 1.51±0.01s          |    0.99 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 12.9±0.6ms           | 12.3±0.5ms          |    0.95 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.52±0.02s           | 1.53±0.02s          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.35±0.2ms           | 5.38±0.1ms          |    1    | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 12.3±0.5ms           | 12.0±0.1ms          |    0.98 | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.42±0.04ms          | 5.33±0.04ms         |    0.98 | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.32±0.08ms          | 5.40±0.07ms         |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 12.7±0.4ms           | 12.2±0.2ms          |    0.96 | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.26±0.05ms          | 5.32±0.06ms         |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 26.4±2ms             | 27.3±1ms            |    1.03 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 25.8±0.6ms           | 25.3±0.6ms          |    0.98 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 12.4±2ms             | 12.8±1ms            |    1.03 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 29.3±1ms             | 28.8±1ms            |    0.98 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 84.6±0.9ms           | 84.2±0.5ms          |    0.99 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 28.2±1ms             | 28.6±1ms            |    1.02 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 622±10ms             | 618±3ms             |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 3.96±0.1ms           | 3.63±0.1ms          |    0.92 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 619±4ms              | 619±4ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 628±7ms              | 632±6ms             |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 3.99±0.2ms           | 3.76±0.2ms          |    0.94 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 629±3ms              | 628±6ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.17±0.08ms          | 2.18±0.09ms         |    1.01 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 3.73±0.2ms           | 3.48±0.1ms          |    0.93 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 2.17±0.1ms           | 2.12±0.1ms          |    0.98 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.16±0.09ms          | 2.10±0.1ms          |    0.97 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 3.83±0.2ms           | 3.69±0.2ms          |    0.96 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 2.17±0.1ms           | 2.10±0.06ms         |    0.97 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 348±7ms              | 350±1ms             |    1    | load.ManyCubes.time_many_cube_load                                                          |
|          | 91.6±1ms             | 94.2±0.9ms          |    1.03 | load.ManyVars.time_many_var_load                                                            |
|          | 10.1±0.2ms           | 10.2±0.4ms          |    1.02 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.2±0.3ms           | 10.5±0.2ms          |    1.04 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.51±0.02s           | 1.53±0.01s          |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.53±0.02s           | 1.54±0.02s          |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.57±0.2ms           | 5.46±0.04ms         |    0.98 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.37±0.2ms           | 5.50±0.06ms         |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 9.04±0.3ms           | 9.23±0.08ms         |    1.02 | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.66±0.2ms           | 5.61±0.1ms          |    0.99 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.49±0.02s           | 1.50±0.01s          |    1    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 424±8ms              | 428±5ms             |    1.01 | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.39±0.3ms           | 4.44±0.09ms         |    1.01 | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.23±0.3ms           | 4.27±0.02ms         |    1.01 | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 165±2ms              | 165±1ms             |    1    | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 15.5±0.6ms           | 15.8±0.2ms          |    1.01 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 170±3ms              | 168±2ms             |    0.99 | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 34.1±1ms             | 33.4±0.1ms          |    0.98 | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 15.0±0.8ms           | 15.8±0.3ms          |    1.05 | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 33.8±0.8ms           | 33.5±0.2ms          |    0.99 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 212±3ms              | 205±2ms             |    0.97 | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 8.88±0.4ms           | 9.14±0.4ms          |    1.03 | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 17.3±0.6ms           | 18.0±0.6ms          |    1.04 | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 29.6±0.2ms           | 24.8±0.4ms          |    0.84 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 9.04±0.1ms           | 9.14±0.3ms          |    1.01 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 12.0±0.3ms           | 12.4±0.5ms          |    1.03 | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 35.2±0.9ms           | 29.5±0.4ms          |    0.84 | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 284±4ms              | 278±3ms             |    0.98 | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 36.6±0.5ms           | 30.9±0.6ms          |    0.85 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 3.81±0.05ms          | 3.88±0.08ms         |    1.02 | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 6.96±0.1ms           | 7.04±0.1ms          |    1.01 | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 40.5±0.8ms           | 41.4±2ms            |    1.02 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 813±7ms              | 811±10ms            |    1    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.48±0.04s           | 1.45±0.05s          |    0.98 | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 435±9ms              | 439±10ms            |    1.01 | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.42±0G             |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 111±5M               | 110±5M              |    0.99 | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 39.0±3ms             | 38.0±1ms            |    0.97 | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           |    1    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 365±5ns              | 368±2ns             |    1.01 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 194±0.6ms            | 194±2ms             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 771±0.3k             | 771±0.2k            |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.2±0M              | 60.2±0M             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 212±3ms              | 203±1ms             |    0.96 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 206±4ms              | 201±3ms             |    0.98 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 8.83±0.01M           | 8.83±0.01M          |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 27.8±0M              | 27.8±0M             |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 658±8ms              | 656±4ms             |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 1.14±0.01s           | 1.14±0.01s          |    0.99 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 9.92±0.3M            | 9.92±0.3M           |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 101±2M               | 101±2M              |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 622±9ms              | 613±6ms             |    0.99 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 1.10±0.02s           | 1.08±0.01s          |    0.98 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 10.2±0.3M            | 9.94±0.3M           |    0.98 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 102±0.3M             | 102±0.3M            |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(500)                     |
|          | 2.1752849999999997   | 2.1752849999999997  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                  |
|          | 216.01528499999998   | 216.01528499999998  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                 |
|          | 6.91±0.08ms          | 6.71±0.07ms         |    0.97 | plot.AuxSort.time_aux_sort                                                                  |
|          | 77.7±5ms             | 84.0±0.9ms          |    1.08 | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 105±6ms              | 105±6ms             |    0.99 | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 65.7±6ms             | 65.0±5ms            |    0.99 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.08M            | 107±0.08M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.83±0.1ms           | 4.78±0.1ms          |    0.99 | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 658±9ms              | 652±5ms             |    0.99 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 42.8±0.7ms           | 42.4±0.3ms          |    0.99 | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 1.06±0.01s           | 1.06±0.01s          |    1    | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 87.3±0.3ns           | 87.9±5ns            |    1.01 | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 97.4±1ms             | 96.6±0.8ms          |    0.99 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 87.5±0.8ns           | 86.6±0.3ns          |    0.99 | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 460±6ms              | 459±4ms             |    1    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.7±0.3k            | 31.6±0.3k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 10.2±0.3M            | 10.2±0.3M           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 31.7±0.2k            | 31.6±0.3k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 208±20M              | 208±20M             |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 39.6±0.6ms           | 39.9±0.6ms          |    1.01 | stats.PearsonR.time_lazy                                                                    |
|          | 9.79±0.4ms           | 9.80±0.3ms          |    1    | stats.PearsonR.time_real                                                                    |
|          | 29.4±1M              | 29.4±1M             |    1    | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0.01M          |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 26.4±0.7ms           | 25.3±0.6ms          |    0.96 | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 61.9±1ms             | 63.5±0.6ms          |    1.03 | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.75±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Generated by GHA run 16114773893

@ESadek-MO ESadek-MO marked this pull request as draft July 7, 2025 14:35
@ESadek-MO ESadek-MO marked this pull request as ready for review July 7, 2025 14:53
@ESadek-MO ESadek-MO marked this pull request as draft July 7, 2025 14:55
@ESadek-MO ESadek-MO added benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts and removed benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts labels Jul 7, 2025
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github-actions bot commented Jul 7, 2025

⏱️ Performance Benchmark Report: 85ef2ca

Performance shifts
| Change   | Before [5ba6dc1a]    | After [85ef2ca4]    |   Ratio | Benchmark (Parameter)                                                                      |
|----------|----------------------|---------------------|---------|--------------------------------------------------------------------------------------------|
| -        | 9.73±0.2ms           | 1.33±0.02ms         |    0.14 | cube.CubeCreation.time_create(True, 'construct')                                           |
| -        | 6.86±0.2ms           | 903±10μs            |    0.13 | cube.CubeCreation.time_create(True, 'instantiate')                                         |
| -        | 45.2±0.9ms           | 28.1±1ms            |    0.62 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                           |
| -        | 506±5ms              | 282±4ms             |    0.56 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                   |
| -        | 377±8ms              | 161±3ms             |    0.43 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                            |
| -        | 528±5ms              | 322±8ms             |    0.61 | cube.CubeEquality.time_equality(True, True, 'data_inequality')                             |
| -        | 37.2±1ms             | 112±2μs             |    0    | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                         |
| -        | 31.6±1ms             | 19.1±0.8ms          |    0.6  | load.ugrid.BasicLoading.time_load_file(1)                                                  |
| -        | 222±4ms              | 50.4±2ms            |    0.23 | load.ugrid.BasicLoading.time_load_file(200000)                                             |
| -        | 32.3±0.8ms           | 18.9±1ms            |    0.59 | load.ugrid.BasicLoadingTime.time_load_file(1)                                              |
| -        | 31.1±0.6ms           | 19.1±0.4ms          |    0.61 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                         |
| -        | 37.4±0.5ms           | 19.4±1ms            |    0.52 | load.ugrid.Callback.time_load_file_callback(1)                                             |
| -        | 298±4ms              | 60.5±2ms            |    0.2  | load.ugrid.Callback.time_load_file_callback(200000)                                        |
| -        | 37.6±0.7ms           | 20.0±0.6ms          |    0.53 | load.ugrid.CallbackTime.time_load_file_callback(1)                                         |
| -        | 37.6±0.9ms           | 21.1±0.4ms          |    0.56 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                    |
| -        | 220±4ms              | 18.1±0.4ms          |    0.08 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)          |
| -        | 218±3ms              | 21.4±0.6ms          |    0.1  | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)         |
| -        | 8.83±0.01M           | 1.27±0.04M          |    0.14 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)   |
| -        | 693±10ms             | 127±4ms             |    0.18 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)        |
| -        | 1.20±0.01s           | 607±8ms             |    0.51 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)       |
| -        | 9.92±0.3M            | 1.5±0.02M           |    0.15 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50) |
| -        | 654±9ms              | 84.8±3ms            |    0.13 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                            |
| -        | 1.13±0.01s           | 563±4ms             |    0.5  | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                           |
| -        | 9.94±0.3M            | 1.45±0.01M          |    0.15 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                     |
| -        | 697±7ms              | 91.8±2ms            |    0.13 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                            |
| -        | 1.11±0.01s           | 506±20ms            |    0.46 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                           |
| -        | 104±2ms              | 70.5±2ms            |    0.68 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                            |
| -        | 9.92±0.3M            | 1.81±0.2M           |    0.18 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                          |
Full benchmark results

Benchmarks that have improved:

| Change   | Before [5ba6dc1a]    | After [85ef2ca4]    |   Ratio | Benchmark (Parameter)                                                                      |
|----------|----------------------|---------------------|---------|--------------------------------------------------------------------------------------------|
| -        | 9.73±0.2ms           | 1.33±0.02ms         |    0.14 | cube.CubeCreation.time_create(True, 'construct')                                           |
| -        | 6.86±0.2ms           | 903±10μs            |    0.13 | cube.CubeCreation.time_create(True, 'instantiate')                                         |
| -        | 45.2±0.9ms           | 28.1±1ms            |    0.62 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                           |
| -        | 506±5ms              | 282±4ms             |    0.56 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                   |
| -        | 377±8ms              | 161±3ms             |    0.43 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                            |
| -        | 528±5ms              | 322±8ms             |    0.61 | cube.CubeEquality.time_equality(True, True, 'data_inequality')                             |
| -        | 37.2±1ms             | 112±2μs             |    0    | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                         |
| -        | 31.6±1ms             | 19.1±0.8ms          |    0.6  | load.ugrid.BasicLoading.time_load_file(1)                                                  |
| -        | 222±4ms              | 50.4±2ms            |    0.23 | load.ugrid.BasicLoading.time_load_file(200000)                                             |
| -        | 32.3±0.8ms           | 18.9±1ms            |    0.59 | load.ugrid.BasicLoadingTime.time_load_file(1)                                              |
| -        | 31.1±0.6ms           | 19.1±0.4ms          |    0.61 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                         |
| -        | 37.4±0.5ms           | 19.4±1ms            |    0.52 | load.ugrid.Callback.time_load_file_callback(1)                                             |
| -        | 298±4ms              | 60.5±2ms            |    0.2  | load.ugrid.Callback.time_load_file_callback(200000)                                        |
| -        | 37.6±0.7ms           | 20.0±0.6ms          |    0.53 | load.ugrid.CallbackTime.time_load_file_callback(1)                                         |
| -        | 37.6±0.9ms           | 21.1±0.4ms          |    0.56 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                    |
| -        | 220±4ms              | 18.1±0.4ms          |    0.08 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)          |
| -        | 218±3ms              | 21.4±0.6ms          |    0.1  | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)         |
| -        | 8.83±0.01M           | 1.27±0.04M          |    0.14 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)   |
| -        | 693±10ms             | 127±4ms             |    0.18 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)        |
| -        | 1.20±0.01s           | 607±8ms             |    0.51 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)       |
| -        | 9.92±0.3M            | 1.5±0.02M           |    0.15 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50) |
| -        | 654±9ms              | 84.8±3ms            |    0.13 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                            |
| -        | 1.13±0.01s           | 563±4ms             |    0.5  | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                           |
| -        | 9.94±0.3M            | 1.45±0.01M          |    0.15 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                     |
| -        | 697±7ms              | 91.8±2ms            |    0.13 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                            |
| -        | 1.11±0.01s           | 506±20ms            |    0.46 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                           |
| -        | 104±2ms              | 70.5±2ms            |    0.68 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                            |
| -        | 9.92±0.3M            | 1.81±0.2M           |    0.18 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                          |

Benchmarks that have stayed the same:

