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@trexfeathers trexfeathers commented Oct 14, 2025

Closes #6714 - this is the same change but includes an important What's New announcement.

Following from this comment: #6714 (comment)

Test failures

Some tricky Conda resolution had forced us onto a PyVista version which was incompatible with recent VTK releases: 0.44.1=pyhd8ed1ab_0. This version was not intended for use, and should be expected to cause test failures; it was superceded by a newer build number which included a VTK <9.4 pin: 0.44.1=pyhd8ed1ab_1.

Within the last week a new version of PyVista was released, which included updated pins, making the Conda resolution simpler - can now use VTK version 9.5 - and allowing a passing suite of tests.

It should be noted that we still have a similar situation with the environment using an old build of GeoVista, which again has inappropriate pins and is not expected to be fully functional: 0.5.3=pyhd8ed1ab_1, when it should be 0.5.3=pyhd8ed1ab_2. Unfortunately we cannot specify build numbers in greater-than dependency pins, and GeoVista is functioning well enough for our tests so I propose to leave as-is.

Performance regressions

I did a thorough investigation and proof-of-concept for how we might avoid repeated open-and-close of NetCDF files within Iris, which would mitigate the performance regressions. While this yielded performance improvements for larger files (#6735 (comment)), I was also finding concurrency issues in a number of corner cases. I did not have confidence that I could create a solution which was:

  1. Concurrency safe
  2. Maintainable (complexity)

Given the above, and since this is at-heart a problem in libnetcdf, I am proposing to instead:

  1. Report the regression: Slower nc_open with version 4.9.3 Unidata/netcdf-c#3183
  2. Advertise the regression to our users: 819eb32

@trexfeathers trexfeathers requested a review from HGWright October 14, 2025 14:23
@trexfeathers trexfeathers added the benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts label Oct 14, 2025
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codecov bot commented Oct 14, 2025

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 90.29%. Comparing base (0a881ee) to head (819eb32).
⚠️ Report is 3 commits behind head on main.

Additional details and impacted files
@@           Coverage Diff           @@
##             main    #6747   +/-   ##
=======================================
  Coverage   90.29%   90.29%           
=======================================
  Files          91       91           
  Lines       24475    24475           
  Branches     4571     4571           
=======================================
  Hits        22100    22100           
  Misses       1607     1607           
  Partials      768      768           

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⏱️ Performance Benchmark Report: c90bd50

Performance shifts
| Change   | Before [932b8c95]    | After [c90bd50f]    |   Ratio | Benchmark (Parameter)                                                               |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------------------|
| +        | 121±1ms              | 146±1ms             |    1.21 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)              |
| +        | 66.2±1ms             | 80.5±1ms            |    1.22 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                    |
| +        | 138±2ms              | 173±1ms             |    1.25 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                     |
| +        | 12.1±0.08ms          | 14.6±0.07ms         |    1.2  | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                         |
| +        | 71.0±3ms             | 95.3±0.4ms          |    1.34 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                    |
| +        | 3.40±0.07ms          | 5.39±0.2ms          |    1.59 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                     |
| +        | 3.39±0.06ms          | 5.59±0.2ms          |    1.65 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                      |
| +        | 3.42±0.1ms           | 5.40±0.09ms         |    1.58 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                      |
| +        | 3.34±0.1ms           | 5.41±0.06ms         |    1.62 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                       |
| +        | 8.92±0.1ms           | 10.9±0.1ms          |    1.23 | load.ugrid.BasicLoading.time_load_mesh(1)                                           |
| +        | 16.2±0.3ms           | 20.5±0.2ms          |    1.26 | load.ugrid.BasicLoading.time_load_mesh(200000)                                      |
| +        | 8.65±0.2ms           | 10.9±0.3ms          |    1.26 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                       |
| +        | 11.6±0.6ms           | 13.9±0.2ms          |    1.2  | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                  |
| +        | 3.28±0.1ms           | 5.36±0.1ms          |    1.63 | load.ugrid.DataRealisation.time_realise_data(10000)                                 |
| +        | 6.30±0.5ms           | 8.62±0.1ms          |    1.37 | load.ugrid.DataRealisation.time_realise_data(200000)                                |
| +        | 116±2ms              | 175±1ms             |    1.51 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50) |
| +        | 74.8±0.6ms           | 118±0.8ms           |    1.58 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                     |
| +        | 4.64±0.04ms          | 6.73±0.04ms         |    1.45 | save.NetcdfSave.time_netcdf_save_cube(50, False)                                    |
| +        | 82.1±0.7ms           | 120±0.7ms           |    1.47 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                     |
| +        | 62.8±0.7ms           | 101±0.9ms           |    1.61 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                     |
Full benchmark results

