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trexfeathers wants to merge 7 commits into from
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Adapt Iris to cf-units precision change. #6256

trexfeathers wants to merge 7 commits into from

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@trexfeathers trexfeathers commented Dec 16, 2024

🚀 Pull Request

Description

See #6215 (comment)

Going to work on the FUTURE flag next

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  • benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts

@github-actions github-actions bot added the benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts label Dec 16, 2024
@trexfeathers trexfeathers marked this pull request as draft December 16, 2024 13:52
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github-actions bot commented Dec 16, 2024

⏱️ Performance Benchmark Report: 2884ae2

Performance shifts 
| Change   | Before [0fdedb46]    | After [2884ae20]    |   Ratio | Benchmark (Parameter)                                                                     |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------------------------|
| +        | 809±0.7k             | 1.17±0M             |    1.45 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)  |
| +        | 12.7±0M              | 24.9±0M             |    1.96 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500) |
Full benchmark results 

Benchmarks that have stayed the same:

| Change   | Before [0fdedb46]    | After [2884ae20]    | Ratio   | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 59.7±0.9ms           | 58.9±1ms            | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 60.4±1ms             | 60.2±0.9ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 215±3ms              | 210±2ms             | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 218±2ms              | 209±2ms             | 0.96    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 39.4±0.4ms           | 39.1±0.4ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 39.7±0.5ms           | 39.9±0.5ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 38.9±0.6ms           | 39.1±0.4ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 39.6±0.3ms           | 39.9±0.5ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 51.9±0.5ms           | 51.1±1ms            | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 52.4±0.5ms           | 52.1±0.5ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 137±1ms              | 135±2ms             | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 139±2ms              | 136±1ms             | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 56.9±0.5ms           | 55.7±0.5ms          | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 58.1±1ms             | 57.0±0.7ms          | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 39.0±0.4ms           | 39.0±0.5ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 39.6±0.5ms           | 40.1±0.5ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 51.7±0.6ms           | 51.0±1ms            | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 52.2±0.8ms           | 52.8±0.5ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.10±0.01s           | 1.09±0.01s          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.10±0.01s           | 1.10±0.01s          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 499±30ms             | 489±10ms            | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 490±20ms             | 498±20ms            | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 37.2±0.4ms           | 37.2±0.4ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 38.3±0.4ms           | 38.4±0.5ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 69.1±0.9ms           | 66.6±1ms            | 0.96    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 70.4±0.8ms           | 67.1±0.5ms          | 0.95    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 70.1±0.6ms           | 68.4±0.7ms          | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 71.9±0.9ms           | 69.8±0.7ms          | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 66.9±0.6ms           | 64.8±1ms            | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 67.1±0.6ms           | 66.1±0.8ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 25.9±0.3ms           | 26.2±0.4ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 30.4±0.3ms           | 29.7±0.4ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 151±1ms              | 146±1ms             | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 167±1ms              | 160±2ms             | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 24.0±0.4ms           | 23.9±0.2ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 28.1±0.6ms           | 27.8±0.4ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 24.2±0.3ms           | 23.8±0.4ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 28.2±0.3ms           | 28.0±0.4ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 25.0±0.6ms           | 24.5±0.2ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 29.0±0.4ms           | 28.1±0.3ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 39.1±1ms             | 38.4±1ms            | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 41.7±0.9ms           | 41.9±0.8ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 25.3±0.2ms           | 25.0±0.3ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 29.4±0.4ms           | 28.6±0.4ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 25.0±0.3ms           | 25.4±0.4ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 29.2±0.3ms           | 28.7±0.2ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 24.5±0.2ms           | 24.6±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 28.5±0.2ms           | 28.2±0.3ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 542±2ms              | 544±0.9ms           | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 549±3ms              | 551±6ms             | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 167±1ms              | 161±1ms             | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 185±2ms              | 181±1ms             | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 23.5±0.3ms           | 23.9±0.2ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 28.0±0.3ms           | 27.9±0.4ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 27.4±0.2ms           | 26.6±0.5ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 31.8±0.6ms           | 30.7±0.3ms          | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 26.6±0.2ms           | 26.4±0.6ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 31.0±0.3ms           | 30.1±0.5ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 26.1±0.6ms           | 25.9±0.3ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 30.5±0.2ms           | 29.6±0.3ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 94.8±0.7ms           | 87.9±1ms            | 0.93    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 94.9±1ms             | 89.6±1ms            | 0.94    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 108±0.9ms            | 102±1ms             | 0.94    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 109±0.9ms            | 103±0.5ms           | 0.95    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 63.6±1ms             | 61.9±0.5ms          | 0.97    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 65.0±0.9ms           | 62.6±0.9ms          | 0.96    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 31.2±0.6ms           | 30.3±0.7ms          | 0.97    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 35.5±0.5ms           | 34.1±0.3ms          | 0.96    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 33.3±0.5ms           | 32.5±0.7ms          | 0.97    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 36.8±0.6ms           | 35.7±0.7ms          | 0.97    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 27.3±0.5ms           | 26.8±0.5ms          | 0.98    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 31.4±0.5ms           | 30.5±0.3ms          | 0.97    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 339±4ms              | 332±4ms             | 0.98    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 357±3ms              | 350±3ms             | 0.98    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.12±0.01ms          | 1.10±0.02ms         | 0.98    | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 395±5μs              | 391±3μs             | 0.99    | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 951±10μs             | 948±7μs             | 1.00    | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 572±10μs             | 580±9μs             | 1.01    | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 238±4ms              | 236±3ms             | 0.99    | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 127±2ms              | 127±2ms             | 0.99    | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 263±1ms              | 262±2ms             | 1.00    | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 16.8±0.2μs           | 16.4±0.2μs          | 0.98    | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 342±4ms              | 336±3ms             | 0.98    | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 234±3ms              | 231±2ms             | 0.99    | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 366±5ms              | 364±3ms             | 0.99    | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 17.1±0.2μs           | 16.4±0.3μs          | 0.96    | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 238±3ms              | 236±4ms             | 0.99    | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 129±2ms              | 125±1ms             | 0.97    | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 261±3ms              | 261±2ms             | 1.00    | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 53.2±0.8μs           | 52.3±0.4μs          | 0.98    | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 342±3ms              | 337±2ms             | 0.98    | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 232±2ms              | 229±3ms             | 0.99    | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 368±3ms              | 365±3ms             | 0.99    | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 54.6±2μs             | 55.3±0.6μs          | 1.01    | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 793±3μs              | 779±3μs             | 0.98    | import_iris.Iris.time__concatenate                                                          |
|          | 182±2μs              | 180±4μs             | 0.99    | import_iris.Iris.time__constraints                                                          |
|          | 110±0.9μs            | 110±2μs             | 1.01    | import_iris.Iris.time__data_manager                                                         |
|          | 93.1±2μs             | 94.5±2μs            | 1.02    | import_iris.Iris.time__deprecation                                                          |
|          | 137±2μs              | 136±2μs             | 1.00    | import_iris.Iris.time__lazy_data                                                            |
|          | 912±7μs              | 904±5μs             | 0.99    | import_iris.Iris.time__merge                                                                |
|          | 76.8±0.2μs           | 77.0±1μs            | 1.00    | import_iris.Iris.time__representation                                                       |
|          | 595±6μs              | 589±3μs             | 0.99    | import_iris.Iris.time_analysis                                                              |
|          | 142±3μs              | 142±0.8μs           | 1.00    | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 110±1μs              | 110±0.7μs           | 1.00    | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 242±1μs              | 237±3μs             | 0.98    | import_iris.Iris.time_analysis__interpolation                                               |
|          | 190±1μs              | 188±1μs             | 0.99    | import_iris.Iris.time_analysis__regrid                                                      |
|          | 111±0.5μs            | 111±3μs             | 1.00    | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 137±0.9μs            | 139±0.7μs           | 1.01    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 331±3μs              | 333±5μs             | 1.00    | import_iris.Iris.time_analysis_cartography                                                  |
|          | 93.2±1μs             | 94.1±0.3μs          | 1.01    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 215±2μs              | 216±4μs             | 1.00    | import_iris.Iris.time_analysis_maths                                                        |
|          | 97.2±2μs             | 98.0±0.6μs          | 1.01    | import_iris.Iris.time_analysis_stats                                                        |
|          | 174±4μs              | 174±3μs             | 1.00    | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 309±3μs              | 306±5μs             | 0.99    | import_iris.Iris.time_aux_factory                                                           |
|          | 84.1±0.7μs           | 85.0±0.7μs          | 1.01    | import_iris.Iris.time_common                                                                |
|          | 162±1μs              | 160±0.7μs           | 0.98    | import_iris.Iris.time_common_lenient                                                        |
|          | 1.35±0.02ms          | 1.35±0.03ms         | 1.00    | import_iris.Iris.time_common_metadata                                                       |
|          | 138±1μs              | 139±3μs             | 1.01    | import_iris.Iris.time_common_mixin                                                          |
|          | 1.19±0.03ms          | 1.21±0.01ms         | 1.01    | import_iris.Iris.time_common_resolve                                                        |
|          | 198±1μs              | 198±2μs             | 1.00    | import_iris.Iris.time_config                                                                |
|          | 122±2μs              | 125±1μs             | 1.02    | import_iris.Iris.time_coord_categorisation                                                  |
|          | 366±3μs              | 367±5μs             | 1.00    | import_iris.Iris.time_coord_systems                                                         |
|          | 743±6μs              | 755±5μs             | 1.02    | import_iris.Iris.time_coords                                                                |
|          | 658±10μs             | 657±5μs             | 1.00    | import_iris.Iris.time_cube                                                                  |
|          | 226±1μs              | 223±1μs             | 0.99    | import_iris.Iris.time_exceptions                                                            |
|          | 77.1±0.6μs           | 77.0±1μs            | 1.00    | import_iris.Iris.time_experimental                                                          |
|          | 185±2μs              | 183±1μs             | 0.99    | import_iris.Iris.time_fileformats                                                           |
|          | 255±5μs              | 254±1μs             | 1.00    | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.74±0.03ms          | 2.67±0.03ms         | 0.97    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 78.9±0.2μs           | 80.0±1μs            | 1.01    | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 115±0.6μs            | 115±1μs             | 1.00    | import_iris.Iris.time_fileformats_abf                                                       |
|          | 410±5μs              | 414±3μs             | 1.01    | import_iris.Iris.time_fileformats_cf                                                        |
|          | 5.33±0.06ms          | 5.32±0.05ms         | 1.00    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 75.8±0.6μs           | 75.2±1μs            | 0.99    | import_iris.Iris.time_fileformats_name                                                      |
|          | 256±1μs              | 259±3μs             | 1.01    | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 120±0.8μs            | 119±2μs             | 0.99    | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 123±1μs              | 124±0.6μs           | 1.02    | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 211±5μs              | 211±1μs             | 1.00    | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 777±10μs             | 794±9μs             | 1.02    | import_iris.Iris.time_fileformats_pp                                                        |