| Change   | Before [5ba6dc1a]    | After [85ef2ca4]    | Ratio   | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 22.0±0.4ms           | 21.5±0.5ms          | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 56.5±2ms             | 57.8±2ms            | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 37.1±0.9ms           | 37.6±0.6ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 186±6ms              | 189±3ms             | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 25.4±1ms             | 24.7±0.9ms          | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 34.2±0.9ms           | 33.9±1ms            | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 24.7±0.8ms           | 24.4±1ms            | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 33.9±0.7ms           | 34.8±0.9ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 22.4±0.4ms           | 21.9±0.6ms          | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 47.5±3ms             | 47.5±2ms            | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 137±3ms              | 137±2ms             | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 137±2ms              | 137±3ms             | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 23.2±0.8ms           | 23.9±0.6ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 51.1±4ms             | 52.2±2ms            | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 24.6±1ms             | 24.7±0.5ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 62.9±3ms             | 61.4±2ms            | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 21.6±0.5ms           | 21.6±0.8ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 49.3±2ms             | 48.5±2ms            | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.08±0.02s           | 1.09±0.01s          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.08±0.01s           | 1.08±0.01s          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 218±3ms              | 217±3ms             | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 381±8ms              | 391±7ms             | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 23.0±0.5ms           | 23.1±0.9ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 32.7±1ms             | 32.8±0.9ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 23.2±0.5ms           | 23.6±0.8ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 63.4±3ms             | 65.9±3ms            | 1.04    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 24.0±0.6ms           | 24.6±0.6ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 68.2±3ms             | 67.2±1ms            | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 23.6±0.5ms           | 24.6±0.8ms          | 1.04    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 61.8±2ms             | 61.8±4ms            | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 8.23±0.2ms           | 8.44±0.3ms          | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 23.2±1ms             | 24.8±1ms            | 1.07    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 20.7±0.4ms           | 20.9±0.8ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 142±5ms              | 148±5ms             | 1.04    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 8.75±0.2ms           | 8.65±0.06ms         | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 21.7±1ms             | 21.8±0.5ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.52±0.2ms           | 8.63±0.2ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 21.9±0.9ms           | 22.0±0.9ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 8.06±0.2ms           | 8.16±0.2ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 22.6±0.9ms           | 22.7±1ms            | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 25.6±0.7ms           | 25.6±1ms            | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 37.5±1ms             | 36.1±2ms            | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 8.15±0.2ms           | 8.60±0.3ms          | 1.06    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 22.4±1ms             | 22.4±1ms            | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 9.50±0.2ms           | 9.55±0.2ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 24.4±1ms             | 25.1±2ms            | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 8.11±0.3ms           | 8.41±0.2ms          | 1.04    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 22.9±1ms             | 22.0±0.7ms          | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 537±2ms              | 540±5ms             | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 548±4ms              | 545±3ms             | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 46.4±1ms             | 47.0±1ms            | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 150±5ms              | 154±4ms             | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 8.51±0.3ms           | 8.60±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 21.2±0.6ms           | 21.6±0.8ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 8.26±0.2ms           | 8.42±0.1ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 24.5±0.6ms           | 24.5±1ms            | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.62±0.3ms           | 8.96±0.2ms          | 1.04    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 23.8±0.6ms           | 24.1±0.9ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.65±0.2ms           | 8.66±0.2ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 23.5±1ms             | 23.7±1ms            | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 23.9±0.6ms           | 23.8±0.4ms          | 0.99    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 89.5±2ms             | 90.2±3ms            | 1.01    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 23.0±0.4ms           | 23.9±0.6ms          | 1.04    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 101±1ms              | 102±2ms             | 1.02    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 22.0±0.4ms           | 22.6±0.4ms          | 1.02    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 60.5±2ms             | 63.2±3ms            | 1.04    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.89±0.3ms           | 8.95±0.2ms          | 1.01    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 29.0±0.9ms           | 29.4±1ms            | 1.01    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.50±0.1ms           | 8.57±0.2ms          | 1.01    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 31.2±0.9ms           | 30.7±0.4ms          | 0.99    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 8.34±0.09ms          | 8.35±0.2ms          | 1.00    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 24.9±0.9ms           | 25.2±0.8ms          | 1.01    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 222±3ms              | 225±4ms             | 1.01    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 292±6ms              | 302±5ms             | 1.03    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.18±0.02ms          | 1.16±0.01ms         | 0.98    | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 403±5μs              | 409±10μs            | 1.02    | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 100±2ms              | 102±2ms             | 1.01    | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 28.8±2ms             | 29.2±1ms            | 1.02    | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 116±2ms              | 118±2ms             | 1.02    | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 17.5±0.2μs           | 17.5±0.3μs          | 1.00    | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 121±3ms              | 107±4ms             | 0.88    | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 135±4ms              | 121±6ms             | 0.89    | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 17.4±0.1μs           | 17.4±0.2μs          | 1.00    | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 201±2ms              | 198±3ms             | 0.98    | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 74.9±4ms             | 79.0±4ms            | 1.06    | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 226±3ms              | 239±9ms             | 1.06    | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 52.8±0.5μs           | 52.0±0.4μs          | 0.99    | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 865±30μs             | 824±30μs            | 0.95    | import_iris.Iris.time__concatenate                                                          |
|          | 204±3μs              | 199±5μs             | 0.98    | import_iris.Iris.time__constraints                                                          |
|          | 121±2μs              | 116±4μs             | 0.96    | import_iris.Iris.time__data_manager                                                         |
|          | 92.6±2μs             | 94.2±1μs            | 1.02    | import_iris.Iris.time__deprecation                                                          |
|          | 165±3μs              | 165±2μs             | 1.00    | import_iris.Iris.time__lazy_data                                                            |
|          | 941±20μs             | 928±30μs            | 0.99    | import_iris.Iris.time__merge                                                                |
|          | 74.9±0.6μs           | 74.3±0.4μs          | 0.99    | import_iris.Iris.time__representation                                                       |
|          | 662±10μs             | 627±20μs            | 0.95    | import_iris.Iris.time_analysis                                                              |
|          | 145±3μs              | 143±1μs             | 0.98    | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 106±1μs              | 108±2μs             | 1.01    | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 255±6μs              | 254±4μs             | 1.00    | import_iris.Iris.time_analysis__interpolation                                               |
|          | 198±4μs              | 206±8μs             | 1.04    | import_iris.Iris.time_analysis__regrid                                                      |
|          | 116±2μs              | 116±2μs             | 1.00    | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 136±2μs              | 138±2μs             | 1.01    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 330±3μs              | 331±7μs             | 1.00    | import_iris.Iris.time_analysis_cartography                                                  |
|          | 91.0±1μs             | 92.7±0.7μs          | 1.02    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 213±7μs              | 213±4μs             | 1.00    | import_iris.Iris.time_analysis_maths                                                        |
|          | 94.1±2μs             | 97.3±1μs            | 1.03    | import_iris.Iris.time_analysis_stats                                                        |
|          | 179±6μs              | 177±2μs             | 0.99    | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 350±20μs             | 352±30μs            | 1.01    | import_iris.Iris.time_aux_factory                                                           |
|          | 82.0±1μs             | 82.6±1μs            | 1.01    | import_iris.Iris.time_common                                                                |
|          | 171±9μs              | 170±5μs             | 1.00    | import_iris.Iris.time_common_lenient                                                        |
|          | 1.44±0.1ms           | 1.49±0.09ms         | 1.03    | import_iris.Iris.time_common_metadata                                                       |
|          | 183±5μs              | 182±3μs             | 0.99    | import_iris.Iris.time_common_mixin                                                          |
|          | 1.18±0.04ms          | 1.22±0.03ms         | 1.03    | import_iris.Iris.time_common_resolve                                                        |
|          | 201±3μs              | 203±2μs             | 1.01    | import_iris.Iris.time_config                                                                |
|          | 127±1μs              | 126±1μs             | 0.99    | import_iris.Iris.time_coord_categorisation                                                  |
|          | 423±20μs             | 423±20μs            | 1.00    | import_iris.Iris.time_coord_systems                                                         |
|          | 813±30μs             | 806±40μs            | 0.99    | import_iris.Iris.time_coords                                                                |
|          | 678±70μs             | 679±40μs            | 1.00    | import_iris.Iris.time_cube                                                                  |
|          | 249±3μs              | 246±3μs             | 0.99    | import_iris.Iris.time_exceptions                                                            |
|          | 74.3±1μs             | 74.6±1μs            | 1.00    | import_iris.Iris.time_experimental                                                          |
|          | 179±1μs              | 180±2μs             | 1.01    | import_iris.Iris.time_fileformats                                                           |
|          | 276±10μs             | 271±5μs             | 0.98    | import_iris.Iris.time_fileformats__ff                                                       |
|          | 3.76±0.5ms           | 2.81±0.2ms          | ~0.75   | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 76.1±1μs             | 76.9±0.8μs          | 1.01    | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 115±2μs              | 116±2μs             | 1.00    | import_iris.Iris.time_fileformats_abf                                                       |
|          | 473±20μs             | 456±10μs            | 0.96    | import_iris.Iris.time_fileformats_cf                                                        |
|          | 5.61±0.6ms           | 5.69±0.4ms          | 1.02    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 72.4±0.8μs           | 72.2±0.6μs          | 1.00    | import_iris.Iris.time_fileformats_name                                                      |
|          | 255±4μs              | 258±4μs             | 1.01    | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 114±1μs              | 116±2μs             | 1.02    | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 125±2μs              | 125±1μs             | 1.00    | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 211±7μs              | 208±2μs             | 0.99    | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 868±50μs             | 836±30μs            | 0.96    | import_iris.Iris.time_fileformats_pp                                                        |
|          | 177±2μs              | 179±1μs             | 1.01    | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 136±2μs              | 139±1μs             | 1.02    | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 541±7μs              | 560±9μs             | 1.04    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 231±4μs              | 233±5μs             | 1.01    | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 80.9±1μs             | 81.9±1μs            | 1.01    | import_iris.Iris.time_fileformats_um                                                        |
|          | 160±2μs              | 162±2μs             | 1.01    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 144±2μs              | 145±2μs             | 1.01    | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 72.3±0.6μs           | 72.7±0.5μs          | 1.01    | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 80.3±2μs             | 79.6±2μs            | 0.99    | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 958±20μs             | 969±20μs            | 1.01    | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 139±2μs              | 139±3μs             | 1.00    | import_iris.Iris.time_io                                                                    |
|          | 184±8μs              | 197±6μs             | 1.07    | import_iris.Iris.time_io_format_picker                                                      |
|          | 215±5μs              | 216±4μs             | 1.00    | import_iris.Iris.time_iris                                                                  |
|          | 133±3μs              | 128±2μs             | 0.97    | import_iris.Iris.time_iterate                                                               |
|          | 8.29±0.2ms           | 8.52±0.3ms          | 1.03    | import_iris.Iris.time_palette                                                               |
|          | 1.78±0.04ms          | 2.03±0.1ms          | 1.14    | import_iris.Iris.time_plot                                                                  |
|          | 222±2μs              | 223±2μs             | 1.00    | import_iris.Iris.time_quickplot                                                             |
|          | 2.56±0.5ms           | 2.66±0.6ms          | 1.04    | import_iris.Iris.time_std_names                                                             |
|          | 1.84±0.03ms          | 1.86±0.03ms         | 1.01    | import_iris.Iris.time_symbols                                                               |
|          | 89.8±5ms             | 89.2±3ms            | 0.99    | import_iris.Iris.time_tests                                                                 |
|          | 252±3μs              | 257±1μs             | 1.02    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.68±0.2ms           | 5.60±0.1ms          | 0.99    | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 119±2μs              | 120±2μs             | 1.01    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.81±0.07ms          | 2.83±0.05ms         | 1.01    | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.31±0.02ms          | 1.35±0.02ms         | 1.03    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 166±1μs              | 173±3μs             | 1.05    | import_iris.Iris.time_third_party_scipy                                                     |
|          | 104±2μs              | 104±1μs             | 1.00    | import_iris.Iris.time_time                                                                  |
|          | 366±3μs              | 353±5μs             | 0.96    | import_iris.Iris.time_util                                                                  |
|          | 72.6±1μs             | 72.3±2μs            | 1.00    | iterate.IZip.time_izip                                                                      |
|          | 10.3±0.3ms           | 11.2±0.5ms          | 1.08    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 17.7±0.3ms           | 18.5±0.8ms          | 1.04    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 10.8±0.6ms           | 10.9±0.5ms          | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 11.0±0.6ms           | 10.7±0.6ms          | 0.97    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 14.8±0.5ms           | 15.3±0.6ms          | 1.03    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 10.8±0.4ms           | 10.9±0.3ms          | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.54±0.01s           | 1.56±0.01s          | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 14.1±0.3ms           | 13.7±0.6ms          | 0.97    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.55±0.01s           | 1.57±0.01s          | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.53±0.02s           | 1.56±0.01s          | 1.02    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 13.4±0.5ms           | 13.7±0.3ms          | 1.02    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.56±0.01s           | 1.58±0.01s          | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.83±0.1ms           | 5.69±0.1ms          | 0.97    | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 13.1±0.5ms           | 13.0±0.4ms          | 0.99    | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.44±0.1ms           | 5.88±0.3ms          | 1.08    | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.49±0.2ms           | 5.86±0.4ms          | 1.07    | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 13.2±0.6ms           | 13.6±0.3ms          | 1.03    | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.54±0.3ms           | 5.90±0.3ms          | 1.07    | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 25.1±2ms             | 28.4±2ms            | 1.13    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 28.3±2ms             | 26.5±0.7ms          | 0.94    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 12.8±1ms             | 14.5±1ms            | 1.13    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 29.4±2ms             | 29.5±1ms            | 1.00    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 87.4±2ms             | 86.7±1ms            | 0.99    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 30.0±1ms             | 29.5±2ms            | 0.98    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 647±7ms              | 642±10ms            | 0.99    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 4.17±0.2ms           | 4.00±0.2ms          | 0.96    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 648±6ms              | 651±10ms            | 1.00    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 660±10ms             | 655±8ms             | 0.99    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 4.16±0.3ms           | 4.03±0.2ms          | 0.97    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 654±10ms             | 663±10ms            | 1.01    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.42±0.2ms           | 2.40±0.1ms          | 0.99    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 4.12±0.1ms           | 4.07±0.2ms          | 0.99    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 2.31±0.1ms           | 2.34±0.07ms         | 1.01    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.49±0.3ms           | 2.37±0.1ms          | 0.95    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 3.95±0.2ms           | 4.24±0.2ms          | 1.07    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 2.40±0.1ms           | 2.32±0.05ms         | 0.97    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 365±6ms              | 361±5ms             | 0.99    | load.ManyCubes.time_many_cube_load                                                          |
|          | 94.4±2ms             | 93.8±1ms            | 0.99    | load.ManyVars.time_many_var_load                                                            |
|          | 10.6±0.5ms           | 11.2±0.3ms          | 1.05    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.3±0.2ms           | 11.3±0.7ms          | 1.10    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.57±0.02s           | 1.58±0.01s          | 1.01    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.56±0.01s           | 1.58±0.01s          | 1.02    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.39±0.2ms           | 5.58±0.1ms          | 1.04    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 6.55±0.6ms           | 6.24±0.5ms          | 0.95    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 9.87±0.6ms           | 9.81±0.4ms          | 0.99    | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 6.49±0.2ms           | 6.29±0.3ms          | 0.97    | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.53±0.02s           | 1.54±0.01s          | 1.01    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 439±8ms              | 432±3ms             | 0.99    | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.76±0.6ms           | 4.74±0.2ms          | 1.00    | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.57±0.3ms           | 4.54±0.2ms          | 0.99    | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 168±1ms              | 172±2ms             | 1.02    | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 16.8±0.4ms           | 17.3±0.3ms          | 1.03    | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 170±2ms              | 173±3ms             | 1.02    | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 35.0±0.7ms           | 35.1±0.7ms          | 1.00    | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 16.6±0.4ms           | 16.9±0.4ms          | 1.02    | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 34.7±0.5ms           | 35.1±0.6ms          | 1.01    | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 10.4±0.8ms           | 10.8±0.4ms          | 1.04    | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 19.2±0.6ms           | 18.6±0.6ms          | 0.97    | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 9.91±0.7ms           | 10.6±0.4ms          | 1.07    | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 13.6±0.2ms           | 13.4±0.5ms          | 0.98    | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 4.09±0.2ms           | 3.95±0.2ms          | 0.97    | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 7.24±0.3ms           | 7.11±0.4ms          | 0.98    | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 45.1±2ms             | 44.6±2ms            | 0.99    | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 827±8ms              | 833±20ms            | 1.01    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.49±0.04s           | 1.51±0.04s          | 1.01    | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 453±7ms              | 455±10ms            | 1.01    | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.42±0G             | 1.00    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 114±5M               | 111±5M              | 0.97    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 38.9±4ms             | 39.4±4ms            | 1.01    | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           | 1.00    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 365±4ns              | 365±4ns             | 1.00    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 197±2ms              | 196±1ms             | 1.00    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 771±0.4k             | 772±0.5k            | 1.00    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.2±0M              | 60.2±0M             | 1.00    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 27.8±0M              | 25±0.04M            | 0.90    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 101±2M               | 96.5±0.02M          | 0.95    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 102±0.3M             | 96.5±0.03M          | 0.95    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(500)                     |
|          | 2.1752849999999997   | 2.1752849999999997  | 1.00    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                  |
|          | 216.01528499999998   | 216.01528499999998  | 1.00    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                 |
|          | 7.17±0.4ms           | 7.21±0.2ms          | 1.01    | plot.AuxSort.time_aux_sort                                                                  |
|          | 83.8±2ms             | 85.5±5ms            | 1.02    | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              | 1.00    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 108±3ms              | 109±7ms             | 1.01    | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 69.0±4ms             | 70.0±5ms            | 1.01    | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.08M            | 107±0.08M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.91±0.4ms           | 5.69±0.4ms          | 1.16    | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 45.0±1ms             | 45.1±0.7ms          | 1.00    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 87.7±0.4ns           | 86.8±0.3ns          | 0.99    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 88.6±1ns             | 88.2±0.9ns          | 1.00    | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 477±3ms              | 440±6ms             | 0.92    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.7±0.3k            | 31.5±0.4k           | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 31.6±0.3k            | 31.6±0.4k           | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 191±10M              | 225±20M             | 1.18    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 43.0±2ms             | 42.8±1ms            | 1.00    | stats.PearsonR.time_lazy                                                                    |
|          | 11.7±1ms             | 10.4±0.5ms          | 0.89    | stats.PearsonR.time_real                                                                    |
|          | 27.6±1M              | 29.8±0.5M           | 1.08    | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0.01M          | 1.00    | stats.PearsonR.tracemalloc_real                                                             |
|          | 29.2±1ms             | 28.6±1ms            | 0.98    | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 63.5±0.7ms           | 63.7±0.3ms          | 1.00    | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.75±0.02M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Generated by GHA run 16120447932

@ESadek-MO ESadek-MO added benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts and removed benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts labels Jul 8, 2025
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ESadek-MO commented Jul 8, 2025

#6549 (comment)

These benchmarks I think redeem the previous slow-downs, but used dodgy logic to do so and caused test failures.
They can be used as a quick reference as to whether any further changes remove this improvement.

Note that we did expect adding timestamps would introduce slowdowns, but not overwhelmingly significant ones.

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github-actions bot commented Jul 8, 2025

⏱️ Performance Benchmark Report: 217571e

Performance shifts
| Change   | Before [b62c7434]    | After [217571e4]    |   Ratio | Benchmark (Parameter)                                                               |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------------------|
| -        | 9.65±0.08ms          | 7.89±0.2ms          |    0.82 | cube.CubeCreation.time_create(True, 'construct')                                    |
| -        | 6.76±0.07ms          | 3.80±0.06ms         |    0.56 | cube.CubeCreation.time_create(True, 'instantiate')                                  |
| -        | 30.2±0.5ms           | 22.6±1ms            |    0.75 | load.ugrid.BasicLoading.time_load_file(1)                                           |
| -        | 215±4ms              | 167±2ms             |    0.78 | load.ugrid.BasicLoading.time_load_file(200000)                                      |
| -        | 30.5±0.07ms          | 22.5±0.9ms          |    0.74 | load.ugrid.BasicLoadingTime.time_load_file(1)                                       |
| -        | 30.3±0.6ms           | 22.5±0.9ms          |    0.74 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                  |
| -        | 35.3±0.5ms           | 26.5±0.8ms          |    0.75 | load.ugrid.Callback.time_load_file_callback(1)                                      |
| -        | 35.9±0.3ms           | 26.6±0.5ms          |    0.74 | load.ugrid.CallbackTime.time_load_file_callback(1)                                  |
| -        | 37.1±0.7ms           | 28.3±0.7ms          |    0.76 | load.ugrid.CallbackTime.time_load_file_callback(200000)                             |
| -        | 667±10ms             | 499±8ms             |    0.75 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50) |
| -        | 623±9ms              | 464±7ms             |    0.74 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                     |
| -        | 668±5ms              | 472±4ms             |    0.71 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                     |
| -        | 1.06±0.01s           | 860±5ms             |    0.81 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                    |
Full benchmark results

Benchmarks that have improved:

| Change   | Before [b62c7434]    | After [217571e4]    |   Ratio | Benchmark (Parameter)                                                               |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------------------|
| -        | 9.65±0.08ms          | 7.89±0.2ms          |    0.82 | cube.CubeCreation.time_create(True, 'construct')                                    |
| -        | 6.76±0.07ms          | 3.80±0.06ms         |    0.56 | cube.CubeCreation.time_create(True, 'instantiate')                                  |
| -        | 30.2±0.5ms           | 22.6±1ms            |    0.75 | load.ugrid.BasicLoading.time_load_file(1)                                           |
| -        | 215±4ms              | 167±2ms             |    0.78 | load.ugrid.BasicLoading.time_load_file(200000)                                      |
| -        | 30.5±0.07ms          | 22.5±0.9ms          |    0.74 | load.ugrid.BasicLoadingTime.time_load_file(1)                                       |
| -        | 30.3±0.6ms           | 22.5±0.9ms          |    0.74 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                  |
| -        | 35.3±0.5ms           | 26.5±0.8ms          |    0.75 | load.ugrid.Callback.time_load_file_callback(1)                                      |
| -        | 35.9±0.3ms           | 26.6±0.5ms          |    0.74 | load.ugrid.CallbackTime.time_load_file_callback(1)                                  |
| -        | 37.1±0.7ms           | 28.3±0.7ms          |    0.76 | load.ugrid.CallbackTime.time_load_file_callback(200000)                             |
| -        | 667±10ms             | 499±8ms             |    0.75 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50) |
| -        | 623±9ms              | 464±7ms             |    0.74 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                     |
| -        | 668±5ms              | 472±4ms             |    0.71 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                     |
| -        | 1.06±0.01s           | 860±5ms             |    0.81 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                    |

