Skip to content

Conversation

bouweandela
Copy link
Member

🚀 Pull Request

Description

Make array equal work with masked Dask arrays and add tests.

Closes #6188


Consult Iris pull request check list


Add any of the below labels to trigger actions on this PR:

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

Copy link

codecov bot commented Feb 19, 2025

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 89.80%. Comparing base (9fede7c) to head (8217ea9).
Report is 83 commits behind head on main.

Additional details and impacted files
@@           Coverage Diff           @@
##             main    #6325   +/-   ##
=======================================
  Coverage   89.79%   89.80%           
=======================================
  Files          90       90           
  Lines       23554    23576   +22     
  Branches     4391     4398    +7     
=======================================
+ Hits        21150    21172   +22     
  Misses       1662     1662           
  Partials      742      742           

☔ View full report in Codecov by Sentry.
📢 Have feedback on the report? Share it here.

🚀 New features to boost your workflow:
  • ❄️ Test Analytics: Detect flaky tests, report on failures, and find test suite problems.

@bouweandela bouweandela added the benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts label Feb 19, 2025
Copy link
Contributor

⏱️ Performance Benchmark Report: 7408a83

Performance shifts
| Change   | Before [94428949]    | After [7408a833]    |   Ratio | Benchmark (Parameter)                                                    |
|----------|----------------------|---------------------|---------|--------------------------------------------------------------------------|
| +        | 205±2ms              | 266±3ms             |    1.3  | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False) |
| +        | 206±2ms              | 264±5ms             |    1.28 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)  |
| +        | 143±3ms              | 200±5ms             |    1.4  | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)  |
| +        | 157±3ms              | 216±6ms             |    1.37 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)   |
| +        | 159±4ms              | 217±3ms             |    1.36 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)       |
| +        | 176±3ms              | 234±3ms             |    1.33 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)        |
| +        | 239±5ms              | 292±3ms             |    1.22 | cube.CubeEquality.time_equality(False, False, 'all_equal')               |
| +        | 128±2ms              | 156±2ms             |    1.22 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')        |
| +        | 340±10ms             | 444±9ms             |    1.31 | cube.CubeEquality.time_equality(False, True, 'all_equal')                |
| +        | 227±4ms              | 313±6ms             |    1.38 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')         |
| +        | 364±7ms              | 470±3ms             |    1.29 | cube.CubeEquality.time_equality(False, True, 'data_inequality')          |
| +        | 127±3ms              | 156±3ms             |    1.23 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')         |
| +        | 338±6ms              | 440±10ms            |    1.3  | cube.CubeEquality.time_equality(True, True, 'all_equal')                 |
| +        | 226±3ms              | 313±7ms             |    1.39 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')          |
| +        | 368±5ms              | 464±7ms             |    1.26 | cube.CubeEquality.time_equality(True, True, 'data_inequality')           |
| +        | 53.0±2ms             | 83.7±1ms            |    1.58 | merge_concat.Merge.time_merge                                            |
Full benchmark results

Benchmarks that have stayed the same:

| Change   | Before [94428949]    | After [7408a833]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 59.7±1ms             | 60.2±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 59.3±0.8ms           | 61.1±0.5ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 38.3±0.9ms           | 38.8±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 38.3±0.8ms           | 39.1±1ms            |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 38.7±1ms             | 38.6±0.7ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 39.3±1ms             | 39.7±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 51.3±0.8ms           | 51.9±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 52.6±0.7ms           | 52.3±1ms            |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 133±1ms              | 133±0.6ms           |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 134±0.6ms            | 137±2ms             |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 56.9±1ms             | 56.9±0.6ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 57.6±0.8ms           | 58.6±1ms            |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 64.0±0.8ms           | 65.7±1ms            |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 64.7±1ms             | 65.6±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 51.3±0.9ms           | 52.2±0.6ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 51.2±0.8ms           | 52.7±0.6ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.09±0.01s           | 1.10±0.01s          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.08±0.01s           | 1.10±0.01s          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 508±20ms             | 533±20ms            |    1.05 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 490±20ms             | 563±20ms            |    1.15 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 38.2±1ms             | 37.9±0.7ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 38.8±1ms             | 38.6±1ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 67.9±1ms             | 68.1±1ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 68.9±1ms             | 69.0±0.7ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 70.9±1ms             | 71.8±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 71.7±1ms             | 72.2±0.8ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 67.0±1ms             | 67.4±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 67.3±0.7ms           | 68.0±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 26.2±0.7ms           | 25.8±0.5ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 30.1±0.9ms           | 30.2±0.6ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 24.0±0.7ms           | 23.5±0.5ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 28.8±0.7ms           | 27.8±0.9ms          |    0.96 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 23.9±0.6ms           | 23.5±0.5ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 28.0±0.8ms           | 28.1±0.4ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 25.3±0.9ms           | 24.7±0.6ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 29.0±0.9ms           | 29.2±1ms            |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 37.8±0.6ms           | 37.6±0.8ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 41.8±0.5ms           | 41.5±0.5ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 25.1±0.9ms           | 25.4±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 30.0±0.8ms           | 29.9±0.9ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 28.2±0.9ms           | 27.9±0.7ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 31.9±0.7ms           | 32.2±0.8ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 25.1±0.4ms           | 25.1±1ms            |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 28.8±0.6ms           | 29.4±0.5ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 548±2ms              | 553±3ms             |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 554±1ms              | 556±4ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 23.7±0.6ms           | 23.5±0.3ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 27.9±0.8ms           | 28.6±1ms            |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 26.7±0.3ms           | 26.6±0.5ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 31.3±0.6ms           | 31.0±0.7ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 26.4±0.8ms           | 26.9±0.7ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 31.2±1ms             | 31.2±0.7ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 25.7±1ms             | 25.9±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 30.3±0.4ms           | 30.5±0.6ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 92.5±1ms             | 92.6±2ms            |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 93.1±1ms             | 93.4±2ms            |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 104±1ms              | 105±2ms             |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 105±2ms              | 105±1ms             |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 63.3±0.7ms           | 62.9±1ms            |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 63.8±1ms             | 64.2±1ms            |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 31.4±1ms             | 31.3±1ms            |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 36.2±0.7ms           | 35.7±0.7ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 33.2±2ms             | 33.2±1ms            |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 37.2±1ms             | 36.9±0.5ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 27.2±1ms             | 26.9±0.6ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 31.3±1ms             | 31.2±0.7ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 326±2ms              | 380±3ms             |    1.17 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 343±5ms              | 397±6ms             |    1.16 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.16±0.02ms          | 1.12±0.02ms         |    0.96 | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 417±20μs             | 408±4μs             |    0.98 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 968±10μs             | 954±10μs            |    0.99 | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 596±6μs              | 592±8μs             |    0.99 | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 271±6ms              | 315±5ms             |    1.16 | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 17.0±0.3μs           | 16.4±0.3μs          |    0.96 | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 17.1±0.4μs           | 17.0±0.3μs          |    0.99 | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 248±7ms              | 292±4ms             |    1.18 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 270±5ms              | 318±5ms             |    1.18 | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 53.4±0.4μs           | 53.6±0.9μs          |    1    | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 56.2±1μs             | 55.1±0.5μs          |    0.98 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 810±10μs             | 802±4μs             |    0.99 | import_iris.Iris.time__concatenate                                                          |
|          | 186±2μs              | 182±7μs             |    0.98 | import_iris.Iris.time__constraints                                                          |
|          | 110±0.7μs            | 110±2μs             |    1    | import_iris.Iris.time__data_manager                                                         |
|          | 93.4±0.6μs           | 93.1±0.8μs          |    1    | import_iris.Iris.time__deprecation                                                          |
|          | 160±2μs              | 159±1μs             |    0.99 | import_iris.Iris.time__lazy_data                                                            |
|          | 924±6μs              | 936±10μs            |    1.01 | import_iris.Iris.time__merge                                                                |
|          | 75.0±0.4μs           | 74.7±0.5μs          |    1    | import_iris.Iris.time__representation                                                       |
|          | 609±4μs              | 603±3μs             |    0.99 | import_iris.Iris.time_analysis                                                              |
|          | 142±3μs              | 142±2μs             |    1    | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 107±2μs              | 108±0.4μs           |    1.01 | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 247±2μs              | 250±3μs             |    1.01 | import_iris.Iris.time_analysis__interpolation                                               |
|          | 191±3μs              | 191±4μs             |    1    | import_iris.Iris.time_analysis__regrid                                                      |
|          | 114±1μs              | 111±1μs             |    0.97 | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 138±2μs              | 140±2μs             |    1.01 | import_iris.Iris.time_analysis_calculus                                                     |
|          | 333±8μs              | 334±3μs             |    1    | import_iris.Iris.time_analysis_cartography                                                  |
|          | 92.6±1μs             | 92.8±0.9μs          |    1    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 217±2μs              | 219±1μs             |    1.01 | import_iris.Iris.time_analysis_maths                                                        |
|          | 95.3±0.8μs           | 97.6±1μs            |    1.02 | import_iris.Iris.time_analysis_stats                                                        |
|          | 173±3μs              | 176±0.8μs           |    1.02 | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 306±4μs              | 310±5μs             |    1.01 | import_iris.Iris.time_aux_factory                                                           |
|          | 83.3±0.3μs           | 83.7±0.5μs          |    1.01 | import_iris.Iris.time_common                                                                |
|          | 167±3μs              | 161±2μs             |    0.97 | import_iris.Iris.time_common_lenient                                                        |
|          | 1.38±0.02ms          | 1.37±0.01ms         |    0.99 | import_iris.Iris.time_common_metadata                                                       |
|          | 163±1μs              | 167±2μs             |    1.02 | import_iris.Iris.time_common_mixin                                                          |
|          | 1.21±0.01ms          | 1.22±0.01ms         |    1    | import_iris.Iris.time_common_resolve                                                        |
|          | 202±5μs              | 196±2μs             |    0.97 | import_iris.Iris.time_config                                                                |
|          | 123±2μs              | 126±2μs             |    1.02 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 366±5μs              | 374±3μs             |    1.02 | import_iris.Iris.time_coord_systems                                                         |
|          | 762±4μs              | 777±8μs             |    1.02 | import_iris.Iris.time_coords                                                                |
|          | 664±20μs             | 689±8μs             |    1.04 | import_iris.Iris.time_cube                                                                  |
|          | 225±2μs              | 226±6μs             |    1    | import_iris.Iris.time_exceptions                                                            |
|          | 75.2±0.4μs           | 76.3±1μs            |    1.02 | import_iris.Iris.time_experimental                                                          |
|          | 183±0.7μs            | 183±0.7μs           |    1    | import_iris.Iris.time_fileformats                                                           |
|          | 251±5μs              | 257±5μs             |    1.02 | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.70±0.02ms          | 2.70±0.02ms         |    1    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 78.7±0.8μs           | 77.4±1μs            |    0.98 | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 114±2μs              | 113±1μs             |    1    | import_iris.Iris.time_fileformats_abf                                                       |
|          | 424±7μs              | 422±8μs             |    1    | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.92±0.05ms          | 4.90±0.05ms         |    1    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 72.9±0.4μs           | 72.9±0.5μs          |    1    | import_iris.Iris.time_fileformats_name                                                      |
|          | 262±3μs              | 261±1μs             |    1    | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 119±1μs              | 118±2μs             |    1    | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 123±2μs              | 122±1μs             |    0.99 | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 214±4μs              | 214±3μs             |    1    | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 797±9μs              | 804±20μs            |    1.01 | import_iris.Iris.time_fileformats_pp                                                        |
|          | 179±1μs              | 183±0.7μs           |    1.02 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 135±1μs              | 136±3μs             |    1.01 | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 558±2μs              | 557±3μs             |    1    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 217±1μs              | 218±6μs             |    1.01 | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 81.8±1μs             | 82.3±0.4μs          |    1.01 | import_iris.Iris.time_fileformats_um                                                        |
|          | 161±2μs              | 161±1μs             |    1.01 | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 138±3μs              | 138±1μs             |    1    | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 74.8±0.9μs           | 74.1±0.8μs          |    0.99 | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 80.3±0.2μs           | 79.8±0.6μs          |    0.99 | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 980±7μs              | 990±20μs            |    1.01 | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 136±2μs              | 135±0.8μs           |    0.99 | import_iris.Iris.time_io                                                                    |
|          | 175±2μs              | 173±2μs             |    0.99 | import_iris.Iris.time_io_format_picker                                                      |
|          | 298±2μs              | 295±3μs             |    0.99 | import_iris.Iris.time_iris                                                                  |
|          | 129±1μs              | 126±1μs             |    0.98 | import_iris.Iris.time_iterate                                                               |
|          | 8.18±0.05ms          | 8.17±0.2ms          |    1    | import_iris.Iris.time_palette                                                               |
|          | 1.93±0.02ms          | 1.91±0.01ms         |    0.99 | import_iris.Iris.time_plot                                                                  |
|          | 106±2μs              | 104±0.5μs           |    0.98 | import_iris.Iris.time_quickplot                                                             |
|          | 2.25±0.09ms          | 2.24±0.04ms         |    1    | import_iris.Iris.time_std_names                                                             |
|          | 1.80±0.01ms          | 1.80±0.01ms         |    1    | import_iris.Iris.time_symbols                                                               |
|          | 14.2±2ms             | 14.4±2ms            |    1.01 | import_iris.Iris.time_tests                                                                 |
|          | 272±6μs              | 272±2μs             |    1    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 4.96±0.04ms          | 4.99±0.05ms         |    1.01 | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 125±0.8μs            | 124±0.5μs           |    1    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.93±0.02ms          | 2.92±0.01ms         |    1    | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.30±0.01ms          | 1.30±0.01ms         |    1    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 179±1μs              | 179±5μs             |    1    | import_iris.Iris.time_third_party_scipy                                                     |
|          | 99.8±1μs             | 97.8±2μs            |    0.98 | import_iris.Iris.time_time                                                                  |
|          | 339±10μs             | 350±7μs             |    1.03 | import_iris.Iris.time_util                                                                  |
|          | 73.3±2μs             | 71.9±1μs            |    0.98 | iterate.IZip.time_izip                                                                      |
|          | 10.2±0.2ms           | 10.2±0.09ms         |    1    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 15.9±0.4ms           | 16.5±0.4ms          |    1.04 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 10.2±0.1ms           | 10.3±0.06ms         |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 10.3±0.1ms           | 10.2±0.07ms         |    0.98 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 12.9±0.5ms           | 12.8±0.1ms          |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 10.2±0.1ms           | 10.2±0.1ms          |    1    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.59±0s              | 1.62±0.02s          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 11.7±0.2ms           | 11.8±0.2ms          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.59±0.02s           | 1.62±0.01s          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.58±0.01s           | 1.61±0.02s          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 12.0±0.3ms           | 12.0±0.1ms          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.59±0.02s           | 1.64±0.01s          |    1.03 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.23±0.02ms          | 5.27±0.02ms         |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 11.6±0.2ms           | 11.5±0.06ms         |    0.99 | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.26±0.03ms          | 5.26±0.04ms         |    1    | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.23±0.06ms          | 5.35±0.03ms         |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 11.5±0.3ms           | 12.1±0.6ms          |    1.05 | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.17±0.03ms          | 5.30±0.03ms         |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 23.8±1ms             | 23.0±0.8ms          |    0.96 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 23.0±1ms             | 22.0±0.5ms          |    0.96 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 12.6±1ms             | 12.6±0.7ms          |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 26.8±0.6ms           | 27.7±0.7ms          |    1.04 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 71.0±1ms             | 69.7±0.7ms          |    0.98 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 26.8±0.7ms           | 26.9±0.8ms          |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 501±5ms              | 509±6ms             |    1.02 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 2.96±0.09ms          | 2.89±0.07ms         |    0.98 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 501±4ms              | 504±5ms             |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 516±8ms              | 517±6ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 3.17±0.3ms           | 2.82±0.05ms         |    0.89 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 511±3ms              | 518±5ms             |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 1.80±0.08ms          | 1.67±0.06ms         |    0.93 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 2.90±0.1ms           | 2.97±0.1ms          |    1.02 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 1.73±0.04ms          | 1.66±0.06ms         |    0.96 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 1.75±0.08ms          | 1.79±0.1ms          |    1.02 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 2.98±0.2ms           | 2.84±0.09ms         |    0.95 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 1.75±0.05ms          | 1.76±0.07ms         |    1    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 349±4ms              | 352±2ms             |    1.01 | load.ManyCubes.time_many_cube_load                                                          |
|          | 86.3±0.6ms           | 85.6±0.6ms          |    0.99 | load.ManyVars.time_many_var_load                                                            |
|          | 10.5±0.1ms           | 10.3±0.1ms          |    0.98 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.2±0.05ms          | 10.6±0.1ms          |    1.04 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.61±0.02s           | 1.63±0.01s          |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.61±0.01s           | 1.63±0.01s          |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.22±0.03ms          | 5.30±0.03ms         |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.21±0.02ms          | 5.26±0.03ms         |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 9.38±0.04ms          | 9.44±0.05ms         |    1.01 | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 6.09±0.02ms          | 6.14±0.02ms         |    1.01 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.59±0.01s           | 1.60±0.02s          |    1.01 | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 568±4ms              | 577±7ms             |    1.02 | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.42±0.02ms          | 4.44±0.03ms         |    1    | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.30±0.04ms          | 4.29±0.05ms         |    1    | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 175±0.9ms            | 175±1ms             |    1    | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 14.6±0.2ms           | 15.2±0.1ms          |    1.04 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 175±4ms              | 177±1ms             |    1.01 | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 34.0±0.5ms           | 34.4±0.4ms          |    1.01 | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 14.2±0.2ms           | 14.5±0.2ms          |    1.02 | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 33.9±0.1ms           | 34.4±0.2ms          |    1.02 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 14.0±0.4ms           | 13.3±0.2ms          |    0.96 | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 48.5±0.8ms           | 48.4±0.6ms          |    1    | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 9.04±0.6ms           | 8.78±0.2ms          |    0.97 | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 17.0±0.3ms           | 16.8±0.4ms          |    0.99 | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 13.7±0.3ms           | 13.6±0.2ms          |    0.99 | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 15.9±0.5ms           | 15.5±0.3ms          |    0.97 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 8.80±0.2ms           | 8.90±0.2ms          |    1.01 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 12.4±0.5ms           | 11.6±0.4ms          |    0.93 | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 14.8±0.4ms           | 14.7±0.4ms          |    0.99 | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 58.4±1ms             | 60.0±0.6ms          |    1.03 | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 15.3±0.7ms           | 14.5±0.2ms          |    0.94 | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 18.2±0.4ms           | 17.2±0.3ms          |    0.95 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 3.01±0.3ms           | 3.08±0.08ms         |    1.02 | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 4.26±0.1ms           | 4.37±0.2ms          |    1.03 | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 42.9±4ms             | 40.7±2ms            |    0.95 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 838±30ms             | 827±20ms            |    0.99 | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 444±7ms              | 450±2ms             |    1.01 | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 441±3ms              | 445±5ms             |    1.01 | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 109±0.5M             | 109±0.3M            |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 109±0.5M             | 109±0.3M            |    1    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 1.62±0.2M            | 1.65±0.04M          |    1.02 | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 423±10ns             | 413±4ns             |    0.98 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 213±2ms              | 214±0.7ms           |    1.01 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 650±1k               | 650±1k              |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.1±0M              | 60±0M               |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 17.9±0.3ms           | 18.1±0.5ms          |    1.01 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 20.2±0.4ms           | 20.3±0.2ms          |    1.01 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.13±0M              | 1.13±0M             |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 13±0M                | 13±0M               |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 108±8ms              | 107±2ms             |    0.99 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 615±8ms              | 614±10ms            |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.24±0.01M           | 1.24±0.01M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.3±0.04M           | 96.3±0.04M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 67.5±1ms             | 69.3±2ms            |    1.03 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 561±5ms              | 565±8ms             |    1.01 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.14±0.01M           | 1.13±0.02M          |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.2±0.01M           | 96.2±0.01M          |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(500)                     |
|          | 2.1752849999999997   | 2.1752849999999997  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                  |
|          | 216.01528499999998   | 216.01528499999998  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                 |
|          | 6.71±0.08ms          | 6.75±0.09ms         |    1.01 | plot.AuxSort.time_aux_sort                                                                  |
|          | 81.5±5ms             | 83.8±2ms            |    1.03 | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 100±0.4ms            | 101±1ms             |    1.01 | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 50.9±1ms             | 53.3±2ms            |    1.05 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 106±0.04M            | 106±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.01M            | 147±0.01M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.61±0.07ms          | 4.55±0.04ms         |    0.99 | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 75.6±1ms             | 76.0±1ms            |    1.01 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 45.4±0.8ms           | 44.5±0.3ms          |    0.98 | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 508±9ms              | 497±6ms             |    0.98 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 88.4±2ns             | 87.4±0.5ns          |    0.99 | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 57.1±0.8ms           | 56.4±0.9ms          |    0.99 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 89.2±1ns             | 88.7±0.6ns          |    0.99 | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 441±3ms              | 441±8ms             |    1    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 30.3±0.1k            | 30.3±0.1k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.69±0.1M            | 1.71±0.2M           |    1.01 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 30.3±0.1k            | 30.3±0.1k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 190±20M              | 225±20M             |    1.18 | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 42.4±1ms             | 42.3±0.5ms          |    1    | stats.PearsonR.time_lazy                                                                    |
|          | 9.58±0.3ms           | 9.47±0.2ms          |    0.99 | stats.PearsonR.time_real                                                                    |
|          | 24.6±0.9M            | 24.4±0.6M           |    0.99 | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.4±0.01M           | 18.4±0.01M          |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 21.2±0.5ms           | 21.5±0.4ms          |    1.01 | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 69.8±1ms             | 69.1±0.7ms          |    0.99 | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 12.1±0.07M           | 12.1±0.04M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Benchmarks that have got worse:

| Change   | Before [94428949]    | After [7408a833]    |   Ratio | Benchmark (Parameter)                                                    |
|----------|----------------------|---------------------|---------|--------------------------------------------------------------------------|
| +        | 205±2ms              | 266±3ms             |    1.3  | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False) |
| +        | 206±2ms              | 264±5ms             |    1.28 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)  |
| +        | 143±3ms              | 200±5ms             |    1.4  | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)  |
| +        | 157±3ms              | 216±6ms             |    1.37 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)   |
| +        | 159±4ms              | 217±3ms             |    1.36 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)       |
| +        | 176±3ms              | 234±3ms             |    1.33 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)        |
| +        | 239±5ms              | 292±3ms             |    1.22 | cube.CubeEquality.time_equality(False, False, 'all_equal')               |
| +        | 128±2ms              | 156±2ms             |    1.22 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')        |
| +        | 340±10ms             | 444±9ms             |    1.31 | cube.CubeEquality.time_equality(False, True, 'all_equal')                |
| +        | 227±4ms              | 313±6ms             |    1.38 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')         |
| +        | 364±7ms              | 470±3ms             |    1.29 | cube.CubeEquality.time_equality(False, True, 'data_inequality')          |
| +        | 127±3ms              | 156±3ms             |    1.23 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')         |
| +        | 338±6ms              | 440±10ms            |    1.3  | cube.CubeEquality.time_equality(True, True, 'all_equal')                 |
| +        | 226±3ms              | 313±7ms             |    1.39 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')          |
| +        | 368±5ms              | 464±7ms             |    1.26 | cube.CubeEquality.time_equality(True, True, 'data_inequality')           |
| +        | 53.0±2ms             | 83.7±1ms            |    1.58 | merge_concat.Merge.time_merge                                            |

Generated by GHA run 13417396426

@bouweandela bouweandela added benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts and removed benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts labels Feb 20, 2025
Copy link
Contributor

⏱️ Performance Benchmark Report: f30aca9

Performance shifts
| Change   | Before [e30e6236]    | After [f30aca97]    |   Ratio | Benchmark (Parameter)                                                    |
|----------|----------------------|---------------------|---------|--------------------------------------------------------------------------|
| +        | 206±4ms              | 257±6ms             |    1.25 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False) |
| +        | 209±4ms              | 261±3ms             |    1.25 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)  |
| +        | 137±3ms              | 201±4ms             |    1.47 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)  |
| +        | 150±1ms              | 215±4ms             |    1.43 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)   |
| +        | 154±5ms              | 219±3ms             |    1.42 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)       |
| +        | 174±5ms              | 232±6ms             |    1.33 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)        |
| +        | 233±6ms              | 287±4ms             |    1.23 | cube.CubeEquality.time_equality(False, False, 'all_equal')               |
| +        | 127±2ms              | 155±2ms             |    1.22 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')        |
| +        | 260±4ms              | 314±3ms             |    1.21 | cube.CubeEquality.time_equality(False, False, 'data_inequality')         |
| +        | 324±4ms              | 427±9ms             |    1.32 | cube.CubeEquality.time_equality(False, True, 'all_equal')                |
| +        | 212±2ms              | 314±7ms             |    1.48 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')         |
| +        | 348±3ms              | 463±8ms             |    1.33 | cube.CubeEquality.time_equality(False, True, 'data_inequality')          |
| +        | 230±4ms              | 285±4ms             |    1.24 | cube.CubeEquality.time_equality(True, False, 'all_equal')                |
| +        | 122±2ms              | 153±2ms             |    1.25 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')         |
| +        | 257±4ms              | 313±4ms             |    1.22 | cube.CubeEquality.time_equality(True, False, 'data_inequality')          |
| +        | 327±4ms              | 423±7ms             |    1.3  | cube.CubeEquality.time_equality(True, True, 'all_equal')                 |
| +        | 224±9ms              | 308±3ms             |    1.37 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')          |
| +        | 368±5ms              | 460±4ms             |    1.25 | cube.CubeEquality.time_equality(True, True, 'data_inequality')           |
| +        | 50.4±2ms             | 81.4±2ms            |    1.62 | merge_concat.Merge.time_merge                                            |
Full benchmark results

Benchmarks that have stayed the same:

| Change   | Before [e30e6236]    | After [f30aca97]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 58.9±1ms             | 59.0±1ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 59.5±1ms             | 59.7±1ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 38.3±1ms             | 37.2±1ms            |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 39.1±1ms             | 38.5±0.4ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 38.1±1ms             | 38.0±0.9ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 38.8±1ms             | 38.9±0.8ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 50.8±1ms             | 51.4±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 51.7±0.9ms           | 51.5±1ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 133±2ms              | 133±3ms             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 135±2ms              | 132±3ms             |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 55.3±2ms             | 54.9±0.8ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 57.1±2ms             | 56.8±0.8ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 62.7±1ms             | 63.3±2ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 64.0±0.8ms           | 64.3±1ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 50.7±1ms             | 50.3±0.8ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 51.5±1ms             | 51.6±1ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.09±0.01s           | 1.09±0s             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.10±0.01s           | 1.09±0.01s          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 494±10ms             | 555±10ms            |    1.12 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 482±10ms             | 542±20ms            |    1.13 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 36.7±0.7ms           | 37.1±0.8ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 37.1±0.6ms           | 37.9±0.8ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 66.2±1ms             | 67.2±2ms            |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 67.1±1ms             | 68.1±2ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 69.4±0.8ms           | 70.2±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 69.5±0.8ms           | 71.6±0.9ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 64.4±0.8ms           | 65.2±0.9ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 65.5±1ms             | 66.4±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 25.1±0.7ms           | 25.7±0.7ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 29.1±0.5ms           | 29.7±0.9ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 23.0±0.2ms           | 23.5±0.8ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 27.0±0.4ms           | 28.0±0.8ms          |    1.04 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 22.7±0.2ms           | 23.3±0.8ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 27.1±0.4ms           | 27.6±0.7ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 23.6±0.4ms           | 24.6±0.7ms          |    1.04 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 27.7±0.4ms           | 29.6±1ms            |    1.07 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 36.5±0.7ms           | 36.8±0.8ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 40.4±0.6ms           | 41.4±0.8ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 24.3±0.6ms           | 24.2±0.8ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 28.6±0.7ms           | 28.9±0.9ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 27.2±1ms             | 27.6±1ms            |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 31.4±2ms             | 31.4±0.9ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 23.8±0.6ms           | 24.2±0.8ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 28.5±1ms             | 28.7±0.8ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 548±4ms              | 552±7ms             |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 554±2ms              | 556±3ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 23.4±0.9ms           | 22.6±0.6ms          |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 27.9±1ms             | 27.0±0.5ms          |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 27.0±1ms             | 27.0±1ms            |    1    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 31.0±1ms             | 31.1±0.9ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 26.8±1ms             | 25.9±0.6ms          |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 31.0±1ms             | 30.4±0.7ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 26.2±1ms             | 25.6±0.8ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 30.1±0.9ms           | 29.6±0.6ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 92.5±2ms             | 91.8±1ms            |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 93.1±3ms             | 92.2±0.9ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 104±2ms              | 103±0.9ms           |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 106±2ms              | 104±0.7ms           |    0.98 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 62.0±2ms             | 61.7±1ms            |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 62.8±1ms             | 63.0±0.6ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 30.6±1ms             | 30.6±0.4ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 35.2±0.7ms           | 35.5±1ms            |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 33.4±1ms             | 32.5±0.7ms          |    0.97 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 36.9±1ms             | 36.5±0.2ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 26.9±1ms             | 25.9±0.5ms          |    0.96 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 31.3±1ms             | 30.6±0.8ms          |    0.98 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 325±5ms              | 380±5ms             |    1.17 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 341±6ms              | 390±5ms             |    1.14 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.15±0.01ms          | 1.12±0.01ms         |    0.97 | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 408±5μs              | 400±3μs             |    0.98 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 969±10μs             | 965±20μs            |    1    | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 593±6μs              | 585±8μs             |    0.99 | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 16.5±0.3μs           | 16.5±0.2μs          |    1    | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 16.9±0.3μs           | 16.6±0.3μs          |    0.98 | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 53.0±0.5μs           | 52.7±0.6μs          |    0.99 | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 55.6±0.2μs           | 55.1±0.5μs          |    0.99 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 788±7μs              | 796±6μs             |    1.01 | import_iris.Iris.time__concatenate                                                          |
|          | 181±2μs              | 178±2μs             |    0.98 | import_iris.Iris.time__constraints                                                          |
|          | 108±1μs              | 107±2μs             |    0.99 | import_iris.Iris.time__data_manager                                                         |
|          | 92.0±0.7μs           | 90.4±0.6μs          |    0.98 | import_iris.Iris.time__deprecation                                                          |
|          | 159±2μs              | 156±0.9μs           |    0.98 | import_iris.Iris.time__lazy_data                                                            |
|          | 904±10μs             | 935±8μs             |    1.03 | import_iris.Iris.time__merge                                                                |
|          | 74.8±0.3μs           | 74.5±0.6μs          |    1    | import_iris.Iris.time__representation                                                       |
|          | 608±4μs              | 606±5μs             |    1    | import_iris.Iris.time_analysis                                                              |
|          | 139±1μs              | 138±1μs             |    1    | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 107±0.6μs            | 108±0.5μs           |    1.01 | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 243±0.8μs            | 245±2μs             |    1.01 | import_iris.Iris.time_analysis__interpolation                                               |
|          | 189±3μs              | 185±1μs             |    0.98 | import_iris.Iris.time_analysis__regrid                                                      |
|          | 108±1μs              | 109±0.8μs           |    1    | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 137±2μs              | 139±6μs             |    1.01 | import_iris.Iris.time_analysis_calculus                                                     |
|          | 332±4μs              | 331±2μs             |    1    | import_iris.Iris.time_analysis_cartography                                                  |
|          | 92.6±0.8μs           | 91.9±0.6μs          |    0.99 | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 216±2μs              | 218±4μs             |    1.01 | import_iris.Iris.time_analysis_maths                                                        |
|          | 94.7±1μs             | 95.4±1μs            |    1.01 | import_iris.Iris.time_analysis_stats                                                        |
|          | 174±5μs              | 172±1μs             |    0.99 | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 316±3μs              | 304±3μs             |    0.96 | import_iris.Iris.time_aux_factory                                                           |
|          | 82.3±0.3μs           | 82.6±0.9μs          |    1    | import_iris.Iris.time_common                                                                |
|          | 162±5μs              | 159±1μs             |    0.98 | import_iris.Iris.time_common_lenient                                                        |
|          | 1.34±0.02ms          | 1.37±0.01ms         |    1.02 | import_iris.Iris.time_common_metadata                                                       |
|          | 165±2μs              | 163±0.9μs           |    0.99 | import_iris.Iris.time_common_mixin                                                          |
|          | 1.21±0.01ms          | 1.19±0.01ms         |    0.99 | import_iris.Iris.time_common_resolve                                                        |
|          | 198±2μs              | 195±2μs             |    0.98 | import_iris.Iris.time_config                                                                |
|          | 125±0.6μs            | 124±1μs             |    0.99 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 367±10μs             | 366±6μs             |    1    | import_iris.Iris.time_coord_systems                                                         |
|          | 762±10μs             | 760±4μs             |    1    | import_iris.Iris.time_coords                                                                |
|          | 705±10μs             | 659±6μs             |    0.93 | import_iris.Iris.time_cube                                                                  |
|          | 223±6μs              | 226±3μs             |    1.01 | import_iris.Iris.time_exceptions                                                            |
|          | 75.0±0.8μs           | 75.5±1μs            |    1.01 | import_iris.Iris.time_experimental                                                          |
|          | 182±1μs              | 182±0.5μs           |    1    | import_iris.Iris.time_fileformats                                                           |
|          | 257±3μs              | 253±3μs             |    0.99 | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.69±0.04ms          | 2.70±0.04ms         |    1    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 78.6±2μs             | 77.1±0.7μs          |    0.98 | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 115±3μs              | 112±0.7μs           |    0.97 | import_iris.Iris.time_fileformats_abf                                                       |
|          | 427±5μs              | 415±6μs             |    0.97 | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.99±0.3ms           | 4.83±0.1ms          |    0.97 | import_iris.Iris.time_fileformats_dot                                                       |
|          | 71.9±0.6μs           | 73.2±2μs            |    1.02 | import_iris.Iris.time_fileformats_name                                                      |
|          | 260±3μs              | 260±0.7μs           |    1    | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 117±1μs              | 116±1μs             |    0.99 | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 123±2μs              | 124±1μs             |    1.01 | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 214±3μs              | 213±2μs             |    1    | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 787±20μs             | 795±9μs             |    1.01 | import_iris.Iris.time_fileformats_pp                                                        |
|          | 177±3μs              | 180±3μs             |    1.02 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 132±3μs              | 135±2μs             |    1.03 | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 553±8μs              | 557±2μs             |    1.01 | import_iris.Iris.time_fileformats_rules                                                     |
|          | 218±2μs              | 218±1μs             |    1    | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 82.4±0.5μs           | 81.5±0.8μs          |    0.99 | import_iris.Iris.time_fileformats_um                                                        |
|          | 160±2μs              | 161±2μs             |    1    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 137±2μs              | 136±1μs             |    1    | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 76.2±2μs             | 74.1±0.4μs          |    0.97 | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 79.5±0.2μs           | 80.5±0.6μs          |    1.01 | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 967±20μs             | 988±10μs            |    1.02 | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 136±3μs              | 134±0.3μs           |    0.99 | import_iris.Iris.time_io                                                                    |
|          | 174±3μs              | 171±3μs             |    0.98 | import_iris.Iris.time_io_format_picker                                                      |
|          | 295±3μs              | 295±6μs             |    1    | import_iris.Iris.time_iris                                                                  |
|          | 127±1μs              | 127±4μs             |    1    | import_iris.Iris.time_iterate                                                               |
|          | 8.21±0.1ms           | 8.24±0.1ms          |    1    | import_iris.Iris.time_palette                                                               |
|          | 1.94±0.02ms          | 1.92±0.01ms         |    0.99 | import_iris.Iris.time_plot                                                                  |
|          | 104±1μs              | 105±1μs             |    1.01 | import_iris.Iris.time_quickplot                                                             |
|          | 2.21±0.03ms          | 2.22±0.09ms         |    1.01 | import_iris.Iris.time_std_names                                                             |
|          | 1.79±0.01ms          | 1.78±0.01ms         |    1    | import_iris.Iris.time_symbols                                                               |
|          | 99.1±0.7ms           | 98.6±1ms            |    1    | import_iris.Iris.time_tests                                                                 |
|          | 270±2μs              | 270±2μs             |    1    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.05±0.04ms          | 5.09±0.08ms         |    1.01 | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 124±2μs              | 124±4μs             |    1    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.92±0.01ms          | 2.97±0.09ms         |    1.02 | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.31±0.01ms          | 1.29±0.01ms         |    0.99 | import_iris.Iris.time_third_party_numpy                                                     |
|          | 176±3μs              | 179±1μs             |    1.02 | import_iris.Iris.time_third_party_scipy                                                     |
|          | 97.4±2μs             | 97.6±2μs            |    1    | import_iris.Iris.time_time                                                                  |
|          | 334±7μs              | 350±5μs             |    1.05 | import_iris.Iris.time_util                                                                  |
|          | 71.6±0.7μs           | 72.2±0.7μs          |    1.01 | iterate.IZip.time_izip                                                                      |
|          | 10.1±0.4ms           | 10.3±0.2ms          |    1.03 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 16.1±0.6ms           | 16.3±0.6ms          |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 10.1±0.3ms           | 10.3±0.2ms          |    1.03 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 10.0±0.2ms           | 10.2±0.1ms          |    1.02 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 12.8±0.2ms           | 13.3±0.4ms          |    1.04 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 10.1±0.1ms           | 10.3±0.3ms          |    1.02 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.56±0.01s           | 1.60±0.01s          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 11.7±0.2ms           | 11.6±0.3ms          |    0.99 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.57±0.02s           | 1.59±0.01s          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.57±0.02s           | 1.60±0.02s          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 12.0±0.1ms           | 12.2±0.2ms          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.58±0.01s           | 1.61±0.01s          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.20±0.07ms          | 5.20±0.2ms          |    1    | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 11.5±0.4ms           | 11.6±0.4ms          |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.19±0.09ms          | 5.20±0.1ms          |    1    | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.21±0.09ms          | 5.16±0.2ms          |    0.99 | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 11.8±0.4ms           | 11.7±0.4ms          |    0.99 | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.13±0.09ms          | 5.24±0.09ms         |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 22.6±0.8ms           | 23.5±1ms            |    1.04 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 19.3±0.3ms           | 20.1±0.8ms          |    1.04 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 11.3±1ms             | 12.2±1ms            |    1.09 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 27.1±0.9ms           | 27.4±0.7ms          |    1.01 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 69.1±1ms             | 69.3±0.8ms          |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 26.0±0.7ms           | 26.5±0.5ms          |    1.02 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 484±5ms              | 486±6ms             |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 2.79±0.1ms           | 2.82±0.1ms          |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 491±9ms              | 487±7ms             |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 511±7ms              | 498±6ms             |    0.97 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 2.93±0.1ms           | 2.79±0.04ms         |    0.95 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 496±10ms             | 500±9ms             |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 1.71±0.07ms          | 1.74±0.08ms         |    1.02 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 2.79±0.1ms           | 3.03±0.2ms          |    1.09 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 1.71±0.05ms          | 1.67±0.1ms          |    0.98 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 1.81±0.07ms          | 1.83±0.1ms          |    1.02 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 2.99±0.1ms           | 3.19±0.2ms          |    1.07 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 1.70±0.07ms          | 1.74±0.07ms         |    1.02 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 350±4ms              | 349±1ms             |    1    | load.ManyCubes.time_many_cube_load                                                          |
|          | 86.0±0.9ms           | 85.5±0.7ms          |    0.99 | load.ManyVars.time_many_var_load                                                            |
|          | 10.3±0.1ms           | 10.3±0.1ms          |    1    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.2±0.1ms           | 10.3±0.3ms          |    1    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.58±0.01s           | 1.61±0.02s          |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.59±0.01s           | 1.64±0.02s          |    1.03 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.30±0.06ms          | 5.25±0.05ms         |    0.99 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.13±0.07ms          | 5.20±0.1ms          |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 9.24±0.1ms           | 9.32±0.1ms          |    1.01 | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 6.03±0.2ms           | 6.13±0.04ms         |    1.02 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.56±0.01s           | 1.58±0.01s          |    1.01 | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 562±10ms             | 568±8ms             |    1.01 | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.41±0.03ms          | 4.52±0.1ms          |    1.02 | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.29±0.1ms           | 4.29±0.04ms         |    1    | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 172±1ms              | 175±3ms             |    1.01 | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 14.7±0.6ms           | 14.9±0.4ms          |    1.02 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 174±0.7ms            | 176±1ms             |    1.01 | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 33.3±0.2ms           | 34.5±0.3ms          |    1.04 | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 14.3±0.3ms           | 14.2±0.3ms          |    1    | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 33.6±0.3ms           | 34.1±0.6ms          |    1.02 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 14.0±0.3ms           | 13.4±0.6ms          |    0.96 | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 48.7±0.5ms           | 46.6±1ms            |    0.96 | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 8.80±0.1ms           | 8.67±1ms            |    0.99 | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 17.4±0.7ms           | 16.2±0.7ms          |    0.93 | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 13.7±0.6ms           | 13.6±0.2ms          |    0.99 | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 15.9±0.5ms           | 15.2±0.8ms          |    0.96 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 8.98±0.2ms           | 9.13±0.3ms          |    1.02 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 12.0±0.2ms           | 12.3±0.4ms          |    1.03 | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 14.6±0.2ms           | 14.8±0.4ms          |    1.02 | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 59.7±0.8ms           | 58.4±0.8ms          |    0.98 | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 15.0±0.5ms           | 14.5±0.5ms          |    0.97 | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 18.3±0.3ms           | 17.8±0.7ms          |    0.97 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 3.07±0.1ms           | 3.01±0.1ms          |    0.98 | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 4.16±0.09ms          | 4.05±0.2ms          |    0.97 | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 41.3±0.7ms           | 39.3±3ms            |    0.95 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 804±6ms              | 814±7ms             |    1.01 | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 441±7ms              | 444±8ms             |    1.01 | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 445±3ms              | 443±3ms             |    1    | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 109±0.5M             | 109±0.3M            |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 109±0.5M             | 109±0.3M            |    1    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 1.62±0.2M            | 1.65±0.04M          |    1.02 | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 406±3ns              | 411±5ns             |    1.01 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 212±2ms              | 212±2ms             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 651±1k               | 650±1k              |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.1±0M              | 60.1±0M             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 17.9±0.3ms           | 18.0±0.3ms          |    1.01 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 19.8±0.2ms           | 20.3±0.4ms          |    1.03 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.13±0M              | 1.13±0M             |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 13±0M                | 13±0M               |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 106±1ms              | 109±2ms             |    1.02 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 598±5ms              | 599±6ms             |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.22±0.04M           | 1.22±0.02M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.3±0.01M           | 96.3±0.05M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 66.8±0.7ms           | 68.1±2ms            |    1.02 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 551±7ms              | 549±7ms             |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.13±0.01M           | 1.14±0.01M          |    1.01 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.2±0.01M           | 96.2±0.01M          |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(500)                     |
|          | 2.1752849999999997   | 2.1752849999999997  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                  |
|          | 216.01528499999998   | 216.01528499999998  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                 |
|          | 6.77±0.2ms           | 6.65±0.08ms         |    0.98 | plot.AuxSort.time_aux_sort                                                                  |
|          | 77.8±4ms             | 77.7±5ms            |    1    | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 99.7±0.8ms           | 100±0.7ms           |    1.01 | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 50.7±1ms             | 51.0±1ms            |    1.01 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 106±0.04M            | 106±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.01M            | 147±0.01M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.57±0.1ms           | 4.51±0.09ms         |    0.99 | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 77.2±2ms             | 74.9±2ms            |    0.97 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 43.6±0.9ms           | 43.5±0.3ms          |    1    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 481±4ms              | 488±8ms             |    1.01 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 87.9±1ns             | 88.1±1ns            |    1    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 57.7±0.9ms           | 56.6±2ms            |    0.98 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 87.0±0.4ns           | 87.5±2ns            |    1.01 | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 424±4ms              | 434±4ms             |    1.02 | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 30.3±0.1k            | 30.3±0.1k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.71±0.1M            | 1.72±0.1M           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 30.3±0.1k            | 30.3±0.1k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 225±20M              | 207±20M             |    0.92 | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 41.4±0.7ms           | 41.6±0.5ms          |    1.01 | stats.PearsonR.time_lazy                                                                    |
|          | 9.04±0.1ms           | 9.45±0.3ms          |    1.05 | stats.PearsonR.time_real                                                                    |
|          | 24.3±2M              | 24.4±1M             |    1    | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.4±0.01M           | 18.4±0.01M          |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 20.3±0.7ms           | 21.3±0.9ms          |    1.05 | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 68.4±1ms             | 69.8±1ms            |    1.02 | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 12.1±0.07M           | 12.1±0.04M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Benchmarks that have got worse:

| Change   | Before [e30e6236]    | After [f30aca97]    |   Ratio | Benchmark (Parameter)                                                    |
|----------|----------------------|---------------------|---------|--------------------------------------------------------------------------|
| +        | 206±4ms              | 257±6ms             |    1.25 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False) |
| +        | 209±4ms              | 261±3ms             |    1.25 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)  |
| +        | 137±3ms              | 201±4ms             |    1.47 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)  |
| +        | 150±1ms              | 215±4ms             |    1.43 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)   |
| +        | 154±5ms              | 219±3ms             |    1.42 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)       |
| +        | 174±5ms              | 232±6ms             |    1.33 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)        |
| +        | 233±6ms              | 287±4ms             |    1.23 | cube.CubeEquality.time_equality(False, False, 'all_equal')               |
| +        | 127±2ms              | 155±2ms             |    1.22 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')        |
| +        | 260±4ms              | 314±3ms             |    1.21 | cube.CubeEquality.time_equality(False, False, 'data_inequality')         |
| +        | 324±4ms              | 427±9ms             |    1.32 | cube.CubeEquality.time_equality(False, True, 'all_equal')                |
| +        | 212±2ms              | 314±7ms             |    1.48 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')         |
| +        | 348±3ms              | 463±8ms             |    1.33 | cube.CubeEquality.time_equality(False, True, 'data_inequality')          |
| +        | 230±4ms              | 285±4ms             |    1.24 | cube.CubeEquality.time_equality(True, False, 'all_equal')                |
| +        | 122±2ms              | 153±2ms             |    1.25 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')         |
| +        | 257±4ms              | 313±4ms             |    1.22 | cube.CubeEquality.time_equality(True, False, 'data_inequality')          |
| +        | 327±4ms              | 423±7ms             |    1.3  | cube.CubeEquality.time_equality(True, True, 'all_equal')                 |
| +        | 224±9ms              | 308±3ms             |    1.37 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')          |
| +        | 368±5ms              | 460±4ms             |    1.25 | cube.CubeEquality.time_equality(True, True, 'data_inequality')           |
| +        | 50.4±2ms             | 81.4±2ms            |    1.62 | merge_concat.Merge.time_merge                                            |

Generated by GHA run 13445128740

@bouweandela bouweandela marked this pull request as ready for review February 26, 2025 11:52
@bouweandela
Copy link
Member Author

I suspect the benchmark results are worse because the masks of Dask arrays are now compared and previously were not compared.

@bouweandela bouweandela changed the title Fix issue where the mask of Dask arrays was ignored and improve tests Make array equal work with masked Dask arrays and add tests. Feb 26, 2025
@bouweandela bouweandela changed the title Make array equal work with masked Dask arrays and add tests. Make array equal work with masked Dask arrays and add tests Feb 26, 2025
@pp-mo pp-mo added benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts and removed benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts labels Mar 2, 2025
Copy link
Contributor

github-actions bot commented Mar 3, 2025

⏱️ Performance Benchmark Report: b341799

Performance shifts
| Change   | Before [9f83a9a6]    | After [b3417991]    |   Ratio | Benchmark (Parameter)                                                   |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------|
| -        | 127±2ms              | 96.7±0.9ms          |    0.76 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False) |
| -        | 145±2ms              | 112±1ms             |    0.77 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)  |
| -        | 134±6ms              | 106±1ms             |    0.79 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)      |
| -        | 154±8ms              | 119±3ms             |    0.77 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)       |
| -        | 81.7±1ms             | 59.5±1ms            |    0.73 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')       |
| -        | 166±4ms              | 112±2ms             |    0.67 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')        |
| -        | 81.1±1ms             | 57.9±1ms            |    0.71 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')        |
| -        | 167±4ms              | 113±2ms             |    0.68 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')         |
| -        | 49.8±1ms             | 32.2±1ms            |    0.65 | merge_concat.Merge.time_merge                                           |
Full benchmark results

Benchmarks that have improved:

| Change   | Before [9f83a9a6]    | After [b3417991]    |   Ratio | Benchmark (Parameter)                                                   |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------|
| -        | 127±2ms              | 96.7±0.9ms          |    0.76 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False) |
| -        | 145±2ms              | 112±1ms             |    0.77 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)  |
| -        | 134±6ms              | 106±1ms             |    0.79 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)      |
| -        | 154±8ms              | 119±3ms             |    0.77 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)       |
| -        | 81.7±1ms             | 59.5±1ms            |    0.73 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')       |
| -        | 166±4ms              | 112±2ms             |    0.67 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')        |
| -        | 81.1±1ms             | 57.9±1ms            |    0.71 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')        |
| -        | 167±4ms              | 113±2ms             |    0.68 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')         |
| -        | 49.8±1ms             | 32.2±1ms            |    0.65 | merge_concat.Merge.time_merge                                           |

Benchmarks that have stayed the same:

| Change   | Before [9f83a9a6]    | After [b3417991]    | Ratio   | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 50.8±0.6ms           | 51.3±0.4ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 52.2±0.8ms           | 52.6±0.8ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 184±2ms              | 157±2ms             | 0.85    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 184±1ms              | 156±3ms             | 0.85    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 29.4±0.4ms           | 30.3±0.3ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 30.1±0.3ms           | 31.7±0.6ms          | 1.05    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 29.6±0.4ms           | 30.2±0.3ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 30.4±0.3ms           | 31.2±0.3ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 43.7±0.4ms           | 43.6±0.6ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 43.9±0.7ms           | 44.5±0.4ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 127±1ms              | 129±0.8ms           | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 128±2ms              | 129±1ms             | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 46.8±0.8ms           | 47.2±0.8ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 47.9±0.7ms           | 48.7±0.6ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 55.2±0.6ms           | 55.5±0.5ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 55.5±0.3ms           | 56.8±0.5ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 43.3±0.6ms           | 42.8±0.7ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 44.1±0.5ms           | 44.9±0.5ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.06±0.01s           | 1.08±0.01s          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.06±0.01s           | 1.08±0.01s          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 365±9ms              | 337±7ms             | 0.92    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 360±5ms              | 333±8ms             | 0.93    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 28.0±0.2ms           | 29.0±0.3ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 29.0±0.4ms           | 29.5±0.3ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 58.1±0.2ms           | 58.5±0.8ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 58.8±0.6ms           | 58.9±0.6ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 60.2±0.9ms           | 60.3±0.3ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 61.0±0.6ms           | 60.8±0.5ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 56.6±1ms             | 56.7±0.7ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 56.3±0.3ms           | 57.0±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 17.4±0.4ms           | 17.9±0.3ms          | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 21.2±0.3ms           | 21.5±0.4ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 15.6±0.5ms           | 15.7±0.4ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 19.5±0.2ms           | 19.8±0.4ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 15.6±0.2ms           | 15.7±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 19.6±0.3ms           | 19.6±0.3ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 16.4±0.2ms           | 16.3±0.2ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 20.2±0.3ms           | 20.0±0.2ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 29.9±0.7ms           | 30.6±0.6ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 33.6±0.7ms           | 34.4±0.6ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 16.2±0.1ms           | 16.8±0.4ms          | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 20.1±0.6ms           | 20.7±0.2ms          | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 18.9±0.4ms           | 19.1±0.2ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 22.4±0.3ms           | 23.1±0.3ms          | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 15.8±0.3ms           | 16.6±0.3ms          | 1.05    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 19.7±0.4ms           | 20.4±0.2ms          | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 529±6ms              | 539±4ms             | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 536±3ms              | 537±5ms             | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 15.4±0.5ms           | 15.6±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 19.1±0.5ms           | 19.2±0.2ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 18.5±0.5ms           | 18.5±0.4ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 21.9±0.5ms           | 22.2±0.4ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 18.3±0.6ms           | 18.2±0.3ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 22.3±0.3ms           | 21.7±0.2ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 17.2±0.6ms           | 17.5±0.2ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 21.1±0.5ms           | 21.8±0.4ms          | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 82.3±1ms             | 83.4±0.8ms          | 1.01    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 82.5±2ms             | 82.1±1ms            | 0.99    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 95.1±0.8ms           | 94.6±1ms            | 0.99    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 95.2±1ms             | 94.6±2ms            | 0.99    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 54.3±0.5ms           | 54.9±0.9ms          | 1.01    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 55.4±0.5ms           | 55.8±1ms            | 1.01    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 21.8±0.5ms           | 22.5±0.3ms          | 1.03    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 25.9±0.6ms           | 26.4±0.4ms          | 1.02    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 23.6±0.4ms           | 24.1±0.4ms          | 1.02    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 27.2±0.3ms           | 28.0±0.7ms          | 1.03    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 18.7±0.7ms           | 18.5±0.5ms          | 0.99    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 22.7±0.8ms           | 22.4±0.6ms          | 0.99    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 282±3ms              | 244±4ms             | 0.86    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 286±9ms              | 264±5ms             | 0.92    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.11±0.01ms          | 1.09±0.02ms         | 0.98    | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 386±4μs              | 377±4μs             | 0.98    | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 921±7μs              | 932±20μs            | 1.01    | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 551±7μs              | 559±6μs             | 1.01    | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 189±5ms              | 180±3ms             | 0.95    | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 211±4ms              | 203±4ms             | 0.96    | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 16.3±0.2μs           | 16.2±0.2μs          | 1.00    | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 271±6ms              | 236±4ms             | 0.87    | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 297±5ms              | 259±4ms             | 0.87    | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 16.4±0.2μs           | 16.3±0.2μs          | 0.99    | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 188±2ms              | 179±3ms             | 0.95    | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 211±3ms              | 201±2ms             | 0.95    | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 49.8±0.4μs           | 50.7±0.8μs          | 1.02    | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 269±5ms              | 238±5ms             | 0.89    | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 295±3ms              | 257±3ms             | 0.87    | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 53.0±0.9μs           | 52.4±0.6μs          | 0.99    | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 799±4μs              | 804±9μs             | 1.01    | import_iris.Iris.time__concatenate                                                          |
|          | 182±0.6μs            | 185±3μs             | 1.01    | import_iris.Iris.time__constraints                                                          |
|          | 113±0.8μs            | 113±5μs             | 1.00    | import_iris.Iris.time__data_manager                                                         |
|          | 90.8±0.5μs           | 89.5±0.9μs          | 0.99    | import_iris.Iris.time__deprecation                                                          |
|          | 162±0.8μs            | 165±1μs             | 1.02    | import_iris.Iris.time__lazy_data                                                            |
|          | 900±6μs              | 913±5μs             | 1.01    | import_iris.Iris.time__merge                                                                |
|          | 72.4±0.6μs           | 73.4±0.5μs          | 1.01    | import_iris.Iris.time__representation                                                       |
|          | 594±3μs              | 611±8μs             | 1.03    | import_iris.Iris.time_analysis                                                              |
|          | 139±2μs              | 138±1μs             | 0.99    | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 106±2μs              | 106±0.5μs           | 1.00    | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 246±3μs              | 245±2μs             | 1.00    | import_iris.Iris.time_analysis__interpolation                                               |
|          | 187±3μs              | 188±2μs             | 1.01    | import_iris.Iris.time_analysis__regrid                                                      |
|          | 109±0.7μs            | 109±0.6μs           | 1.00    | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 133±2μs              | 139±3μs             | 1.04    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 320±1μs              | 323±3μs             | 1.01    | import_iris.Iris.time_analysis_cartography                                                  |
|          | 90.2±0.7μs           | 90.2±0.3μs          | 1.00    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 213±2μs              | 209±2μs             | 0.98    | import_iris.Iris.time_analysis_maths                                                        |
|          | 92.9±0.9μs           | 93.5±2μs            | 1.01    | import_iris.Iris.time_analysis_stats                                                        |
|          | 172±2μs              | 169±3μs             | 0.98    | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 309±3μs              | 312±3μs             | 1.01    | import_iris.Iris.time_aux_factory                                                           |
|          | 78.8±0.3μs           | 79.4±0.3μs          | 1.01    | import_iris.Iris.time_common                                                                |
|          | 159±0.6μs            | 158±2μs             | 1.00    | import_iris.Iris.time_common_lenient                                                        |
|          | 1.37±0.01ms          | 1.35±0.01ms         | 0.99    | import_iris.Iris.time_common_metadata                                                       |
|          | 166±2μs              | 167±0.8μs           | 1.00    | import_iris.Iris.time_common_mixin                                                          |
|          | 1.17±0.06ms          | 1.17±0.01ms         | 1.00    | import_iris.Iris.time_common_resolve                                                        |
|          | 197±3μs              | 198±5μs             | 1.00    | import_iris.Iris.time_config                                                                |
|          | 125±0.5μs            | 126±4μs             | 1.01    | import_iris.Iris.time_coord_categorisation                                                  |
|          | 378±4μs              | 382±3μs             | 1.01    | import_iris.Iris.time_coord_systems                                                         |
|          | 770±8μs              | 779±10μs            | 1.01    | import_iris.Iris.time_coords                                                                |
|          | 640±4μs              | 655±6μs             | 1.02    | import_iris.Iris.time_cube                                                                  |
|          | 232±2μs              | 238±3μs             | 1.02    | import_iris.Iris.time_exceptions                                                            |
|          | 73.6±0.8μs           | 73.6±0.7μs          | 1.00    | import_iris.Iris.time_experimental                                                          |
|          | 180±0.7μs            | 177±0.7μs           | 0.98    | import_iris.Iris.time_fileformats                                                           |
|          | 253±4μs              | 254±2μs             | 1.00    | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.51±0.03ms          | 2.56±0.03ms         | 1.02    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 74.8±0.6μs           | 74.2±1μs            | 0.99    | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 111±0.4μs            | 110±0.7μs           | 1.00    | import_iris.Iris.time_fileformats_abf                                                       |
|          | 419±2μs              | 430±5μs             | 1.03    | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.80±0.04ms          | 4.86±0.08ms         | 1.01    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 69.9±0.1μs           | 71.8±1μs            | 1.03    | import_iris.Iris.time_fileformats_name                                                      |
|          | 248±2μs              | 248±1μs             | 1.00    | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 112±0.7μs            | 111±0.7μs           | 0.99    | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 118±0.9μs            | 118±0.8μs           | 1.00    | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 204±3μs              | 205±2μs             | 1.01    | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 781±20μs             | 796±3μs             | 1.02    | import_iris.Iris.time_fileformats_pp                                                        |
|          | 176±1μs              | 178±1μs             | 1.01    | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 130±1μs              | 134±0.8μs           | 1.03    | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 537±2μs              | 550±6μs             | 1.02    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 216±0.9μs            | 218±0.8μs           | 1.01    | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 79.4±0.3μs           | 78.4±0.9μs          | 0.99    | import_iris.Iris.time_fileformats_um                                                        |
|          | 156±0.8μs            | 156±0.7μs           | 1.00    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 136±1μs              | 137±1μs             | 1.00    | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 71.4±0.2μs           | 71.8±0.6μs          | 1.01    | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 77.5±0.4μs           | 78.3±0.2μs          | 1.01    | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 929±9μs              | 945±10μs            | 1.02    | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 135±1μs              | 136±3μs             | 1.01    | import_iris.Iris.time_io                                                                    |
|          | 176±4μs              | 176±1μs             | 1.00    | import_iris.Iris.time_io_format_picker                                                      |
|          | 205±1μs              | 204±0.9μs           | 1.00    | import_iris.Iris.time_iris                                                                  |
|          | 125±1μs              | 127±1μs             | 1.02    | import_iris.Iris.time_iterate                                                               |
|          | 8.10±0.03ms          | 8.15±0.04ms         | 1.01    | import_iris.Iris.time_palette                                                               |
|          | 1.74±0.01ms          | 1.77±0.03ms         | 1.02    | import_iris.Iris.time_plot                                                                  |
|          | 216±5μs              | 216±0.7μs           | 1.00    | import_iris.Iris.time_quickplot                                                             |
|          | 2.15±0.03ms          | 2.24±0.05ms         | 1.04    | import_iris.Iris.time_std_names                                                             |
|          | 1.82±0.01ms          | 1.89±0.03ms         | 1.04    | import_iris.Iris.time_symbols                                                               |
|          | 88.3±2ms             | 88.6±2ms            | 1.00    | import_iris.Iris.time_tests                                                                 |
|          | 249±4μs              | 250±1μs             | 1.00    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 4.96±0.03ms          | 5.03±0.04ms         | 1.01    | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 115±0.5μs            | 116±1μs             | 1.00    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.69±0.04ms          | 2.71±0.09ms         | 1.01    | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.30±0.01ms          | 1.29±0.01ms         | 0.99    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 171±6μs              | 170±8μs             | 0.99    | import_iris.Iris.time_third_party_scipy                                                     |
|          | 98.4±2μs             | 97.4±1μs            | 0.99    | import_iris.Iris.time_time                                                                  |
|          | 334±3μs              | 352±5μs             | 1.05    | import_iris.Iris.time_util                                                                  |
|          | 68.8±0.6μs           | 69.8±0.9μs          | 1.01    | iterate.IZip.time_izip                                                                      |
|          | 9.75±0.05ms          | 9.76±0.1ms          | 1.00    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 15.2±0.2ms           | 15.5±0.2ms          | 1.02    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 9.76±0.06ms          | 9.74±0.04ms         | 1.00    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.60±0.07ms          | 9.75±0.1ms          | 1.02    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 12.7±0.05ms          | 12.8±0.2ms          | 1.00    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.75±0.05ms          | 9.86±0.2ms          | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.51±0.01s           | 1.53±0.02s          | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 11.5±0.2ms           | 11.8±0.2ms          | 1.02    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.52±0.01s           | 1.54±0s             | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.52±0.02s           | 1.54±0.02s          | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 11.7±0.07ms          | 11.9±0.2ms          | 1.02    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.51±0.02s           | 1.53±0.02s          | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.06±0.05ms          | 5.04±0.03ms         | 0.99    | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 11.3±0.1ms           | 11.5±0.1ms          | 1.02    | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.01±0.03ms          | 5.09±0.02ms         | 1.02    | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.09±0.05ms          | 5.09±0.01ms         | 1.00    | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 11.2±0.05ms          | 11.6±0.2ms          | 1.04    | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.08±0.03ms          | 5.06±0.01ms         | 1.00    | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 21.9±1ms             | 21.5±0.7ms          | 0.98    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 25.5±0.3ms           | 26.0±0.2ms          | 1.02    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 11.1±0.9ms           | 10.1±0.8ms          | 0.91    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 25.7±0.6ms           | 27.2±0.6ms          | 1.06    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 70.1±0.7ms           | 71.1±0.9ms          | 1.01    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 26.5±0.6ms           | 26.6±2ms            | 1.00    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 500±2ms              | 508±3ms             | 1.02    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 2.93±0.09ms          | 3.00±0.08ms         | 1.02    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 505±3ms              | 506±4ms             | 1.00    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 506±3ms              | 517±5ms             | 1.02    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 3.01±0.08ms          | 3.00±0.09ms         | 1.00    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 506±3ms              | 512±3ms             | 1.01    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 1.58±0.04ms          | 1.54±0.04ms         | 0.97    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 2.93±0.09ms          | 3.03±0.2ms          | 1.03    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 1.51±0.03ms          | 1.54±0.05ms         | 1.02    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 1.60±0.03ms          | 1.58±0.03ms         | 0.99    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 2.94±0.08ms          | 3.04±0.1ms          | 1.03    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 1.59±0.05ms          | 1.63±0.06ms         | 1.03    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 340±3ms              | 346±2ms             | 1.02    | load.ManyCubes.time_many_cube_load                                                          |
|          | 83.8±1ms             | 85.1±1ms            | 1.02    | load.ManyVars.time_many_var_load                                                            |
|          | 9.84±0.04ms          | 9.99±0.02ms         | 1.01    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 9.79±0.06ms          | 10.0±0.06ms         | 1.02    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.54±0.01s           | 1.56±0.02s          | 1.01    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.55±0.01s           | 1.56±0.02s          | 1.01    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.03±0.05ms          | 5.14±0.03ms         | 1.02    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.08±0.02ms          | 5.10±0.03ms         | 1.00    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 8.94±0.06ms          | 8.89±0.04ms         | 0.99    | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.77±0.05ms          | 5.79±0.09ms         | 1.00    | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.50±0.01s           | 1.51±0.01s          | 1.01    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 520±20ms             | 511±4ms             | 0.98    | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.36±0.04ms          | 4.31±0.06ms         | 0.99    | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.17±0.02ms          | 4.18±0.01ms         | 1.00    | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 166±2ms              | 168±0.4ms           | 1.01    | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 14.8±0.4ms           | 14.8±0.2ms          | 0.99    | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 168±2ms              | 168±1ms             | 1.00    | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 32.2±0.1ms           | 32.9±0.1ms          | 1.02    | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 14.3±0.4ms           | 14.1±0.3ms          | 0.99    | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 32.6±0.1ms           | 33.3±0.8ms          | 1.02    | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 13.2±0.1ms           | 13.8±0.3ms          | 1.05    | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 44.2±0.7ms           | 46.7±0.7ms          | 1.05    | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 8.49±0.1ms           | 8.73±0.3ms          | 1.03    | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 15.1±0.1ms           | 16.0±0.3ms          | 1.06    | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 13.5±0.2ms           | 13.5±0.6ms          | 1.00    | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 15.0±0.5ms           | 14.7±0.6ms          | 0.99    | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 8.33±0.2ms           | 8.54±0.08ms         | 1.03    | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 11.1±0.1ms           | 11.7±0.2ms          | 1.06    | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 14.2±0.1ms           | 14.8±0.2ms          | 1.04    | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 54.0±0.6ms           | 55.6±0.9ms          | 1.03    | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 14.3±0.3ms           | 14.5±0.4ms          | 1.02    | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 16.2±0.4ms           | 16.5±0.4ms          | 1.02    | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 2.84±0.08ms          | 3.04±0.1ms          | 1.07    | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 4.18±0.2ms           | 4.40±0.1ms          | 1.05    | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 35.4±2ms             | 39.0±0.6ms          | 1.10    | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 783±7ms              | 790±8ms             | 1.01    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 445±3ms              | 450±5ms             | 1.01    | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 446±4ms              | 449±3ms             | 1.01    | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 110±3M               | 110±5M              | 1.00    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±4M               | 110±4M              | 1.00    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 2.16±0.6M            | 1.23±0.1M           | ~0.57   | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 337±3ns              | 351±10ns            | 1.04    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 198±2ms              | 197±1ms             | 0.99    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 740±0.3k             | 739±0.3k            | 1.00    | 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)      |
|          | 16.3±0.2ms           | 16.4±0.1ms          | 1.00    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 19.7±0.4ms           | 19.9±0.4ms          | 1.01    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.29±0.05M           | 1.29±0.09M          | 1.00    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 25±0.05M             | 25±0.09M            | 1.00    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 105±4ms              | 108±2ms             | 1.03    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 590±9ms              | 584±4ms             | 0.99    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.35±0.05M           | 1.34±0.06M          | 0.99    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.4±0.05M           | 96.4±0.06M          | 1.00    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 66.2±1ms             | 67.4±0.9ms          | 1.02    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 537±8ms              | 543±4ms             | 1.01    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.22±0.04M           | 1.22±0.04M          | 1.00    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.3±0.03M           | 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)                 |
|          | 6.73±0.1ms           | 6.83±0.1ms          | 1.01    | plot.AuxSort.time_aux_sort                                                                  |
|          | 76.9±1ms             | 75.8±6ms            | 0.99    | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              | 1.00    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 105±0.3ms            | 106±0.6ms           | 1.01    | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 51.0±0.8ms           | 54.1±4ms            | 1.06    | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.01M            | 107±0.01M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.39±0.04ms          | 4.38±0.09ms         | 1.00    | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 72.8±0.6ms           | 75.1±0.6ms          | 1.03    | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 43.6±0.4ms           | 44.1±0.7ms          | 1.01    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 487±4ms              | 495±4ms             | 1.02    | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 86.3±4ns             | 83.2±3ns            | 0.96    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 55.3±0.6ms           | 57.4±0.7ms          | 1.04    | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 84.5±2ns             | 85.3±4ns            | 1.01    | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 433±4ms              | 437±2ms             | 1.01    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 29.6±0.3k            | 29.7±0.2k           | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.83±0.1M            | 1.82±0.07M          | 0.99    | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 29.7±0.2k            | 29.8±0.3k           | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 225±20M              | 191±10M             | 0.85    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 38.8±0.4ms           | 39.6±0.5ms          | 1.02    | stats.PearsonR.time_lazy                                                                    |
|          | 8.69±0.2ms           | 9.16±0.2ms          | 1.05    | stats.PearsonR.time_real                                                                    |
|          | 29.8±0.8M            | 29.7±0.8M           | 1.00    | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.4±0.01M           | 18.4±0.01M          | 1.00    | stats.PearsonR.tracemalloc_real                                                             |
|          | 21.7±0.4ms           | 22.5±0.3ms          | 1.03    | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 59.8±0.7ms           | 60.8±1ms            | 1.02    | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.74±0.01M           | 7.74±0.01M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Generated by GHA run 13620554951

@pp-mo
Copy link
Member

pp-mo commented Mar 3, 2025

Hmm looks like something subtle has gone wrong here.
I'm going to be elsewhere for the next 2-3 days but will try to look into this by 2025-03-07.