|          | 179±1μs              | 182±3μs             | 1.02    | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 136±2μs              | 142±6μs             | 1.05    | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 543±2μs              | 554±6μs             | 1.02    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 220±5μs              | 216±0.8μs           | 0.98    | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 83.5±0.2μs           | 83.9±1μs            | 1.00    | import_iris.Iris.time_fileformats_um                                                        |
|          | 162±2μs              | 162±2μs             | 1.00    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 138±2μs              | 143±3μs             | 1.04    | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 75.7±0.6μs           | 76.4±0.5μs          | 1.01    | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 82.0±0.3μs           | 82.0±0.9μs          | 1.00    | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 988±20μs             | 966±7μs             | 0.98    | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 136±1μs              | 137±1μs             | 1.01    | import_iris.Iris.time_io                                                                    |
|          | 174±2μs              | 174±3μs             | 1.00    | import_iris.Iris.time_io_format_picker                                                      |
|          | 295±3μs              | 285±3μs             | 0.97    | import_iris.Iris.time_iris                                                                  |
|          | 127±0.6μs            | 130±2μs             | 1.02    | import_iris.Iris.time_iterate                                                               |
|          | 8.33±0.1ms           | 8.29±0.05ms         | 0.99    | import_iris.Iris.time_palette                                                               |
|          | 1.91±0.01ms          | 1.90±0.01ms         | 1.00    | import_iris.Iris.time_plot                                                                  |
|          | 105±0.9μs            | 105±1μs             | 1.00    | import_iris.Iris.time_quickplot                                                             |
|          | 2.16±0.04ms          | 2.21±0.09ms         | 1.02    | import_iris.Iris.time_std_names                                                             |
|          | 1.77±0.03ms          | 1.75±0.01ms         | 0.99    | import_iris.Iris.time_symbols                                                               |
|          | 16.1±1ms             | 15.8±0.7ms          | 0.99    | import_iris.Iris.time_tests                                                                 |
|          | 255±0.6μs            | 257±2μs             | 1.01    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 4.77±0.03ms          | 4.84±0.05ms         | 1.01    | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 119±1μs              | 118±1μs             | 1.00    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.82±0.02ms          | 2.85±0.01ms         | 1.01    | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.54±0.01ms          | 1.54±0ms            | 0.99    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 177±4μs              | 175±2μs             | 0.99    | import_iris.Iris.time_third_party_scipy                                                     |
|          | 100.0±0.9μs          | 99.2±0.8μs          | 0.99    | import_iris.Iris.time_time                                                                  |
|          | 329±3μs              | 329±7μs             | 1.00    | import_iris.Iris.time_util                                                                  |
|          | 72.2±1μs             | 71.2±0.6μs          | 0.99    | iterate.IZip.time_izip                                                                      |
|          | 9.88±0.09ms          | 9.64±0.04ms         | 0.98    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 26.7±0.7ms           | 26.9±0.1ms          | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 9.89±0.1ms           | 9.69±0.05ms         | 0.98    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.80±0.1ms           | 9.70±0.1ms          | 0.99    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 22.3±0.3ms           | 23.0±0.3ms          | 1.03    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.91±0.1ms           | 9.76±0.08ms         | 0.98    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.55±0.02s           | 1.50±0.01s          | 0.97    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 23.0±0.4ms           | 22.8±0.2ms          | 0.99    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.57±0.02s           | 1.53±0.01s          | 0.98    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.53±0.01s           | 1.51±0.01s          | 0.99    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 22.9±0.3ms           | 23.0±0.4ms          | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.56±0.01s           | 1.54±0.01s          | 0.99    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.05±0.04ms          | 5.00±0.02ms         | 0.99    | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 21.0±0.5ms           | 21.3±0.07ms         | 1.01    | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.01±0.06ms          | 5.01±0.02ms         | 1.00    | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.04±0.02ms          | 4.98±0.01ms         | 0.99    | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 21.1±0.3ms           | 21.2±0.1ms          | 1.01    | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.03±0.03ms          | 4.97±0.02ms         | 0.99    | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 24.6±3ms             | 24.1±2ms            | 0.98    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 19.4±0.3ms           | 20.4±0.3ms          | 1.05    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 13.1±2ms             | 13.1±0.6ms          | 1.00    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 26.5±3ms             | 25.8±1ms            | 0.97    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 79.6±0.8ms           | 79.9±0.5ms          | 1.00    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 25.9±0.7ms           | 27.0±2ms            | 1.04    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 489±2ms              | 451±2ms             | 0.92    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 3.01±0.09ms          | 3.07±0.1ms          | 1.02    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 489±3ms              | 451±3ms             | 0.92    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 498±2ms              | 463±2ms             | 0.93    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 3.06±0.03ms          | 3.17±0.07ms         | 1.04    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 502±5ms              | 460±3ms             | 0.92    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 1.65±0.08ms          | 1.63±0.1ms          | 0.99    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 2.93±0.1ms           | 3.12±0.2ms          | 1.07    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 1.69±0.08ms          | 1.64±0.09ms         | 0.97    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 1.76±0.1ms           | 1.68±0.2ms          | 0.95    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 3.08±0.07ms          | 3.07±0.1ms          | 1.00    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 1.74±0.06ms          | 1.72±0.08ms         | 0.99    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 360±1ms              | 370±2ms             | 1.03    | load.ManyVars.time_many_var_load                                                            |
|          | 9.96±0.07ms          | 9.72±0.05ms         | 0.98    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.0±0.05ms          | 9.90±0.05ms         | 0.99    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.57±0.01s           | 1.52±0.01s          | 0.97    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.59±0.01s           | 1.55±0.02s          | 0.97    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.08±0.05ms          | 5.05±0.02ms         | 0.99    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.14±0.07ms          | 5.05±0.02ms         | 0.98    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 9.00±0.2ms           | 8.81±0.03ms         | 0.98    | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.82±0.06ms          | 5.73±0.1ms          | 0.98    | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.53±0.01s           | 1.50±0s             | 0.98    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 537±3ms              | 507±9ms             | 0.94    | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.32±0.07ms          | 4.24±0.02ms         | 0.98    | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.16±0.03ms          | 4.10±0.02ms         | 0.99    | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 165±1ms              | 165±1ms             | 1.00    | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 24.4±0.2ms           | 24.9±0.4ms          | 1.02    | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 166±2ms              | 167±3ms             | 1.01    | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 33.0±0.09ms          | 33.0±0.2ms          | 1.00    | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 24.1±0.2ms           | 24.4±0.3ms          | 1.01    | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 33.2±0.2ms           | 33.2±0.3ms          | 1.00    | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 19.7±0.4ms           | 19.9±0.3ms          | 1.01    | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 55.8±0.7ms           | 54.3±0.7ms          | 0.97    | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 14.8±0.2ms           | 14.8±0.3ms          | 0.99    | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 25.1±0.4ms           | 25.3±0.6ms          | 1.01    | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 19.4±0.4ms           | 19.9±0.2ms          | 1.03    | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 24.0±0.1ms           | 24.0±0.3ms          | 1.00    | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 14.8±0.2ms           | 14.9±0.2ms          | 1.01    | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 19.5±0.2ms           | 19.5±0.4ms          | 1.00    | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 20.2±0.5ms           | 20.9±0.4ms          | 1.04    | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 65.6±0.9ms           | 64.3±0.8ms          | 0.98    | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 20.4±0.2ms           | 20.9±0.3ms          | 1.03    | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 26.5±0.6ms           | 26.0±0.6ms          | 0.98    | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 3.04±0.1ms           | 3.10±0.1ms          | 1.02    | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 4.85±0.1ms           | 4.95±0.5ms          | 1.02    | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 37.9±0.8ms           | 37.9±1ms            | 1.00    | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 779±6ms              | 777±6ms             | 1.00    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 428±3ms              | 446±3ms             | 1.04    | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 428±5ms              | 448±5ms             | 1.05    | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 109±0.3M             | 110±2M              | 1.01    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 109±0.3M             | 110±2M              | 1.01    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 57.9±0.4ms           | 57.2±0.4ms          | 0.99    | merge_concat.Merge.time_merge                                                               |
|          | 1.62±0.2M            | 1.2±0.3M            | ~0.74   | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 477±3ns              | 420±2ns             | 0.88    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 213±2ms              | 222±1ms             | 1.04    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 659±1k               | 744±0.1k            | 1.13    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.1±0M              | 60.1±0M             | 1.00    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 17.0±0.1ms           | 16.2±0.1ms          | 0.96    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 18.7±1ms             | 19.9±0.8ms          | 1.07    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 120±1ms              | 119±1ms             | 0.99    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 682±6ms              | 694±3ms             | 1.02    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.22±0.02M           | 1.31±0.01M          | 1.07    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.2±0.04M           | 96.3±0.03M          | 1.00    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 78.2±1ms             | 76.2±0.9ms          | 0.98    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 628±8ms              | 643±9ms             | 1.03    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.19±0.01M           | 1.26±0.01M          | 1.06    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.2±0.02M           | 96.3±0.02M          | 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)                 |
|          | 6.49±0.04ms          | 6.45±0.03ms         | 0.99    | plot.AuxSort.time_aux_sort                                                                  |
|          | 76.9±5ms             | 81.8±0.9ms          | 1.06    | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              | 1.00    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 99.4±0.3ms           | 106±0.8ms           | 1.07    | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 48.1±1ms             | 48.6±1ms            | 1.01    | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 106±0.04M            | 107±0.04M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.02M            | 147±0.01M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.46±0.08ms          | 4.57±0.03ms         | 1.02    | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 79.8±0.8ms           | 80.4±1ms            | 1.01    | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 52.4±0.4ms           | 52.4±0.6ms          | 1.00    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 580±4ms              | 581±3ms             | 1.00    | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 89.6±0.9ns           | 87.2±0.7ns          | 0.97    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 63.0±0.7ms           | 63.2±0.4ms          | 1.00    | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 89.4±2ns             | 87.2±0.4ns          | 0.97    | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 510±3ms              | 511±2ms             | 1.00    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 28.9±0.08k           | 29±0.9k             | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.7±0.08M            | 1.67±0.1M           | 0.99    | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 28.9±0.06k           | 29.1±0.8k           | 1.01    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 207±20M              | 225±20M             | 1.08    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 42.0±0.6ms           | 40.8±0.9ms          | 0.97    | stats.PearsonR.time_lazy                                                                    |
|          | 9.34±0.2ms           | 9.31±0.2ms          | 1.00    | stats.PearsonR.time_real                                                                    |
|          | 24.6±1M              | 29.2±1M             | 1.19    | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.4±0.01M           | 18.4±0.01M          | 1.00    | stats.PearsonR.tracemalloc_real                                                             |
|          | 24.1±0.7ms           | 24.0±0.6ms          | 0.99    | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 61.0±0.6ms           | 61.5±0.6ms          | 1.01    | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 23.3±0.01M           | 23.3±0.01M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 12.1±0.04M           | 12.1±0.04M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Benchmarks that have got worse:

| Change   | Before [0fdedb46]    | After [2884ae20]    |   Ratio | Benchmark (Parameter)                                                                     |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------------------------|
| +        | 809±0.7k             | 1.17±0M             |    1.45 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)  |
| +        | 12.7±0M              | 24.9±0M             |    1.96 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500) |