Benchmarks that have stayed the same:

| Change   | Before [b62c7434]    | After [217571e4]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 21.5±0.2ms           | 21.2±0.3ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 52.7±1ms             | 52.9±1ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 35.8±0.6ms           | 35.4±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 170±6ms              | 171±3ms             |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 23.2±0.2ms           | 23.1±0.4ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 32.1±0.6ms           | 32.3±0.5ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 23.7±0.5ms           | 23.5±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 32.1±0.8ms           | 32.3±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 21.0±0.2ms           | 21.4±0.5ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 45.3±1ms             | 45.0±1ms            |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 128±2ms              | 128±2ms             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 131±3ms              | 128±2ms             |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 22.5±0.2ms           | 22.2±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 48.7±1ms             | 48.5±1ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 23.6±0.4ms           | 23.6±0.1ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 58.8±2ms             | 58.4±1ms            |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 21.4±0.2ms           | 20.9±0.2ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 45.6±1ms             | 45.4±0.6ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.10±0.01s           | 1.08±0.01s          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.09±0.01s           | 1.07±0.01s          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 218±3ms              | 214±4ms             |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 362±10ms             | 347±10ms            |    0.96 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 22.4±0.3ms           | 22.1±0.08ms         |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 30.8±0.7ms           | 30.4±0.4ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 22.9±0.4ms           | 22.6±0.1ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 60.3±0.8ms           | 60.5±1ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 23.8±0.4ms           | 23.6±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 62.3±2ms             | 62.0±0.7ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 23.5±0.6ms           | 23.0±0.4ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 59.6±2ms             | 58.7±0.9ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 7.99±0.08ms          | 8.13±0.05ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 22.3±0.7ms           | 22.4±0.8ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 20.4±0.2ms           | 20.1±0.3ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 128±7ms              | 132±6ms             |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 8.51±0.1ms           | 8.41±0.04ms         |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 20.6±0.5ms           | 20.7±0.7ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.30±0.08ms          | 8.44±0.09ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 20.7±0.6ms           | 20.7±0.5ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 8.05±0.1ms           | 7.87±0.2ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 21.0±0.8ms           | 21.0±0.6ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 24.6±0.4ms           | 24.8±0.5ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 34.4±0.7ms           | 34.6±1ms            |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 8.23±0.06ms          | 8.30±0.07ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 21.3±0.7ms           | 21.0±0.7ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 9.12±0.2ms           | 9.39±0.1ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 23.7±0.5ms           | 23.0±0.7ms          |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 7.91±0.1ms           | 7.85±0.05ms         |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 20.9±0.7ms           | 20.9±0.6ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 536±3ms              | 531±2ms             |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 544±4ms              | 542±4ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 46.1±0.8ms           | 45.3±0.3ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 134±4ms              | 134±5ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 8.22±0.1ms           | 8.33±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 20.2±0.6ms           | 20.1±0.7ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 8.36±0.04ms          | 8.15±0.09ms         |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 23.2±0.8ms           | 22.4±0.7ms          |    0.96 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.39±0.2ms           | 8.52±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 22.9±0.7ms           | 22.2±0.6ms          |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.48±0.2ms           | 8.40±0.1ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 22.2±0.8ms           | 22.0±0.8ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 23.1±0.3ms           | 22.8±0.6ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 83.5±1ms             | 82.8±2ms            |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 22.7±0.1ms           | 22.5±0.3ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 95.8±1ms             | 94.8±2ms            |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 21.7±0.1ms           | 21.5±0.2ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 56.1±0.9ms           | 55.0±2ms            |    0.98 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.55±0.1ms           | 8.36±0.1ms          |    0.98 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 27.6±0.7ms           | 27.8±1ms            |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.28±0.1ms           | 8.30±0.09ms         |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 29.2±0.9ms           | 29.1±0.8ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 8.09±0.06ms          | 8.09±0.1ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 23.0±0.6ms           | 22.6±0.8ms          |    0.98 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 229±4ms              | 218±1ms             |    0.95 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 284±2ms              | 277±4ms             |    0.97 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.16±0.01ms          | 1.16±0.02ms         |    1    | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 394±6μs              | 400±3μs             |    1.01 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 91.7±1ms             | 91.6±2ms            |    1    | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 25.9±1ms             | 24.9±0.8ms          |    0.96 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 105±2ms              | 105±2ms             |    1    | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 17.4±0.1μs           | 18.0±0.5μs          |    1.03 | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 111±3ms              | 106±3ms             |    0.95 | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 44.4±1ms             | 39.5±1ms            |    0.89 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 125±0.8ms            | 120±3ms             |    0.96 | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 17.5±0.2μs           | 17.8±0.3μs          |    1.01 | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 177±1ms              | 173±4ms             |    0.98 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 69.5±0.9ms           | 65.8±2ms            |    0.95 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 208±3ms              | 206±4ms             |    0.99 | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 52.3±1μs             | 52.4±0.8μs          |    1    | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 466±6ms              | 444±8ms             |    0.95 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 344±8ms              | 331±9ms             |    0.96 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 503±8ms              | 476±9ms             |    0.95 | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 35.5±0.4ms           | 34.9±0.3ms          |    0.98 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 798±10μs             | 781±30μs            |    0.98 | import_iris.Iris.time__concatenate                                                          |
|          | 191±4μs              | 182±10μs            |    0.95 | import_iris.Iris.time__constraints                                                          |
|          | 115±1μs              | 114±4μs             |    0.99 | import_iris.Iris.time__data_manager                                                         |
|          | 92.5±0.6μs           | 93.3±3μs            |    1.01 | import_iris.Iris.time__deprecation                                                          |
|          | 162±1μs              | 162±2μs             |    1    | import_iris.Iris.time__lazy_data                                                            |
|          | 910±20μs             | 895±7μs             |    0.98 | import_iris.Iris.time__merge                                                                |
|          | 77.4±1μs             | 74.7±0.7μs          |    0.97 | import_iris.Iris.time__representation                                                       |
|          | 613±9μs              | 612±8μs             |    1    | import_iris.Iris.time_analysis                                                              |
|          | 140±0.7μs            | 140±2μs             |    1    | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 106±0.7μs            | 106±2μs             |    1    | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 251±4μs              | 249±5μs             |    0.99 | import_iris.Iris.time_analysis__interpolation                                               |
|          | 192±8μs              | 190±4μs             |    0.99 | import_iris.Iris.time_analysis__regrid                                                      |
|          | 113±1μs              | 110±5μs             |    0.98 | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 136±0.9μs            | 136±1μs             |    1    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 326±3μs              | 326±3μs             |    1    | import_iris.Iris.time_analysis_cartography                                                  |
|          | 92.6±2μs             | 92.0±0.8μs          |    0.99 | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 214±2μs              | 211±2μs             |    0.98 | import_iris.Iris.time_analysis_maths                                                        |
|          | 95.8±1μs             | 94.3±2μs            |    0.98 | import_iris.Iris.time_analysis_stats                                                        |
|          | 175±5μs              | 171±3μs             |    0.98 | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 324±8μs              | 315±4μs             |    0.97 | import_iris.Iris.time_aux_factory                                                           |
|          | 81.9±0.6μs           | 81.0±0.7μs          |    0.99 | import_iris.Iris.time_common                                                                |
|          | 161±2μs              | 158±3μs             |    0.98 | import_iris.Iris.time_common_lenient                                                        |
|          | 1.40±0.04ms          | 1.34±0.03ms         |    0.95 | import_iris.Iris.time_common_metadata                                                       |
|          | 175±3μs              | 167±2μs             |    0.96 | import_iris.Iris.time_common_mixin                                                          |
|          | 1.16±0.01ms          | 1.16±0.01ms         |    1    | import_iris.Iris.time_common_resolve                                                        |
|          | 201±1μs              | 199±3μs             |    0.99 | import_iris.Iris.time_config                                                                |
|          | 127±1μs              | 124±1μs             |    0.98 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 390±10μs             | 377±8μs             |    0.97 | import_iris.Iris.time_coord_systems                                                         |
|          | 769±7μs              | 751±10μs            |    0.98 | import_iris.Iris.time_coords                                                                |
|          | 646±10μs             | 637±20μs            |    0.99 | import_iris.Iris.time_cube                                                                  |
|          | 240±6μs              | 237±2μs             |    0.98 | import_iris.Iris.time_exceptions                                                            |
|          | 75.2±0.8μs           | 74.4±0.7μs          |    0.99 | import_iris.Iris.time_experimental                                                          |
|          | 180±1μs              | 179±0.8μs           |    1    | import_iris.Iris.time_fileformats                                                           |
|          | 270±8μs              | 255±5μs             |    0.94 | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.65±0.07ms          | 2.59±0.2ms          |    0.98 | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 76.1±1μs             | 75.8±0.7μs          |    1    | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 113±1μs              | 112±1μs             |    0.99 | import_iris.Iris.time_fileformats_abf                                                       |
|          | 431±6μs              | 439±10μs            |    1.02 | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.75±0.07ms          | 4.67±0.2ms          |    0.98 | import_iris.Iris.time_fileformats_dot                                                       |
|          | 72.8±0.6μs           | 71.9±0.5μs          |    0.99 | import_iris.Iris.time_fileformats_name                                                      |
|          | 250±2μs              | 248±3μs             |    0.99 | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 115±0.6μs            | 115±1μs             |    1    | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 123±2μs              | 122±1μs             |    0.99 | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 208±0.7μs            | 208±3μs             |    1    | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 810±9μs              | 808±20μs            |    1    | import_iris.Iris.time_fileformats_pp                                                        |
|          | 178±3μs              | 177±2μs             |    0.99 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 136±0.6μs            | 136±4μs             |    1    | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 542±4μs              | 543±7μs             |    1    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 224±2μs              | 222±4μs             |    0.99 | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 81.7±0.6μs           | 80.4±1μs            |    0.98 | import_iris.Iris.time_fileformats_um                                                        |
|          | 159±4μs              | 159±4μs             |    1    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 141±2μs              | 139±2μs             |    0.99 | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 73.7±0.4μs           | 73.0±0.6μs          |    0.99 | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 78.9±0.3μs           | 78.9±0.6μs          |    1    | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 947±6μs              | 949±6μs             |    1    | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 138±2μs              | 139±3μs             |    1    | import_iris.Iris.time_io                                                                    |
|          | 177±3μs              | 173±5μs             |    0.98 | import_iris.Iris.time_io_format_picker                                                      |
|          | 215±3μs              | 213±1μs             |    0.99 | import_iris.Iris.time_iris                                                                  |
|          | 127±2μs              | 126±3μs             |    0.99 | import_iris.Iris.time_iterate                                                               |
|          | 8.24±0.2ms           | 8.14±0.2ms          |    0.99 | import_iris.Iris.time_palette                                                               |
|          | 1.75±0.05ms          | 1.76±0.01ms         |    1.01 | import_iris.Iris.time_plot                                                                  |
|          | 221±2μs              | 217±2μs             |    0.98 | import_iris.Iris.time_quickplot                                                             |
|          | 2.09±0.05ms          | 2.14±0.06ms         |    1.02 | import_iris.Iris.time_std_names                                                             |
|          | 1.84±0.01ms          | 1.83±0.02ms         |    1    | import_iris.Iris.time_symbols                                                               |
|          | 273±2ms              | 274±6ms             |    1    | import_iris.Iris.time_tests                                                                 |
|          | 250±2μs              | 255±4μs             |    1.02 | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.12±0.1ms           | 5.08±0.2ms          |    0.99 | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 118±0.9μs            | 117±0.7μs           |    1    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.73±0.02ms          | 2.75±0.04ms         |    1.01 | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.33±0.01ms          | 1.32±0.02ms         |    0.99 | import_iris.Iris.time_third_party_numpy                                                     |
|          | 170±2μs              | 168±4μs             |    0.99 | import_iris.Iris.time_third_party_scipy                                                     |
|          | 99.3±1μs             | 98.5±2μs            |    0.99 | import_iris.Iris.time_time                                                                  |
|          | 350±3μs              | 347±4μs             |    0.99 | import_iris.Iris.time_util                                                                  |
|          | 72.7±1μs             | 72.6±0.8μs          |    1    | iterate.IZip.time_izip                                                                      |
|          | 10.1±0.08ms          | 9.98±0.03ms         |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 16.0±0.7ms           | 15.5±0.1ms          |    0.97 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 10.2±0.2ms           | 10.0±0.08ms         |    0.98 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 10.2±0.2ms           | 9.89±0.03ms         |    0.97 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 13.7±0.4ms           | 13.1±0.08ms         |    0.96 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 10.1±0.1ms           | 10.0±0.05ms         |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.52±0.02s           | 1.52±0.01s          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 12.6±0.2ms           | 12.1±0.1ms          |    0.96 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.55±0.02s           | 1.51±0.01s          |    0.97 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.53±0.01s           | 1.49±0.01s          |    0.97 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 12.5±0.08ms          | 12.1±0.3ms          |    0.97 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.55±0.01s           | 1.51±0.01s          |    0.97 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.46±0.1ms           | 5.35±0.03ms         |    0.98 | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 11.9±0.3ms           | 11.9±0.1ms          |    1    | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.39±0.02ms          | 5.27±0.03ms         |    0.98 | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.38±0.08ms          | 5.29±0.01ms         |    0.98 | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 11.9±0.4ms           | 11.9±0.09ms         |    0.99 | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.54±0.1ms           | 5.25±0.02ms         |    0.95 | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 24.3±1ms             | 22.9±1ms            |    0.94 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 24.8±0.4ms           | 23.6±0.3ms          |    0.95 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 11.7±1ms             | 12.2±2ms            |    1.04 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 28.1±2ms             | 28.4±2ms            |    1.01 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 83.3±0.8ms           | 82.4±0.2ms          |    0.99 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 28.8±1ms             | 27.3±1ms            |    0.95 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 612±6ms              | 600±6ms             |    0.98 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 3.37±0.3ms           | 3.32±0.1ms          |    0.98 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 608±8ms              | 604±7ms             |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 623±8ms              | 613±9ms             |    0.98 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 3.54±0.2ms           | 3.42±0.1ms          |    0.97 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 612±10ms             | 613±3ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.13±0.08ms          | 2.09±0.04ms         |    0.98 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 3.38±0.1ms           | 3.26±0.1ms          |    0.96 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 2.04±0.07ms          | 2.03±0.04ms         |    1    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.13±0.07ms          | 2.14±0.06ms         |    1    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 3.41±0.1ms           | 3.39±0.04ms         |    0.99 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 2.09±0.08ms          | 2.02±0.05ms         |    0.97 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 344±4ms              | 340±2ms             |    0.99 | load.ManyCubes.time_many_cube_load                                                          |
|          | 90.0±2ms             | 90.6±0.5ms          |    1.01 | load.ManyVars.time_many_var_load                                                            |
|          | 10.3±0.1ms           | 10.1±0.08ms         |    0.97 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.3±0.09ms          | 10.1±0.08ms         |    0.99 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.56±0.01s           | 1.52±0s             |    0.97 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.54±0.01s           | 1.53±0.01s          |    1    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.47±0.02ms          | 5.36±0.03ms         |    0.98 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.43±0.06ms          | 5.35±0.02ms         |    0.99 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 9.12±0.08ms          | 9.10±0.1ms          |    1    | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.70±0.04ms          | 5.59±0.02ms         |    0.98 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.50±0.02s           | 1.50±0.02s          |    1    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 426±3ms              | 423±4ms             |    0.99 | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.48±0.02ms          | 4.40±0.02ms         |    0.98 | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.30±0.05ms          | 4.20±0.01ms         |    0.98 | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 167±0.6ms            | 164±1ms             |    0.98 | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 15.8±0.3ms           | 15.0±0.3ms          |    0.95 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 168±1ms              | 166±2ms             |    0.98 | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 33.3±0.3ms           | 32.7±0.1ms          |    0.98 | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 14.8±0.4ms           | 14.7±0.06ms         |    0.99 | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 33.2±0.5ms           | 33.0±0.2ms          |    0.99 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 9.45±0.4ms           | 8.89±0.5ms          |    0.94 | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 18.2±0.3ms           | 16.3±1ms            |    0.89 | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 9.01±0.1ms           | 9.34±0.4ms          |    1.04 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 12.3±0.2ms           | 11.4±0.9ms          |    0.93 | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 285±2ms              | 242±1ms             |    0.85 | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 3.81±0.06ms          | 3.67±0.09ms         |    0.96 | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 6.91±0.2ms           | 6.52±0.2ms          |    0.94 | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 39.7±0.8ms           | 35.0±2ms            |    0.88 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 774±7ms              | 768±10ms            |    0.99 | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.41±0.03s           | 1.37±0.04s          |    0.98 | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 434±5ms              | 430±6ms             |    0.99 | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.42±0G             |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±5M               | 111±5M              |    1    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 38.6±6ms             | 38.8±3ms            |    1    | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           |    1    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 366±8ns              | 361±2ns             |    0.99 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 198±2ms              | 195±2ms             |    0.99 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 771±0.3k             | 771±0.2k            |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.2±0M              | 60.2±0M             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 214±5ms              | 187±4ms             |    0.87 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 210±4ms              | 184±2ms             |    0.88 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 8.83±0.01M           | 8.81±0M             |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 27.8±0M              | 28.3±0M             |    1.02 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 1.13±0.01s           | 964±9ms             |    0.86 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 9.92±0.3M            | 9.17±0.4M           |    0.92 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 101±2M               | 102±0.03M           |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 1.07±0.01s           | 915±7ms             |    0.85 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 10.2±0.3M            | 9.17±0.4M           |    0.9  | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 102±0.3M             | 102±0.06M           |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(500)                     |
|          | 2.1752849999999997   | 2.1752849999999997  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                  |
|          | 216.01528499999998   | 216.01528499999998  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                 |
|          | 6.77±0.04ms          | 6.67±0.1ms          |    0.99 | plot.AuxSort.time_aux_sort                                                                  |
|          | 79.8±4ms             | 80.0±2ms            |    1    | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 106±6ms              | 103±6ms             |    0.98 | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 65.0±6ms             | 63.2±6ms            |    0.97 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.08M            | 107±0.09M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.81±0.1ms           | 4.73±0.2ms          |    0.98 | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 40.9±0.3ms           | 40.5±0.2ms          |    0.99 | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 86.4±0.5ns           | 87.0±0.5ns          |    1.01 | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 95.1±2ms             | 94.4±2ms            |    0.99 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 86.6±0.5ns           | 87.2±1ns            |    1.01 | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 449±6ms              | 444±3ms             |    0.99 | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.6±0.3k            | 31.8±0.3k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 10.2±0.3M            | 9.26±0.2M           |    0.91 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 31.8±0.3k            | 31.6±0.3k           |    0.99 | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 200±10M              | 208±20M             |    1.04 | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 39.6±0.3ms           | 39.7±0.5ms          |    1    | stats.PearsonR.time_lazy                                                                    |
|          | 9.41±0.2ms           | 9.14±0.1ms          |    0.97 | stats.PearsonR.time_real                                                                    |
|          | 29.5±0.8M            | 29.4±0.7M           |    1    | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0.01M          |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 24.9±0.5ms           | 24.6±0.5ms          |    0.98 | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 62.2±1ms             | 60.4±0.5ms          |    0.97 | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.75±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Generated by GHA run 16138351549

@ESadek-MO
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ESadek-MO commented Jul 8, 2025

So, this latest solution still doesn't seem to be cutting it, which suggests most of the slowdowns are that they are accessing metadata repeatedly, and therefore constantly refreshing points and bounds, which is comparatively slow.

I think the only other solution I can think of would be to create a second timestamp, one for metadata, one for points and bounds, and to only update points and bounds if they have been updated. This makes the solution messier, but should remove the massive slow down.

I considered explicitly checking that self.points_and_bounds == mesh.points_and_bounds, but since bounds aren't stored on the mesh, this would mean if bounds were updated but points weren't, it wouldn't update.