Assuming we can fix, I am still minded to get this into Iris 3.12,
subject to discussion with @trexfeathers about performance.
But the latest commit shows considerable performance gains anyway -- good enough IMHO.
(but read on)


Performance-wise, this looks great, but there is a problem ..
because this needs to be considered in view of the problem addressed by #6339
-- i.e. the non-lazy cases are not being tested properly,
When that is taken into account, it seems that this did make non-lazy cases noticably slower (at least prior to the latest commit, and maybe even now for some cases -- see below)

See #6349 for my crude assessment of the "combination" with #6339.
However, following the latest commit adopting "blockwise", that does now seem to show no perforrmance penalty for any of the lazy benchmarks.
And (I think) we can argue that the non-lazy cases are really just less important anyway, because they are less scalable.

@bouweandela bouweandela added benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts and removed benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts labels Mar 4, 2025
Copy link
Contributor

github-actions bot commented Mar 4, 2025

⏱️ Performance Benchmark Report: 09805c5

Performance shifts
| Change   | Before [9f83a9a6]    | After [09805c53]    |   Ratio | Benchmark (Parameter)                                                    |
|----------|----------------------|---------------------|---------|--------------------------------------------------------------------------|
| -        | 185±2ms              | 152±2ms             |    0.82 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False) |
| -        | 186±2ms              | 152±2ms             |    0.82 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)  |
| -        | 126±0.5ms            | 89.4±4ms            |    0.71 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)  |
| -        | 141±2ms              | 102±5ms             |    0.73 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)   |
| -        | 139±2ms              | 100.0±2ms           |    0.72 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)       |
| -        | 151±2ms              | 113±3ms             |    0.75 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)        |
| -        | 184±2ms              | 152±2ms             |    0.82 | cube.CubeEquality.time_equality(False, False, 'all_equal')               |
| -        | 81.0±0.7ms           | 54.9±2ms            |    0.68 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')        |
| -        | 211±2ms              | 176±3ms             |    0.83 | cube.CubeEquality.time_equality(False, False, 'data_inequality')         |
| -        | 265±3ms              | 208±4ms             |    0.78 | cube.CubeEquality.time_equality(False, True, 'all_equal')                |
| -        | 165±2ms              | 110±2ms             |    0.67 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')         |
| -        | 292±1ms              | 236±4ms             |    0.81 | cube.CubeEquality.time_equality(False, True, 'data_inequality')          |
| -        | 184±3ms              | 152±4ms             |    0.83 | cube.CubeEquality.time_equality(True, False, 'all_equal')                |
| -        | 80.2±0.5ms           | 54.7±1ms            |    0.68 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')         |
| -        | 267±3ms              | 208±5ms             |    0.78 | cube.CubeEquality.time_equality(True, True, 'all_equal')                 |
| -        | 164±1ms              | 110±2ms             |    0.67 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')          |
| -        | 292±2ms              | 235±4ms             |    0.8  | cube.CubeEquality.time_equality(True, True, 'data_inequality')           |
| -        | 48.2±0.8ms           | 29.9±0.9ms          |    0.62 | merge_concat.Merge.time_merge                                            |
Full benchmark results

Benchmarks that have improved:

| Change   | Before [9f83a9a6]    | After [09805c53]    |   Ratio | Benchmark (Parameter)                                                    |
|----------|----------------------|---------------------|---------|--------------------------------------------------------------------------|
| -        | 185±2ms              | 152±2ms             |    0.82 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False) |
| -        | 186±2ms              | 152±2ms             |    0.82 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)  |
| -        | 126±0.5ms            | 89.4±4ms            |    0.71 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)  |
| -        | 141±2ms              | 102±5ms             |    0.73 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)   |
| -        | 139±2ms              | 100.0±2ms           |    0.72 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)       |
| -        | 151±2ms              | 113±3ms             |    0.75 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)        |
| -        | 184±2ms              | 152±2ms             |    0.82 | cube.CubeEquality.time_equality(False, False, 'all_equal')               |
| -        | 81.0±0.7ms           | 54.9±2ms            |    0.68 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')        |
| -        | 211±2ms              | 176±3ms             |    0.83 | cube.CubeEquality.time_equality(False, False, 'data_inequality')         |
| -        | 265±3ms              | 208±4ms             |    0.78 | cube.CubeEquality.time_equality(False, True, 'all_equal')                |
| -        | 165±2ms              | 110±2ms             |    0.67 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')         |
| -        | 292±1ms              | 236±4ms             |    0.81 | cube.CubeEquality.time_equality(False, True, 'data_inequality')          |
| -        | 184±3ms              | 152±4ms             |    0.83 | cube.CubeEquality.time_equality(True, False, 'all_equal')                |
| -        | 80.2±0.5ms           | 54.7±1ms            |    0.68 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')         |
| -        | 267±3ms              | 208±5ms             |    0.78 | cube.CubeEquality.time_equality(True, True, 'all_equal')                 |
| -        | 164±1ms              | 110±2ms             |    0.67 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')          |
| -        | 292±2ms              | 235±4ms             |    0.8  | cube.CubeEquality.time_equality(True, True, 'data_inequality')           |
| -        | 48.2±0.8ms           | 29.9±0.9ms          |    0.62 | merge_concat.Merge.time_merge                                            |

Benchmarks that have stayed the same:

| Change   | Before [9f83a9a6]    | After [09805c53]    | Ratio   | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 50.6±0.5ms           | 51.3±0.6ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 52.1±0.6ms           | 52.2±0.6ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 29.9±0.3ms           | 30.3±0.5ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 30.4±0.2ms           | 30.7±0.4ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 29.5±0.5ms           | 30.1±0.4ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 30.2±0.2ms           | 30.9±0.4ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 42.7±0.7ms           | 43.8±0.5ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 44.0±0.8ms           | 44.8±0.8ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 125±0.7ms            | 127±2ms             | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 127±0.7ms            | 127±0.9ms           | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 46.1±0.8ms           | 47.0±0.5ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 46.5±0.7ms           | 47.7±0.8ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 54.4±0.5ms           | 55.3±0.5ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 55.2±0.7ms           | 56.7±0.5ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 42.1±0.8ms           | 43.4±0.5ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 43.7±0.7ms           | 44.4±0.9ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.07±0.01s           | 1.08±0.08s          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.06±0.01s           | 1.08±0.08s          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 355±10ms             | 319±10ms            | 0.90    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 356±6ms              | 328±6ms             | 0.92    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 28.1±0.3ms           | 28.3±0.5ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 29.3±0.4ms           | 29.2±0.5ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 57.5±0.4ms           | 58.1±0.7ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 58.3±0.6ms           | 58.4±0.5ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 59.5±0.5ms           | 60.3±0.9ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 60.8±0.8ms           | 60.8±0.7ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 55.5±0.7ms           | 56.1±0.7ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 56.9±0.8ms           | 57.1±0.7ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 17.3±0.2ms           | 17.4±0.4ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 21.2±0.3ms           | 21.6±0.3ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 15.2±0.2ms           | 15.6±0.4ms          | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 19.3±0.3ms           | 19.6±0.4ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 15.1±0.3ms           | 15.5±0.4ms          | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 19.0±0.3ms           | 19.5±0.4ms          | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 16.0±0.2ms           | 15.8±0.5ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 20.0±0.3ms           | 19.7±0.5ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 29.5±0.4ms           | 30.0±0.6ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 33.7±0.6ms           | 33.5±0.8ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 16.2±0.2ms           | 16.1±0.5ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 20.1±0.3ms           | 20.2±0.4ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 18.9±0.2ms           | 18.9±0.3ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 22.8±0.3ms           | 22.7±0.7ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 16.1±0.3ms           | 16.1±0.5ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 20.0±0.2ms           | 20.0±0.6ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 530±2ms              | 532±5ms             | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 538±2ms              | 534±5ms             | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 15.1±0.3ms           | 15.2±0.4ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 18.9±0.1ms           | 18.9±0.4ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 18.3±0.2ms           | 18.2±0.6ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 21.7±0.3ms           | 22.1±0.6ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 17.6±0.3ms           | 18.0±0.4ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 21.4±0.07ms          | 21.4±0.7ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 17.2±0.3ms           | 17.1±0.5ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 21.4±0.3ms           | 21.0±0.4ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 81.1±0.9ms           | 81.5±1ms            | 1.01    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 81.4±0.5ms           | 81.7±0.9ms          | 1.00    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 93.1±0.7ms           | 94.0±1ms            | 1.01    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 93.6±0.6ms           | 94.1±1ms            | 1.01    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 53.4±0.9ms           | 54.4±0.7ms          | 1.02    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 54.8±0.4ms           | 54.7±0.6ms          | 1.00    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 21.7±0.5ms           | 22.1±0.5ms          | 1.02    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 25.3±0.4ms           | 25.8±0.5ms          | 1.02    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 23.4±0.5ms           | 24.0±0.4ms          | 1.03    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 27.0±0.4ms           | 27.3±0.6ms          | 1.01    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 17.8±0.5ms           | 18.4±0.6ms          | 1.03    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 21.9±0.6ms           | 22.3±0.4ms          | 1.01    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 272±3ms              | 239±6ms             | 0.88    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 288±3ms              | 256±2ms             | 0.89    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.10±0.02ms          | 1.10±0.01ms         | 0.99    | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 378±6μs              | 382±5μs             | 1.01    | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 950±20μs             | 913±10μs            | 0.96    | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 562±10μs             | 559±7μs             | 1.00    | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 16.2±0.3μs           | 16.5±0.2μs          | 1.02    | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 16.6±0.3μs           | 16.4±0.2μs          | 0.99    | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 210±1ms              | 176±1ms             | 0.84    | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 51.0±1μs             | 50.1±0.5μs          | 0.98    | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 52.5±0.8μs           | 53.5±0.6μs          | 1.02    | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 796±4μs              | 792±4μs             | 1.00    | import_iris.Iris.time__concatenate                                                          |
|          | 183±1μs              | 184±1μs             | 1.00    | import_iris.Iris.time__constraints                                                          |
|          | 114±0.5μs            | 114±1μs             | 1.00    | import_iris.Iris.time__data_manager                                                         |
|          | 90.4±0.5μs           | 89.9±0.7μs          | 0.99    | import_iris.Iris.time__deprecation                                                          |
|          | 161±0.5μs            | 161±0.7μs           | 1.00    | import_iris.Iris.time__lazy_data                                                            |
|          | 900±4μs              | 899±8μs             | 1.00    | import_iris.Iris.time__merge                                                                |
|          | 73.3±0.5μs           | 72.9±0.6μs          | 0.99    | import_iris.Iris.time__representation                                                       |
|          | 595±6μs              | 606±6μs             | 1.02    | import_iris.Iris.time_analysis                                                              |
|          | 138±2μs              | 138±2μs             | 1.00    | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 107±3μs              | 107±1μs             | 1.00    | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 246±4μs              | 244±1μs             | 0.99    | import_iris.Iris.time_analysis__interpolation                                               |
|          | 189±1μs              | 190±1μs             | 1.01    | import_iris.Iris.time_analysis__regrid                                                      |
|          | 109±0.6μs            | 111±0.9μs           | 1.01    | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 136±0.9μs            | 138±2μs             | 1.01    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 321±7μs              | 324±7μs             | 1.01    | import_iris.Iris.time_analysis_cartography                                                  |
|          | 89.4±0.5μs           | 89.9±1μs            | 1.01    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 210±1μs              | 210±2μs             | 1.00    | import_iris.Iris.time_analysis_maths                                                        |
|          | 94.3±0.5μs           | 93.2±0.4μs          | 0.99    | import_iris.Iris.time_analysis_stats                                                        |
|          | 169±0.4μs            | 170±2μs             | 1.01    | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 310±3μs              | 312±5μs             | 1.01    | import_iris.Iris.time_aux_factory                                                           |
|          | 80.8±0.9μs           | 79.0±0.3μs          | 0.98    | import_iris.Iris.time_common                                                                |
|          | 160±3μs              | 158±1μs             | 0.99    | import_iris.Iris.time_common_lenient                                                        |
|          | 1.36±0.01ms          | 1.36±0.01ms         | 1.00    | import_iris.Iris.time_common_metadata                                                       |
|          | 166±2μs              | 164±1μs             | 0.99    | import_iris.Iris.time_common_mixin                                                          |
|          | 1.17±0.01ms          | 1.17±0.02ms         | 1.00    | import_iris.Iris.time_common_resolve                                                        |
|          | 197±0.8μs            | 197±1μs             | 1.00    | import_iris.Iris.time_config                                                                |
|          | 126±0.7μs            | 126±0.8μs           | 1.00    | import_iris.Iris.time_coord_categorisation                                                  |
|          | 379±5μs              | 382±10μs            | 1.01    | import_iris.Iris.time_coord_systems                                                         |
|          | 758±6μs              | 762±6μs             | 1.01    | import_iris.Iris.time_coords                                                                |
|          | 639±4μs              | 653±20μs            | 1.02    | import_iris.Iris.time_cube                                                                  |
|          | 235±4μs              | 231±2μs             | 0.98    | import_iris.Iris.time_exceptions                                                            |
|          | 73.2±0.4μs           | 73.7±1μs            | 1.01    | import_iris.Iris.time_experimental                                                          |
|          | 178±2μs              | 181±2μs             | 1.01    | import_iris.Iris.time_fileformats                                                           |
|          | 250±1μs              | 253±4μs             | 1.01    | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.51±0.04ms          | 2.55±0.01ms         | 1.01    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 75.5±0.3μs           | 75.7±0.6μs          | 1.00    | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 112±3μs              | 112±0.7μs           | 1.00    | import_iris.Iris.time_fileformats_abf                                                       |
|          | 428±6μs              | 426±6μs             | 1.00    | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.77±0.03ms          | 4.81±0.02ms         | 1.01    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 71.4±0.8μs           | 72.7±1μs            | 1.02    | import_iris.Iris.time_fileformats_name                                                      |
|          | 247±7μs              | 248±2μs             | 1.01    | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 112±0.6μs            | 115±2μs             | 1.02    | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 120±2μs              | 120±1μs             | 1.01    | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 208±5μs              | 206±0.7μs           | 0.99    | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 807±9μs              | 791±8μs             | 0.98    | import_iris.Iris.time_fileformats_pp                                                        |
|          | 176±3μs              | 179±2μs             | 1.02    | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 133±1μs              | 134±0.5μs           | 1.00    | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 540±3μs              | 539±5μs             | 1.00    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 221±4μs              | 219±0.8μs           | 0.99    | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 79.3±0.7μs           | 79.1±0.3μs          | 1.00    | import_iris.Iris.time_fileformats_um                                                        |
|          | 155±1μs              | 157±2μs             | 1.01    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 136±0.5μs            | 136±5μs             | 1.00    | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 72.9±0.3μs           | 71.7±0.3μs          | 0.98    | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 79.0±1μs             | 77.9±0.6μs          | 0.99    | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 935±4μs              | 938±2μs             | 1.00    | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 135±2μs              | 137±2μs             | 1.01    | import_iris.Iris.time_io                                                                    |
|          | 174±1μs              | 174±1μs             | 1.00    | import_iris.Iris.time_io_format_picker                                                      |
|          | 206±2μs              | 206±2μs             | 1.00    | import_iris.Iris.time_iris                                                                  |
|          | 125±1μs              | 126±2μs             | 1.01    | import_iris.Iris.time_iterate                                                               |
|          | 8.12±0.04ms          | 8.14±0.2ms          | 1.00    | import_iris.Iris.time_palette                                                               |
|          | 1.73±0.01ms          | 1.73±0.04ms         | 1.00    | import_iris.Iris.time_plot                                                                  |
|          | 216±1μs              | 215±10μs            | 1.00    | import_iris.Iris.time_quickplot                                                             |
|          | 2.16±0.02ms          | 2.19±0.03ms         | 1.02    | import_iris.Iris.time_std_names                                                             |
|          | 1.81±0.01ms          | 1.81±0.01ms         | 1.00    | import_iris.Iris.time_symbols                                                               |
|          | 32.8±0.7ms           | 34.0±0.4ms          | 1.04    | import_iris.Iris.time_tests                                                                 |
|          | 251±5μs              | 247±1μs             | 0.99    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 4.97±0.01ms          | 5.00±0.04ms         | 1.01    | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 116±0.8μs            | 115±0.4μs           | 0.99    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.68±0.02ms          | 2.72±0.02ms         | 1.02    | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.27±0.01ms          | 1.28±0.01ms         | 1.01    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 171±2μs              | 166±0.4μs           | 0.97    | import_iris.Iris.time_third_party_scipy                                                     |
|          | 100±1μs              | 97.3±0.8μs          | 0.97    | import_iris.Iris.time_time                                                                  |
|          | 333±3μs              | 342±4μs             | 1.03    | import_iris.Iris.time_util                                                                  |
|          | 69.4±0.6μs           | 69.1±0.6μs          | 1.00    | iterate.IZip.time_izip                                                                      |
|          | 9.70±0.04ms          | 10.00±0.2ms         | 1.03    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 15.0±0.2ms           | 15.2±0.5ms          | 1.02    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 9.79±0.09ms          | 9.86±0.2ms          | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.64±0.03ms          | 9.74±0.2ms          | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 12.6±0.04ms          | 12.7±0.3ms          | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.66±0.06ms          | 9.72±0.3ms          | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.50±0.01s           | 1.52±0.02s          | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 11.5±0.07ms          | 11.6±0.4ms          | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.51±0.02s           | 1.54±0.02s          | 1.02    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.48±0.01s           | 1.52±0.02s          | 1.03    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 11.8±0.1ms           | 11.7±0.5ms          | 0.99    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.53±0.01s           | 1.55±0.02s          | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.09±0.07ms          | 5.08±0.06ms         | 1.00    | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 11.2±0.05ms          | 11.4±0.3ms          | 1.02    | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.01±0.03ms          | 5.13±0.03ms         | 1.02    | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.09±0.1ms           | 5.05±0.05ms         | 0.99    | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 11.2±0.06ms          | 11.4±0.2ms          | 1.02    | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.04±0.1ms           | 5.12±0.1ms          | 1.02    | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 21.3±0.4ms           | 21.4±1ms            | 1.00    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 26.0±0.3ms           | 26.3±0.5ms          | 1.01    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 10.9±0.8ms           | 11.1±0.8ms          | 1.02    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 27.2±1ms             | 27.0±0.7ms          | 1.00    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 70.4±0.7ms           | 70.9±0.9ms          | 1.01    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 26.1±0.6ms           | 26.0±0.5ms          | 1.00    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 494±6ms              | 496±6ms             | 1.00    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 3.03±0.1ms           | 3.08±0.1ms          | 1.02    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 495±6ms              | 498±7ms             | 1.01    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 506±7ms              | 506±7ms             | 1.00    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 3.05±0.1ms           | 2.94±0.04ms         | 0.96    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 503±8ms              | 500±9ms             | 0.99    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 1.53±0.03ms          | 1.65±0.08ms         | 1.08    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 2.95±0.07ms          | 3.16±0.1ms          | 1.07    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 1.51±0.05ms          | 1.56±0.05ms         | 1.03    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 1.55±0.06ms          | 1.56±0.04ms         | 1.01    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 3.02±0.09ms          | 3.07±0.07ms         | 1.02    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 1.55±0.03ms          | 1.57±0.06ms         | 1.01    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 345±3ms              | 340±5ms             | 0.99    | load.ManyCubes.time_many_cube_load                                                          |
|          | 83.8±2ms             | 83.6±1ms            | 1.00    | load.ManyVars.time_many_var_load                                                            |
|          | 9.84±0.08ms          | 9.71±0.2ms          | 0.99    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 9.75±0.1ms           | 9.87±0.1ms          | 1.01    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.51±0.01s           | 1.54±0.03s          | 1.02    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.52±0.01s           | 1.55±0.01s          | 1.02    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.08±0.03ms          | 5.23±0.1ms          | 1.03    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.04±0.02ms          | 5.08±0.1ms          | 1.01    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 8.90±0.1ms           | 8.95±0.2ms          | 1.01    | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.77±0.06ms          | 5.77±0.06ms         | 1.00    | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.49±0.01s           | 1.51±0.03s          | 1.01    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 504±9ms              | 513±8ms             | 1.02    | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.27±0.02ms          | 4.29±0.07ms         | 1.00    | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.13±0.09ms          | 4.16±0.08ms         | 1.01    | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 166±2ms              | 164±4ms             | 0.99    | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 14.5±0.1ms           | 14.7±0.2ms          | 1.01    | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 168±2ms              | 165±4ms             | 0.98    | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 32.2±0.3ms           | 32.5±0.5ms          | 1.01    | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 14.3±0.4ms           | 14.0±0.4ms          | 0.98    | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 32.7±0.3ms           | 33.5±0.9ms          | 1.02    | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 13.3±0.1ms           | 13.5±0.2ms          | 1.02    | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 44.8±0.6ms           | 44.9±0.8ms          | 1.00    | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 8.37±0.06ms          | 8.44±0.4ms          | 1.01    | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 15.3±0.2ms           | 15.1±0.5ms          | 0.99    | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 13.5±0.1ms           | 13.7±0.3ms          | 1.01    | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 14.5±0.7ms           | 15.5±0.7ms          | 1.07    | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 8.43±0.1ms           | 8.53±0.2ms          | 1.01    | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 11.3±0.6ms           | 11.3±0.6ms          | 1.00    | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 14.3±0.2ms           | 14.6±0.2ms          | 1.02    | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 53.1±1ms             | 54.2±1ms            | 1.02    | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 14.2±0.3ms           | 14.3±0.2ms          | 1.01    | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 16.6±0.4ms           | 16.4±0.5ms          | 0.99    | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 2.80±0.05ms          | 2.83±0.2ms          | 1.01    | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 3.94±0.08ms          | 4.41±0.2ms          | 1.12    | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 34.4±0.4ms           | 37.7±2ms            | 1.10    | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 773±3ms              | 776±4ms             | 1.00    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 442±3ms              | 450±6ms             | 1.02    | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 445±2ms              | 446±5ms             | 1.00    | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 110±5M               | 110±4M              | 1.01    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±1M               | 110±2M              | 1.00    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 2.16±0.6M            | 775±70k             | ~0.36   | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 346±2ns              | 347±2ns             | 1.00    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 197±0.7ms            | 195±1ms             | 0.99    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 739±0.3k             | 740±0.2k            | 1.00    | 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)      |
|          | 16.6±0.3ms           | 16.4±0.3ms          | 0.99    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 19.3±0.3ms           | 19.5±0.2ms          | 1.01    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.29±0.05M           | 1.29±0.09M          | 1.00    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 25±0.05M             | 25±0.09M            | 1.00    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 106±0.4ms            | 106±2ms             | 1.00    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 576±3ms              | 577±7ms             | 1.00    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.34±0.06M           | 1.34±0.06M          | 1.00    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.4±0.06M           | 96.4±0.05M          | 1.00    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 67.1±0.8ms           | 65.4±1ms            | 0.97    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 532±4ms              | 532±3ms             | 1.00    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.25±0.03M           | 1.25±0.04M          | 1.00    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.3±0.04M           | 96.3±0.04M          | 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)                 |
|          | 6.71±0.03ms          | 6.80±0.07ms         | 1.01    | plot.AuxSort.time_aux_sort                                                                  |
|          | 75.2±6ms             | 73.8±4ms            | 0.98    | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              | 1.00    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 104±0.9ms            | 105±0.7ms           | 1.00    | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 50.6±2ms             | 49.3±2ms            | 0.98    | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.01M            | 107±0.01M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.41±0.04ms          | 4.40±0.05ms         | 1.00    | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 71.9±0.9ms           | 73.5±1ms            | 1.02    | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 43.1±0.5ms           | 43.1±0.7ms          | 1.00    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 479±3ms              | 483±4ms             | 1.01    | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 85.2±0.5ns           | 85.1±0.7ns          | 1.00    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 54.6±0.4ms           | 56.4±2ms            | 1.03    | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 84.3±0.8ns           | 83.8±0.6ns          | 0.99    | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 423±3ms              | 428±4ms             | 1.01    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 29.8±0.3k            | 29.8±0.2k           | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.78±0.1M            | 1.94±0.2M           | 1.09    | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 29.8±0.2k            | 29.6±0.3k           | 0.99    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 208±20M              | 208±20M             | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 38.6±0.3ms           | 38.9±0.7ms          | 1.01    | stats.PearsonR.time_lazy                                                                    |
|          | 8.61±0.09ms          | 9.03±0.2ms          | 1.05    | stats.PearsonR.time_real                                                                    |
|          | 30±0.6M              | 29.2±0.7M           | 0.97    | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.4±0.01M           | 18.4±0.01M          | 1.00    | stats.PearsonR.tracemalloc_real                                                             |
|          | 21.2±0.1ms           | 21.7±0.4ms          | 1.02    | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 59.2±0.4ms           | 61.0±1ms            | 1.03    | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.74±0.01M           | 7.74±0.01M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Generated by GHA run 13657686281