Generated by GHA run 12354084052

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github-actions bot commented Dec 16, 2024

⏱️ Performance Benchmark Report: b87a67c

Performance shifts 
| Change   | Before [0fdedb46]    | After [b87a67cd]    |   Ratio | Benchmark (Parameter)                                                                     |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------------------------|
| +        | 808±0.8k             | 1.17±0M             |    1.45 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)  |
| +        | 12.7±0M              | 24.9±0M             |    1.96 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500) |
| +        | 24.4±1M              | 29.4±0.3M           |    1.21 | stats.PearsonR.tracemalloc_lazy                                                           |
Full benchmark results 

Benchmarks that have stayed the same:

| Change   | Before [0fdedb46]    | After [b87a67cd]    | Ratio   | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 62.0±1ms             | 59.6±0.9ms          | 0.96    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 63.5±0.9ms           | 61.3±1ms            | 0.96    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 227±6ms              | 217±7ms             | 0.96    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 223±5ms              | 218±4ms             | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 40.4±0.7ms           | 40.4±0.7ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 40.2±0.7ms           | 41.2±0.7ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 39.8±0.9ms           | 40.3±0.5ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 41.1±1ms             | 41.1±0.8ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 54.1±1ms             | 53.0±1ms            | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 54.4±1ms             | 54.0±0.8ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 141±2ms              | 139±1ms             | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 142±2ms              | 140±1ms             | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 59.8±1ms             | 57.5±0.8ms          | 0.96    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 59.1±1ms             | 57.6±0.5ms          | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 40.5±0.6ms           | 40.5±0.8ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 40.8±0.7ms           | 41.4±1ms            | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 53.7±1ms             | 52.0±0.9ms          | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 54.1±1ms             | 54.1±1ms            | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.09±0.01s           | 1.10±0.06s          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.09±0.01s           | 1.09±0.01s          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 511±20ms             | 504±20ms            | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 529±20ms             | 492±10ms            | 0.93    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 39.5±0.7ms           | 38.1±0.7ms          | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 40.0±0.7ms           | 40.1±0.9ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 72.6±1ms             | 67.9±0.8ms          | 0.94    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 71.7±1ms             | 68.6±1ms            | 0.96    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 72.8±0.8ms           | 70.2±0.6ms          | 0.96    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 74.0±0.6ms           | 71.4±0.9ms          | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 69.4±0.7ms           | 66.1±1ms            | 0.95    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 69.1±0.7ms           | 67.0±0.8ms          | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 27.2±0.9ms           | 26.6±0.7ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 31.8±0.4ms           | 30.5±0.3ms          | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 156±1ms              | 151±2ms             | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 173±2ms              | 167±2ms             | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 24.7±0.5ms           | 24.6±0.3ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 29.1±0.3ms           | 28.7±0.4ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 25.1±0.5ms           | 24.8±0.4ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 29.7±0.7ms           | 28.9±0.5ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 26.1±0.5ms           | 25.6±0.6ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 30.2±0.9ms           | 29.2±0.4ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 39.8±0.7ms           | 39.4±1ms            | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 43.9±0.9ms           | 42.1±1ms            | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 26.4±0.4ms           | 25.8±0.4ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 30.3±0.8ms           | 29.7±0.5ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 26.6±0.5ms           | 26.4±0.4ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 30.6±0.7ms           | 30.3±0.4ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 25.3±0.7ms           | 25.4±0.4ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 30.2±0.6ms           | 29.2±0.5ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 550±4ms              | 544±2ms             | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 550±5ms              | 550±7ms             | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 171±2ms              | 169±2ms             | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 191±4ms              | 183±1ms             | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 24.9±0.5ms           | 24.7±0.3ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 29.4±0.3ms           | 28.6±0.3ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 28.4±0.5ms           | 27.8±0.3ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 32.9±0.6ms           | 31.3±0.4ms          | 0.95    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 28.2±0.6ms           | 26.9±0.6ms          | 0.95    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 32.1±0.5ms           | 31.0±0.6ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 27.2±0.5ms           | 26.9±0.3ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 31.2±0.4ms           | 30.3±0.5ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 96.9±2ms             | 89.8±1ms            | 0.93    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 96.9±1ms             | 90.4±0.7ms          | 0.93    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 110±1ms              | 104±1ms             | 0.94    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 111±0.8ms            | 104±1ms             | 0.94    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 66.2±0.8ms           | 63.3±0.8ms          | 0.96    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 67.7±0.8ms           | 64.2±0.9ms          | 0.95    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 32.6±0.5ms           | 31.1±0.3ms          | 0.96    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 36.9±0.7ms           | 34.7±0.6ms          | 0.94    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 33.7±1ms             | 32.7±1ms            | 0.97    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 38.3±1ms             | 36.8±0.7ms          | 0.96    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 28.1±0.5ms           | 27.8±0.4ms          | 0.99    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 31.9±0.5ms           | 31.5±0.5ms          | 0.99    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 342±4ms              | 344±5ms             | 1.01    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 364±4ms              | 359±5ms             | 0.98    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.12±0.03ms          | 1.09±0.01ms         | 0.98    | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 405±4μs              | 387±3μs             | 0.95    | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 978±10μs             | 934±30μs            | 0.96    | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 584±4μs              | 591±9μs             | 1.01    | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 244±5ms              | 246±4ms             | 1.01    | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 132±2ms              | 128±1ms             | 0.97    | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 274±2ms              | 271±2ms             | 0.99    | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 17.0±0.2μs           | 16.9±0.3μs          | 0.99    | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 355±4ms              | 346±5ms             | 0.97    | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 242±2ms              | 237±9ms             | 0.98    | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 388±4ms              | 380±7ms             | 0.98    | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 17.2±0.3μs           | 17.1±0.3μs          | 0.99    | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 249±3ms              | 245±3ms             | 0.99    | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 134±2ms              | 131±2ms             | 0.97    | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 276±2ms              | 274±4ms             | 0.99    | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 53.9±1μs             | 52.7±1μs            | 0.98    | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 358±8ms              | 353±5ms             | 0.99    | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 241±4ms              | 238±5ms             | 0.99    | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 381±4ms              | 376±7ms             | 0.99    | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 55.2±0.7μs           | 55.6±0.5μs          | 1.01    | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 802±20μs             | 780±4μs             | 0.97    | import_iris.Iris.time__concatenate                                                          |
|          | 183±2μs              | 181±1μs             | 0.99    | import_iris.Iris.time__constraints                                                          |
|          | 110±1μs              | 110±1μs             | 1.00    | import_iris.Iris.time__data_manager                                                         |
|          | 94.1±1μs             | 93.5±0.6μs          | 0.99    | import_iris.Iris.time__deprecation                                                          |
|          | 137±0.8μs            | 138±0.7μs           | 1.00    | import_iris.Iris.time__lazy_data                                                            |
|          | 926±5μs              | 911±10μs            | 0.98    | import_iris.Iris.time__merge                                                                |
|          | 77.1±0.7μs           | 77.3±0.8μs          | 1.00    | import_iris.Iris.time__representation                                                       |
|          | 607±8μs              | 596±3μs             | 0.98    | import_iris.Iris.time_analysis                                                              |
|          | 147±3μs              | 142±3μs             | 0.96    | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 109±0.6μs            | 111±1μs             | 1.01    | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 244±1μs              | 240±0.6μs           | 0.99    | import_iris.Iris.time_analysis__interpolation                                               |
|          | 191±0.8μs            | 190±0.6μs           | 0.99    | import_iris.Iris.time_analysis__regrid                                                      |
|          | 111±0.9μs            | 113±2μs             | 1.02    | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 139±1μs              | 138±0.8μs           | 0.99    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 336±5μs              | 333±4μs             | 0.99    | import_iris.Iris.time_analysis_cartography                                                  |
|          | 94.7±0.3μs           | 94.0±2μs            | 0.99    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 219±1μs              | 218±1μs             | 1.00    | import_iris.Iris.time_analysis_maths                                                        |
|          | 97.8±0.8μs           | 99.2±0.6μs          | 1.01    | import_iris.Iris.time_analysis_stats                                                        |
|          | 175±1μs              | 175±4μs             | 1.00    | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 309±6μs              | 311±3μs             | 1.00    | import_iris.Iris.time_aux_factory                                                           |
|          | 84.2±1μs             | 84.9±1μs            | 1.01    | import_iris.Iris.time_common                                                                |
|          | 163±4μs              | 165±2μs             | 1.02    | import_iris.Iris.time_common_lenient                                                        |
|          | 1.34±0.02ms          | 1.36±0.01ms         | 1.01    | import_iris.Iris.time_common_metadata                                                       |
|          | 140±2μs              | 140±1μs             | 1.00    | import_iris.Iris.time_common_mixin                                                          |
|          | 1.21±0.02ms          | 1.19±0.01ms         | 0.99    | import_iris.Iris.time_common_resolve                                                        |
|          | 201±3μs              | 199±0.6μs           | 0.99    | import_iris.Iris.time_config                                                                |
|          | 124±0.7μs            | 125±1μs             | 1.01    | import_iris.Iris.time_coord_categorisation                                                  |
|          | 383±10μs             | 376±10μs            | 0.98    | import_iris.Iris.time_coord_systems                                                         |
|          | 768±20μs             | 767±3μs             | 1.00    | import_iris.Iris.time_coords                                                                |
|          | 666±20μs             | 659±5μs             | 0.99    | import_iris.Iris.time_cube                                                                  |
|          | 226±1μs              | 223±6μs             | 0.99    | import_iris.Iris.time_exceptions                                                            |
|          | 77.5±0.3μs           | 77.6±0.7μs          | 1.00    | import_iris.Iris.time_experimental                                                          |
|          | 185±1μs              | 185±3μs             | 1.00    | import_iris.Iris.time_fileformats                                                           |
|          | 254±3μs              | 257±4μs             | 1.01    | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.82±0.07ms          | 2.66±0.01ms         | 0.94    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 79.6±0.3μs           | 80.4±0.8μs          | 1.01    | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 116±0.7μs            | 115±0.7μs           | 1.00    | import_iris.Iris.time_fileformats_abf                                                       |
|          | 428±10μs             | 410±2μs             | 0.96    | import_iris.Iris.time_fileformats_cf                                                        |
|          | 5.56±0.3ms           | 5.28±0.06ms         | 0.95    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 75.5±1μs             | 76.1±2μs            | 1.01    | import_iris.Iris.time_fileformats_name                                                      |
|          | 264±2μs              | 264±5μs             | 1.00    | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 120±2μs              | 121±1μs             | 1.01    | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 124±0.9μs            | 123±0.5μs           | 0.99    | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 214±2μs              | 215±1μs             | 1.01    | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 798±8μs              | 786±10μs            | 0.98    | import_iris.Iris.time_fileformats_pp                                                        |
|          | 182±0.8μs            | 185±4μs             | 1.02    | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 136±2μs              | 137±2μs             | 1.00    | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 551±6μs              | 550±4μs             | 1.00    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 223±7μs              | 216±2μs             | 0.97    | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 84.1±0.4μs           | 83.8±1μs            | 1.00    | import_iris.Iris.time_fileformats_um                                                        |