EDIT:
Solution discussed with @pp-mo is to remove metadata from timestamps entirely, since they're rather low cost, and instead try and make timestamps only update on changes to points and bounds. If this works, I might need to add one more test to ensure update_from_mesh() isn't called when metadata is changed/ fetched.

@ESadek-MO ESadek-MO added benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts and removed benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts labels Jul 8, 2025
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github-actions bot commented Jul 8, 2025

⏱️ Performance Benchmark Report: 618d938

Performance shifts
| Change   | Before [fdb4b493]    | After [618d9382]    |   Ratio | Benchmark (Parameter)                                                               |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------------------|
| -        | 6.54±0.08ms          | 5.04±0.06ms         |    0.77 | cube.CubeCreation.time_create(True, 'instantiate')                                  |
| -        | 206±3ms              | 170±2ms             |    0.83 | load.ugrid.BasicLoading.time_load_file(200000)                                      |
| -        | 648±6ms              | 507±6ms             |    0.78 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50) |
| -        | 622±7ms              | 466±6ms             |    0.75 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                     |
| -        | 654±10ms             | 482±6ms             |    0.74 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                     |
Full benchmark results

Benchmarks that have improved:

| Change   | Before [fdb4b493]    | After [618d9382]    |   Ratio | Benchmark (Parameter)                                                               |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------------------|
| -        | 6.54±0.08ms          | 5.04±0.06ms         |    0.77 | cube.CubeCreation.time_create(True, 'instantiate')                                  |
| -        | 206±3ms              | 170±2ms             |    0.83 | load.ugrid.BasicLoading.time_load_file(200000)                                      |
| -        | 648±6ms              | 507±6ms             |    0.78 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50) |
| -        | 622±7ms              | 466±6ms             |    0.75 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                     |
| -        | 654±10ms             | 482±6ms             |    0.74 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                     |

Benchmarks that have stayed the same:

| Change   | Before [fdb4b493]    | After [618d9382]    | Ratio   | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 21.5±0.3ms           | 21.1±0.3ms          | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 53.1±1ms             | 53.5±2ms            | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 35.3±0.3ms           | 35.0±0.5ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 171±2ms              | 172±3ms             | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 23.3±0.2ms           | 22.6±0.2ms          | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 32.8±0.4ms           | 31.9±0.3ms          | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 23.2±0.3ms           | 23.1±0.2ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 32.4±0.5ms           | 32.5±0.4ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 21.2±0.1ms           | 21.0±0.09ms         | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 45.4±1ms             | 44.6±1ms            | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 125±1ms              | 125±0.7ms           | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 126±2ms              | 128±2ms             | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 22.2±0.2ms           | 21.9±0.3ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 49.1±0.9ms           | 48.4±1ms            | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 24.0±0.5ms           | 23.2±0.4ms          | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 58.8±1ms             | 57.8±1ms            | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 21.0±0.3ms           | 21.2±0.2ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 44.6±0.5ms           | 44.9±0.9ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.07±0.01s           | 1.06±0.02s          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.06±0.01s           | 1.06±0.01s          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 209±2ms              | 209±3ms             | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 340±10ms             | 348±10ms            | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 22.0±0.4ms           | 21.9±0.2ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 30.2±0.4ms           | 30.7±0.4ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 22.2±0.3ms           | 22.1±0.3ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 59.7±1ms             | 60.2±0.7ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 23.3±0.2ms           | 23.2±0.2ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 61.6±0.4ms           | 62.0±0.9ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 22.9±0.3ms           | 23.1±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 58.8±1ms             | 57.8±1ms            | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 7.98±0.06ms          | 8.04±0.05ms         | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 22.1±0.6ms           | 22.0±0.5ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 20.0±0.2ms           | 19.9±0.3ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 125±2ms              | 127±2ms             | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 8.21±0.07ms          | 8.17±0.07ms         | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 20.3±0.5ms           | 20.7±0.9ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.33±0.1ms           | 8.24±0.09ms         | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 20.2±0.4ms           | 20.1±0.5ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 7.75±0.1ms           | 7.81±0.1ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 21.0±0.7ms           | 20.4±0.6ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 24.6±0.4ms           | 24.1±0.3ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 35.3±1ms             | 34.0±0.8ms          | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 8.21±0.2ms           | 8.00±0.06ms         | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 21.3±0.6ms           | 20.8±0.4ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 9.19±0.1ms           | 9.08±0.1ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 23.5±0.7ms           | 23.4±0.6ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 7.79±0.07ms          | 7.71±0.1ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 20.9±0.6ms           | 20.6±0.6ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 531±3ms              | 529±2ms             | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 546±5ms              | 541±5ms             | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 44.9±0.6ms           | 45.0±0.4ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 133±2ms              | 134±3ms             | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 8.11±0.1ms           | 8.22±0.09ms         | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 19.8±0.4ms           | 20.1±0.6ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 8.08±0.08ms          | 8.12±0.1ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 22.8±0.9ms           | 22.9±0.8ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.30±0.1ms           | 8.45±0.2ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 22.5±0.5ms           | 22.3±0.8ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.34±0.1ms           | 8.25±0.2ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 22.3±0.5ms           | 21.5±0.5ms          | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 22.6±0.2ms           | 22.4±0.4ms          | 0.99    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 81.6±1ms             | 83.1±2ms            | 1.02    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 22.1±0.2ms           | 22.9±0.3ms          | 1.03    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 95.3±3ms             | 94.5±1ms            | 0.99    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 21.7±0.3ms           | 21.6±0.1ms          | 1.00    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 56.8±3ms             | 55.8±2ms            | 0.98    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.39±0.07ms          | 8.38±0.03ms         | 1.00    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 27.7±0.6ms           | 26.9±0.5ms          | 0.97    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.23±0.1ms           | 8.27±0.1ms          | 1.01    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 29.2±0.8ms           | 28.5±0.5ms          | 0.98    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 8.14±0.06ms          | 8.02±0.2ms          | 0.99    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 23.1±0.6ms           | 23.0±0.7ms          | 0.99    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 220±3ms              | 219±4ms             | 1.00    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 272±5ms              | 272±3ms             | 1.00    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.14±0.01ms          | 1.14±0.01ms         | 1.00    | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 403±4μs              | 395±8μs             | 0.98    | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 9.67±0.2ms           | 9.66±0.1ms          | 1.00    | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 91.1±1ms             | 93.6±2ms            | 1.03    | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 24.8±0.4ms           | 24.6±0.7ms          | 0.99    | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 107±2ms              | 106±3ms             | 0.99    | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 17.6±0.3μs           | 17.4±0.2μs          | 0.99    | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 113±1ms              | 112±3ms             | 0.99    | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 42.6±1ms             | 43.5±0.7ms          | 1.02    | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 124±1ms              | 123±2ms             | 0.99    | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 17.5±0.3μs           | 17.3±0.3μs          | 0.99    | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 177±0.8ms            | 174±7ms             | 0.98    | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 67.5±2ms             | 68.0±3ms            | 1.01    | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 209±2ms              | 207±5ms             | 0.99    | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 52.5±0.4μs           | 52.0±0.8μs          | 0.99    | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 455±5ms              | 456±4ms             | 1.00    | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 342±3ms              | 343±5ms             | 1.00    | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 489±8ms              | 484±5ms             | 0.99    | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 35.2±1ms             | 35.2±0.7ms          | 1.00    | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 814±30μs             | 783±30μs            | 0.96    | import_iris.Iris.time__concatenate                                                          |
|          | 186±1μs              | 182±2μs             | 0.98    | import_iris.Iris.time__constraints                                                          |
|          | 114±0.7μs            | 113±1μs             | 1.00    | import_iris.Iris.time__data_manager                                                         |
|          | 90.6±0.4μs           | 89.8±0.7μs          | 0.99    | import_iris.Iris.time__deprecation                                                          |
|          | 162±2μs              | 159±4μs             | 0.98    | import_iris.Iris.time__lazy_data                                                            |
|          | 893±10μs             | 889±10μs            | 1.00    | import_iris.Iris.time__merge                                                                |
|          | 74.2±0.3μs           | 74.3±1μs            | 1.00    | import_iris.Iris.time__representation                                                       |
|          | 598±7μs              | 606±10μs            | 1.01    | import_iris.Iris.time_analysis                                                              |
|          | 138±1μs              | 140±1μs             | 1.01    | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 105±0.5μs            | 104±0.5μs           | 0.99    | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 247±2μs              | 243±3μs             | 0.98    | import_iris.Iris.time_analysis__interpolation                                               |
|          | 192±2μs              | 188±1μs             | 0.98    | import_iris.Iris.time_analysis__regrid                                                      |
|          | 108±0.5μs            | 109±0.8μs           | 1.01    | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 135±0.5μs            | 134±0.6μs           | 0.99    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 320±2μs              | 323±6μs             | 1.01    | import_iris.Iris.time_analysis_cartography                                                  |
|          | 90.3±0.6μs           | 90.5±1μs            | 1.00    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 209±2μs              | 207±2μs             | 0.99    | import_iris.Iris.time_analysis_maths                                                        |
|          | 94.5±0.4μs           | 92.2±0.4μs          | 0.98    | import_iris.Iris.time_analysis_stats                                                        |
|          | 171±4μs              | 168±2μs             | 0.98    | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 320±7μs              | 314±6μs             | 0.98    | import_iris.Iris.time_aux_factory                                                           |
|          | 80.6±0.8μs           | 79.8±0.4μs          | 0.99    | import_iris.Iris.time_common                                                                |
|          | 158±1μs              | 159±2μs             | 1.01    | import_iris.Iris.time_common_lenient                                                        |
|          | 1.33±0.01ms          | 1.31±0.01ms         | 0.99    | import_iris.Iris.time_common_metadata                                                       |
|          | 167±2μs              | 167±1μs             | 1.00    | import_iris.Iris.time_common_mixin                                                          |
|          | 1.16±0.01ms          | 1.16±0.02ms         | 0.99    | import_iris.Iris.time_common_resolve                                                        |
|          | 197±3μs              | 196±2μs             | 0.99    | import_iris.Iris.time_config                                                                |
|          | 125±0.5μs            | 124±0.4μs           | 0.99    | import_iris.Iris.time_coord_categorisation                                                  |
|          | 374±5μs              | 371±4μs             | 0.99    | import_iris.Iris.time_coord_systems                                                         |
|          | 746±5μs              | 745±10μs            | 1.00    | import_iris.Iris.time_coords                                                                |
|          | 630±10μs             | 642±8μs             | 1.02    | import_iris.Iris.time_cube                                                                  |
|          | 237±5μs              | 232±1μs             | 0.98    | import_iris.Iris.time_exceptions                                                            |
|          | 74.2±0.4μs           | 74.6±0.9μs          | 1.01    | import_iris.Iris.time_experimental                                                          |
|          | 192±20μs             | 177±1μs             | 0.92    | import_iris.Iris.time_fileformats                                                           |
|          | 259±4μs              | 250±3μs             | 0.97    | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.58±0.03ms          | 2.59±0.02ms         | 1.00    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 75.0±0.3μs           | 74.9±0.4μs          | 1.00    | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 113±0.8μs            | 111±0.6μs           | 0.98    | import_iris.Iris.time_fileformats_abf                                                       |
|          | 437±8μs              | 433±7μs             | 0.99    | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.72±0.05ms          | 4.67±0.03ms         | 0.99    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 70.8±0.4μs           | 70.5±0.4μs          | 1.00    | import_iris.Iris.time_fileformats_name                                                      |
|          | 252±1μs              | 246±0.9μs           | 0.98    | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 114±0.7μs            | 112±0.9μs           | 0.98    | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 119±1μs              | 119±3μs             | 1.00    | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 211±3μs              | 204±2μs             | 0.97    | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 784±6μs              | 774±5μs             | 0.99    | import_iris.Iris.time_fileformats_pp                                                        |
|          | 175±2μs              | 173±1μs             | 0.99    | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 134±0.8μs            | 133±2μs             | 0.99    | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 537±5μs              | 537±6μs             | 1.00    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 221±4μs              | 218±2μs             | 0.98    | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 80.2±0.9μs           | 79.8±0.4μs          | 0.99    | import_iris.Iris.time_fileformats_um                                                        |
|          | 153±0.8μs            | 154±0.7μs           | 1.01    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 138±0.7μs            | 135±1μs             | 0.98    | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 72.5±0.5μs           | 72.3±0.4μs          | 1.00    | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 77.4±0.2μs           | 78.5±2μs            | 1.01    | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 949±7μs              | 949±5μs             | 1.00    | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 136±2μs              | 134±0.9μs           | 0.99    | import_iris.Iris.time_io                                                                    |
|          | 172±0.9μs            | 173±2μs             | 1.01    | import_iris.Iris.time_io_format_picker                                                      |
|          | 211±1μs              | 208±0.7μs           | 0.99    | import_iris.Iris.time_iris                                                                  |
|          | 125±0.8μs            | 125±2μs             | 1.00    | import_iris.Iris.time_iterate                                                               |
|          | 8.03±0.1ms           | 7.92±0.03ms         | 0.99    | import_iris.Iris.time_palette                                                               |
|          | 1.76±0.04ms          | 1.75±0.01ms         | 1.00    | import_iris.Iris.time_plot                                                                  |
|          | 215±2μs              | 215±0.5μs           | 1.00    | import_iris.Iris.time_quickplot                                                             |
|          | 2.13±0.04ms          | 2.11±0.03ms         | 0.99    | import_iris.Iris.time_std_names                                                             |
|          | 1.79±0.01ms          | 1.78±0.02ms         | 0.99    | import_iris.Iris.time_symbols                                                               |
|          | 276±10ms             | 276±5ms             | 1.00    | import_iris.Iris.time_tests                                                                 |
|          | 251±5μs              | 250±3μs             | 0.99    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.03±0.04ms          | 5.06±0.03ms         | 1.01    | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 117±2μs              | 117±2μs             | 1.00    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.74±0.02ms          | 2.70±0.03ms         | 0.99    | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.30±0.02ms          | 1.31±0ms            | 1.00    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 168±1μs              | 165±0.4μs           | 0.99    | import_iris.Iris.time_third_party_scipy                                                     |
|          | 97.1±0.9μs           | 100.0±2μs           | 1.03    | import_iris.Iris.time_time                                                                  |
|          | 346±2μs              | 354±4μs             | 1.02    | import_iris.Iris.time_util                                                                  |
|          | 71.0±0.5μs           | 71.0±1μs            | 1.00    | iterate.IZip.time_izip                                                                      |
|          | 9.88±0.09ms          | 10.3±0.3ms          | 1.04    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 16.1±0.5ms           | 17.6±0.8ms          | 1.09    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 9.92±0.07ms          | 10.4±0.4ms          | 1.04    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.85±0.1ms           | 10.1±0.2ms          | 1.03    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 13.3±0.2ms           | 14.2±0.3ms          | 1.07    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.86±0.06ms          | 10.1±0.1ms          | 1.03    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.49±0.01s           | 1.53±0.03s          | 1.03    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 12.1±0.06ms          | 12.3±0.5ms          | 1.02    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.50±0.02s           | 1.55±0.01s          | 1.03    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.48±0.01s           | 1.52±0.02s          | 1.03    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 12.3±0.2ms           | 12.7±0.3ms          | 1.04    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.50±0.01s           | 1.53±0.01s          | 1.02    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.26±0.04ms          | 5.44±0.08ms         | 1.03    | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 11.9±0.04ms          | 12.2±0.2ms          | 1.02    | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.24±0.02ms          | 5.40±0.06ms         | 1.03    | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.26±0.06ms          | 5.36±0.06ms         | 1.02    | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 11.8±0.1ms           | 12.3±0.2ms          | 1.04    | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.26±0.1ms           | 5.40±0.05ms         | 1.03    | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 24.3±2ms             | 24.0±0.9ms          | 0.99    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 25.1±0.5ms           | 25.5±0.5ms          | 1.02    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 12.2±1ms             | 12.8±2ms            | 1.05    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 28.5±1ms             | 28.7±1ms            | 1.01    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 83.2±0.8ms           | 83.7±0.7ms          | 1.01    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 27.9±1ms             | 28.1±1ms            | 1.01    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 609±3ms              | 614±3ms             | 1.01    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 3.31±0.3ms           | 3.60±0.09ms         | 1.09    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 601±5ms              | 613±4ms             | 1.02    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 608±2ms              | 619±4ms             | 1.02    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 3.46±0.1ms           | 3.55±0.1ms          | 1.03    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 608±2ms              | 615±4ms             | 1.01    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.05±0.08ms          | 2.10±0.1ms          | 1.03    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 3.37±0.1ms           | 3.55±0.1ms          | 1.06    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 2.05±0.07ms          | 2.06±0.09ms         | 1.01    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.06±0.05ms          | 2.08±0.1ms          | 1.01    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 3.51±0.1ms           | 3.69±0.2ms          | 1.05    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 2.11±0.05ms          | 2.16±0.08ms         | 1.03    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 339±1ms              | 344±3ms             | 1.01    | load.ManyCubes.time_many_cube_load                                                          |
|          | 88.6±0.5ms           | 91.3±0.5ms          | 1.03    | load.ManyVars.time_many_var_load                                                            |
|          | 9.95±0.08ms          | 10.1±0.05ms         | 1.02    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.1±0.09ms          | 10.2±0.06ms         | 1.01    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.50±0.02s           | 1.52±0.01s          | 1.02    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.52±0.02s           | 1.51±0.02s          | 1.00    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.34±0.04ms          | 5.41±0.05ms         | 1.01    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.26±0.04ms          | 5.33±0.02ms         | 1.01    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 8.90±0.1ms           | 9.07±0.2ms          | 1.02    | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.59±0.1ms           | 5.73±0.08ms         | 1.03    | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.49±0.02s           | 1.49±0.01s          | 1.00    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 415±2ms              | 419±10ms            | 1.01    | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.36±0.03ms          | 4.40±0.1ms          | 1.01    | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.22±0.07ms          | 4.26±0.1ms          | 1.01    | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 165±2ms              | 169±3ms             | 1.02    | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 15.0±0.1ms           | 15.2±0.09ms         | 1.02    | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 165±0.4ms            | 168±1ms             | 1.02    | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 32.9±0.4ms           | 33.4±0.5ms          | 1.02    | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 14.8±0.2ms           | 15.5±0.4ms          | 1.05    | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 32.6±0.1ms           | 34.1±0.8ms          | 1.05    | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 29.4±0.4ms           | 26.9±0.3ms          | 0.91    | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 8.93±0.2ms           | 8.67±0.08ms         | 0.97    | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 17.2±1ms             | 16.6±0.4ms          | 0.96    | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 29.3±0.6ms           | 27.0±0.4ms          | 0.92    | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 28.1±1ms             | 26.7±0.6ms          | 0.95    | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 8.81±0.2ms           | 8.87±0.1ms          | 1.01    | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 11.5±0.5ms           | 11.7±0.4ms          | 1.02    | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 34.9±0.4ms           | 31.8±0.6ms          | 0.91    | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 279±4ms              | 244±4ms             | 0.88    | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 33.6±0.3ms           | 32.8±1ms            | 0.98    | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 35.7±0.7ms           | 33.2±1ms            | 0.93    | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 3.79±0.07ms          | 3.76±0.06ms         | 0.99    | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 6.70±0.08ms          | 6.73±0.1ms          | 1.00    | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 37.2±1ms             | 36.2±1ms            | 0.97    | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 775±7ms              | 769±5ms             | 0.99    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.40±0.04s           | 1.40±0.02s          | 1.00    | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 431±10ms             | 422±5ms             | 0.98    | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.42±0G             | 1.00    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 114±6M               | 111±5M              | 0.98    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 39.6±2ms             | 32.0±4ms            | ~0.81   | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           | 1.00    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 366±8ns              | 372±3ns             | 1.02    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 195±3ms              | 195±3ms             | 1.00    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 771±0.3k             | 771±0.2k            | 1.00    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.2±0M              | 60.2±0M             | 1.00    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 206±3ms              | 189±3ms             | 0.92    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 205±2ms              | 188±2ms             | 0.92    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 8.83±0.01M           | 8.81±0M             | 1.00    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 27.8±0M              | 28.3±0M             | 1.02    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 1.12±0.01s           | 967±7ms             | 0.86    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 9.92±0.3M            | 9.32±0.3M           | 0.94    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 101±2M               | 102±0.03M           | 1.00    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 1.08±0.01s           | 924±7ms             | 0.86    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 9.94±0.3M            | 9.16±0.4M           | 0.92    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 102±0.3M             | 102±0.06M           | 1.00    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(500)                     |
|          | 2.1752849999999997   | 2.1752849999999997  | 1.00    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                  |
|          | 216.01528499999998   | 216.01528499999998  | 1.00    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                 |
|          | 6.81±0.08ms          | 6.83±0.06ms         | 1.00    | plot.AuxSort.time_aux_sort                                                                  |
|          | 80.0±4ms             | 81.4±5ms            | 1.02    | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              | 1.00    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 104±6ms              | 104±7ms             | 1.00    | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 62.7±4ms             | 65.2±6ms            | 1.04    | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.08M            | 107±0.08M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.76±0.3ms           | 4.71±0.08ms         | 0.99    | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 41.0±0.6ms           | 41.1±0.6ms          | 1.00    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 1.04±0.01s           | 877±9ms             | 0.84    | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 87.3±2ns             | 86.9±2ns            | 1.00    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 94.2±0.9ms           | 95.8±1ms            | 1.02    | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 87.8±2ns             | 86.8±0.4ns          | 0.99    | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 445±3ms              | 450±3ms             | 1.01    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.7±0.3k            | 31.8±0.2k           | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 10.2±0.3M            | 9.17±0.4M           | 0.90    | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 31.8±0.3k            | 31.7±0.4k           | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 217±20M              | 225±20M             | 1.04    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 39.0±0.5ms           | 39.6±0.6ms          | 1.02    | stats.PearsonR.time_lazy                                                                    |
|          | 9.25±0.2ms           | 9.51±0.1ms          | 1.03    | stats.PearsonR.time_real                                                                    |
|          | 29.4±0.9M            | 29.1±1M             | 0.99    | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0.01M          | 1.00    | stats.PearsonR.tracemalloc_real                                                             |
|          | 24.7±0.4ms           | 25.6±0.5ms          | 1.04    | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 61.5±0.7ms           | 62.7±1ms            | 1.02    | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.75±0.02M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Generated by GHA run 16144217828