@bouweandela bouweandela added benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts and removed benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts labels Mar 5, 2025
Copy link
Contributor

github-actions bot commented Mar 5, 2025

⏱️ Performance Benchmark Report: 52b3f8c

Performance shifts
| Change   | Before [9f83a9a6]    | After [52b3f8c9]    |   Ratio | Benchmark (Parameter)                                                   |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------|
| -        | 125±0.6ms            | 101±0.7ms           |    0.8  | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False) |
| -        | 140±2ms              | 115±2ms             |    0.83 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)  |
| -        | 137±2ms              | 112±2ms             |    0.81 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)      |
| -        | 151±1ms              | 123±2ms             |    0.82 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)       |
| -        | 80.2±1ms             | 64.7±0.8ms          |    0.81 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')       |
| -        | 165±1ms              | 127±2ms             |    0.77 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')        |
| -        | 79.9±1ms             | 64.1±0.5ms          |    0.8  | cube.CubeEquality.time_equality(True, False, 'coord_inequality')        |
| -        | 271±2ms              | 226±1ms             |    0.83 | cube.CubeEquality.time_equality(True, True, 'all_equal')                |
| -        | 166±2ms              | 128±1ms             |    0.77 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')         |
| -        | 49.5±2ms             | 34.9±0.3ms          |    0.7  | merge_concat.Merge.time_merge                                           |
Full benchmark results

Benchmarks that have improved:

| Change   | Before [9f83a9a6]    | After [52b3f8c9]    |   Ratio | Benchmark (Parameter)                                                   |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------|
| -        | 125±0.6ms            | 101±0.7ms           |    0.8  | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False) |
| -        | 140±2ms              | 115±2ms             |    0.83 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)  |
| -        | 137±2ms              | 112±2ms             |    0.81 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)      |
| -        | 151±1ms              | 123±2ms             |    0.82 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)       |
| -        | 80.2±1ms             | 64.7±0.8ms          |    0.81 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')       |
| -        | 165±1ms              | 127±2ms             |    0.77 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')        |
| -        | 79.9±1ms             | 64.1±0.5ms          |    0.8  | cube.CubeEquality.time_equality(True, False, 'coord_inequality')        |
| -        | 271±2ms              | 226±1ms             |    0.83 | cube.CubeEquality.time_equality(True, True, 'all_equal')                |
| -        | 166±2ms              | 128±1ms             |    0.77 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')         |
| -        | 49.5±2ms             | 34.9±0.3ms          |    0.7  | merge_concat.Merge.time_merge                                           |

Benchmarks that have stayed the same:

| Change   | Before [9f83a9a6]    | After [52b3f8c9]    | Ratio   | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 51.1±0.7ms           | 50.8±0.7ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 52.0±0.9ms           | 52.1±0.7ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 185±0.8ms            | 161±2ms             | 0.87    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 185±2ms              | 165±3ms             | 0.89    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 29.6±0.2ms           | 30.1±0.5ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 30.6±0.3ms           | 31.4±0.4ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 29.7±0.6ms           | 30.2±0.2ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 30.5±0.5ms           | 31.5±0.3ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 43.0±0.4ms           | 44.3±0.5ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 44.3±0.8ms           | 44.4±0.5ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 126±0.5ms            | 127±1ms             | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 128±0.9ms            | 129±1ms             | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 45.9±0.8ms           | 47.1±0.6ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 47.5±0.6ms           | 47.6±0.6ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 54.9±0.4ms           | 55.1±0.6ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 55.5±0.7ms           | 56.5±0.6ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 43.0±0.5ms           | 43.9±0.4ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 43.6±0.2ms           | 44.8±0.7ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.09±0.01s           | 1.08±0.01s          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.07±0.01s           | 1.08±0s             | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 359±9ms              | 333±7ms             | 0.93    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 358±8ms              | 336±10ms            | 0.94    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 28.6±0.3ms           | 28.7±0.2ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 29.3±0.5ms           | 29.4±0.5ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 57.6±0.6ms           | 58.3±0.6ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 57.8±0.6ms           | 58.8±0.5ms          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 59.5±0.6ms           | 59.6±0.5ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 60.5±0.6ms           | 60.8±0.7ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 55.8±0.7ms           | 56.4±0.5ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 56.6±0.7ms           | 56.9±0.4ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 17.3±0.3ms           | 17.3±0.3ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 21.1±0.3ms           | 21.5±0.3ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 15.4±0.2ms           | 15.4±0.2ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 19.6±0.2ms           | 19.7±0.4ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 15.6±0.4ms           | 15.7±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 19.4±0.3ms           | 19.9±0.4ms          | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 16.2±0.4ms           | 16.3±0.1ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 20.0±0.2ms           | 20.0±0.2ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 30.0±0.5ms           | 30.3±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 33.7±0.4ms           | 34.1±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 16.4±0.4ms           | 16.7±0.2ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 20.2±0.4ms           | 20.5±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 18.6±0.3ms           | 19.0±0.3ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 22.7±0.5ms           | 22.9±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 15.9±0.4ms           | 16.2±0.2ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 19.8±0.2ms           | 20.0±0.2ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 532±2ms              | 536±3ms             | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 540±4ms              | 540±5ms             | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 15.2±0.2ms           | 15.4±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 19.1±0.1ms           | 19.4±0.4ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 18.1±0.2ms           | 19.0±0.4ms          | 1.04    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 22.1±0.3ms           | 22.4±0.4ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 17.8±0.3ms           | 17.8±0.4ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 22.0±0.4ms           | 21.6±0.3ms          | 0.98    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 17.4±0.09ms          | 17.3±0.1ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 20.8±0.4ms           | 21.1±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 81.8±0.7ms           | 82.8±0.6ms          | 1.01    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 81.5±0.6ms           | 81.9±0.8ms          | 1.00    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 94.2±1ms             | 94.5±0.9ms          | 1.00    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 93.2±0.9ms           | 94.6±0.6ms          | 1.02    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 54.1±0.3ms           | 54.4±0.8ms          | 1.01    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 55.1±0.8ms           | 55.3±0.9ms          | 1.00    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 21.6±0.4ms           | 22.1±0.4ms          | 1.02    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 25.6±0.6ms           | 26.0±0.3ms          | 1.02    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 23.6±0.3ms           | 23.5±0.3ms          | 1.00    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 27.6±0.3ms           | 28.0±0.5ms          | 1.01    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 18.1±0.7ms           | 18.2±0.5ms          | 1.01    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 21.8±0.6ms           | 22.3±0.5ms          | 1.02    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 279±3ms              | 249±2ms             | 0.89    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 289±3ms              | 263±1ms             | 0.91    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.09±0.02ms          | 1.11±0.01ms         | 1.01    | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 374±6μs              | 376±5μs             | 1.01    | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 926±8μs              | 918±10μs            | 0.99    | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 561±5μs              | 551±8μs             | 0.98    | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 186±2ms              | 163±2ms             | 0.88    | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 211±2ms              | 189±2ms             | 0.89    | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 16.1±0.1μs           | 16.2±0.3μs          | 1.00    | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 271±3ms              | 226±2ms             | 0.83    | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 295±6ms              | 249±2ms             | 0.84    | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 16.2±0.2μs           | 16.4±0.3μs          | 1.01    | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 185±3ms              | 162±2ms             | 0.87    | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 210±3ms              | 186±1ms             | 0.89    | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 49.8±0.6μs           | 51.1±0.3μs          | 1.03    | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 293±3ms              | 250±2ms             | 0.85    | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 51.8±0.3μs           | 53.9±0.7μs          | 1.04    | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 797±4μs              | 800±3μs             | 1.00    | import_iris.Iris.time__concatenate                                                          |
|          | 184±3μs              | 181±2μs             | 0.98    | import_iris.Iris.time__constraints                                                          |
|          | 113±0.5μs            | 114±0.7μs           | 1.00    | import_iris.Iris.time__data_manager                                                         |
|          | 91.1±2μs             | 90.2±0.7μs          | 0.99    | import_iris.Iris.time__deprecation                                                          |
|          | 161±2μs              | 162±3μs             | 1.00    | import_iris.Iris.time__lazy_data                                                            |
|          | 896±3μs              | 909±40μs            | 1.02    | import_iris.Iris.time__merge                                                                |
|          | 73.5±0.6μs           | 73.8±0.3μs          | 1.00    | import_iris.Iris.time__representation                                                       |
|          | 600±8μs              | 599±2μs             | 1.00    | import_iris.Iris.time_analysis                                                              |
|          | 137±1μs              | 140±2μs             | 1.02    | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 105±0.4μs            | 107±2μs             | 1.02    | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 247±3μs              | 248±1μs             | 1.00    | import_iris.Iris.time_analysis__interpolation                                               |
|          | 188±1μs              | 190±5μs             | 1.01    | import_iris.Iris.time_analysis__regrid                                                      |
|          | 112±1μs              | 108±3μs             | 0.97    | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 136±2μs              | 135±3μs             | 0.99    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 319±4μs              | 323±10μs            | 1.01    | import_iris.Iris.time_analysis_cartography                                                  |
|          | 92.5±1μs             | 91.4±1μs            | 0.99    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 210±2μs              | 215±4μs             | 1.03    | import_iris.Iris.time_analysis_maths                                                        |
|          | 92.7±2μs             | 93.5±0.5μs          | 1.01    | import_iris.Iris.time_analysis_stats                                                        |
|          | 172±3μs              | 168±2μs             | 0.97    | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 307±2μs              | 308±3μs             | 1.00    | import_iris.Iris.time_aux_factory                                                           |
|          | 79.7±1μs             | 79.5±0.2μs          | 1.00    | import_iris.Iris.time_common                                                                |
|          | 158±1μs              | 157±1μs             | 0.99    | import_iris.Iris.time_common_lenient                                                        |
|          | 1.35±0.01ms          | 1.37±0.05ms         | 1.01    | import_iris.Iris.time_common_metadata                                                       |
|          | 172±4μs              | 165±0.7μs           | 0.96    | import_iris.Iris.time_common_mixin                                                          |
|          | 1.17±0.01ms          | 1.17±0.01ms         | 1.00    | import_iris.Iris.time_common_resolve                                                        |
|          | 200±5μs              | 198±3μs             | 0.99    | import_iris.Iris.time_config                                                                |
|          | 124±1μs              | 125±3μs             | 1.01    | import_iris.Iris.time_coord_categorisation                                                  |
|          | 380±4μs              | 381±6μs             | 1.00    | import_iris.Iris.time_coord_systems                                                         |
|          | 763±4μs              | 768±5μs             | 1.01    | import_iris.Iris.time_coords                                                                |
|          | 646±8μs              | 641±4μs             | 0.99    | import_iris.Iris.time_cube                                                                  |
|          | 233±4μs              | 232±3μs             | 1.00    | import_iris.Iris.time_exceptions                                                            |
|          | 72.7±0.4μs           | 73.6±0.7μs          | 1.01    | import_iris.Iris.time_experimental                                                          |
|          | 178±0.9μs            | 179±1μs             | 1.01    | import_iris.Iris.time_fileformats                                                           |
|          | 251±0.7μs            | 258±3μs             | 1.03    | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.51±0.01ms          | 2.53±0.02ms         | 1.01    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 74.4±2μs             | 74.5±0.7μs          | 1.00    | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 111±2μs              | 111±1μs             | 1.00    | import_iris.Iris.time_fileformats_abf                                                       |
|          | 421±3μs              | 421±6μs             | 1.00    | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.79±0.06ms          | 4.77±0.04ms         | 1.00    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 71.6±0.8μs           | 71.2±1μs            | 0.99    | import_iris.Iris.time_fileformats_name                                                      |
|          | 250±1μs              | 247±4μs             | 0.99    | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 112±1μs              | 113±0.9μs           | 1.01    | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 119±2μs              | 120±2μs             | 1.01    | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 208±1μs              | 207±2μs             | 0.99    | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 798±9μs              | 790±3μs             | 0.99    | import_iris.Iris.time_fileformats_pp                                                        |
|          | 176±4μs              | 177±4μs             | 1.00    | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 133±1μs              | 134±2μs             | 1.01    | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 538±2μs              | 542±3μs             | 1.01    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 219±4μs              | 221±3μs             | 1.01    | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 79.5±0.3μs           | 79.3±0.6μs          | 1.00    | import_iris.Iris.time_fileformats_um                                                        |
|          | 162±2μs              | 155±1μs             | 0.96    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 138±0.8μs            | 136±1μs             | 0.98    | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 72.0±0.7μs           | 72.0±0.4μs          | 1.00    | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 77.5±0.7μs           | 78.9±0.8μs          | 1.02    | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 951±20μs             | 942±8μs             | 0.99    | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 134±1μs              | 138±2μs             | 1.03    | import_iris.Iris.time_io                                                                    |
|          | 174±0.9μs            | 175±3μs             | 1.01    | import_iris.Iris.time_io_format_picker                                                      |
|          | 205±2μs              | 206±4μs             | 1.00    | import_iris.Iris.time_iris                                                                  |
|          | 124±0.7μs            | 124±1μs             | 1.00    | import_iris.Iris.time_iterate                                                               |
|          | 8.21±0.06ms          | 8.23±0.04ms         | 1.00    | import_iris.Iris.time_palette                                                               |
|          | 1.77±0.06ms          | 1.73±0.02ms         | 0.98    | import_iris.Iris.time_plot                                                                  |
|          | 219±3μs              | 216±2μs             | 0.99    | import_iris.Iris.time_quickplot                                                             |
|          | 2.16±0.02ms          | 2.22±0.05ms         | 1.03    | import_iris.Iris.time_std_names                                                             |
|          | 1.81±0.02ms          | 1.87±0.03ms         | 1.03    | import_iris.Iris.time_symbols                                                               |
|          | 13.5±1ms             | 13.7±0.5ms          | 1.01    | import_iris.Iris.time_tests                                                                 |
|          | 247±1μs              | 245±4μs             | 0.99    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.01±0.04ms          | 4.99±0.05ms         | 1.00    | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 116±3μs              | 116±1μs             | 1.00    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.67±0.01ms          | 2.69±0.01ms         | 1.01    | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.28±0.01ms          | 1.29±0.01ms         | 1.01    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 165±1μs              | 165±0.9μs           | 1.00    | import_iris.Iris.time_third_party_scipy                                                     |
|          | 96.6±0.7μs           | 98.5±2μs            | 1.02    | import_iris.Iris.time_time                                                                  |
|          | 334±5μs              | 342±3μs             | 1.02    | import_iris.Iris.time_util                                                                  |
|          | 69.6±0.4μs           | 69.7±1μs            | 1.00    | iterate.IZip.time_izip                                                                      |
|          | 9.97±0.2ms           | 9.75±0.1ms          | 0.98    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 15.0±1ms             | 15.7±0.2ms          | 1.05    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 9.82±0.07ms          | 10.0±0.05ms         | 1.02    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.75±0.09ms          | 9.87±0.1ms          | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 12.6±0.3ms           | 12.8±0.2ms          | 1.02    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.73±0.09ms          | 9.87±0.06ms         | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.52±0.03s           | 1.51±0.02s          | 0.99    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 11.6±0.2ms           | 11.5±0.1ms          | 0.99    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.54±0.02s           | 1.53±0.01s          | 1.00    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.51±0.02s           | 1.52±0.01s          | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 11.5±0.1ms           | 11.6±0.05ms         | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.54±0.02s           | 1.53±0.01s          | 0.99    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.16±0.08ms          | 5.11±0.04ms         | 0.99    | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 11.4±0.2ms           | 11.3±0.03ms         | 0.99    | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.13±0.07ms          | 5.08±0.08ms         | 0.99    | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.19±0.1ms           | 5.05±0.03ms         | 0.97    | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 11.8±0.4ms           | 11.3±0.08ms         | 0.96    | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.05±0.1ms           | 5.02±0.02ms         | 0.99    | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 21.1±1ms             | 21.0±0.9ms          | 1.00    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 25.8±0.2ms           | 25.7±0.1ms          | 1.00    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 10.7±0.7ms           | 10.2±1ms            | 0.95    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 26.8±0.7ms           | 26.5±0.7ms          | 0.99    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 70.0±0.8ms           | 70.1±0.6ms          | 1.00    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 26.0±0.8ms           | 26.0±0.6ms          | 1.00    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 493±2ms              | 493±5ms             | 1.00    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 3.02±0.08ms          | 2.96±0.1ms          | 0.98    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 497±8ms              | 499±4ms             | 1.00    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 509±6ms              | 503±3ms             | 0.99    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 2.92±0.08ms          | 2.98±0.1ms          | 1.02    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 502±4ms              | 502±4ms             | 1.00    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 1.57±0.05ms          | 1.59±0.04ms         | 1.01    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 2.92±0.07ms          | 3.05±0.06ms         | 1.04    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 1.55±0.04ms          | 1.52±0.04ms         | 0.98    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 1.59±0.04ms          | 1.54±0.01ms         | 0.97    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 2.98±0.1ms           | 3.03±0.05ms         | 1.02    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 1.55±0.04ms          | 1.58±0.05ms         | 1.02    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 341±5ms              | 341±2ms             | 1.00    | load.ManyCubes.time_many_cube_load                                                          |
|          | 84.1±1ms             | 84.6±2ms            | 1.01    | load.ManyVars.time_many_var_load                                                            |
|          | 9.74±0.2ms           | 9.92±0.07ms         | 1.02    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.0±0.1ms           | 9.92±0.05ms         | 0.99    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.51±0.02s           | 1.53±0.01s          | 1.01    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.53±0.01s           | 1.53±0.01s          | 1.00    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.14±0.03ms          | 5.12±0.03ms         | 1.00    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.09±0.1ms           | 5.08±0.02ms         | 1.00    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 8.96±0.1ms           | 9.04±0.08ms         | 1.01    | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.86±0.03ms          | 5.79±0.1ms          | 0.99    | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.51±0.01s           | 1.50±0.01s          | 0.99    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 516±4ms              | 510±1ms             | 0.99    | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.21±0.08ms          | 4.29±0.02ms         | 1.02    | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.17±0.04ms          | 4.19±0.02ms         | 1.00    | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 166±2ms              | 165±1ms             | 1.00    | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 14.7±0.08ms          | 14.5±0.07ms         | 0.99    | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 168±3ms              | 167±1ms             | 0.99    | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 32.4±0.4ms           | 32.7±0.2ms          | 1.01    | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 14.2±0.2ms           | 14.3±0.2ms          | 1.00    | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 32.6±0.5ms           | 32.6±0.3ms          | 1.00    | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 13.3±0.2ms           | 13.2±0.1ms          | 1.00    | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 45.3±0.4ms           | 44.7±0.5ms          | 0.99    | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 8.71±0.2ms           | 8.44±0.1ms          | 0.97    | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 15.1±0.5ms           | 15.6±0.4ms          | 1.03    | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 13.6±0.2ms           | 13.4±0.3ms          | 0.99    | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 15.5±0.5ms           | 15.1±0.2ms          | 0.98    | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 8.41±0.3ms           | 8.31±0.1ms          | 0.99    | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 11.1±0.2ms           | 11.3±0.2ms          | 1.02    | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 14.2±0.1ms           | 14.4±0.3ms          | 1.01    | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 53.8±0.8ms           | 55.1±0.8ms          | 1.02    | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 14.4±0.3ms           | 14.5±0.3ms          | 1.01    | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 16.7±0.4ms           | 16.7±0.4ms          | 1.00    | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 2.94±0.2ms           | 3.01±0.1ms          | 1.02    | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 4.19±0.2ms           | 4.43±0.3ms          | 1.06    | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 36.1±1ms             | 36.5±1ms            | 1.01    | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 774±6ms              | 777±4ms             | 1.00    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 445±2ms              | 446±4ms             | 1.00    | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 442±4ms              | 448±2ms             | 1.01    | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 110±3M               | 109±0.9M            | 1.00    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±2M               | 111±4M              | 1.01    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 2.16±0.6M            | 820±70k             | ~0.38   | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 334±2ns              | 333±1ns             | 1.00    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 196±1ms              | 197±2ms             | 1.00    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 739±0.3k             | 740±0.3k            | 1.00    | 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)      |
|          | 16.2±0.4ms           | 16.4±0.1ms          | 1.02    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 19.5±0.4ms           | 19.6±0.2ms          | 1.01    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.29±0.05M           | 1.29±0.09M          | 1.00    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 25±0.05M             | 25±0.09M            | 1.00    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 107±1ms              | 108±2ms             | 1.01    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 575±4ms              | 576±5ms             | 1.00    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.34±0.06M           | 1.35±0.06M          | 1.01    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.4±0.04M           | 96.4±0.05M          | 1.00    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 67.2±0.8ms           | 66.5±1ms            | 0.99    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 528±4ms              | 531±4ms             | 1.01    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.23±0.03M           | 1.23±0.04M          | 1.00    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.3±0.03M           | 96.3±0.04M          | 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)                 |
|          | 6.73±0.04ms          | 6.89±0.1ms          | 1.02    | plot.AuxSort.time_aux_sort                                                                  |
|          | 78.9±2ms             | 79.1±2ms            | 1.00    | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              | 1.00    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 105±0.6ms            | 105±1ms             | 0.99    | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 51.1±1ms             | 51.4±3ms            | 1.01    | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.01M            | 107±0.01M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.49±0.07ms          | 4.38±0.02ms         | 0.98    | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 72.7±2ms             | 72.6±0.5ms          | 1.00    | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 43.5±0.5ms           | 43.8±0.5ms          | 1.01    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 483±6ms              | 478±2ms             | 0.99    | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 84.3±0.6ns           | 85.3±9ns            | 1.01    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 55.4±0.4ms           | 55.3±0.7ms          | 1.00    | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 85.0±2ns             | 85.3±10ns           | 1.00    | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 425±2ms              | 422±2ms             | 0.99    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 29.8±0.2k            | 29.7±0.3k           | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.65±0.1M            | 1.81±0.2M           | 1.10    | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 29.6±0.2k            | 29.8±0.2k           | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 208±20M              | 208±30M             | 1.00    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 39.0±0.6ms           | 38.6±0.5ms          | 0.99    | stats.PearsonR.time_lazy                                                                    |
|          | 8.65±0.4ms           | 8.87±0.1ms          | 1.03    | stats.PearsonR.time_real                                                                    |
|          | 29.5±0.4M            | 29.5±0.7M           | 1.00    | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.4±0.01M           | 18.4±0.01M          | 1.00    | stats.PearsonR.tracemalloc_real                                                             |
|          | 21.4±0.5ms           | 21.6±0.1ms          | 1.01    | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 60.9±1ms             | 59.4±0.4ms          | 0.98    | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.74±0.01M           | 7.74±0.01M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Generated by GHA run 13684906905

@bouweandela
Copy link
Member Author

@pp-mo Thanks for the extensive analysis. I think that with the latest commits, the implementation here is now both correct and slightly faster than the original. See the latest benchmark run here #6349 (comment).

I've also done a test comparing two ~50GB arrays on my laptop and that works fine too.

pp-mo
pp-mo previously requested changes Mar 6, 2025
Copy link
Member

@pp-mo pp-mo left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

One tiny tweak to make, otherwise all good now I think

@pp-mo
Copy link
Member

pp-mo commented Mar 6, 2025

the implementation here is now both correct and slightly faster than the original. ...
I've also done a test comparing two ~50GB arrays on my laptop and that works fine too.

Thanks for your diligence on this @bouweandela
It looks really useful now, and does not cost after all.
It's just a shame it remains so hard to get these things done right, with limited support for masking in the core packages.

Annoying I just found a small thing to change,
but otherwise I re-reviewed + I'm ready to merge.

@pp-mo pp-mo moved this to 👀 In Review in 🦔 v3.12.0 Mar 6, 2025
Also consider non-floating point arrays equal with withnans=False
@pp-mo pp-mo added benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts and removed benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts labels Mar 6, 2025
Copy link
Contributor

github-actions bot commented Mar 6, 2025

⏱️ Performance Benchmark Report: 1cacdd6

Performance shifts
| Change   | Before [9fede7c6]    | After [1cacdd62]    |   Ratio | Benchmark (Parameter)                                             |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------|
| -        | 155±4ms              | 125±2ms             |    0.81 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True) |
| -        | 80.5±0.8ms           | 64.0±0.5ms          |    0.79 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')  |
| -        | 274±8ms              | 226±2ms             |    0.83 | cube.CubeEquality.time_equality(True, True, 'all_equal')          |
| -        | 165±1ms              | 126±1ms             |    0.76 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')   |
Full benchmark results

Benchmarks that have improved:

| Change   | Before [9fede7c6]    | After [1cacdd62]    |   Ratio | Benchmark (Parameter)                                             |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------|
| -        | 155±4ms              | 125±2ms             |    0.81 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True) |
| -        | 80.5±0.8ms           | 64.0±0.5ms          |    0.79 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')  |
| -        | 274±8ms              | 226±2ms             |    0.83 | cube.CubeEquality.time_equality(True, True, 'all_equal')          |
| -        | 165±1ms              | 126±1ms             |    0.76 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')   |

Benchmarks that have stayed the same:

| Change   | Before [9fede7c6]    | After [1cacdd62]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 21.0±0.3ms           | 20.8±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 52.5±0.6ms           | 51.6±0.4ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 34.8±0.6ms           | 34.5±0.5ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 186±4ms              | 159±2ms             |    0.85 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 22.8±0.3ms           | 22.7±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 31.6±0.7ms           | 30.6±0.2ms          |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 22.6±0.3ms           | 22.7±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 31.5±0.5ms           | 30.5±0.1ms          |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 20.8±0.2ms           | 20.5±0.3ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 44.4±0.8ms           | 43.8±0.5ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 125±2ms              | 124±0.4ms           |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 128±0.9ms            | 127±1ms             |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 21.8±0.3ms           | 21.8±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 47.5±0.5ms           | 47.6±0.6ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 23.1±0.2ms           | 23.1±0.09ms         |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 56.4±0.4ms           | 55.9±0.6ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 20.6±0.2ms           | 20.6±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 44.2±0.9ms           | 43.9±0.7ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.08±0.08s           | 1.08±0.01s          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.08±0.07s           | 1.06±0.01s          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 212±2ms              | 210±3ms             |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 363±6ms              | 335±9ms             |    0.92 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 21.4±0.1ms           | 21.7±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 28.9±0.3ms           | 29.4±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 22.2±0.08ms          | 21.9±0.2ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 57.9±0.4ms           | 58.4±0.6ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 22.5±0.07ms          | 23.1±0.2ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 60.5±0.4ms           | 61.3±0.8ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 22.5±0.3ms           | 22.8±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 57.0±1ms             | 57.6±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 7.57±0.1ms           | 7.59±0.06ms         |    1    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 21.3±0.1ms           | 21.5±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 18.9±0.2ms           | 19.4±0.4ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 140±2ms              | 118±2ms             |    0.84 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 7.85±0.07ms          | 7.94±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 19.5±0.6ms           | 19.3±0.5ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 7.80±0.06ms          | 7.98±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 19.3±0.3ms           | 19.5±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 7.57±0.03ms          | 7.43±0.03ms         |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 20.0±0.1ms           | 20.0±0.3ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 23.0±0.1ms           | 23.3±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 33.8±0.4ms           | 34.0±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 7.82±0.1ms           | 7.75±0.1ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 20.2±0.3ms           | 20.3±0.3ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 9.07±0.09ms          | 9.15±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 22.6±0.3ms           | 22.8±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 7.42±0.02ms          | 7.48±0.09ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 20.1±0.3ms           | 20.1±0.3ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 525±4ms              | 528±2ms             |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 540±4ms              | 539±4ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 45.1±0.5ms           | 44.6±0.4ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 7.67±0.1ms           | 7.75±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 19.2±0.3ms           | 19.2±0.3ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 7.78±0.06ms          | 7.73±0.1ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 22.0±0.4ms           | 22.1±0.3ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 7.94±0.07ms          | 7.92±0.05ms         |    1    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 21.5±0.4ms           | 21.5±0.4ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.07±0.04ms          | 7.94±0.06ms         |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 21.1±0.3ms           | 21.0±0.3ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 22.0±0.2ms           | 22.1±0.3ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 81.1±0.3ms           | 81.4±0.6ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 22.2±0.3ms           | 22.1±0.1ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 94.6±0.8ms           | 93.9±1ms            |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 21.0±0.3ms           | 21.0±0.2ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 54.6±0.7ms           | 54.5±0.2ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 7.95±0.07ms          | 8.03±0.07ms         |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 25.5±0.5ms           | 25.8±0.4ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 7.99±0.03ms          | 7.83±0.06ms         |    0.98 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 27.1±0.5ms           | 27.4±0.5ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 7.70±0.1ms           | 7.62±0.06ms         |    0.99 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 21.7±0.7ms           | 21.9±0.5ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 209±0.9ms            | 213±4ms             |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 289±3ms              | 263±3ms             |    0.91 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.08±0.01ms          | 1.10±0.02ms         |    1.01 | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 378±4μs              | 385±3μs             |    1.02 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 908±10μs             | 906±8μs             |    1    | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 550±8μs              | 548±6μs             |    1    | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 89.2±1ms             | 81.4±1ms            |    0.91 | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 28.1±0.5ms           | 25.3±0.5ms          |    0.9  | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 104±1ms              | 94.7±1ms            |    0.91 | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 16.3±0.2μs           | 16.7±0.2μs          |    1.02 | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 89.0±0.5ms           | 81.6±2ms            |    0.92 | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 28.3±0.7ms           | 25.2±0.5ms          |    0.89 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 102±1ms              | 95.5±0.8ms          |    0.93 | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 16.3±0.2μs           | 16.4±0.2μs          |    1    | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 186±1ms              | 163±2ms             |    0.87 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 212±2ms              | 188±2ms             |    0.88 | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 50.2±0.6μs           | 50.2±0.7μs          |    1    | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 300±4ms              | 253±2ms             |    0.84 | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 52.6±0.7μs           | 53.3±0.6μs          |    1.01 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 802±5μs              | 802±2μs             |    1    | import_iris.Iris.time__concatenate                                                          |
|          | 180±2μs              | 182±0.7μs           |    1.01 | import_iris.Iris.time__constraints                                                          |
|          | 115±2μs              | 113±0.6μs           |    0.98 | import_iris.Iris.time__data_manager                                                         |
|          | 89.7±0.5μs           | 90.0±0.8μs          |    1    | import_iris.Iris.time__deprecation                                                          |
|          | 160±1μs              | 161±2μs             |    1.01 | import_iris.Iris.time__lazy_data                                                            |
|          | 908±6μs              | 901±7μs             |    0.99 | import_iris.Iris.time__merge                                                                |
|          | 72.3±0.4μs           | 72.4±0.3μs          |    1    | import_iris.Iris.time__representation                                                       |
|          | 596±5μs              | 599±9μs             |    1    | import_iris.Iris.time_analysis                                                              |
|          | 139±2μs              | 138±1μs             |    0.99 | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 104±0.6μs            | 106±0.5μs           |    1.02 | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 243±0.6μs            | 243±1μs             |    1    | import_iris.Iris.time_analysis__interpolation                                               |
|          | 186±3μs              | 188±2μs             |    1.01 | import_iris.Iris.time_analysis__regrid                                                      |
|          | 110±1μs              | 108±2μs             |    0.98 | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 134±1μs              | 137±1μs             |    1.02 | import_iris.Iris.time_analysis_calculus                                                     |
|          | 326±7μs              | 324±1μs             |    0.99 | import_iris.Iris.time_analysis_cartography                                                  |
|          | 89.4±2μs             | 90.9±0.7μs          |    1.02 | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 209±3μs              | 208±2μs             |    1    | import_iris.Iris.time_analysis_maths                                                        |
|          | 92.6±0.6μs           | 94.8±2μs            |    1.02 | import_iris.Iris.time_analysis_stats                                                        |
|          | 170±3μs              | 170±2μs             |    1    | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 320±9μs              | 309±2μs             |    0.96 | import_iris.Iris.time_aux_factory                                                           |
|          | 77.7±1μs             | 79.1±0.5μs          |    1.02 | import_iris.Iris.time_common                                                                |
|          | 157±2μs              | 159±4μs             |    1.01 | import_iris.Iris.time_common_lenient                                                        |
|          | 1.36±0.01ms          | 1.38±0.01ms         |    1.01 | import_iris.Iris.time_common_metadata                                                       |
|          | 166±3μs              | 167±2μs             |    1.01 | import_iris.Iris.time_common_mixin                                                          |
|          | 1.19±0.01ms          | 1.17±0.01ms         |    0.99 | import_iris.Iris.time_common_resolve                                                        |
|          | 196±2μs              | 195±0.5μs           |    0.99 | import_iris.Iris.time_config                                                                |
|          | 123±0.7μs            | 125±2μs             |    1.02 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 378±2μs              | 376±6μs             |    1    | import_iris.Iris.time_coord_systems                                                         |
|          | 760±3μs              | 757±10μs            |    1    | import_iris.Iris.time_coords                                                                |
|          | 644±6μs              | 641±7μs             |    1    | import_iris.Iris.time_cube                                                                  |
|          | 232±1μs              | 231±2μs             |    1    | import_iris.Iris.time_exceptions                                                            |
|          | 72.1±0.7μs           | 72.5±0.3μs          |    1.01 | import_iris.Iris.time_experimental                                                          |
|          | 178±0.9μs            | 177±2μs             |    1    | import_iris.Iris.time_fileformats                                                           |
|          | 250±1μs              | 251±1μs             |    1    | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.50±0.01ms          | 2.52±0.02ms         |    1.01 | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 74.9±0.2μs           | 75.4±0.3μs          |    1.01 | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 110±0.6μs            | 111±2μs             |    1    | import_iris.Iris.time_fileformats_abf                                                       |
|          | 426±4μs              | 426±2μs             |    1    | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.84±0.06ms          | 4.84±0.03ms         |    1    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 69.0±1μs             | 71.3±0.8μs          |    1.03 | import_iris.Iris.time_fileformats_name                                                      |
|          | 246±2μs              | 249±3μs             |    1.01 | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 111±0.9μs            | 112±0.7μs           |    1.02 | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 119±2μs              | 120±1μs             |    1    | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 203±2μs              | 205±2μs             |    1.01 | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 788±7μs              | 798±5μs             |    1.01 | import_iris.Iris.time_fileformats_pp                                                        |
|          | 175±2μs              | 178±4μs             |    1.02 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 130±4μs              | 133±3μs             |    1.03 | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 539±4μs              | 542±6μs             |    1.01 | import_iris.Iris.time_fileformats_rules                                                     |
|          | 219±3μs              | 218±0.8μs           |    1    | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 79.3±1μs             | 78.9±0.3μs          |    0.99 | import_iris.Iris.time_fileformats_um                                                        |
|          | 155±0.6μs            | 155±0.8μs           |    1    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 136±0.9μs            | 137±0.6μs           |    1.01 | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 70.7±0.3μs           | 71.7±0.7μs          |    1.01 | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 77.1±0.9μs           | 79.9±1μs            |    1.04 | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 938±10μs             | 936±9μs             |    1    | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 133±2μs              | 136±1μs             |    1.02 | import_iris.Iris.time_io                                                                    |
|          | 171±1μs              | 174±4μs             |    1.01 | import_iris.Iris.time_io_format_picker                                                      |
|          | 203±0.5μs            | 206±0.8μs           |    1.01 | import_iris.Iris.time_iris                                                                  |
|          | 124±0.5μs            | 126±3μs             |    1.01 | import_iris.Iris.time_iterate                                                               |
|          | 8.15±0.04ms          | 8.20±0.05ms         |    1.01 | import_iris.Iris.time_palette                                                               |
|          | 1.73±0.01ms          | 1.73±0.01ms         |    1    | import_iris.Iris.time_plot                                                                  |
|          | 216±2μs              | 221±4μs             |    1.02 | import_iris.Iris.time_quickplot                                                             |
|          | 2.19±0.03ms          | 2.21±0.01ms         |    1.01 | import_iris.Iris.time_std_names                                                             |
|          | 1.82±0ms             | 1.82±0.01ms         |    1    | import_iris.Iris.time_symbols                                                               |
|          | 88.2±1ms             | 88.2±1ms            |    1    | import_iris.Iris.time_tests                                                                 |
|          | 245±0.8μs            | 245±0.9μs           |    1    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.06±0.04ms          | 5.03±0.02ms         |    1    | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 113±0.9μs            | 114±0.3μs           |    1    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.65±0.03ms          | 2.68±0.03ms         |    1.01 | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.28±0.01ms          | 1.27±0.01ms         |    1    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 163±1μs              | 165±0.8μs           |    1.01 | import_iris.Iris.time_third_party_scipy                                                     |
|          | 95.4±0.7μs           | 97.4±0.8μs          |    1.02 | import_iris.Iris.time_time                                                                  |
|          | 333±2μs              | 355±7μs             |    1.07 | import_iris.Iris.time_util                                                                  |
|          | 67.3±0.3μs           | 68.8±0.6μs          |    1.02 | iterate.IZip.time_izip                                                                      |
|          | 9.64±0.05ms          | 9.66±0.07ms         |    1    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 15.3±0.3ms           | 15.9±0.5ms          |    1.04 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 9.69±0.04ms          | 9.67±0.06ms         |    1    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.61±0.07ms          | 9.67±0.04ms         |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 12.7±0.05ms          | 12.7±0.03ms         |    1    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.65±0.04ms          | 9.72±0.09ms         |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.49±0.01s           | 1.51±0.01s          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 11.5±0.1ms           | 11.5±0.1ms          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.51±0.02s           | 1.53±0.02s          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.50±0.01s           | 1.51±0.01s          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 11.6±0.1ms           | 11.6±0.08ms         |    1    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.50±0.01s           | 1.51±0.01s          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.01±0.04ms          | 5.06±0.06ms         |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 11.4±0.2ms           | 11.3±0.03ms         |    0.99 | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.01±0.06ms          | 5.04±0.1ms          |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.00±0.02ms          | 5.05±0.05ms         |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 11.2±0.07ms          | 11.3±0.06ms         |    1    | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 4.99±0.03ms          | 5.07±0.03ms         |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 22.6±1ms             | 22.6±1ms            |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 27.1±0.6ms           | 26.8±0.1ms          |    0.99 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 11.0±0.6ms           | 11.4±0.7ms          |    1.03 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 26.7±0.7ms           | 26.9±0.7ms          |    1.01 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 70.8±0.8ms           | 70.4±0.7ms          |    0.99 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 26.6±1ms             | 26.4±0.6ms          |    0.99 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 503±5ms              | 497±5ms             |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 2.95±0.1ms           | 2.90±0.08ms         |    0.98 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 503±2ms              | 499±5ms             |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 514±8ms              | 509±4ms             |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 3.07±0.2ms           | 2.88±0.09ms         |    0.94 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 510±6ms              | 504±4ms             |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 1.55±0.05ms          | 1.53±0.05ms         |    0.99 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 2.88±0.1ms           | 2.82±0.1ms          |    0.98 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 1.52±0.05ms          | 1.62±0.06ms         |    1.07 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 1.57±0.05ms          | 1.63±0.06ms         |    1.04 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 3.01±0.1ms           | 2.93±0.06ms         |    0.97 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 1.56±0.03ms          | 1.58±0.05ms         |    1.02 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 338±2ms              | 339±1ms             |    1    | load.ManyCubes.time_many_cube_load                                                          |
|          | 83.5±0.9ms           | 83.9±0.6ms          |    1    | load.ManyVars.time_many_var_load                                                            |
|          | 9.72±0.05ms          | 9.94±0.05ms         |    1.02 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 9.78±0.1ms           | 9.87±0.04ms         |    1.01 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.51±0.01s           | 1.53±0.01s          |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.52±0.01s           | 1.56±0.02s          |    1.03 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.09±0.05ms          | 5.13±0.02ms         |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.09±0.06ms          | 5.12±0.07ms         |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 8.89±0.05ms          | 8.94±0.1ms          |    1.01 | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.75±0.05ms          | 5.81±0.05ms         |    1.01 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.47±0.01s           | 1.51±0.01s          |    1.02 | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 499±3ms              | 506±6ms             |    1.02 | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.21±0.03ms          | 4.27±0.1ms          |    1.01 | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.07±0.03ms          | 4.18±0.05ms         |    1.03 | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 166±5ms              | 166±1ms             |    1    | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 14.3±0.3ms           | 14.4±0.05ms         |    1.01 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 163±1ms              | 167±2ms             |    1.02 | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 32.1±0.4ms           | 32.2±0.4ms          |    1    | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 14.0±0.1ms           | 14.1±0.2ms          |    1.01 | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 32.2±0.2ms           | 32.4±0.5ms          |    1.01 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 13.5±0.2ms           | 13.3±0.1ms          |    0.98 | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 44.1±0.5ms           | 44.3±1ms            |    1    | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 8.31±0.3ms           | 8.68±0.1ms          |    1.04 | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 15.5±0.3ms           | 15.3±0.4ms          |    0.99 | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 13.3±0.3ms           | 13.6±0.3ms          |    1.03 | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 14.6±0.2ms           | 15.0±0.3ms          |    1.03 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 8.30±0.08ms          | 8.71±0.3ms          |    1.05 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 11.2±0.4ms           | 11.2±0.2ms          |    1    | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 14.3±0.3ms           | 14.5±0.2ms          |    1.01 | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 54.3±0.4ms           | 54.7±0.9ms          |    1.01 | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 14.0±0.2ms           | 14.5±0.4ms          |    1.03 | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 16.4±0.2ms           | 16.5±0.3ms          |    1    | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 2.88±0.1ms           | 3.02±0.2ms          |    1.05 | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 4.03±0.4ms           | 4.39±0.3ms          |    1.09 | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 35.1±4ms             | 35.2±2ms            |    1    | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 792±5ms              | 788±10ms            |    0.99 | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.55±0.03s           | 1.54±0.02s          |    0.99 | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 442±3ms              | 444±2ms             |    1    | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.42±0G             |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±2M               | 110±4M              |    1    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 35.2±1ms             | 34.2±0.8ms          |    0.97 | merge_concat.Merge.time_merge                                                               |
|          | 126±0.02M            | 126±0.01M           |    1    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 334±2ns              | 333±4ns             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 197±1ms              | 198±2ms             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 740±0.4k             | 739±0.3k            |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.1±0M              | 60.1±0M             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 16.1±0.2ms           | 16.2±0.1ms          |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 19.4±0.4ms           | 19.5±0.3ms          |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.29±0.05M           | 1.29±0.09M          |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 25±0.05M             | 25±0.09M            |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 104±0.6ms            | 105±2ms             |    1.01 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 577±2ms              | 585±3ms             |    1.01 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.34±0.05M           | 1.35±0.03M          |    1.01 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.4±0.04M           | 96.4±0.05M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 65.2±0.7ms           | 66.7±0.6ms          |    1.02 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 543±5ms              | 539±4ms             |    0.99 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.21±0.03M           | 1.23±0.03M          |    1.02 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.3±0.03M           | 96.3±0.03M          |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(500)                     |
|          | 2.1752849999999997   | 2.1752849999999997  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                  |
|          | 216.01528499999998   | 216.01528499999998  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                 |
|          | 6.77±0.09ms          | 6.74±0.05ms         |    1    | plot.AuxSort.time_aux_sort                                                                  |
|          | 80.7±5ms             | 77.0±4ms            |    0.95 | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 107±1ms              | 107±0.8ms           |    1    | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 54.8±2ms             | 52.2±1ms            |    0.95 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.01M            | 107±0.01M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 4.40±0.08ms          | 4.31±0.04ms         |    0.98 | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 71.6±2ms             | 71.5±0.9ms          |    1    | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 43.3±0.6ms           | 43.1±1ms            |    0.99 | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 498±5ms              | 493±3ms             |    0.99 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 85.6±1ns             | 84.1±0.5ns          |    0.98 | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 54.6±1ms             | 55.0±1ms            |    1.01 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 86.0±1ns             | 84.3±0.7ns          |    0.98 | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 437±5ms              | 441±5ms             |    1.01 | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 29.7±0.3k            | 29.6±0.2k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.77±0.1M            | 1.77±0.2M           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 29.8±0.2k            | 29.7±0.2k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 208±20M              | 190±9M              |    0.92 | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 39.3±0.6ms           | 38.9±0.5ms          |    0.99 | stats.PearsonR.time_lazy                                                                    |
|          | 9.20±0.2ms           | 8.90±0.2ms          |    0.97 | stats.PearsonR.time_real                                                                    |
|          | 29.8±1M              | 30±1M               |    1.01 | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.4±0.01M           | 18.4±0.01M          |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 22.3±0.5ms           | 21.9±0.5ms          |    0.98 | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 60.1±0.2ms           | 61.6±0.8ms          |    1.02 | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.74±0.01M           | 7.74±0.01M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Generated by GHA run 13703987257

@pp-mo pp-mo dismissed their stale review March 7, 2025 00:55

no queries remaining

Copy link
Member

@pp-mo pp-mo left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Now all OK
Thanks again for all your patience @bouweandela !

@pp-mo pp-mo merged commit c6f65a2 into SciTools:main Mar 7, 2025
23 checks passed
@github-project-automation github-project-automation bot moved this from 👀 In Review to 🏁 Done in 🦔 v3.12.0 Mar 7, 2025
@scitools-ci scitools-ci bot removed this from 🚴 Peloton Apr 5, 2025
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts
Projects
Status: 🏁 Done
Development

Successfully merging this pull request may close these issues.

iris.util.array_equal ignores differences in masks with dask arrays
2 participants