|          | 165±2μs              | 162±1μs             | 0.98    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 141±0.7μs            | 140±1μs             | 1.00    | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 77.2±1μs             | 77.3±0.5μs          | 1.00    | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 82.7±0.8μs           | 82.6±2μs            | 1.00    | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 999±10μs             | 990±10μs            | 0.99    | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 138±0.5μs            | 140±2μs             | 1.02    | import_iris.Iris.time_io                                                                    |
|          | 183±6μs              | 174±1μs             | 0.95    | import_iris.Iris.time_io_format_picker                                                      |
|          | 293±3μs              | 294±4μs             | 1.01    | import_iris.Iris.time_iris                                                                  |
|          | 133±3μs              | 130±1μs             | 0.98    | import_iris.Iris.time_iterate                                                               |
|          | 8.39±0.2ms           | 8.35±0.05ms         | 1.00    | import_iris.Iris.time_palette                                                               |
|          | 1.92±0.03ms          | 1.90±0.02ms         | 0.99    | import_iris.Iris.time_plot                                                                  |
|          | 107±2μs              | 105±0.9μs           | 0.98    | import_iris.Iris.time_quickplot                                                             |
|          | 2.25±0.09ms          | 2.21±0.05ms         | 0.99    | import_iris.Iris.time_std_names                                                             |
|          | 1.78±0.01ms          | 1.78±0.02ms         | 1.00    | import_iris.Iris.time_symbols                                                               |
|          | 34.7±0.5ms           | 35.1±0.4ms          | 1.01    | import_iris.Iris.time_tests                                                                 |
|          | 256±2μs              | 256±6μs             | 1.00    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 4.80±0.06ms          | 4.79±0.03ms         | 1.00    | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 120±0.5μs            | 120±2μs             | 1.00    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.85±0.04ms          | 2.87±0.01ms         | 1.01    | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.55±0.01ms          | 1.55±0ms            | 1.00    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 173±2μs              | 174±2μs             | 1.01    | import_iris.Iris.time_third_party_scipy                                                     |
|          | 102±1μs              | 100±0.6μs           | 0.98    | import_iris.Iris.time_time                                                                  |
|          | 331±4μs              | 328±3μs             | 0.99    | import_iris.Iris.time_util                                                                  |
|          | 72.1±0.5μs           | 72.2±1μs            | 1.00    | iterate.IZip.time_izip                                                                      |
|          | 9.93±0.2ms           | 10.00±0.09ms        | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 28.1±0.7ms           | 27.7±0.3ms          | 0.99    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 10.0±0.1ms           | 10.0±0.2ms          | 1.00    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.95±0.2ms           | 9.94±0.2ms          | 1.00    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 22.8±0.6ms           | 23.0±0.3ms          | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 10.1±0.1ms           | 9.95±0.2ms          | 0.99    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.57±0.01s           | 1.54±0.01s          | 0.98    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 23.2±0.8ms           | 22.6±0.2ms          | 0.97    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.58±0.01s           | 1.57±0.02s          | 0.99    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.57±0.01s           | 1.54±0.02s          | 0.99    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 23.8±0.6ms           | 22.6±0.2ms          | 0.95    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.59±0.02s           | 1.56±0.01s          | 0.99    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.20±0.07ms          | 5.02±0.09ms         | 0.97    | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 22.1±0.4ms           | 21.3±0.3ms          | 0.96    | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.07±0.07ms          | 5.05±0.2ms          | 1.00    | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.19±0.07ms          | 5.07±0.04ms         | 0.98    | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 21.3±0.6ms           | 21.7±0.2ms          | 1.02    | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.10±0.05ms          | 5.01±0.08ms         | 0.98    | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 26.5±4ms             | 26.2±3ms            | 0.99    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 21.6±0.4ms           | 21.0±0.7ms          | 0.97    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 14.1±2ms             | 13.7±0.9ms          | 0.97    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 27.1±2ms             | 26.3±2ms            | 0.97    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 80.5±1ms             | 81.0±0.9ms          | 1.01    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 26.8±0.9ms           | 25.8±2ms            | 0.96    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 496±5ms              | 453±4ms             | 0.91    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 3.22±0.1ms           | 3.15±0.05ms         | 0.98    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 498±3ms              | 457±4ms             | 0.92    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 514±5ms              | 467±5ms             | 0.91    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 3.21±0.1ms           | 3.13±0.1ms          | 0.98    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 510±4ms              | 465±5ms             | 0.91    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 1.75±0.1ms           | 1.64±0.05ms         | 0.93    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 3.15±0.1ms           | 3.18±0.08ms         | 1.01    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 1.89±0.1ms           | 1.72±0.06ms         | 0.91    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 1.79±0.1ms           | 1.76±0.1ms          | 0.98    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 3.20±0.1ms           | 3.08±0.1ms          | 0.96    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 1.78±0.1ms           | 1.67±0.1ms          | 0.94    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 366±2ms              | 364±2ms             | 1.00    | load.ManyVars.time_many_var_load                                                            |
|          | 10.3±0.2ms           | 9.89±0.09ms         | 0.96    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.3±0.2ms           | 10.0±0.2ms          | 0.98    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.59±0.02s           | 1.55±0.02s          | 0.97    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.60±0.01s           | 1.55±0.03s          | 0.97    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.19±0.05ms          | 5.21±0.1ms          | 1.00    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.14±0.03ms          | 5.16±0.1ms          | 1.00    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 9.33±0.02ms          | 9.05±0.05ms         | 0.97    | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.94±0.05ms          | 5.73±0.04ms         | 0.97    | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.56±0.01s           | 1.53±0.02s          | 0.98    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 549±6ms              | 505±10ms            | 0.92    | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.29±0.04ms          | 4.35±0.1ms          | 1.02    | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.14±0.05ms          | 4.12±0.1ms          | 0.99    | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 165±2ms              | 165±2ms             | 1.00    | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 24.6±0.5ms           | 24.8±0.2ms          | 1.01    | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 169±3ms              | 168±1ms             | 0.99    | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 33.9±0.7ms           | 33.4±0.3ms          | 0.98    | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 24.3±0.2ms           | 24.3±0.1ms          | 1.00    | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 33.1±1ms             | 33.5±0.4ms          | 1.01    | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 20.8±0.5ms           | 20.3±0.7ms          | 0.98    | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 58.6±1ms             | 55.0±0.5ms          | 0.94    | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 15.6±0.5ms           | 14.8±0.2ms          | 0.95    | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 27.3±0.7ms           | 25.6±0.5ms          | 0.94    | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 20.5±0.4ms           | 20.1±0.6ms          | 0.98    | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 24.7±0.5ms           | 23.8±0.7ms          | 0.97    | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 15.0±0.4ms           | 15.0±0.3ms          | 1.00    | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 20.5±0.2ms           | 19.9±0.5ms          | 0.97    | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 21.5±0.5ms           | 21.0±0.5ms          | 0.98    | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 68.6±1ms             | 65.5±0.5ms          | 0.96    | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 21.0±0.3ms           | 21.0±0.5ms          | 1.00    | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 27.0±0.3ms           | 26.3±0.4ms          | 0.97    | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 3.26±0.1ms           | 3.25±0.1ms          | 0.99    | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 5.25±0.4ms           | 5.38±0.6ms          | 1.03    | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 41.1±1ms             | 40.0±2ms            | 0.97    | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 811±10ms             | 830±6ms             | 1.02    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 435±3ms              | 451±3ms             | 1.04    | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 440±6ms              | 453±4ms             | 1.03    | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 109±0.3M             | 110±2M              | 1.01    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 109±0.3M             | 110±2M              | 1.01    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 61.1±0.9ms           | 58.4±1ms            | 0.96    | merge_concat.Merge.time_merge                                                               |
|          | 1.62±0.2M            | 1.2±0.3M            | ~0.75   | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 462±4ns              | 427±2ns             | 0.93    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 215±2ms              | 224±0.9ms           | 1.04    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 658±0.8k             | 744±0.1k            | 1.13    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.1±0M              | 60.1±0M             | 1.00    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 17.9±0.4ms           | 16.5±0.3ms          | 0.92    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 19.1±1ms             | 19.9±0.8ms          | 1.04    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 127±1ms              | 121±1ms             | 0.95    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 699±8ms              | 716±6ms             | 1.02    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.21±0.04M           | 1.31±0.01M          | 1.08    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.2±0.01M           | 96.3±0.01M          | 1.00    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 80.6±2ms             | 78.4±0.6ms          | 0.97    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 644±6ms              | 658±10ms            | 1.02    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.19±0.01M           | 1.26±0.03M          | 1.06    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.2±0.01M           | 96.3±0.01M          | 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)                 |
|          | 6.67±0.2ms           | 6.55±0.07ms         | 0.98    | plot.AuxSort.time_aux_sort                                                                  |
|          | 82.0±5ms             | 84.1±2ms            | 1.03    | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              | 1.00    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 101±0.9ms            | 108±0.5ms           | 1.07    | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 50.8±1ms             | 51.7±2ms            | 1.02    | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 106±0.04M            | 107±0.04M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.02M            | 147±0.01M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.74±0.1ms           | 4.62±0.1ms          | 0.97    | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 85.7±1ms             | 81.2±1ms            | 0.95    | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 53.1±0.4ms           | 53.8±0.5ms          | 1.01    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 597±2ms              | 601±5ms             | 1.01    | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 90.6±1ns             | 89.5±2ns            | 0.99    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 66.2±0.6ms           | 64.2±0.7ms          | 0.97    | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 88.8±2ns             | 89.4±2ns            | 1.01    | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 527±4ms              | 527±4ms             | 1.00    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 28.9±0.06k           | 29±0.8k             | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.72±0.06M           | 1.73±0.2M           | 1.01    | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 28.9±0.09k           | 29±0.8k             | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 225±30M              | 191±30M             | 0.85    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 43.9±0.3ms           | 41.7±1ms            | 0.95    | stats.PearsonR.time_lazy                                                                    |
|          | 9.36±0.2ms           | 9.55±0.1ms          | 1.02    | stats.PearsonR.time_real                                                                    |
|          | 18.4±0.01M           | 18.4±0.01M          | 1.00    | stats.PearsonR.tracemalloc_real                                                             |
|          | 23.1±1ms             | 25.0±2ms            | 1.08    | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 62.6±0.9ms           | 61.3±0.5ms          | 0.98    | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 23.3±0.01M           | 23.3±0.01M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 12.1±0.04M           | 12.1±0.04M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Benchmarks that have got worse:

| Change   | Before [0fdedb46]    | After [b87a67cd]    |   Ratio | Benchmark (Parameter)                                                                     |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------------------------|
| +        | 808±0.8k             | 1.17±0M             |    1.45 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)  |
| +        | 12.7±0M              | 24.9±0M             |    1.96 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500) |
| +        | 24.4±1M              | 29.4±0.3M           |    1.21 | stats.PearsonR.tracemalloc_lazy                                                           |

Generated by GHA run 12354072417

@trexfeathers
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trexfeathers commented Dec 16, 2024

This will never pass all tests, due to the bug described in #6258.