@ESadek-MO ESadek-MO added benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts and removed benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts labels Jul 9, 2025
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github-actions bot commented Jul 9, 2025

⏱️ Performance Benchmark Report: 95bc8aa

Performance shifts

Full benchmark results

Benchmarks that have stayed the same:

| Change   | Before [fdb4b493]    | After [95bc8aa1]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 21.5±0.3ms           | 21.4±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 52.8±0.9ms           | 52.3±0.8ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 35.1±0.3ms           | 35.0±0.4ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 163±2ms              | 165±2ms             |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 23.2±0.2ms           | 23.1±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 31.3±0.3ms           | 31.4±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 23.2±0.4ms           | 22.9±0.3ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 31.1±0.3ms           | 31.5±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 21.3±0.3ms           | 21.2±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 44.3±1ms             | 45.1±1ms            |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 125±0.7ms            | 125±0.8ms           |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 127±1ms              | 125±2ms             |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 22.0±0.2ms           | 22.4±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 48.2±0.5ms           | 48.5±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 23.3±0.1ms           | 23.2±0.1ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 57.6±0.7ms           | 57.5±1ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 21.2±0.1ms           | 20.9±0.2ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 44.6±1ms             | 44.6±0.6ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.08±0.01s           | 1.07±0.01s          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.06±0.01s           | 1.06±0.01s          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 208±2ms              | 207±2ms             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 337±6ms              | 341±9ms             |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 21.9±0.2ms           | 22.1±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 29.9±0.3ms           | 30.1±0.4ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 22.7±0.3ms           | 21.9±0.1ms          |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 59.2±0.4ms           | 59.4±1ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 23.0±0.09ms          | 23.2±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 61.4±0.7ms           | 61.3±1ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 22.7±0.2ms           | 22.7±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 57.6±0.9ms           | 58.2±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 7.88±0.04ms          | 7.91±0.1ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 21.5±0.7ms           | 21.6±0.7ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 19.9±0.2ms           | 20.0±0.2ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 124±1ms              | 125±2ms             |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 8.45±0.09ms          | 8.40±0.1ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 19.9±0.7ms           | 19.8±0.6ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.19±0.1ms           | 8.19±0.06ms         |    1    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 19.7±0.6ms           | 20.0±0.6ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 7.79±0.1ms           | 7.80±0.09ms         |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 20.4±0.7ms           | 20.5±0.6ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 24.2±0.3ms           | 24.2±0.2ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 34.4±0.9ms           | 34.3±0.8ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 8.18±0.1ms           | 8.19±0.08ms         |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 20.4±0.6ms           | 20.6±0.7ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 9.03±0.1ms           | 9.01±0.2ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 22.5±0.6ms           | 23.0±0.7ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 7.99±0.07ms          | 7.77±0.06ms         |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 20.4±0.6ms           | 20.2±0.6ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 539±5ms              | 533±3ms             |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 540±4ms              | 541±3ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 44.6±0.3ms           | 45.0±0.7ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 132±1ms              | 132±2ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 8.05±0.08ms          | 8.10±0.09ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 19.3±0.5ms           | 19.6±0.5ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 8.10±0.04ms          | 8.20±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 22.2±0.6ms           | 22.6±0.6ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.33±0.07ms          | 8.19±0.07ms         |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 22.1±0.7ms           | 21.7±0.7ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.36±0.1ms           | 8.29±0.1ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 21.5±0.6ms           | 21.4±0.6ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 22.6±0.2ms           | 22.2±0.3ms          |    0.98 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 82.8±1ms             | 82.0±1ms            |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 22.5±0.3ms           | 22.8±0.1ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 94.2±1ms             | 93.5±1ms            |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 21.6±0.1ms           | 21.2±0.1ms          |    0.98 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 55.4±1ms             | 55.2±0.6ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.56±0.2ms           | 8.60±0.04ms         |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 26.9±0.7ms           | 27.0±0.7ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.41±0.2ms           | 8.17±0.08ms         |    0.97 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 28.9±0.6ms           | 28.4±0.8ms          |    0.98 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 8.06±0.1ms           | 8.03±0.1ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 22.3±0.7ms           | 22.5±0.6ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 219±2ms              | 219±1ms             |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 275±5ms              | 276±3ms             |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.14±0.01ms          | 1.14±0.01ms         |    1    | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 406±6μs              | 399±5μs             |    0.98 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 9.53±0.08ms          | 9.72±0.1ms          |    1.02 | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 6.56±0.1ms           | 6.56±0.05ms         |    1    | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 91.3±1ms             | 90.8±0.7ms          |    0.99 | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 26.3±1ms             | 24.6±2ms            |    0.94 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 104±1ms              | 104±1ms             |    1    | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 17.9±0.2μs           | 17.6±0.2μs          |    0.98 | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 110±1ms              | 111±2ms             |    1.01 | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 42.6±0.8ms           | 43.4±0.8ms          |    1.02 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 124±1ms              | 124±2ms             |    1    | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 17.6±0.2μs           | 17.8±0.2μs          |    1.01 | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 175±1ms              | 174±2ms             |    0.99 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 66.1±0.8ms           | 66.6±0.9ms          |    1.01 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 205±3ms              | 206±1ms             |    1    | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 52.8±1μs             | 52.6±0.6μs          |    0.99 | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 451±4ms              | 455±1ms             |    1.01 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 343±5ms              | 340±4ms             |    0.99 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 480±3ms              | 483±6ms             |    1.01 | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 35.2±0.4ms           | 35.6±0.5ms          |    1.01 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 783±4μs              | 794±20μs            |    1.01 | import_iris.Iris.time__concatenate                                                          |
|          | 183±1μs              | 186±4μs             |    1.01 | import_iris.Iris.time__constraints                                                          |
|          | 114±0.8μs            | 113±0.5μs           |    0.99 | import_iris.Iris.time__data_manager                                                         |
|          | 91.8±0.5μs           | 91.8±0.9μs          |    1    | import_iris.Iris.time__deprecation                                                          |
|          | 161±2μs              | 161±1μs             |    1    | import_iris.Iris.time__lazy_data                                                            |
|          | 892±5μs              | 914±20μs            |    1.02 | import_iris.Iris.time__merge                                                                |
|          | 75.0±0.2μs           | 74.3±2μs            |    0.99 | import_iris.Iris.time__representation                                                       |
|          | 603±7μs              | 614±8μs             |    1.02 | import_iris.Iris.time_analysis                                                              |
|          | 141±1μs              | 141±3μs             |    1    | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 107±1μs              | 104±1μs             |    0.97 | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 249±3μs              | 250±4μs             |    1.01 | import_iris.Iris.time_analysis__interpolation                                               |
|          | 191±2μs              | 189±3μs             |    0.99 | import_iris.Iris.time_analysis__regrid                                                      |
|          | 109±0.7μs            | 108±0.5μs           |    0.99 | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 136±2μs              | 134±1μs             |    0.99 | import_iris.Iris.time_analysis_calculus                                                     |
|          | 324±3μs              | 322±1μs             |    0.99 | import_iris.Iris.time_analysis_cartography                                                  |
|          | 92.2±1μs             | 91.8±1μs            |    1    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 211±2μs              | 208±2μs             |    0.99 | import_iris.Iris.time_analysis_maths                                                        |
|          | 93.4±0.9μs           | 92.9±1μs            |    1    | import_iris.Iris.time_analysis_stats                                                        |
|          | 170±1μs              | 170±2μs             |    1    | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 316±5μs              | 312±3μs             |    0.99 | import_iris.Iris.time_aux_factory                                                           |
|          | 80.9±0.4μs           | 80.3±0.4μs          |    0.99 | import_iris.Iris.time_common                                                                |
|          | 158±1μs              | 158±2μs             |    1    | import_iris.Iris.time_common_lenient                                                        |
|          | 1.34±0.01ms          | 1.33±0.01ms         |    0.99 | import_iris.Iris.time_common_metadata                                                       |
|          | 168±0.9μs            | 167±1μs             |    1    | import_iris.Iris.time_common_mixin                                                          |
|          | 1.15±0.01ms          | 1.15±0.02ms         |    1    | import_iris.Iris.time_common_resolve                                                        |
|          | 198±2μs              | 196±2μs             |    0.99 | import_iris.Iris.time_config                                                                |
|          | 125±2μs              | 126±1μs             |    1    | import_iris.Iris.time_coord_categorisation                                                  |
|          | 376±3μs              | 376±3μs             |    1    | import_iris.Iris.time_coord_systems                                                         |
|          | 759±3μs              | 762±10μs            |    1    | import_iris.Iris.time_coords                                                                |
|          | 634±4μs              | 643±10μs            |    1.01 | import_iris.Iris.time_cube                                                                  |
|          | 233±5μs              | 233±1μs             |    1    | import_iris.Iris.time_exceptions                                                            |
|          | 73.6±2μs             | 74.0±0.3μs          |    1.01 | import_iris.Iris.time_experimental                                                          |
|          | 178±3μs              | 178±3μs             |    1    | import_iris.Iris.time_fileformats                                                           |
|          | 254±3μs              | 250±3μs             |    0.98 | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.56±0.02ms          | 2.58±0.01ms         |    1.01 | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 75.0±0.3μs           | 75.5±0.7μs          |    1.01 | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 111±0.6μs            | 113±2μs             |    1.01 | import_iris.Iris.time_fileformats_abf                                                       |
|          | 423±3μs              | 423±4μs             |    1    | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.69±0.04ms          | 4.66±0.03ms         |    0.99 | import_iris.Iris.time_fileformats_dot                                                       |
|          | 71.3±0.4μs           | 71.4±1μs            |    1    | import_iris.Iris.time_fileformats_name                                                      |
|          | 252±3μs              | 251±4μs             |    1    | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 114±2μs              | 114±0.7μs           |    1    | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 120±0.8μs            | 119±0.9μs           |    0.99 | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 219±8μs              | 210±2μs             |    0.96 | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 777±4μs              | 787±4μs             |    1.01 | import_iris.Iris.time_fileformats_pp                                                        |
|          | 178±0.9μs            | 174±2μs             |    0.98 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 140±2μs              | 135±1μs             |    0.97 | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 538±8μs              | 541±5μs             |    1    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 222±2μs              | 218±1μs             |    0.98 | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 80.9±0.2μs           | 80.7±1μs            |    1    | import_iris.Iris.time_fileformats_um                                                        |
|          | 157±1μs              | 155±1μs             |    0.99 | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 137±2μs              | 136±0.8μs           |    0.99 | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 72.9±1μs             | 72.9±0.6μs          |    1    | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 77.9±0.6μs           | 78.4±0.5μs          |    1.01 | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 947±7μs              | 946±10μs            |    1    | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 136±2μs              | 136±2μs             |    1    | import_iris.Iris.time_io                                                                    |
|          | 173±1μs              | 172±2μs             |    0.99 | import_iris.Iris.time_io_format_picker                                                      |
|          | 212±5μs              | 211±2μs             |    0.99 | import_iris.Iris.time_iris                                                                  |
|          | 124±0.9μs            | 123±0.8μs           |    0.99 | import_iris.Iris.time_iterate                                                               |
|          | 8.04±0.09ms          | 8.02±0.09ms         |    1    | import_iris.Iris.time_palette                                                               |
|          | 1.76±0.01ms          | 1.76±0.01ms         |    1    | import_iris.Iris.time_plot                                                                  |
|          | 219±2μs              | 217±0.7μs           |    0.99 | import_iris.Iris.time_quickplot                                                             |
|          | 2.11±0.03ms          | 2.14±0.03ms         |    1.01 | import_iris.Iris.time_std_names                                                             |
|          | 1.87±0.03ms          | 1.80±0.02ms         |    0.96 | import_iris.Iris.time_symbols                                                               |
|          | 34.7±2ms             | 34.3±0.8ms          |    0.99 | import_iris.Iris.time_tests                                                                 |
|          | 254±4μs              | 250±1μs             |    0.99 | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.08±0.04ms          | 5.11±0.06ms         |    1.01 | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 117±0.3μs            | 117±0.5μs           |    1    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.73±0.02ms          | 2.72±0.01ms         |    1    | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.31±0.01ms          | 1.30±0ms            |    1    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 167±3μs              | 167±0.4μs           |    1    | import_iris.Iris.time_third_party_scipy                                                     |
|          | 97.9±0.6μs           | 97.0±0.5μs          |    0.99 | import_iris.Iris.time_time                                                                  |
|          | 351±8μs              | 352±5μs             |    1    | import_iris.Iris.time_util                                                                  |
|          | 70.8±0.8μs           | 72.1±1μs            |    1.02 | iterate.IZip.time_izip                                                                      |
|          | 9.96±0.02ms          | 10.0±0.08ms         |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 15.9±0.2ms           | 15.9±0.6ms          |    1    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 10.0±0.1ms           | 10.1±0.09ms         |    1    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.96±0.03ms          | 10.0±0.03ms         |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 13.3±0.06ms          | 13.3±0.09ms         |    1    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 10.0±0.03ms          | 10.2±0.2ms          |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.49±0.01s           | 1.51±0.01s          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 12.3±0.1ms           | 12.3±0.2ms          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.51±0.02s           | 1.52±0.01s          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.49±0.01s           | 1.49±0.01s          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 12.6±0.2ms           | 12.3±0.2ms          |    0.98 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.52±0.01s           | 1.51±0.01s          |    0.99 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.36±0.04ms          | 5.37±0.03ms         |    1    | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 12.0±0.06ms          | 11.9±0.06ms         |    0.99 | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.33±0.01ms          | 5.49±0.07ms         |    1.03 | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.35±0.04ms          | 5.36±0.02ms         |    1    | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 12.0±0.1ms           | 12.0±0.04ms         |    1    | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.32±0.01ms          | 5.34±0.03ms         |    1    | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 22.5±1ms             | 22.0±0.7ms          |    0.98 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 23.1±0.3ms           | 23.0±0.2ms          |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 11.5±1ms             | 11.8±2ms            |    1.03 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 28.0±0.5ms           | 27.5±1ms            |    0.98 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 81.6±0.2ms           | 81.9±0.3ms          |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 27.3±1ms             | 28.0±1ms            |    1.02 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 598±2ms              | 598±2ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 3.32±0.07ms          | 3.37±0.06ms         |    1.02 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 597±2ms              | 598±5ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 605±3ms              | 608±2ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 3.32±0.05ms          | 3.35±0.06ms         |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 606±3ms              | 604±2ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.14±0.05ms          | 2.06±0.08ms         |    0.96 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 3.29±0.1ms           | 3.28±0.1ms          |    1    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 2.02±0.03ms          | 2.10±0.07ms         |    1.04 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.07±0.04ms          | 2.06±0.06ms         |    0.99 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 3.34±0.1ms           | 3.41±0.08ms         |    1.02 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 2.17±0.07ms          | 2.10±0.06ms         |    0.97 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 339±1ms              | 341±3ms             |    1.01 | load.ManyCubes.time_many_cube_load                                                          |
|          | 89.5±2ms             | 88.5±1ms            |    0.99 | load.ManyVars.time_many_var_load                                                            |
|          | 10.1±0.04ms          | 10.2±0.1ms          |    1.01 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.0±0.05ms          | 10.2±0.08ms         |    1.01 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.50±0.02s           | 1.52±0.01s          |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.51±0.01s           | 1.54±0.01s          |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.36±0.04ms          | 5.42±0.02ms         |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.35±0.03ms          | 5.39±0.03ms         |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 9.02±0.07ms          | 9.12±0.05ms         |    1.01 | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.60±0.02ms          | 5.63±0.04ms         |    1.01 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.48±0.01s           | 1.50±0.01s          |    1.01 | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 423±9ms              | 416±4ms             |    0.98 | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.41±0.02ms          | 4.45±0.01ms         |    1.01 | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.27±0.04ms          | 4.24±0.02ms         |    0.99 | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 163±2ms              | 164±0.8ms           |    1.01 | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 15.0±0.07ms          | 15.2±0.3ms          |    1.01 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 164±2ms              | 166±0.6ms           |    1.01 | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 32.7±0.1ms           | 32.8±0.1ms          |    1    | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 14.9±0.2ms           | 14.9±0.08ms         |    1    | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 32.8±0.07ms          | 32.9±0.1ms          |    1    | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 29.3±0.5ms           | 28.2±0.4ms          |    0.96 | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 206±1ms              | 207±2ms             |    1    | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 8.87±0.1ms           | 8.78±0.09ms         |    0.99 | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 15.8±0.3ms           | 16.3±0.3ms          |    1.03 | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 29.1±0.3ms           | 28.3±0.6ms          |    0.97 | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 28.9±0.5ms           | 28.2±0.1ms          |    0.98 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 9.06±0.08ms          | 8.86±0.08ms         |    0.98 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 11.5±0.3ms           | 11.3±0.3ms          |    0.98 | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 34.4±0.7ms           | 33.9±0.3ms          |    0.99 | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 279±2ms              | 281±3ms             |    1.01 | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 35.1±0.2ms           | 34.5±0.6ms          |    0.98 | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 36.1±0.4ms           | 35.4±0.7ms          |    0.98 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 3.59±0.1ms           | 3.74±0.07ms         |    1.04 | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 6.39±0.1ms           | 6.41±0.9ms          |    1    | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 35.3±1ms             | 35.1±2ms            |    0.99 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 771±4ms              | 770±8ms             |    1    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.37±0.03s           | 1.39±0.02s          |    1.01 | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 427±5ms              | 425±5ms             |    0.99 | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.42±0G             |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±2M               | 110±2M              |    1    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 39.4±4ms             | 33.7±2ms            |    0.86 | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           |    1    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 372±2ns              | 383±4ns             |    1.03 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 194±2ms              | 193±2ms             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 771±0.2k             | 771±0.1k            |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.2±0M              | 60.2±0M             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 207±1ms              | 206±2ms             |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 205±2ms              | 204±2ms             |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 8.83±0.01M           | 8.84±0.01M          |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 27.8±0M              | 27.8±0M             |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 648±7ms              | 650±10ms            |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 1.11±0.01s           | 1.12±0.01s          |    1.01 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 9.92±0.3M            | 9.92±0.3M           |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 101±2M               | 101±2M              |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 619±7ms              | 612±7ms             |    0.99 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 1.07±0.01s           | 1.06±0s             |    0.99 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 10.2±0.3M            | 10.2±0.3M           |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 102±0.3M             | 102±0.3M            |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(500)                     |
|          | 2.1752849999999997   | 2.1752849999999997  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                  |
|          | 216.01528499999998   | 216.01528499999998  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                 |
|          | 6.65±0.03ms          | 6.64±0.02ms         |    1    | plot.AuxSort.time_aux_sort                                                                  |
|          | 81.3±2ms             | 79.7±5ms            |    0.98 | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 106±7ms              | 103±6ms             |    0.98 | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 62.0±3ms             | 67.5±6ms            |    1.09 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.08M            | 107±0.09M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.70±0.01ms          | 4.70±0.06ms         |    1    | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 660±7ms              | 652±7ms             |    0.99 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 40.5±0.4ms           | 40.5±0.4ms          |    1    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 1.04±0s              | 1.05±0.01s          |    1    | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 86.6±0.6ns           | 89.3±7ns            |    1.03 | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 93.1±0.9ms           | 92.6±1ms            |    0.99 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 86.1±0.3ns           | 87.8±6ns            |    1.02 | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 443±3ms              | 442±2ms             |    1    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.8±0.3k            | 31.6±0.4k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 10.2±0.3M            | 10.2±0.3M           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 31.8±0.4k            | 31.7±0.2k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 199±20M              | 200±20M             |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 39.5±0.5ms           | 39.0±0.5ms          |    0.99 | stats.PearsonR.time_lazy                                                                    |
|          | 9.36±0.09ms          | 9.06±0.3ms          |    0.97 | stats.PearsonR.time_real                                                                    |
|          | 29.4±0.4M            | 29.8±1M             |    1.01 | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0.01M          |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 24.6±0.3ms           | 24.7±0.2ms          |    1.01 | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 60.4±0.6ms           | 60.3±0.7ms          |    1    | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.75±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Generated by GHA run 16167453815