It would be sensible to complete the code in this pull request, to prove that all other tests pass, but then raise a new PR based on main - with the current approved lock file - to get a passing PR that we can merge.

@github-actions
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github-actions bot commented Dec 16, 2024

⏱️ Performance Benchmark Report: 1581aec

Performance shifts 
| Change   | Before [0fdedb46]    | After [1581aecb]    |   Ratio | Benchmark (Parameter)                                                                     |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------------------------|
| +        | 808±0.6k             | 1.17±0M             |    1.45 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)  |
| +        | 12.7±0M              | 24.9±0M             |    1.96 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500) |
| +        | 24.5±0.5M            | 29.5±0.3M           |    1.2  | stats.PearsonR.tracemalloc_lazy                                                           |
Full benchmark results 

Benchmarks that have stayed the same:

| Change   | Before [0fdedb46]    | After [1581aecb]    | Ratio   | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 60.2±1ms             | 57.7±1ms            | 0.96    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 60.3±0.9ms           | 59.2±0.8ms          | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 216±2ms              | 206±4ms             | 0.95    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 215±2ms              | 206±4ms             | 0.96    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 39.1±0.2ms           | 38.5±0.9ms          | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 39.4±0.7ms           | 39.9±1ms            | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 39.1±0.4ms           | 38.7±1ms            | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 39.3±0.3ms           | 39.3±0.9ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 51.3±1ms             | 50.7±1ms            | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 52.3±0.5ms           | 51.2±1ms            | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 137±2ms              | 134±2ms             | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 137±1ms              | 137±4ms             | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 57.4±1ms             | 54.5±2ms            | 0.95    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 57.6±0.8ms           | 55.8±0.9ms          | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 39.1±0.7ms           | 39.0±0.4ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 40.1±0.4ms           | 40.1±0.9ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 51.1±1ms             | 50.9±0.6ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 52.5±0.8ms           | 51.4±0.8ms          | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.09±0s              | 1.08±0.01s          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.10±0s              | 1.08±0.01s          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 511±5ms              | 484±20ms            | 0.95    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 495±20ms             | 475±20ms            | 0.96    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 37.5±0.4ms           | 36.9±0.8ms          | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 38.4±0.4ms           | 37.7±0.4ms          | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 68.8±1ms             | 65.5±1ms            | 0.95    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 69.3±0.8ms           | 67.0±0.9ms          | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 70.6±1ms             | 68.0±0.7ms          | 0.96    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 72.4±1ms             | 69.5±0.8ms          | 0.96    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 67.6±2ms             | 64.8±0.5ms          | 0.96    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 67.7±0.7ms           | 65.5±0.9ms          | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 26.1±0.5ms           | 25.9±0.5ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 30.2±1ms             | 29.3±0.6ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 149±5ms              | 145±2ms             | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 165±3ms              | 159±3ms             | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 23.8±0.6ms           | 24.2±0.3ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 28.0±0.5ms           | 27.6±0.5ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 23.9±0.4ms           | 23.6±0.4ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 28.2±0.3ms           | 27.4±0.6ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 24.5±0.2ms           | 24.7±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 28.8±0.6ms           | 28.3±0.6ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 37.9±0.7ms           | 38.3±1ms            | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 42.5±0.8ms           | 41.7±0.9ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 25.0±1ms             | 24.4±0.5ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 29.2±0.7ms           | 28.2±0.4ms          | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 25.0±0.5ms           | 25.0±0.5ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 29.4±0.5ms           | 29.0±0.4ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 24.6±0.2ms           | 24.5±0.4ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 28.3±0.4ms           | 27.9±0.5ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 543±4ms              | 542±2ms             | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 552±4ms              | 545±1ms             | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 162±0.9ms            | 159±3ms             | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 184±1ms              | 175±1ms             | 0.95    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 23.5±0.4ms           | 23.4±0.4ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 27.5±0.8ms           | 27.6±0.3ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 27.3±0.6ms           | 26.7±0.3ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 31.5±0.7ms           | 30.5±0.5ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 26.7±0.8ms           | 26.2±0.5ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 30.8±0.8ms           | 29.7±0.5ms          | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 26.1±0.7ms           | 25.4±0.3ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 30.1±0.5ms           | 29.0±0.4ms          | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 94.2±1ms             | 87.2±1ms            | 0.93    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 95.2±1ms             | 88.3±0.7ms          | 0.93    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 109±1ms              | 101±1ms             | 0.93    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 109±0.7ms            | 102±1ms             | 0.93    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 64.7±0.9ms           | 61.7±0.5ms          | 0.95    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 65.8±0.8ms           | 62.6±1ms            | 0.95    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 30.9±0.5ms           | 30.2±1ms            | 0.98    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 35.5±0.6ms           | 33.9±0.9ms          | 0.96    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 32.8±0.5ms           | 32.0±0.6ms          | 0.98    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 37.2±1ms             | 35.4±1ms            | 0.95    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 26.6±0.4ms           | 26.4±0.5ms          | 0.99    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 30.6±0.3ms           | 30.3±0.3ms          | 0.99    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 335±3ms              | 330±3ms             | 0.98    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 355±5ms              | 347±6ms             | 0.98    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.12±0.01ms          | 1.09±0.01ms         | 0.98    | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 400±7μs              | 394±4μs             | 0.98    | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 963±10μs             | 969±20μs            | 1.01    | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 590±5μs              | 583±5μs             | 0.99    | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 239±2ms              | 231±3ms             | 0.97    | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 129±2ms              | 126±1ms             | 0.98    | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 262±3ms              | 263±6ms             | 1.01    | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 16.4±0.2μs           | 16.8±0.1μs          | 1.02    | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 345±5ms              | 326±4ms             | 0.95    | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 232±3ms              | 227±2ms             | 0.98    | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 363±4ms              | 356±4ms             | 0.98    | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 16.8±0.3μs           | 16.9±0.2μs          | 1.01    | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 238±2ms              | 232±3ms             | 0.98    | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 128±2ms              | 125±2ms             | 0.97    | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 264±4ms              | 256±2ms             | 0.97    | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 53.3±0.3μs           | 52.2±0.4μs          | 0.98    | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 338±5ms              | 326±3ms             | 0.97    | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 229±3ms              | 225±3ms             | 0.98    | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 366±3ms              | 355±3ms             | 0.97    | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 55.6±0.3μs           | 56.4±0.6μs          | 1.01    | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 796±10μs             | 782±2μs             | 0.98    | import_iris.Iris.time__concatenate                                                          |
|          | 182±4μs              | 181±3μs             | 0.99    | import_iris.Iris.time__constraints                                                          |
|          | 109±1μs              | 111±2μs             | 1.01    | import_iris.Iris.time__data_manager                                                         |
|          | 94.2±1μs             | 93.0±1μs            | 0.99    | import_iris.Iris.time__deprecation                                                          |
|          | 137±2μs              | 136±1μs             | 0.99    | import_iris.Iris.time__lazy_data                                                            |
|          | 916±10μs             | 904±20μs            | 0.99    | import_iris.Iris.time__merge                                                                |
|          | 77.5±0.6μs           | 76.7±0.6μs          | 0.99    | import_iris.Iris.time__representation                                                       |
|          | 589±3μs              | 593±7μs             | 1.01    | import_iris.Iris.time_analysis                                                              |
|          | 140±0.6μs            | 140±2μs             | 1.00    | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 110±0.6μs            | 110±1μs             | 1.00    | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 242±2μs              | 240±3μs             | 0.99    | import_iris.Iris.time_analysis__interpolation                                               |
|          | 189±4μs              | 190±1μs             | 1.00    | import_iris.Iris.time_analysis__regrid                                                      |
|          | 111±1μs              | 110±2μs             | 1.00    | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 138±3μs              | 137±0.9μs           | 1.00    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 337±4μs              | 330±4μs             | 0.98    | import_iris.Iris.time_analysis_cartography                                                  |
|          | 94.4±0.4μs           | 94.6±0.4μs          | 1.00    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 218±2μs              | 217±2μs             | 0.99    | import_iris.Iris.time_analysis_maths                                                        |
|          | 97.4±3μs             | 97.8±0.7μs          | 1.00    | import_iris.Iris.time_analysis_stats                                                        |
|          | 173±1μs              | 176±3μs             | 1.02    | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 305±2μs              | 305±3μs             | 1.00    | import_iris.Iris.time_aux_factory                                                           |
|          | 85.0±0.4μs           | 85.2±0.5μs          | 1.00    | import_iris.Iris.time_common                                                                |
|          | 164±3μs              | 163±1μs             | 1.00    | import_iris.Iris.time_common_lenient                                                        |
|          | 1.33±0.01ms          | 1.36±0.01ms         | 1.02    | import_iris.Iris.time_common_metadata                                                       |
|          | 139±0.5μs            | 139±0.9μs           | 1.00    | import_iris.Iris.time_common_mixin                                                          |
|          | 1.20±0.01ms          | 1.19±0ms            | 0.99    | import_iris.Iris.time_common_resolve                                                        |
|          | 198±1μs              | 198±1μs             | 1.00    | import_iris.Iris.time_config                                                                |
|          | 124±1μs              | 125±0.9μs           | 1.01    | import_iris.Iris.time_coord_categorisation                                                  |
|          | 363±3μs              | 363±3μs             | 1.00    | import_iris.Iris.time_coord_systems                                                         |
|          | 750±5μs              | 754±4μs             | 1.01    | import_iris.Iris.time_coords                                                                |
|          | 658±6μs              | 659±3μs             | 1.00    | import_iris.Iris.time_cube                                                                  |
|          | 231±3μs              | 224±3μs             | 0.97    | import_iris.Iris.time_exceptions                                                            |
|          | 77.2±0.7μs           | 77.3±1μs            | 1.00    | import_iris.Iris.time_experimental                                                          |
|          | 184±1μs              | 186±2μs             | 1.01    | import_iris.Iris.time_fileformats                                                           |
|          | 252±2μs              | 258±5μs             | 1.02    | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.78±0.02ms          | 2.66±0.01ms         | 0.96    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 79.3±0.3μs           | 79.3±0.5μs          | 1.00    | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 115±0.6μs            | 115±1μs             | 1.00    | import_iris.Iris.time_fileformats_abf                                                       |
|          | 415±3μs              | 409±2μs             | 0.99    | import_iris.Iris.time_fileformats_cf                                                        |
|          | 5.29±0.03ms          | 5.32±2ms            | 1.01    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 75.0±0.3μs           | 76.1±40μs           | 1.01    | import_iris.Iris.time_fileformats_name                                                      |
|          | 256±1μs              | 263±5μs             | 1.03    | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 120±1μs              | 120±1μs             | 1.00    | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 124±0.8μs            | 124±1μs             | 1.00    | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 209±4μs              | 217±2μs             | 1.04    | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 788±3μs              | 792±4μs             | 1.01    | import_iris.Iris.time_fileformats_pp                                                        |
|          | 182±7μs              | 182±0.8μs           | 1.00    | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 136±1μs              | 137±2μs             | 1.01    | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 547±2μs              | 552±3μs             | 1.01    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 218±2μs              | 218±2μs             | 1.00    | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 84.3±0.8μs           | 84.4±0.8μs          | 1.00    | import_iris.Iris.time_fileformats_um                                                        |
|          | 162±1μs              | 163±1μs             | 1.01    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 138±0.8μs            | 138±1μs             | 1.00    | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 75.9±0.4μs           | 76.7±1μs            | 1.01    | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 82.3±0.4μs           | 81.9±2μs            | 1.00    | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 1.00±0.01ms          | 969±5μs             | 0.97    | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 137±4μs              | 137±1μs             | 1.00    | import_iris.Iris.time_io                                                                    |
|          | 173±1μs              | 174±2μs             | 1.01    | import_iris.Iris.time_io_format_picker                                                      |
|          | 285±3μs              | 289±2μs             | 1.02    | import_iris.Iris.time_iris                                                                  |
|          | 127±2μs              | 129±8μs             | 1.01    | import_iris.Iris.time_iterate                                                               |
|          | 8.41±0.09ms          | 8.19±0.03ms         | 0.97    | import_iris.Iris.time_palette                                                               |
|          | 1.92±0.02ms          | 1.90±0.01ms         | 0.99    | import_iris.Iris.time_plot                                                                  |
|          | 104±0.6μs            | 108±3μs             | 1.04    | import_iris.Iris.time_quickplot                                                             |
|          | 2.18±0.03ms          | 2.21±0.05ms         | 1.01    | import_iris.Iris.time_std_names                                                             |
|          | 1.78±0.06ms          | 1.74±0.02ms         | 0.98    | import_iris.Iris.time_symbols                                                               |
|          | 276±10ms             | 274±10ms            | 0.99    | import_iris.Iris.time_tests                                                                 |
|          | 254±2μs              | 253±3μs             | 1.00    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 4.71±0.04ms          | 4.82±0.03ms         | 1.02    | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 119±1μs              | 119±0.4μs           | 1.00    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.81±0.01ms          | 2.84±0.04ms         | 1.01    | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.55±0.03ms          | 1.54±0.02ms         | 1.00    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 174±2μs              | 171±1μs             | 0.99    | import_iris.Iris.time_third_party_scipy                                                     |
|          | 100±0.6μs            | 100±0.6μs           | 1.00    | import_iris.Iris.time_time                                                                  |
|          | 327±3μs              | 331±3μs             | 1.01    | import_iris.Iris.time_util                                                                  |
|          | 73.9±0.7μs           | 71.8±0.6μs          | 0.97    | iterate.IZip.time_izip                                                                      |
|          | 9.85±0.1ms           | 9.78±0.2ms          | 0.99    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 26.6±0.8ms           | 26.6±1ms            | 1.00    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 9.91±0.07ms          | 9.59±0.2ms          | 0.97    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.83±0.1ms           | 9.72±0.1ms          | 0.99    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 22.3±0.1ms           | 22.3±0.5ms          | 1.00    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 10.0±0.04ms          | 9.63±0.2ms          | 0.96    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.53±0.01s           | 1.49±0s             | 0.97    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 22.5±0.2ms           | 22.8±0.3ms          | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.56±0s              | 1.52±0.01s          | 0.97    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.53±0.01s           | 1.48±0.01s          | 0.97    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 22.4±0.1ms           | 23.2±0.2ms          | 1.03    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.56±0.01s           | 1.51±0.02s          | 0.96    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.06±0.04ms          | 4.93±0.1ms          | 0.97    | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 21.0±0.5ms           | 21.0±0.3ms          | 1.00    | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.08±0.03ms          | 4.98±0.1ms          | 0.98    | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.05±0.1ms           | 5.02±0.05ms         | 0.99    | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 21.1±0.4ms           | 20.9±0.8ms          | 0.99    | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 4.98±0.1ms           | 5.02±0.05ms         | 1.01    | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 25.3±3ms             | 25.4±3ms            | 1.01    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 19.6±0.2ms           | 20.1±0.6ms          | 1.02    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 13.3±2ms             | 13.1±0.6ms          | 0.99    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 26.1±2ms             | 26.2±2ms            | 1.01    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 79.2±0.6ms           | 79.5±0.4ms          | 1.00    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 25.9±2ms             | 25.6±1ms            | 0.99    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 482±6ms              | 444±2ms             | 0.92    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 2.86±0.08ms          | 3.18±0.2ms          | 1.11    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 482±3ms              | 448±6ms             | 0.93    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 500±5ms              | 457±1ms             | 0.91    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 2.99±0.1ms           | 3.01±0.1ms          | 1.01    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 497±6ms              | 456±5ms             | 0.92    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 1.67±0.04ms          | 1.65±0.09ms         | 0.99    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 2.89±0.09ms          | 3.02±0.06ms         | 1.05    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 1.69±0.06ms          | 1.55±0.05ms         | 0.92    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 1.76±0.08ms          | 1.67±0.1ms          | 0.95    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 2.84±0.07ms          | 3.22±0.2ms          | 1.13    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 1.72±0.07ms          | 1.66±0.09ms         | 0.96    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 365±2ms              | 372±3ms             | 1.02    | load.ManyVars.time_many_var_load                                                            |
|          | 9.91±0.07ms          | 9.71±0.2ms          | 0.98    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.1±0.1ms           | 9.78±0.2ms          | 0.97    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.57±0.01s           | 1.49±0.01s          | 0.95    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.59±0.01s           | 1.53±0.02s          | 0.97    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.09±0.05ms          | 5.03±0.06ms         | 0.99    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.04±0.03ms          | 4.97±0.1ms          | 0.99    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 9.05±0.1ms           | 8.78±0.06ms         | 0.97    | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.87±0.04ms          | 5.58±0.04ms         | 0.95    | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.56±0.01s           | 1.47±0.01s          | 0.94    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 545±6ms              | 488±2ms             | 0.89    | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.29±0.05ms          | 4.16±0.03ms         | 0.97    | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.12±0.03ms          | 4.03±0.06ms         | 0.98    | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 166±1ms              | 160±2ms             | 0.96    | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 24.9±0.5ms           | 24.3±0.08ms         | 0.98    | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 170±4ms              | 164±3ms             | 0.96    | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 32.8±0.3ms           | 32.1±0.5ms          | 0.98    | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 24.8±0.9ms           | 24.3±0.3ms          | 0.98    | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 33.4±0.4ms           | 32.6±0.3ms          | 0.98    | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 19.7±0.4ms           | 19.1±0.1ms          | 0.97    | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 56.8±0.6ms           | 53.0±0.5ms          | 0.93    | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 14.9±0.3ms           | 14.9±0.3ms          | 1.00    | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 25.2±0.3ms           | 24.8±0.4ms          | 0.98    | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 19.6±0.3ms           | 19.6±0.3ms          | 1.00    | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 24.0±0.6ms           | 23.7±0.3ms          | 0.99    | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 14.6±0.09ms          | 14.5±0.3ms          | 0.99    | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 19.1±0.5ms           | 19.4±0.2ms          | 1.01    | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 20.3±0.5ms           | 20.0±0.3ms          | 0.99    | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 67.3±1ms             | 62.1±0.6ms          | 0.92    | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 20.2±0.2ms           | 20.4±0.2ms          | 1.01    | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 25.6±0.6ms           | 25.1±0.2ms          | 0.98    | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 2.90±0.1ms           | 2.97±0.07ms         | 1.03    | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 4.70±0.2ms           | 4.85±0.1ms          | 1.03    | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 36.7±2ms             | 35.6±1ms            | 0.97    | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 775±7ms              | 782±10ms            | 1.01    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 428±7ms              | 450±8ms             | 1.05    | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 428±5ms              | 449±5ms             | 1.05    | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 109±0.3M             | 110±2M              | 1.00    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 109±0.3M             | 110±2M              | 1.00    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 56.6±0.9ms           | 56.7±1ms            | 1.00    | merge_concat.Merge.time_merge                                                               |
|          | 1.62±0.2M            | 1.2±0.3M            | ~0.74   | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 459±4ns              | 420±3ns             | 0.92    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 214±1ms              | 223±2ms             | 1.04    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 659±0.8k             | 744±0.2k            | 1.13    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.1±0M              | 60.1±0M             | 1.00    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 17.3±0.2ms           | 16.3±0.3ms          | 0.94    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 19.1±0.7ms           | 18.7±0.6ms          | 0.98    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 119±2ms              | 119±2ms             | 1.00    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 677±7ms              | 698±3ms             | 1.03    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.22±0.01M           | 1.29±0.01M          | 1.06    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.2±0.02M           | 96.3±0.02M          | 1.00    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 77.5±1ms             | 76.2±0.8ms          | 0.98    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 620±7ms              | 642±7ms             | 1.04    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.16±0.02M           | 1.28±0.03M          | 1.10    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.2±0.02M           | 96.3±0.03M          | 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)                 |
|          | 6.45±0.09ms          | 6.44±0.03ms         | 1.00    | plot.AuxSort.time_aux_sort                                                                  |
|          | 81.0±3ms             | 79.6±3ms            | 0.98    | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              | 1.00    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 99.5±0.6ms           | 104±1ms             | 1.05    | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 46.9±0.9ms           | 47.6±2ms            | 1.01    | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 106±0.04M            | 107±0.04M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.02M            | 147±0.01M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.52±0.05ms          | 4.58±0.04ms         | 1.01    | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 80.7±0.9ms           | 80.8±0.8ms          | 1.00    | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 51.8±0.4ms           | 52.5±0.7ms          | 1.01    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 577±5ms              | 582±3ms             | 1.01    | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 91.2±0.6ns           | 87.6±1ns            | 0.96    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 62.1±0.6ms           | 62.8±1ms            | 1.01    | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 88.8±2ns             | 87.0±0.9ns          | 0.98    | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 505±3ms              | 509±4ms             | 1.01    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 28.9±0.08k           | 29.1±0.8k           | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.58±0.2M            | 1.84±0.1M           | 1.16    | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 28.9±0.06k           | 29±0.8k             | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 190±4M               | 225±20M             | 1.18    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 42.1±0.7ms           | 40.6±0.8ms          | 0.97    | stats.PearsonR.time_lazy                                                                    |
|          | 9.05±0.06ms          | 8.98±0.2ms          | 0.99    | stats.PearsonR.time_real                                                                    |
|          | 18.4±0.01M           | 18.4±0.01M          | 1.00    | stats.PearsonR.tracemalloc_real                                                             |
|          | 23.1±0.7ms           | 23.4±0.5ms          | 1.01    | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 60.7±0.3ms           | 60.1±0.6ms          | 0.99    | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 23.3±0.01M           | 23.3±0.01M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 12.1±0.04M           | 12.1±0.04M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Benchmarks that have got worse:

| Change   | Before [0fdedb46]    | After [1581aecb]    |   Ratio | Benchmark (Parameter)                                                                     |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------------------------|
| +        | 808±0.6k             | 1.17±0M             |    1.45 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)  |
| +        | 12.7±0M              | 24.9±0M             |    1.96 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500) |
| +        | 24.5±0.5M            | 29.5±0.3M           |    1.2  | stats.PearsonR.tracemalloc_lazy                                                           |

Generated by GHA run 12357755246

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github-actions bot commented Dec 16, 2024