@ESadek-MO ESadek-MO removed the benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts label Jul 9, 2025
@ESadek-MO ESadek-MO added the benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts label Jul 9, 2025
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Possible extra speed bonuses could include:

  • update only the metadata that is called for (might not be possible)
  • make the metadata timestamped and add a gate to getattribute

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github-actions bot commented Jul 9, 2025

⏱️ Performance Benchmark Report: f02152e

Performance shifts
| Change   | Before [fdb4b493]    | After [f02152e8]    |   Ratio | Benchmark (Parameter)                                                                      |
|----------|----------------------|---------------------|---------|--------------------------------------------------------------------------------------------|
| -        | 9.66±0.1ms           | 2.57±0.05ms         |    0.27 | cube.CubeCreation.time_create(True, 'construct')                                           |
| -        | 6.67±0.1ms           | 1.86±0.02ms         |    0.28 | cube.CubeCreation.time_create(True, 'instantiate')                                         |
| -        | 44.4±0.7ms           | 30.0±0.5ms          |    0.68 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                           |
| -        | 460±8ms              | 259±4ms             |    0.56 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                   |
| -        | 348±4ms              | 144±2ms             |    0.41 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                            |
| -        | 488±5ms              | 290±6ms             |    0.59 | cube.CubeEquality.time_equality(True, True, 'data_inequality')                             |
| -        | 35.7±0.5ms           | 553±10μs            |    0.02 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                         |
| -        | 29.9±0.5ms           | 20.3±0.9ms          |    0.68 | load.ugrid.BasicLoading.time_load_file(1)                                                  |
| -        | 210±3ms              | 50.0±1ms            |    0.24 | load.ugrid.BasicLoading.time_load_file(200000)                                             |
| -        | 29.0±0.5ms           | 20.7±0.5ms          |    0.71 | load.ugrid.BasicLoadingTime.time_load_file(1)                                              |
| -        | 29.9±1ms             | 20.7±0.5ms          |    0.69 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                         |
| -        | 35.4±0.8ms           | 21.9±0.5ms          |    0.62 | load.ugrid.Callback.time_load_file_callback(1)                                             |
| -        | 281±2ms              | 61.9±1ms            |    0.22 | load.ugrid.Callback.time_load_file_callback(200000)                                        |
| -        | 35.5±0.6ms           | 22.1±0.7ms          |    0.62 | load.ugrid.CallbackTime.time_load_file_callback(1)                                         |
| -        | 37.5±0.8ms           | 23.5±0.9ms          |    0.63 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                    |
| -        | 208±2ms              | 19.5±0.2ms          |    0.09 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)          |
| -        | 208±4ms              | 22.9±0.5ms          |    0.11 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)         |
| -        | 8.83±0.01M           | 1.27±0.04M          |    0.14 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)   |
| -        | 661±6ms              | 124±2ms             |    0.19 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)        |
| -        | 1.13±0.01s           | 584±3ms             |    0.52 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)       |
| -        | 9.92±0.3M            | 1.48±0.02M          |    0.15 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50) |
| -        | 620±10ms             | 81.5±1ms            |    0.13 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                            |
| -        | 1.07±0s              | 537±5ms             |    0.5  | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                           |
| -        | 9.94±0.3M            | 1.41±0.03M          |    0.14 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                     |
| -        | 656±6ms              | 88.3±0.7ms          |    0.13 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                            |
| -        | 1.06±0.01s           | 483±3ms             |    0.46 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                           |
| -        | 95.4±0.9ms           | 65.7±0.8ms          |    0.69 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                            |
| -        | 10.2±0.3M            | 1.78±0.1M           |    0.18 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                          |
Full benchmark results

Benchmarks that have improved:

| Change   | Before [fdb4b493]    | After [f02152e8]    |   Ratio | Benchmark (Parameter)                                                                      |
|----------|----------------------|---------------------|---------|--------------------------------------------------------------------------------------------|
| -        | 9.66±0.1ms           | 2.57±0.05ms         |    0.27 | cube.CubeCreation.time_create(True, 'construct')                                           |
| -        | 6.67±0.1ms           | 1.86±0.02ms         |    0.28 | cube.CubeCreation.time_create(True, 'instantiate')                                         |
| -        | 44.4±0.7ms           | 30.0±0.5ms          |    0.68 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                           |
| -        | 460±8ms              | 259±4ms             |    0.56 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                   |
| -        | 348±4ms              | 144±2ms             |    0.41 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                            |
| -        | 488±5ms              | 290±6ms             |    0.59 | cube.CubeEquality.time_equality(True, True, 'data_inequality')                             |
| -        | 35.7±0.5ms           | 553±10μs            |    0.02 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                         |
| -        | 29.9±0.5ms           | 20.3±0.9ms          |    0.68 | load.ugrid.BasicLoading.time_load_file(1)                                                  |
| -        | 210±3ms              | 50.0±1ms            |    0.24 | load.ugrid.BasicLoading.time_load_file(200000)                                             |
| -        | 29.0±0.5ms           | 20.7±0.5ms          |    0.71 | load.ugrid.BasicLoadingTime.time_load_file(1)                                              |
| -        | 29.9±1ms             | 20.7±0.5ms          |    0.69 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                         |
| -        | 35.4±0.8ms           | 21.9±0.5ms          |    0.62 | load.ugrid.Callback.time_load_file_callback(1)                                             |
| -        | 281±2ms              | 61.9±1ms            |    0.22 | load.ugrid.Callback.time_load_file_callback(200000)                                        |
| -        | 35.5±0.6ms           | 22.1±0.7ms          |    0.62 | load.ugrid.CallbackTime.time_load_file_callback(1)                                         |
| -        | 37.5±0.8ms           | 23.5±0.9ms          |    0.63 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                    |
| -        | 208±2ms              | 19.5±0.2ms          |    0.09 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)          |
| -        | 208±4ms              | 22.9±0.5ms          |    0.11 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)         |
| -        | 8.83±0.01M           | 1.27±0.04M          |    0.14 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)   |
| -        | 661±6ms              | 124±2ms             |    0.19 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)        |
| -        | 1.13±0.01s           | 584±3ms             |    0.52 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)       |
| -        | 9.92±0.3M            | 1.48±0.02M          |    0.15 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50) |
| -        | 620±10ms             | 81.5±1ms            |    0.13 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                            |
| -        | 1.07±0s              | 537±5ms             |    0.5  | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                           |
| -        | 9.94±0.3M            | 1.41±0.03M          |    0.14 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                     |
| -        | 656±6ms              | 88.3±0.7ms          |    0.13 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                            |
| -        | 1.06±0.01s           | 483±3ms             |    0.46 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                           |
| -        | 95.4±0.9ms           | 65.7±0.8ms          |    0.69 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                            |
| -        | 10.2±0.3M            | 1.78±0.1M           |    0.18 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                          |

Benchmarks that have stayed the same:

| Change   | Before [fdb4b493]    | After [f02152e8]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 21.5±0.1ms           | 21.4±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 53.9±0.8ms           | 52.5±1ms            |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 35.5±0.4ms           | 35.6±0.4ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 170±1ms              | 169±3ms             |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 23.8±0.3ms           | 23.1±0.4ms          |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 32.0±0.3ms           | 31.9±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 23.1±0.3ms           | 23.6±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 32.1±0.3ms           | 31.9±0.5ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 21.5±0.2ms           | 21.0±0.2ms          |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 45.3±1ms             | 45.2±0.7ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 127±1ms              | 126±0.8ms           |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 128±1ms              | 129±2ms             |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 22.4±0.3ms           | 22.3±0.3ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 49.6±0.5ms           | 49.2±0.9ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 24.0±0.2ms           | 23.6±0.3ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 59.5±2ms             | 58.2±1ms            |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 21.4±0.3ms           | 20.8±0.2ms          |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 45.6±0.9ms           | 45.2±1ms            |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.09±0.01s           | 1.07±0.01s          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.08±0.01s           | 1.05±0.01s          |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 214±1ms              | 213±2ms             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 354±5ms              | 340±8ms             |    0.96 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 22.5±0.2ms           | 21.9±0.2ms          |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 31.4±0.4ms           | 30.5±0.5ms          |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 22.4±0.1ms           | 22.4±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 61.7±0.9ms           | 60.9±2ms            |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 23.4±0.2ms           | 23.6±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 63.7±2ms             | 62.6±1ms            |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 23.8±0.2ms           | 23.2±0.3ms          |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 59.0±0.8ms           | 58.1±1ms            |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 8.25±0.1ms           | 7.98±0.1ms          |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 22.6±0.4ms           | 22.0±0.7ms          |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 20.5±0.2ms           | 20.2±0.3ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 127±2ms              | 128±2ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 8.69±0.1ms           | 8.39±0.07ms         |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 20.5±0.4ms           | 20.9±0.5ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.45±0.1ms           | 8.37±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 21.0±0.6ms           | 20.1±0.5ms          |    0.96 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 8.04±0.1ms           | 7.91±0.06ms         |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 21.7±0.6ms           | 20.7±0.5ms          |    0.95 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 24.8±0.2ms           | 24.2±0.2ms          |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 34.9±0.8ms           | 34.7±0.8ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 8.32±0.05ms          | 8.15±0.08ms         |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 21.8±0.9ms           | 21.2±0.4ms          |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 9.29±0.1ms           | 9.20±0.1ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 23.6±1ms             | 23.4±0.7ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 8.00±0.2ms           | 8.01±0.2ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 21.9±0.8ms           | 20.9±0.5ms          |    0.96 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 537±4ms              | 536±4ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 544±2ms              | 542±3ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 45.7±0.3ms           | 45.4±0.7ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 137±4ms              | 135±2ms             |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 8.23±0.2ms           | 8.20±0.09ms         |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 20.5±0.5ms           | 20.2±0.6ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 8.49±0.2ms           | 8.26±0.09ms         |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 23.4±0.8ms           | 23.2±0.7ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.63±0.1ms           | 8.53±0.1ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 22.7±0.6ms           | 22.7±0.8ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.69±0.1ms           | 8.59±0.06ms         |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 22.1±0.6ms           | 22.3±0.5ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 22.9±0.2ms           | 22.6±0.2ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 83.0±1ms             | 83.0±1ms            |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 22.9±0.2ms           | 22.8±0.2ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 95.8±0.8ms           | 94.8±0.9ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 21.6±0.2ms           | 21.7±0.1ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 56.7±0.7ms           | 55.7±0.9ms          |    0.98 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.59±0.1ms           | 8.58±0.1ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 27.7±0.5ms           | 27.6±0.6ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.58±0.08ms          | 8.33±0.05ms         |    0.97 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 29.7±0.8ms           | 28.7±0.7ms          |    0.96 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 8.35±0.1ms           | 8.25±0.04ms         |    0.99 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 23.3±0.8ms           | 22.7±0.6ms          |    0.97 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 225±2ms              | 222±2ms             |    0.99 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 284±6ms              | 284±4ms             |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.16±0.03ms          | 1.15±0.01ms         |    0.99 | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 411±4μs              | 401±5μs             |    0.98 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 95.0±2ms             | 92.9±1ms            |    0.98 | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 25.5±1ms             | 25.0±0.4ms          |    0.98 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 108±2ms              | 108±0.8ms           |    1.01 | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 17.5±0.1μs           | 17.5±0.1μs          |    1    | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 114±2ms              | 98.2±3ms            |    0.86 | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 126±0.9ms            | 112±2ms             |    0.89 | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 17.7±0.2μs           | 17.4±0.1μs          |    0.99 | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 181±3ms              | 177±3ms             |    0.98 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 68.3±3ms             | 67.1±1ms            |    0.98 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 209±4ms              | 208±3ms             |    1    | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 53.0±0.9μs           | 52.0±0.6μs          |    0.98 | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 796±10μs             | 801±9μs             |    1.01 | import_iris.Iris.time__concatenate                                                          |
|          | 190±4μs              | 186±5μs             |    0.98 | import_iris.Iris.time__constraints                                                          |
|          | 116±2μs              | 116±2μs             |    1    | import_iris.Iris.time__data_manager                                                         |
|          | 92.0±1μs             | 90.9±1μs            |    0.99 | import_iris.Iris.time__deprecation                                                          |
|          | 165±4μs              | 164±2μs             |    1    | import_iris.Iris.time__lazy_data                                                            |
|          | 894±20μs             | 892±5μs             |    1    | import_iris.Iris.time__merge                                                                |
|          | 73.2±0.5μs           | 74.8±0.4μs          |    1.02 | import_iris.Iris.time__representation                                                       |
|          | 605±10μs             | 610±6μs             |    1.01 | import_iris.Iris.time_analysis                                                              |
|          | 139±1μs              | 141±1μs             |    1.01 | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 106±2μs              | 107±0.7μs           |    1.01 | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 246±2μs              | 249±3μs             |    1.01 | import_iris.Iris.time_analysis__interpolation                                               |
|          | 188±2μs              | 192±3μs             |    1.02 | import_iris.Iris.time_analysis__regrid                                                      |
|          | 110±1μs              | 110±1μs             |    1    | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 138±4μs              | 138±1μs             |    1    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 324±7μs              | 327±5μs             |    1.01 | import_iris.Iris.time_analysis_cartography                                                  |
|          | 91.3±1μs             | 92.8±0.9μs          |    1.02 | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 207±2μs              | 213±4μs             |    1.03 | import_iris.Iris.time_analysis_maths                                                        |
|          | 93.0±0.5μs           | 94.4±1μs            |    1.02 | import_iris.Iris.time_analysis_stats                                                        |
|          | 169±4μs              | 173±3μs             |    1.02 | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 313±4μs              | 326±5μs             |    1.04 | import_iris.Iris.time_aux_factory                                                           |
|          | 79.1±0.2μs           | 81.8±2μs            |    1.03 | import_iris.Iris.time_common                                                                |
|          | 163±2μs              | 159±3μs             |    0.98 | import_iris.Iris.time_common_lenient                                                        |
|          | 1.33±0ms             | 1.34±0.01ms         |    1.01 | import_iris.Iris.time_common_metadata                                                       |
|          | 166±2μs              | 174±5μs             |    1.05 | import_iris.Iris.time_common_mixin                                                          |
|          | 1.16±0.01ms          | 1.16±0.01ms         |    1    | import_iris.Iris.time_common_resolve                                                        |
|          | 195±0.9μs            | 202±2μs             |    1.03 | import_iris.Iris.time_config                                                                |
|          | 127±2μs              | 129±3μs             |    1.01 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 381±7μs              | 387±8μs             |    1.02 | import_iris.Iris.time_coord_systems                                                         |
|          | 772±10μs             | 760±6μs             |    0.98 | import_iris.Iris.time_coords                                                                |
|          | 630±6μs              | 652±10μs            |    1.04 | import_iris.Iris.time_cube                                                                  |
|          | 237±2μs              | 235±3μs             |    0.99 | import_iris.Iris.time_exceptions                                                            |
|          | 74.1±0.4μs           | 74.2±0.3μs          |    1    | import_iris.Iris.time_experimental                                                          |
|          | 179±0.7μs            | 180±2μs             |    1.01 | import_iris.Iris.time_fileformats                                                           |
|          | 251±2μs              | 258±5μs             |    1.03 | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.57±0.01ms          | 2.59±0.03ms         |    1.01 | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 75.7±1μs             | 75.9±0.6μs          |    1    | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 113±0.8μs            | 113±0.8μs           |    1    | import_iris.Iris.time_fileformats_abf                                                       |
|          | 431±6μs              | 430±6μs             |    1    | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.67±0.04ms          | 4.68±0.03ms         |    1    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 71.9±0.9μs           | 72.0±1μs            |    1    | import_iris.Iris.time_fileformats_name                                                      |
|          | 254±2μs              | 251±2μs             |    0.99 | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 113±0.8μs            | 115±1μs             |    1.02 | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 121±2μs              | 120±2μs             |    1    | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 207±1μs              | 208±3μs             |    1    | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 784±6μs              | 787±3μs             |    1    | import_iris.Iris.time_fileformats_pp                                                        |
|          | 178±1μs              | 179±0.8μs           |    1.01 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 138±2μs              | 137±2μs             |    1    | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 537±10μs             | 536±4μs             |    1    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 220±2μs              | 223±2μs             |    1.01 | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 79.4±1μs             | 80.2±0.7μs          |    1.01 | import_iris.Iris.time_fileformats_um                                                        |
|          | 156±0.9μs            | 159±1μs             |    1.02 | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 136±2μs              | 139±1μs             |    1.02 | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 72.3±0.3μs           | 73.5±0.4μs          |    1.02 | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 78.2±0.3μs           | 79.4±0.4μs          |    1.02 | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 940±5μs              | 948±7μs             |    1.01 | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 137±3μs              | 139±0.7μs           |    1.01 | import_iris.Iris.time_io                                                                    |
|          | 173±3μs              | 174±1μs             |    1.01 | import_iris.Iris.time_io_format_picker                                                      |
|          | 211±2μs              | 211±1μs             |    1    | import_iris.Iris.time_iris                                                                  |
|          | 124±0.8μs            | 127±0.7μs           |    1.02 | import_iris.Iris.time_iterate                                                               |
|          | 8.02±0.04ms          | 8.11±0.09ms         |    1.01 | import_iris.Iris.time_palette                                                               |
|          | 1.76±0.01ms          | 1.77±0.01ms         |    1    | import_iris.Iris.time_plot                                                                  |
|          | 217±1μs              | 217±2μs             |    1    | import_iris.Iris.time_quickplot                                                             |
|          | 2.08±0.03ms          | 2.14±0.03ms         |    1.03 | import_iris.Iris.time_std_names                                                             |
|          | 1.80±0.01ms          | 1.84±0.01ms         |    1.03 | import_iris.Iris.time_symbols                                                               |
|          | 35.1±1ms             | 35.2±0.9ms          |    1    | import_iris.Iris.time_tests                                                                 |
|          | 250±1μs              | 255±2μs             |    1.02 | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.06±0.03ms          | 5.06±0.06ms         |    1    | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 117±0.7μs            | 118±0.7μs           |    1.01 | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.72±0.01ms          | 2.73±0.02ms         |    1.01 | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.30±0.01ms          | 1.31±0.02ms         |    1.01 | import_iris.Iris.time_third_party_numpy                                                     |
|          | 172±5μs              | 167±1μs             |    0.97 | import_iris.Iris.time_third_party_scipy                                                     |
|          | 99.8±1μs             | 100±1μs             |    1    | import_iris.Iris.time_time                                                                  |
|          | 347±2μs              | 353±2μs             |    1.02 | import_iris.Iris.time_util                                                                  |
|          | 70.4±0.7μs           | 72.7±0.3μs          |    1.03 | iterate.IZip.time_izip                                                                      |
|          | 10.1±0.1ms           | 10.0±0.07ms         |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 16.8±0.2ms           | 17.1±0.2ms          |    1.02 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 10.3±0.1ms           | 10.2±0.1ms          |    0.98 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 10.0±0.2ms           | 10.1±0.1ms          |    1    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 13.5±0.1ms           | 13.4±0.06ms         |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.99±0.3ms           | 10.2±0.08ms         |    1.02 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.51±0.01s           | 1.53±0.01s          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 12.2±0.2ms           | 12.5±0.07ms         |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.56±0.02s           | 1.55±0.02s          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.53±0.01s           | 1.53±0.01s          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 12.5±0.2ms           | 12.6±0.4ms          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.54±0s              | 1.54±0s             |    1    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.34±0.1ms           | 5.37±0.1ms          |    1    | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 12.4±0.3ms           | 12.2±0.09ms         |    0.98 | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.39±0.08ms          | 5.32±0.07ms         |    0.99 | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.61±0.1ms           | 5.36±0.03ms         |    0.96 | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 12.2±0.2ms           | 12.1±0.2ms          |    1    | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.33±0.09ms          | 5.32±0.08ms         |    1    | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 25.0±2ms             | 23.5±1ms            |    0.94 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 24.2±0.6ms           | 23.6±0.6ms          |    0.98 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 12.6±2ms             | 11.9±1ms            |    0.95 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 29.3±1ms             | 28.1±1ms            |    0.96 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 83.0±0.7ms           | 82.6±0.9ms          |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 28.4±1ms             | 28.2±0.8ms          |    0.99 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 607±8ms              | 601±3ms             |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 3.67±0.1ms           | 3.38±0.05ms         |    0.92 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 617±4ms              | 603±3ms             |    0.98 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 619±4ms              | 609±3ms             |    0.98 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 3.56±0.1ms           | 3.50±0.1ms          |    0.98 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 618±4ms              | 608±5ms             |    0.98 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.14±0.06ms          | 2.15±0.1ms          |    1.01 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 3.64±0.1ms           | 3.46±0.2ms          |    0.95 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 2.08±0.07ms          | 2.07±0.08ms         |    0.99 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.08±0.09ms          | 2.05±0.03ms         |    0.99 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 3.64±0.2ms           | 3.44±0.1ms          |    0.95 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 2.13±0.07ms          | 2.16±0.07ms         |    1.01 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 351±3ms              | 343±3ms             |    0.98 | load.ManyCubes.time_many_cube_load                                                          |
|          | 91.7±2ms             | 90.6±0.5ms          |    0.99 | load.ManyVars.time_many_var_load                                                            |
|          | 10.5±0.2ms           | 10.1±0.07ms         |    0.96 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.3±0.06ms          | 10.2±0.05ms         |    0.99 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.54±0.01s           | 1.52±0.02s          |    0.99 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.56±0.02s           | 1.55±0.01s          |    1    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.48±0.04ms          | 5.40±0.06ms         |    0.99 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.49±0.05ms          | 5.34±0.05ms         |    0.97 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 9.14±0.3ms           | 9.07±0.1ms          |    0.99 | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.73±0.03ms          | 5.69±0.08ms         |    0.99 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.51±0.01s           | 1.49±0.01s          |    0.99 | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 427±4ms              | 423±3ms             |    0.99 | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.53±0.05ms          | 4.43±0.03ms         |    0.98 | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.33±0.05ms          | 4.30±0.04ms         |    0.99 | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 168±3ms              | 166±1ms             |    0.99 | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 15.4±0.09ms          | 15.8±0.4ms          |    1.02 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 169±2ms              | 166±2ms             |    0.98 | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 33.1±0.3ms           | 33.3±0.1ms          |    1    | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 15.1±0.08ms          | 15.0±0.2ms          |    0.99 | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 33.4±0.2ms           | 33.5±0.5ms          |    1.01 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 9.25±0.3ms           | 9.38±0.3ms          |    1.01 | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 16.8±0.4ms           | 16.9±0.3ms          |    1    | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 8.91±0.5ms           | 8.80±0.06ms         |    0.99 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 12.1±0.4ms           | 12.0±0.4ms          |    1    | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 3.82±0.05ms          | 3.64±0.2ms          |    0.95 | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 6.78±0.1ms           | 6.43±0.3ms          |    0.95 | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 40.0±0.9ms           | 38.7±2ms            |    0.97 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 797±6ms              | 807±10ms            |    1.01 | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.40±0.03s           | 1.41±0.04s          |    1.01 | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 428±4ms              | 431±10ms            |    1.01 | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.42±0G             |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±2M               | 116±5M              |    1.05 | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 36.3±1ms             | 40.3±3ms            |    1.11 | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           |    1    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 372±10ns             | 359±1ns             |    0.96 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 194±2ms              | 193±1ms             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 771±0.2k             | 771±0.5k            |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.2±0M              | 60.2±0M             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 27.8±0M              | 25±0.04M            |    0.9  | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 101±2M               | 96.5±0.03M          |    0.95 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 102±0.3M             | 96.5±0.02M          |    0.95 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(500)                     |
|          | 2.1752849999999997   | 2.1752849999999997  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                  |
|          | 216.01528499999998   | 216.01528499999998  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                 |
|          | 6.74±0.05ms          | 6.67±0.05ms         |    0.99 | plot.AuxSort.time_aux_sort                                                                  |
|          | 78.8±3ms             | 75.9±3ms            |    0.96 | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 105±6ms              | 105±6ms             |    1    | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 63.6±3ms             | 65.4±6ms            |    1.03 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.08M            | 107±0.09M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.82±0.05ms          | 4.83±0.1ms          |    1    | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 42.0±0.2ms           | 40.9±0.7ms          |    0.97 | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 87.1±0.3ns           | 87.3±0.9ns          |    1    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 87.8±0.2ns           | 87.9±0.9ns          |    1    | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 449±2ms              | 423±5ms             |    0.94 | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.7±0.3k            | 31.9±0.3k           |    1.01 | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 31.7±0.4k            | 31.8±0.4k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 225±20M              | 225±9M              |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 39.7±0.7ms           | 39.4±0.5ms          |    0.99 | stats.PearsonR.time_lazy                                                                    |
|          | 9.70±0.2ms           | 9.49±0.3ms          |    0.98 | stats.PearsonR.time_real                                                                    |
|          | 29.5±0.4M            | 29.2±0.8M           |    0.99 | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0.01M          |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 25.6±0.5ms           | 25.3±0.6ms          |    0.99 | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 62.6±0.5ms           | 63.6±1ms            |    1.02 | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.75±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Generated by GHA run 16170051525

@ESadek-MO
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ESadek-MO commented Jul 9, 2025

The biggest changes from before the original PR was merged are below.

Before After Ratio Benchmark
54.6us 553us 10.13 cube.CubeEquality.time_equality(True, True, 'metadata_inequality')
959us 2.57ms 2.68 cube.CubeCreation.time_create(True, 'construct')
576us 1.86ms 3.23 cube.CubeCreation.time_create(True, 'instantiate')

@ESadek-MO ESadek-MO marked this pull request as ready for review July 9, 2025 15:18
@ESadek-MO ESadek-MO changed the title Investigate benchmark changes for mesh timestamps Investigate and reduce benchmark changes for mesh timestamps Jul 9, 2025
@ESadek-MO ESadek-MO added benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts and removed benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts labels Jul 9, 2025
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github-actions bot commented Jul 9, 2025

⏱️ Performance Benchmark Report: cc35162

Performance shifts
| Change   | Before [fdb4b493]    | After [cc35162e]    |   Ratio | Benchmark (Parameter)                                                                      |
|----------|----------------------|---------------------|---------|--------------------------------------------------------------------------------------------|
| -        | 9.93±0.2ms           | 1.94±0.02ms         |    0.2  | cube.CubeCreation.time_create(True, 'construct')                                           |
| -        | 6.88±0.09ms          | 1.39±0.02ms         |    0.2  | cube.CubeCreation.time_create(True, 'instantiate')                                         |
| -        | 44.7±0.7ms           | 28.9±0.7ms          |    0.65 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                           |
| -        | 470±6ms              | 270±3ms             |    0.57 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                   |
| -        | 358±3ms              | 153±2ms             |    0.43 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                            |
| -        | 502±6ms              | 303±4ms             |    0.6  | cube.CubeEquality.time_equality(True, True, 'data_inequality')                             |
| -        | 36.3±0.6ms           | 365±4μs             |    0.01 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                         |
| -        | 30.1±0.6ms           | 19.9±0.6ms          |    0.66 | load.ugrid.BasicLoading.time_load_file(1)                                                  |
| -        | 208±3ms              | 51.2±1ms            |    0.25 | load.ugrid.BasicLoading.time_load_file(200000)                                             |
| -        | 30.1±0.4ms           | 19.9±0.5ms          |    0.66 | load.ugrid.BasicLoadingTime.time_load_file(1)                                              |
| -        | 30.8±0.7ms           | 19.8±0.8ms          |    0.64 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                         |
| -        | 35.8±0.5ms           | 21.5±0.4ms          |    0.6  | load.ugrid.Callback.time_load_file_callback(1)                                             |
| -        | 283±4ms              | 63.2±0.5ms          |    0.22 | load.ugrid.Callback.time_load_file_callback(200000)                                        |
| -        | 35.4±0.8ms           | 21.9±0.8ms          |    0.62 | load.ugrid.CallbackTime.time_load_file_callback(1)                                         |
| -        | 38.0±1ms             | 23.6±0.5ms          |    0.62 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                    |
| -        | 209±1ms              | 19.3±0.2ms          |    0.09 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)          |
| -        | 205±2ms              | 22.8±0.6ms          |    0.11 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)         |
| -        | 8.83±0.01M           | 1.27±0.04M          |    0.14 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)   |
| -        | 665±8ms              | 126±2ms             |    0.19 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)        |
| -        | 1.14±0.01s           | 618±9ms             |    0.54 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)       |
| -        | 9.92±0.3M            | 1.44±0.1M           |    0.15 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50) |
| -        | 625±9ms              | 82.4±1ms            |    0.13 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                            |
| -        | 1.10±0.02s           | 565±5ms             |    0.51 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                           |
| -        | 9.94±0.3M            | 1.43±0.03M          |    0.14 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                     |
| -        | 666±6ms              | 90.6±0.8ms          |    0.14 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                            |
| -        | 1.08±0.01s           | 504±10ms            |    0.47 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                           |
| -        | 97.9±1ms             | 67.7±1ms            |    0.69 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                            |
| -        | 10.2±0.3M            | 1.77±0.2M           |    0.17 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                          |
Full benchmark results

Benchmarks that have improved:

| Change   | Before [fdb4b493]    | After [cc35162e]    |   Ratio | Benchmark (Parameter)                                                                      |
|----------|----------------------|---------------------|---------|--------------------------------------------------------------------------------------------|
| -        | 9.93±0.2ms           | 1.94±0.02ms         |    0.2  | cube.CubeCreation.time_create(True, 'construct')                                           |
| -        | 6.88±0.09ms          | 1.39±0.02ms         |    0.2  | cube.CubeCreation.time_create(True, 'instantiate')                                         |
| -        | 44.7±0.7ms           | 28.9±0.7ms          |    0.65 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                           |
| -        | 470±6ms              | 270±3ms             |    0.57 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                   |
| -        | 358±3ms              | 153±2ms             |    0.43 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                            |
| -        | 502±6ms              | 303±4ms             |    0.6  | cube.CubeEquality.time_equality(True, True, 'data_inequality')                             |
| -        | 36.3±0.6ms           | 365±4μs             |    0.01 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                         |
| -        | 30.1±0.6ms           | 19.9±0.6ms          |    0.66 | load.ugrid.BasicLoading.time_load_file(1)                                                  |
| -        | 208±3ms              | 51.2±1ms            |    0.25 | load.ugrid.BasicLoading.time_load_file(200000)                                             |
| -        | 30.1±0.4ms           | 19.9±0.5ms          |    0.66 | load.ugrid.BasicLoadingTime.time_load_file(1)                                              |
| -        | 30.8±0.7ms           | 19.8±0.8ms          |    0.64 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                         |
| -        | 35.8±0.5ms           | 21.5±0.4ms          |    0.6  | load.ugrid.Callback.time_load_file_callback(1)                                             |
| -        | 283±4ms              | 63.2±0.5ms          |    0.22 | load.ugrid.Callback.time_load_file_callback(200000)                                        |
| -        | 35.4±0.8ms           | 21.9±0.8ms          |    0.62 | load.ugrid.CallbackTime.time_load_file_callback(1)                                         |
| -        | 38.0±1ms             | 23.6±0.5ms          |    0.62 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                    |
| -        | 209±1ms              | 19.3±0.2ms          |    0.09 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)          |
| -        | 205±2ms              | 22.8±0.6ms          |    0.11 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)         |
| -        | 8.83±0.01M           | 1.27±0.04M          |    0.14 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)   |
| -        | 665±8ms              | 126±2ms             |    0.19 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)        |
| -        | 1.14±0.01s           | 618±9ms             |    0.54 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)       |
| -        | 9.92±0.3M            | 1.44±0.1M           |    0.15 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50) |
| -        | 625±9ms              | 82.4±1ms            |    0.13 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                            |
| -        | 1.10±0.02s           | 565±5ms             |    0.51 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                           |
| -        | 9.94±0.3M            | 1.43±0.03M          |    0.14 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                     |
| -        | 666±6ms              | 90.6±0.8ms          |    0.14 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                            |
| -        | 1.08±0.01s           | 504±10ms            |    0.47 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                           |
| -        | 97.9±1ms             | 67.7±1ms            |    0.69 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                            |
| -        | 10.2±0.3M            | 1.77±0.2M           |    0.17 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                          |