⏱️ Performance Benchmark Report: 0a66014

Performance shifts 
| Change   | Before [0fdedb46]    | After [0a66014d]    |   Ratio | Benchmark (Parameter)                                                                     |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------------------------|
| +        | 808±0.7k             | 1.17±0M             |    1.45 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)  |
| +        | 12.7±0M              | 24.9±0M             |    1.96 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500) |
Full benchmark results 

Benchmarks that have stayed the same:

| Change   | Before [0fdedb46]    | After [0a66014d]    | Ratio   | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 59.7±0.6ms           | 58.9±1ms            | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 60.6±0.7ms           | 59.0±1ms            | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 215±3ms              | 205±3ms             | 0.95    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 214±2ms              | 209±3ms             | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 39.2±0.2ms           | 38.1±0.4ms          | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 39.7±0.3ms           | 39.6±0.6ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 39.1±0.4ms           | 39.1±0.6ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 39.3±0.3ms           | 39.8±0.5ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 51.4±0.9ms           | 51.0±0.8ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 52.6±1ms             | 51.5±0.8ms          | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 136±2ms              | 135±1ms             | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 138±1ms              | 135±1ms             | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 56.5±0.7ms           | 54.6±0.6ms          | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 57.4±1ms             | 55.6±0.8ms          | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 38.9±0.5ms           | 38.5±0.6ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 39.9±0.7ms           | 39.2±0.7ms          | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 51.7±0.6ms           | 50.6±0.6ms          | 0.98    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 51.7±0.6ms           | 51.2±1ms            | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.08±0.01s           | 1.09±0s             | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.08±0.01s           | 1.09±0s             | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 492±20ms             | 501±20ms            | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 493±9ms              | 494±20ms            | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 37.4±0.4ms           | 36.9±0.4ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 38.1±0.4ms           | 37.7±0.3ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 69.0±1ms             | 65.1±0.7ms          | 0.94    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 70.1±0.7ms           | 66.7±1ms            | 0.95    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 70.7±1ms             | 67.6±0.8ms          | 0.96    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 71.5±0.7ms           | 69.4±1ms            | 0.97    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 66.7±0.8ms           | 63.8±0.8ms          | 0.96    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 67.4±0.8ms           | 64.3±0.9ms          | 0.95    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 26.0±0.3ms           | 25.4±0.3ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 30.0±0.5ms           | 29.1±0.2ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 150±2ms              | 144±1ms             | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 163±3ms              | 157±0.9ms           | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 23.6±0.3ms           | 23.5±0.1ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 28.2±0.4ms           | 27.0±0.4ms          | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 23.5±0.3ms           | 23.4±0.2ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 28.0±0.3ms           | 27.3±0.2ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 24.6±0.2ms           | 24.0±0.4ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 28.5±0.2ms           | 27.7±0.2ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 37.8±0.9ms           | 37.7±0.5ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 41.9±0.4ms           | 41.1±0.8ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 25.1±0.4ms           | 24.8±0.5ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 29.2±0.3ms           | 28.0±0.4ms          | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 25.3±0.4ms           | 24.8±0.4ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 29.1±0.3ms           | 28.6±0.5ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 25.1±0.6ms           | 24.2±0.3ms          | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 28.6±0.1ms           | 27.7±0.2ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 541±4ms              | 542±2ms             | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 549±3ms              | 546±6ms             | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 164±2ms              | 159±1ms             | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 183±1ms              | 176±1ms             | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 23.3±0.2ms           | 23.5±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 27.6±0.4ms           | 27.2±0.3ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 27.2±0.6ms           | 26.7±0.3ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 31.2±0.3ms           | 29.9±0.4ms          | 0.96    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 26.5±0.3ms           | 25.6±0.4ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 30.7±0.4ms           | 29.7±0.4ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 26.0±0.5ms           | 25.5±0.4ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 30.2±0.6ms           | 29.2±0.3ms          | 0.97    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 94.6±1ms             | 87.5±0.8ms          | 0.92    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 94.6±0.6ms           | 88.4±2ms            | 0.93    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 107±1ms              | 101±1ms             | 0.95    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 108±3ms              | 102±1ms             | 0.94    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 64.8±1ms             | 62.0±0.6ms          | 0.96    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 64.6±0.6ms           | 61.8±0.6ms          | 0.96    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 31.0±0.8ms           | 29.9±0.6ms          | 0.96    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 35.8±0.6ms           | 33.5±1ms            | 0.93    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 33.0±0.8ms           | 31.8±0.6ms          | 0.96    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 36.8±0.9ms           | 35.6±0.3ms          | 0.97    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 26.6±0.4ms           | 26.1±0.3ms          | 0.98    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 31.0±0.3ms           | 29.8±0.2ms          | 0.96    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 339±6ms              | 333±4ms             | 0.98    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 351±3ms              | 348±5ms             | 0.99    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.11±0.02ms          | 1.10±0.02ms         | 0.99    | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 395±3μs              | 393±9μs             | 0.99    | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 965±10μs             | 924±30μs            | 0.96    | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 578±5μs              | 568±9μs             | 0.98    | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 237±3ms              | 230±3ms             | 0.97    | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 127±2ms              | 126±2ms             | 0.99    | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 262±3ms              | 255±3ms             | 0.97    | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 16.4±0.3μs           | 16.2±0.2μs          | 0.99    | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 341±3ms              | 331±4ms             | 0.97    | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 229±1ms              | 225±2ms             | 0.98    | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 363±3ms              | 359±4ms             | 0.99    | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 16.9±0.1μs           | 16.6±0.3μs          | 0.99    | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 238±3ms              | 231±4ms             | 0.97    | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 130±3ms              | 125±2ms             | 0.97    | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 264±2ms              | 257±3ms             | 0.97    | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 52.0±0.7μs           | 52.3±2μs            | 1.01    | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 337±3ms              | 333±5ms             | 0.99    | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 231±3ms              | 228±1ms             | 0.99    | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 365±2ms              | 356±5ms             | 0.98    | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 54.0±0.5μs           | 55.2±1μs            | 1.02    | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 792±10μs             | 781±2μs             | 0.99    | import_iris.Iris.time__concatenate                                                          |
|          | 181±4μs              | 180±2μs             | 1.00    | import_iris.Iris.time__constraints                                                          |
|          | 111±1μs              | 108±1μs             | 0.98    | import_iris.Iris.time__data_manager                                                         |
|          | 93.4±0.5μs           | 92.7±1μs            | 0.99    | import_iris.Iris.time__deprecation                                                          |
|          | 136±0.9μs            | 137±0.9μs           | 1.00    | import_iris.Iris.time__lazy_data                                                            |
|          | 911±4μs              | 902±6μs             | 0.99    | import_iris.Iris.time__merge                                                                |
|          | 77.1±0.3μs           | 76.4±0.6μs          | 0.99    | import_iris.Iris.time__representation                                                       |
|          | 596±5μs              | 593±4μs             | 0.99    | import_iris.Iris.time_analysis                                                              |
|          | 139±2μs              | 140±2μs             | 1.00    | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 109±0.8μs            | 109±0.8μs           | 1.00    | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 240±2μs              | 239±0.7μs           | 0.99    | import_iris.Iris.time_analysis__interpolation                                               |
|          | 190±2μs              | 187±1μs             | 0.98    | import_iris.Iris.time_analysis__regrid                                                      |
|          | 111±1μs              | 111±1μs             | 1.00    | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 137±3μs              | 141±3μs             | 1.03    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 334±5μs              | 328±2μs             | 0.98    | import_iris.Iris.time_analysis_cartography                                                  |
|          | 94.8±0.6μs           | 93.4±0.4μs          | 0.99    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 218±1μs              | 215±3μs             | 0.98    | import_iris.Iris.time_analysis_maths                                                        |
|          | 97.3±1μs             | 96.5±0.4μs          | 0.99    | import_iris.Iris.time_analysis_stats                                                        |
|          | 173±1μs              | 172±3μs             | 0.99    | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 318±8μs              | 299±4μs             | 0.94    | import_iris.Iris.time_aux_factory                                                           |
|          | 84.4±0.5μs           | 83.8±0.9μs          | 0.99    | import_iris.Iris.time_common                                                                |
|          | 165±3μs              | 161±1μs             | 0.98    | import_iris.Iris.time_common_lenient                                                        |
|          | 1.35±0.01ms          | 1.36±0.01ms         | 1.01    | import_iris.Iris.time_common_metadata                                                       |
|          | 140±3μs              | 137±1μs             | 0.98    | import_iris.Iris.time_common_mixin                                                          |
|          | 1.19±0.01ms          | 1.19±0ms            | 1.00    | import_iris.Iris.time_common_resolve                                                        |
|          | 198±2μs              | 199±3μs             | 1.00    | import_iris.Iris.time_config                                                                |
|          | 126±0.5μs            | 124±0.7μs           | 0.98    | import_iris.Iris.time_coord_categorisation                                                  |
|          | 364±6μs              | 361±4μs             | 0.99    | import_iris.Iris.time_coord_systems                                                         |
|          | 753±10μs             | 750±4μs             | 1.00    | import_iris.Iris.time_coords                                                                |
|          | 675±10μs             | 655±6μs             | 0.97    | import_iris.Iris.time_cube                                                                  |
|          | 229±3μs              | 224±4μs             | 0.98    | import_iris.Iris.time_exceptions                                                            |
|          | 76.6±0.2μs           | 76.5±0.4μs          | 1.00    | import_iris.Iris.time_experimental                                                          |
|          | 184±0.8μs            | 184±3μs             | 1.00    | import_iris.Iris.time_fileformats                                                           |
|          | 253±2μs              | 253±3μs             | 1.00    | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.72±0.03ms          | 2.65±0.04ms         | 0.97    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 79.4±0.4μs           | 78.8±0.6μs          | 0.99    | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 114±0.7μs            | 113±1μs             | 0.99    | import_iris.Iris.time_fileformats_abf                                                       |
|          | 419±3μs              | 407±3μs             | 0.97    | import_iris.Iris.time_fileformats_cf                                                        |
|          | 5.35±0.08ms          | 5.39±0.08ms         | 1.01    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 75.9±1μs             | 74.7±2μs            | 0.98    | import_iris.Iris.time_fileformats_name                                                      |
|          | 257±1μs              | 257±2μs             | 1.00    | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 120±1μs              | 119±1μs             | 0.99    | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 124±2μs              | 123±0.7μs           | 0.99    | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 215±4μs              | 210±1μs             | 0.98    | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 787±6μs              | 785±9μs             | 1.00    | import_iris.Iris.time_fileformats_pp                                                        |
|          | 178±0.6μs            | 183±4μs             | 1.03    | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 134±0.6μs            | 134±1μs             | 1.00    | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 547±4μs              | 551±3μs             | 1.01    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 219±2μs              | 216±1μs             | 0.99    | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 84.0±0.8μs           | 83.2±0.5μs          | 0.99    | import_iris.Iris.time_fileformats_um                                                        |
|          | 160±2μs              | 161±0.9μs           | 1.01    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 137±0.9μs            | 137±2μs             | 1.00    | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 76.3±0.3μs           | 75.6±0.4μs          | 0.99    | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 81.9±2μs             | 81.9±0.3μs          | 1.00    | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 984±40μs             | 983±8μs             | 1.00    | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 135±1μs              | 135±1μs             | 0.99    | import_iris.Iris.time_io                                                                    |
|          | 176±4μs              | 171±1μs             | 0.97    | import_iris.Iris.time_io_format_picker                                                      |
|          | 283±2μs              | 285±2μs             | 1.01    | import_iris.Iris.time_iris                                                                  |
|          | 127±0.7μs            | 128±0.7μs           | 1.00    | import_iris.Iris.time_iterate                                                               |
|          | 8.14±0.01ms          | 8.37±0.07ms         | 1.03    | import_iris.Iris.time_palette                                                               |
|          | 1.90±0.01ms          | 1.87±0.02ms         | 0.99    | import_iris.Iris.time_plot                                                                  |
|          | 104±0.8μs            | 104±0.8μs           | 1.00    | import_iris.Iris.time_quickplot                                                             |
|          | 2.17±0.03ms          | 2.21±0.04ms         | 1.02    | import_iris.Iris.time_std_names                                                             |
|          | 1.78±0.01ms          | 1.75±0.01ms         | 0.98    | import_iris.Iris.time_symbols                                                               |
|          | 35.4±0.7ms           | 34.4±0.7ms          | 0.97    | import_iris.Iris.time_tests                                                                 |
|          | 254±2μs              | 255±2μs             | 1.00    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 4.77±0.04ms          | 4.78±0.02ms         | 1.00    | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 119±0.7μs            | 118±0.6μs           | 0.99    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.82±0.01ms          | 2.86±0.02ms         | 1.01    | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.54±0.01ms          | 1.54±0.01ms         | 1.00    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 169±2μs              | 170±3μs             | 1.01    | import_iris.Iris.time_third_party_scipy                                                     |
|          | 101±1μs              | 98.7±0.9μs          | 0.98    | import_iris.Iris.time_time                                                                  |
|          | 328±4μs              | 327±3μs             | 1.00    | import_iris.Iris.time_util                                                                  |
|          | 72.3±0.4μs           | 73.3±1μs            | 1.01    | iterate.IZip.time_izip                                                                      |
|          | 9.76±0.1ms           | 9.61±0.3ms          | 0.99    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 26.1±0.3ms           | 27.3±0.3ms          | 1.05    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 9.78±0.1ms           | 9.87±0.1ms          | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.70±0.07ms          | 9.65±0.1ms          | 1.00    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 22.4±0.5ms           | 22.5±0.2ms          | 1.00    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.83±0.07ms          | 9.77±0.1ms          | 0.99    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.55±0.02s           | 1.52±0.01s          | 0.98    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 22.2±0.1ms           | 22.9±0.5ms          | 1.03    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.56±0.02s           | 1.53±0.01s          | 0.98    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.53±0.02s           | 1.52±0.03s          | 0.99    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 22.3±0.07ms          | 22.6±0.3ms          | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.57±0.01s           | 1.55±0.04s          | 0.99    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.04±0.05ms          | 4.97±0.1ms          | 0.99    | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 20.7±0.2ms           | 21.1±0.2ms          | 1.02    | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 4.99±0.05ms          | 5.10±0.1ms          | 1.02    | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 4.99±0.05ms          | 5.00±0.1ms          | 1.00    | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 20.8±0.2ms           | 21.1±0.1ms          | 1.02    | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.06±0.04ms          | 5.01±0.05ms         | 0.99    | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 24.1±0.4ms           | 23.3±0.4ms          | 0.97    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 19.8±0.1ms           | 19.6±0.5ms          | 0.99    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 13.2±1ms             | 12.8±0.9ms          | 0.97    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 25.9±2ms             | 26.0±0.7ms          | 1.01    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 79.5±0.8ms           | 79.2±0.5ms          | 1.00    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 25.8±0.4ms           | 25.3±0.6ms          | 0.98    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 480±5ms              | 442±4ms             | 0.92    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 2.87±0.08ms          | 3.02±0.07ms         | 1.05    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 483±2ms              | 441±4ms             | 0.91    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 497±4ms              | 456±4ms             | 0.92    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 2.90±0.1ms           | 3.05±0.1ms          | 1.05    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 493±4ms              | 453±3ms             | 0.92    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 1.71±0.06ms          | 1.62±0.08ms         | 0.94    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 2.87±0.1ms           | 2.87±0.05ms         | 1.00    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 1.70±0.05ms          | 1.62±0.08ms         | 0.96    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 1.73±0.1ms           | 1.63±0.08ms         | 0.94    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 2.86±0.1ms           | 3.11±0.09ms         | 1.09    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 1.71±0.09ms          | 1.64±0.07ms         | 0.96    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 358±1ms              | 373±5ms             | 1.04    | load.ManyVars.time_many_var_load                                                            |
|          | 9.86±0.04ms          | 9.68±0.2ms          | 0.98    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 9.99±0.07ms          | 9.88±0.1ms          | 0.99    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.54±0.01s           | 1.53±0.03s          | 0.99    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.58±0.01s           | 1.53±0.02s          | 0.97    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.06±0.06ms          | 5.04±0.08ms         | 1.00    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.03±0.04ms          | 5.05±0.1ms          | 1.00    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 9.07±0.07ms          | 8.89±0.1ms          | 0.98    | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.84±0.1ms           | 5.68±0.09ms         | 0.97    | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.53±0.01s           | 1.48±0.02s          | 0.97    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 536±6ms              | 503±8ms             | 0.94    | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.23±0.06ms          | 4.17±0.08ms         | 0.98    | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.14±0.02ms          | 4.08±0.06ms         | 0.99    | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 164±0.8ms            | 167±1ms             | 1.02    | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 24.1±0.5ms           | 24.7±0.5ms          | 1.02    | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 166±0.6ms            | 167±3ms             | 1.00    | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 32.8±0.2ms           | 32.5±0.4ms          | 0.99    | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 23.7±0.3ms           | 24.5±0.3ms          | 1.04    | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 32.9±0.6ms           | 33.4±0.4ms          | 1.01    | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 19.3±0.2ms           | 19.8±0.3ms          | 1.02    | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 55.4±0.6ms           | 53.1±0.7ms          | 0.96    | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 14.7±0.2ms           | 14.7±0.1ms          | 1.00    | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 25.1±0.4ms           | 25.0±0.4ms          | 1.00    | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 19.4±0.3ms           | 19.7±0.5ms          | 1.01    | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 23.8±0.6ms           | 23.7±0.5ms          | 1.00    | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 14.8±0.3ms           | 14.4±0.4ms          | 0.97    | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 19.7±0.4ms           | 19.1±0.4ms          | 0.97    | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 20.0±0.3ms           | 20.3±0.4ms          | 1.02    | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 66.8±0.6ms           | 62.7±1ms            | 0.94    | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 20.3±0.5ms           | 20.6±0.3ms          | 1.01    | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 25.5±0.6ms           | 24.8±0.4ms          | 0.97    | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 2.88±0.1ms           | 2.95±0.1ms          | 1.03    | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 4.78±0.4ms           | 5.02±0.1ms          | 1.05    | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 36.3±0.7ms           | 36.6±0.7ms          | 1.01    | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 773±5ms              | 772±5ms             | 1.00    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 427±3ms              | 446±4ms             | 1.04    | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 428±4ms              | 442±4ms             | 1.03    | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 109±0.3M             | 110±2M              | 1.01    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 109±0.3M             | 110±2M              | 1.01    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 57.9±0.4ms           | 56.7±0.5ms          | 0.98    | merge_concat.Merge.time_merge                                                               |
|          | 1.62±0.2M            | 1.2±0.3M            | ~0.75   | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 468±4ns              | 423±3ns             | 0.90    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 215±1ms              | 223±2ms             | 1.04    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 658±1k               | 743±0.2k            | 1.13    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.1±0M              | 60.1±0M             | 1.00    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 16.9±0.2ms           | 16.2±0.1ms          | 0.96    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 18.5±0.8ms           | 19.3±0.6ms          | 1.04    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 118±1ms              | 117±1ms             | 0.99    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 675±7ms              | 698±6ms             | 1.03    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.2±0.01M            | 1.32±0.02M          | 1.10    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.2±0.01M           | 96.3±0.02M          | 1.00    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 77.7±1ms             | 76.9±1ms            | 0.99    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 627±7ms              | 637±7ms             | 1.02    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.18±0.01M           | 1.3±0.02M           | 1.10    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.2±0.01M           | 96.3±0.02M          | 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)                 |
|          | 6.68±0.2ms           | 6.45±0.03ms         | 0.97    | plot.AuxSort.time_aux_sort                                                                  |
|          | 78.2±3ms             | 79.4±2ms            | 1.02    | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              | 1.00    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 99.4±0.7ms           | 105±1ms             | 1.06    | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 48.8±1ms             | 47.0±0.4ms          | 0.96    | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 106±0.04M            | 107±0.04M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.02M            | 147±0.01M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.47±0.07ms          | 4.55±0.1ms          | 1.02    | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 80.6±1ms             | 79.5±1ms            | 0.99    | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 52.1±0.6ms           | 51.4±0.6ms          | 0.99    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 577±3ms              | 574±4ms             | 0.99    | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 95.2±3ns             | 86.8±0.4ns          | 0.91    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 62.9±0.8ms           | 62.6±0.7ms          | 1.00    | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 93.4±4ns             | 87.3±1ns            | 0.93    | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 512±3ms              | 504±3ms             | 0.98    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 28.9±0.08k           | 29±0.8k             | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.72±0.1M            | 1.73±0.2M           | 1.01    | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 28.9±0.08k           | 29.1±0.8k           | 1.01    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 225±20M              | 225±20M             | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 41.9±0.7ms           | 40.5±1ms            | 0.97    | stats.PearsonR.time_lazy                                                                    |
|          | 8.85±0.2ms           | 9.00±0.2ms          | 1.02    | stats.PearsonR.time_real                                                                    |
|          | 24.9±0.3M            | 29.5±0.3M           | 1.18    | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.4±0.01M           | 18.4±0.01M          | 1.00    | stats.PearsonR.tracemalloc_real                                                             |
|          | 24.2±0.9ms           | 24.0±0.6ms          | 0.99    | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 60.9±0.4ms           | 62.3±1ms            | 1.02    | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 23.3±0.01M           | 23.3±0.01M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 12.1±0.04M           | 12.1±0.04M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Benchmarks that have got worse:

| Change   | Before [0fdedb46]    | After [0a66014d]    |   Ratio | Benchmark (Parameter)                                                                     |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------------------------|
| +        | 808±0.7k             | 1.17±0M             |    1.45 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)  |
| +        | 12.7±0M              | 24.9±0M             |    1.96 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500) |

Generated by GHA run 12357799106

@trexfeathers trexfeathers mentioned this pull request Dec 17, 2024
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trexfeathers commented Dec 17, 2024

Replaced by #6260, having proven the concept here.

@trexfeathers trexfeathers deleted the fix-cf-units branch August 22, 2025 13:55
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