Benchmarks that have stayed the same:

| Change   | Before [fdb4b493]    | After [cc35162e]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 21.5±0.3ms           | 21.6±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 53.7±0.6ms           | 54.2±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 35.8±0.5ms           | 36.2±0.6ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 174±4ms              | 175±2ms             |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 23.5±0.2ms           | 23.5±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 32.7±0.3ms           | 32.9±0.4ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 23.6±0.5ms           | 24.0±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 32.5±0.5ms           | 33.0±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 21.0±0.2ms           | 21.6±0.3ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 45.1±1ms             | 46.0±1ms            |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 127±1ms              | 130±0.8ms           |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 131±2ms              | 131±2ms             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 22.8±0.4ms           | 22.5±0.4ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 49.7±0.4ms           | 50.5±1ms            |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 23.6±0.3ms           | 24.2±0.6ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 59.2±0.7ms           | 60.5±1ms            |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 21.7±0.4ms           | 21.5±0.4ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 45.7±0.6ms           | 46.5±0.6ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.08±0.01s           | 1.10±0.01s          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.08±0.01s           | 1.08±0.01s          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 216±2ms              | 218±2ms             |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 353±8ms              | 357±10ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 22.6±0.2ms           | 22.6±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 31.1±0.5ms           | 31.5±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 22.7±0.5ms           | 22.9±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 60.9±1ms             | 61.8±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 23.5±0.4ms           | 24.1±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 62.9±0.9ms           | 64.2±1ms            |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 23.5±0.4ms           | 23.8±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 59.4±1ms             | 60.0±0.6ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 8.11±0.09ms          | 8.12±0.1ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 22.4±0.8ms           | 22.8±0.7ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 20.5±0.2ms           | 20.1±0.2ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 133±4ms              | 136±1ms             |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 8.50±0.02ms          | 8.36±0.09ms         |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 21.3±0.6ms           | 21.1±0.6ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.45±0.08ms          | 8.36±0.08ms         |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 21.2±0.8ms           | 21.2±0.7ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 7.83±0.07ms          | 8.05±0.06ms         |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 21.4±0.6ms           | 21.4±0.6ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 24.9±0.2ms           | 24.7±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 35.9±0.5ms           | 35.6±0.7ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 8.17±0.06ms          | 8.25±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 21.5±0.4ms           | 21.7±0.5ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 9.39±0.2ms           | 9.28±0.1ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 24.3±0.6ms           | 23.7±0.6ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 8.09±0.2ms           | 8.13±0.06ms         |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 21.6±0.7ms           | 21.6±0.6ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 534±2ms              | 532±2ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 541±4ms              | 545±2ms             |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 45.9±0.2ms           | 46.5±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 142±5ms              | 146±3ms             |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 8.34±0.1ms           | 8.26±0.08ms         |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 21.0±0.6ms           | 20.8±0.5ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 8.40±0.09ms          | 8.37±0.08ms         |    1    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 23.3±0.8ms           | 23.7±0.8ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.31±0.05ms          | 8.59±0.06ms         |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 23.2±0.7ms           | 23.6±0.8ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.39±0.2ms           | 8.58±0.07ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 22.7±0.8ms           | 22.6±1ms            |    1    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 22.9±0.2ms           | 23.0±0.3ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 84.8±2ms             | 86.1±2ms            |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 23.3±0.2ms           | 23.1±0.3ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 96.8±2ms             | 97.6±2ms            |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 22.1±0.2ms           | 22.2±0.2ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 56.9±0.7ms           | 57.8±2ms            |    1.02 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.58±0.04ms          | 8.46±0.09ms         |    0.99 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 28.2±1ms             | 28.9±0.8ms          |    1.03 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.52±0.1ms           | 8.40±0.1ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 29.9±0.4ms           | 30.4±0.7ms          |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 7.99±0.08ms          | 8.20±0.08ms         |    1.03 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 23.6±1ms             | 23.8±0.7ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 220±4ms              | 225±5ms             |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 284±5ms              | 292±2ms             |    1.03 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.15±0.01ms          | 1.15±0.01ms         |    1    | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 403±4μs              | 396±6μs             |    0.98 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 100±6ms              | 98.2±3ms            |    0.98 | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 26.9±1ms             | 25.9±1ms            |    0.96 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 118±5ms              | 109±4ms             |    0.93 | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 17.8±0.2μs           | 17.4±0.2μs          |    0.98 | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 119±2ms              | 103±5ms             |    0.86 | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 136±2ms              | 115±4ms             |    0.85 | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 17.7±0.2μs           | 17.5±0.2μs          |    0.99 | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 190±2ms              | 192±9ms             |    1.01 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 71.9±2ms             | 72.7±0.9ms          |    1.01 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 224±5ms              | 226±10ms            |    1.01 | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 53.2±0.3μs           | 52.0±0.8μs          |    0.98 | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 790±10μs             | 799±30μs            |    1.01 | import_iris.Iris.time__concatenate                                                          |
|          | 186±2μs              | 188±3μs             |    1.01 | import_iris.Iris.time__constraints                                                          |
|          | 116±2μs              | 117±2μs             |    1.01 | import_iris.Iris.time__data_manager                                                         |
|          | 92.8±0.8μs           | 92.4±1μs            |    1    | import_iris.Iris.time__deprecation                                                          |
|          | 163±2μs              | 165±2μs             |    1.01 | import_iris.Iris.time__lazy_data                                                            |
|          | 896±10μs             | 907±10μs            |    1.01 | import_iris.Iris.time__merge                                                                |
|          | 74.5±1μs             | 75.1±0.4μs          |    1.01 | import_iris.Iris.time__representation                                                       |
|          | 607±5μs              | 619±7μs             |    1.02 | import_iris.Iris.time_analysis                                                              |
|          | 142±1μs              | 142±1μs             |    1    | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 107±3μs              | 106±0.9μs           |    1    | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 256±4μs              | 250±3μs             |    0.97 | import_iris.Iris.time_analysis__interpolation                                               |
|          | 193±6μs              | 197±2μs             |    1.02 | import_iris.Iris.time_analysis__regrid                                                      |
|          | 113±0.8μs            | 112±1μs             |    0.99 | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 136±0.6μs            | 136±0.9μs           |    1    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 323±4μs              | 326±1μs             |    1.01 | import_iris.Iris.time_analysis_cartography                                                  |
|          | 91.8±2μs             | 91.3±2μs            |    0.99 | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 212±1μs              | 213±1μs             |    1    | import_iris.Iris.time_analysis_maths                                                        |
|          | 94.3±0.8μs           | 94.2±0.4μs          |    1    | import_iris.Iris.time_analysis_stats                                                        |
|          | 173±1μs              | 176±2μs             |    1.02 | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 323±9μs              | 327±2μs             |    1.01 | import_iris.Iris.time_aux_factory                                                           |
|          | 82.2±1μs             | 81.2±0.9μs          |    0.99 | import_iris.Iris.time_common                                                                |
|          | 162±2μs              | 161±1μs             |    0.99 | import_iris.Iris.time_common_lenient                                                        |
|          | 1.36±0.02ms          | 1.35±0.02ms         |    0.99 | import_iris.Iris.time_common_metadata                                                       |
|          | 168±1μs              | 173±2μs             |    1.03 | import_iris.Iris.time_common_mixin                                                          |
|          | 1.17±0.01ms          | 1.17±0.01ms         |    1    | import_iris.Iris.time_common_resolve                                                        |
|          | 199±2μs              | 199±2μs             |    1    | import_iris.Iris.time_config                                                                |
|          | 126±0.9μs            | 125±2μs             |    0.99 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 389±8μs              | 386±7μs             |    0.99 | import_iris.Iris.time_coord_systems                                                         |
|          | 778±20μs             | 770±4μs             |    0.99 | import_iris.Iris.time_coords                                                                |
|          | 652±20μs             | 676±10μs            |    1.04 | import_iris.Iris.time_cube                                                                  |
|          | 236±2μs              | 236±5μs             |    1    | import_iris.Iris.time_exceptions                                                            |
|          | 74.1±0.9μs           | 74.4±0.6μs          |    1    | import_iris.Iris.time_experimental                                                          |
|          | 178±2μs              | 179±1μs             |    1.01 | import_iris.Iris.time_fileformats                                                           |
|          | 260±5μs              | 264±7μs             |    1.02 | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.58±0.03ms          | 2.58±0.02ms         |    1    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 76.7±1μs             | 76.2±1μs            |    0.99 | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 115±1μs              | 114±0.9μs           |    0.99 | import_iris.Iris.time_fileformats_abf                                                       |
|          | 435±10μs             | 456±10μs            |    1.05 | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.79±0.09ms          | 4.99±0.1ms          |    1.04 | import_iris.Iris.time_fileformats_dot                                                       |
|          | 70.5±2μs             | 71.6±0.4μs          |    1.02 | import_iris.Iris.time_fileformats_name                                                      |
|          | 251±2μs              | 252±3μs             |    1.01 | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 114±1μs              | 113±0.9μs           |    0.99 | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 122±2μs              | 123±1μs             |    1.01 | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 209±8μs              | 213±3μs             |    1.02 | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 797±6μs              | 807±9μs             |    1.01 | import_iris.Iris.time_fileformats_pp                                                        |
|          | 177±5μs              | 179±4μs             |    1.01 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 135±0.7μs            | 137±1μs             |    1.02 | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 539±3μs              | 545±9μs             |    1.01 | import_iris.Iris.time_fileformats_rules                                                     |
|          | 221±2μs              | 220±4μs             |    1    | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 81.0±0.2μs           | 81.0±2μs            |    1    | import_iris.Iris.time_fileformats_um                                                        |
|          | 158±1μs              | 159±2μs             |    1    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 139±2μs              | 141±0.9μs           |    1.01 | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 73.7±0.4μs           | 72.6±0.9μs          |    0.99 | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 79.5±0.9μs           | 78.9±0.5μs          |    0.99 | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 947±6μs              | 945±5μs             |    1    | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 138±2μs              | 138±0.6μs           |    1    | import_iris.Iris.time_io                                                                    |
|          | 177±5μs              | 176±3μs             |    1    | import_iris.Iris.time_io_format_picker                                                      |
|          | 217±3μs              | 214±1μs             |    0.98 | import_iris.Iris.time_iris                                                                  |
|          | 127±1μs              | 126±0.8μs           |    0.99 | import_iris.Iris.time_iterate                                                               |
|          | 8.26±0.04ms          | 8.22±0.08ms         |    1    | import_iris.Iris.time_palette                                                               |
|          | 1.79±0.02ms          | 1.76±0.01ms         |    0.99 | import_iris.Iris.time_plot                                                                  |
|          | 219±3μs              | 220±1μs             |    1    | import_iris.Iris.time_quickplot                                                             |
|          | 2.15±0.03ms          | 2.15±0.01ms         |    1    | import_iris.Iris.time_std_names                                                             |
|          | 1.82±0.01ms          | 1.83±0.02ms         |    1    | import_iris.Iris.time_symbols                                                               |
|          | 34.9±0.7ms           | 35.2±2ms            |    1.01 | import_iris.Iris.time_tests                                                                 |
|          | 252±0.8μs            | 251±4μs             |    1    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.06±0.05ms          | 5.15±0.05ms         |    1.02 | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 118±2μs              | 117±1μs             |    1    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.75±0.03ms          | 2.72±0.01ms         |    0.99 | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.30±0ms             | 1.31±0.01ms         |    1.01 | import_iris.Iris.time_third_party_numpy                                                     |
|          | 169±2μs              | 172±2μs             |    1.02 | import_iris.Iris.time_third_party_scipy                                                     |
|          | 99.3±1μs             | 100±1μs             |    1.01 | import_iris.Iris.time_time                                                                  |
|          | 356±4μs              | 355±7μs             |    1    | import_iris.Iris.time_util                                                                  |
|          | 72.8±0.5μs           | 70.2±2μs            |    0.96 | iterate.IZip.time_izip                                                                      |
|          | 10.3±0.2ms           | 10.1±0.08ms         |    0.98 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 17.0±1ms             | 17.2±0.2ms          |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 10.2±0.3ms           | 10.2±0.2ms          |    1    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 10.1±0.1ms           | 10.1±0.1ms          |    1    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 14.0±0.6ms           | 13.8±0.1ms          |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 10.0±0.1ms           | 10.1±0.05ms         |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.54±0.02s           | 1.53±0.01s          |    0.99 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 12.5±0.07ms          | 12.7±0.2ms          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.54±0.02s           | 1.55±0.02s          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.53±0.03s           | 1.55±0.01s          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 12.8±0.2ms           | 12.6±0.2ms          |    0.98 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.53±0.04s           | 1.56±0.01s          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.36±0.04ms          | 5.41±0.05ms         |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 12.5±0.3ms           | 12.3±0.2ms          |    0.99 | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.47±0.09ms          | 5.45±0.1ms          |    1    | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.55±0.08ms          | 5.32±0.03ms         |    0.96 | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 12.5±0.3ms           | 12.8±0.2ms          |    1.03 | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.33±0.05ms          | 5.32±0.04ms         |    1    | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 27.7±2ms             | 25.4±3ms            |    0.92 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 29.7±1ms             | 26.2±2ms            |    0.88 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 15.3±1ms             | 13.6±2ms            |    0.89 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 30.1±1ms             | 29.1±2ms            |    0.97 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 87.2±0.6ms           | 85.6±2ms            |    0.98 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 29.9±0.9ms           | 29.1±0.9ms          |    0.97 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 622±7ms              | 619±4ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 3.73±0.2ms           | 3.74±0.1ms          |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 626±8ms              | 621±3ms             |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 626±2ms              | 624±3ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 3.98±0.2ms           | 3.80±0.06ms         |    0.95 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 627±4ms              | 622±2ms             |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.14±0.05ms          | 2.14±0.07ms         |    1    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 3.80±0.2ms           | 3.67±0.05ms         |    0.97 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 2.10±0.07ms          | 2.11±0.1ms          |    1    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.20±0.04ms          | 2.21±0.06ms         |    1    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 3.70±0.2ms           | 3.82±0.1ms          |    1.03 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 2.30±0.07ms          | 2.19±0.1ms          |    0.95 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 349±2ms              | 350±2ms             |    1    | load.ManyCubes.time_many_cube_load                                                          |
|          | 92.1±0.6ms           | 91.7±0.9ms          |    1    | load.ManyVars.time_many_var_load                                                            |
|          | 10.2±0.1ms           | 10.2±0.2ms          |    1    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.2±0.2ms           | 10.3±0.09ms         |    1.01 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.54±0.01s           | 1.52±0.01s          |    0.99 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.57±0.01s           | 1.55±0.02s          |    0.99 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.44±0.09ms          | 5.54±0.08ms         |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.35±0.2ms           | 5.44±0.02ms         |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 9.30±0.08ms          | 9.15±0.09ms         |    0.98 | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.65±0.03ms          | 5.74±0.08ms         |    1.02 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.51±0.01s           | 1.51±0.01s          |    1    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 429±4ms              | 427±4ms             |    1    | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.45±0.04ms          | 4.48±0.02ms         |    1.01 | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.33±0.03ms          | 4.35±0.06ms         |    1.01 | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 167±0.9ms            | 168±4ms             |    1.01 | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 15.6±0.4ms           | 15.8±0.2ms          |    1.01 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 168±3ms              | 169±0.7ms           |    1.01 | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 33.3±0.5ms           | 34.1±0.2ms          |    1.02 | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 15.7±0.1ms           | 15.3±0.1ms          |    0.98 | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 33.7±0.3ms           | 33.9±0.5ms          |    1.01 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 9.28±0.2ms           | 9.29±0.2ms          |    1    | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 18.4±0.5ms           | 18.0±0.5ms          |    0.98 | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 9.24±0.2ms           | 9.18±0.4ms          |    0.99 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 12.8±0.4ms           | 13.3±0.7ms          |    1.04 | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 3.92±0.1ms           | 3.84±0.1ms          |    0.98 | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 7.06±0.2ms           | 6.97±0.4ms          |    0.99 | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 41.9±3ms             | 41.5±1ms            |    0.99 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 815±70ms             | 802±30ms            |    0.98 | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.48±0.07s           | 1.46±0.04s          |    0.99 | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 433±6ms              | 445±8ms             |    1.03 | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.42±0G             |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±6M               | 110±5M              |    1    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 41.0±6ms             | 38.9±2ms            |    0.95 | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           |    1    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 365±5ns              | 366±4ns             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 197±2ms              | 197±9ms             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 771±0.2k             | 772±0.5k            |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.2±0M              | 60.2±0M             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 27.8±0M              | 25±0.04M            |    0.9  | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 101±2M               | 96.5±0.02M          |    0.95 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 102±0.3M             | 96.5±0.03M          |    0.95 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(500)                     |
|          | 2.1752849999999997   | 2.1752849999999997  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                  |
|          | 216.01528499999998   | 216.01528499999998  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                 |
|          | 6.91±0.05ms          | 6.87±0.04ms         |    0.99 | plot.AuxSort.time_aux_sort                                                                  |
|          | 84.3±7ms             | 87.8±4ms            |    1.04 | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 108±6ms              | 109±6ms             |    1.01 | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 66.3±3ms             | 72.0±3ms            |    1.09 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.09M            | 107±0.08M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.90±0.08ms          | 4.90±0.07ms         |    1    | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 44.0±1ms             | 44.0±0.8ms          |    1    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 88.0±1ns             | 86.0±0.2ns          |    0.98 | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 88.9±2ns             | 86.5±0.3ns          |    0.97 | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 471±6ms              | 430±20ms            |    0.91 | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.7±0.3k            | 31.8±0.3k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 31.5±0.3k            | 31.6±0.2k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 199±20M              | 191±20M             |    0.96 | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 40.4±0.6ms           | 41.3±0.6ms          |    1.02 | stats.PearsonR.time_lazy                                                                    |
|          | 9.90±0.4ms           | 10.1±0.1ms          |    1.02 | stats.PearsonR.time_real                                                                    |
|          | 29.8±0.9M            | 29.4±0.4M           |    0.99 | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0.01M          |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 25.7±0.7ms           | 28.3±2ms            |    1.1  | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 63.2±0.4ms           | 63.3±1ms            |    1    | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.75±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Generated by GHA run 16175114077

@ESadek-MO
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ESadek-MO commented Jul 9, 2025

Benchmarks have retained the improvement, though metadata_equality seems have gotten even faster. I'm not convinced that's meaningful, but might be worth another run locally.

EDIT: After running multiple times locally, it's consistantly in the 500s. I'm fine calling it an anomaly, and not rerunning the benchmarks on this PR.

@pp-mo
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pp-mo commented Jul 11, 2025

Benchmarks have retained the improvement, though metadata_equality seems have gotten even faster. I'm not convinced that's meaningful, but might be worth another run locally.

EDIT: After running multiple times locally, it's consistantly in the 500s. I'm fine calling it an anomaly, and not rerunning the benchmarks on this PR.

OK I've re-checked the benchmark results against those from #6465, and I'm totally happy that the remaining shifts are expected and acceptable.

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Had a good look, and only found one bad comment left over from earlier behaviour
Otherwise all looks good to me now !

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Yes, yes, lets go !!

@pp-mo pp-mo enabled auto-merge (squash) July 11, 2025 15:20
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pp-mo commented Jul 11, 2025

Huge thanks @ESadek-MO
This one required a lot of stick-ability ! 💪

@pp-mo pp-mo merged commit 6c84ea4 into SciTools:main Jul 11, 2025
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@scitools-ci scitools-ci bot removed this from 🚴 Peloton Aug 9, 2025
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