Benchmarks that have stayed the same:

| Change   | Before [932b8c95]    | After [c90bd50f]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 20.8±0.2ms           | 20.7±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 52.0±1ms             | 54.5±1ms            |    1.05 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 34.6±0.4ms           | 34.5±0.5ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 164±2ms              | 190±3ms             |    1.16 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 22.6±0.2ms           | 22.5±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 31.2±0.4ms           | 33.6±0.4ms          |    1.07 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 22.6±0.3ms           | 22.6±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 31.6±0.4ms           | 33.4±0.5ms          |    1.06 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 21.0±0.2ms           | 20.5±0.2ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 44.2±0.5ms           | 46.7±0.8ms          |    1.06 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 124±0.6ms            | 124±1ms             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 125±1ms              | 127±2ms             |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 21.8±0.3ms           | 21.6±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 48.1±1ms             | 50.2±1ms            |    1.04 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 22.9±0.2ms           | 22.9±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 57.5±0.9ms           | 59.6±1ms            |    1.04 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 20.5±0.2ms           | 20.4±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 44.1±0.8ms           | 46.2±0.8ms          |    1.05 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.07±0.01s           | 1.07±0.01s          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.06±0.01s           | 1.07±0.01s          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 212±2ms              | 214±2ms             |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 336±10ms             | 359±9ms             |    1.07 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 21.5±0.2ms           | 21.6±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 30.2±0.3ms           | 31.8±0.4ms          |    1.05 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 21.9±0.2ms           | 21.7±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 58.9±1ms             | 61.7±0.8ms          |    1.05 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 22.7±0.1ms           | 22.5±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 61.9±0.5ms           | 63.5±1ms            |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 22.4±0.1ms           | 22.3±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 57.5±1ms             | 60.1±0.7ms          |    1.05 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 8.03±0.1ms           | 7.99±0.08ms         |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 21.7±0.3ms           | 24.3±0.4ms          |    1.12 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 20.0±0.3ms           | 20.0±0.1ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 8.26±0.04ms          | 8.34±0.05ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 20.2±0.5ms           | 23.0±0.8ms          |    1.14 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.47±0.1ms           | 8.28±0.1ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 20.4±0.6ms           | 22.2±0.5ms          |    1.09 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 7.91±0.1ms           | 7.91±0.09ms         |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 20.1±0.5ms           | 22.5±0.4ms          |    1.12 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 24.1±0.3ms           | 24.1±0.2ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 34.5±0.6ms           | 36.4±0.5ms          |    1.06 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 8.21±0.1ms           | 8.19±0.05ms         |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 20.7±0.4ms           | 23.2±0.4ms          |    1.12 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 9.01±0.05ms          | 9.07±0.07ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 22.7±0.2ms           | 25.1±0.2ms          |    1.1  | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 8.02±0.05ms          | 7.83±0.03ms         |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 20.5±0.3ms           | 22.7±0.4ms          |    1.11 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 526±20ms             | 526±2ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 536±20ms             | 538±2ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 44.8±0.5ms           | 44.5±0.5ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 132±2ms              | 157±2ms             |    1.19 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 8.07±0.1ms           | 8.14±0.06ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 20.1±0.9ms           | 22.3±0.3ms          |    1.11 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 8.26±0.1ms           | 8.21±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 22.4±0.6ms           | 25.1±0.8ms          |    1.12 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.46±0.1ms           | 8.35±0.05ms         |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 21.7±0.2ms           | 24.5±0.3ms          |    1.13 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.39±0.1ms           | 8.34±0.06ms         |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 21.9±0.4ms           | 23.6±0.3ms          |    1.08 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 22.2±0.2ms           | 21.9±0.1ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 82.1±0.9ms           | 83.9±2ms            |    1.02 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 22.1±0.3ms           | 22.0±0.3ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 93.8±1ms             | 95.5±0.8ms          |    1.02 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 20.9±0.3ms           | 20.9±0.2ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 55.2±0.8ms           | 57.1±0.7ms          |    1.03 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.46±0.06ms          | 8.45±0.1ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 26.8±0.7ms           | 29.5±0.6ms          |    1.1  | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.31±0.1ms           | 8.29±0.09ms         |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 28.9±1ms             | 31.0±0.6ms          |    1.08 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 8.19±0.1ms           | 8.08±0.09ms         |    0.99 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 22.5±0.6ms           | 24.9±0.9ms          |    1.11 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 219±2ms              | 219±4ms             |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 281±5ms              | 301±4ms             |    1.07 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.09±0.02ms          | 1.10±0.01ms         |    1    | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 375±4μs              | 384±3μs             |    1.02 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 1.93±0.02ms          | 1.92±0.01ms         |    1    | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 1.38±0.02ms          | 1.38±0.02ms         |    1.01 | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 89.8±1ms             | 88.3±2ms            |    0.98 | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 24.3±0.3ms           | 24.3±0.4ms          |    1    | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 103±2ms              | 104±1ms             |    1.01 | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 16.5±0.2μs           | 16.5±0.2μs          |    1    | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 93.5±2ms             | 92.2±0.9ms          |    0.99 | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 28.7±1ms             | 28.0±1ms            |    0.98 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 107±3ms              | 109±2ms             |    1.02 | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 16.4±0.3μs           | 16.2±0.2μs          |    0.99 | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 172±3ms              | 198±2ms             |    1.15 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 202±3ms              | 229±3ms             |    1.13 | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 51.6±0.5μs           | 51.6±1μs            |    1    | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 247±2ms              | 290±2ms             |    1.18 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 274±2ms              | 322±3ms             |    1.17 | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 368±6μs              | 362±2μs             |    0.98 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 792±10μs             | 788±30μs            |    0.99 | import_iris.Iris.time__concatenate                                                          |
|          | 185±5μs              | 184±2μs             |    0.99 | import_iris.Iris.time__constraints                                                          |
|          | 114±3μs              | 113±2μs             |    1    | import_iris.Iris.time__data_manager                                                         |
|          | 93.4±2μs             | 91.8±3μs            |    0.98 | import_iris.Iris.time__deprecation                                                          |
|          | 162±0.7μs            | 161±2μs             |    1    | import_iris.Iris.time__lazy_data                                                            |
|          | 891±5μs              | 897±10μs            |    1.01 | import_iris.Iris.time__merge                                                                |
|          | 74.1±2μs             | 73.7±2μs            |    0.99 | import_iris.Iris.time__representation                                                       |
|          | 609±4μs              | 622±9μs             |    1.02 | import_iris.Iris.time_analysis                                                              |
|          | 141±1μs              | 141±2μs             |    1    | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 107±0.3μs            | 107±1μs             |    1    | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 245±0.9μs            | 246±1μs             |    1    | import_iris.Iris.time_analysis__interpolation                                               |
|          | 189±2μs              | 193±1μs             |    1.02 | import_iris.Iris.time_analysis__regrid                                                      |
|          | 111±0.8μs            | 109±1μs             |    0.98 | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 137±1μs              | 138±0.6μs           |    1    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 319±1μs              | 322±3μs             |    1.01 | import_iris.Iris.time_analysis_cartography                                                  |
|          | 91.3±2μs             | 89.9±3μs            |    0.99 | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 217±4μs              | 213±1μs             |    0.98 | import_iris.Iris.time_analysis_maths                                                        |
|          | 94.9±0.5μs           | 92.8±0.9μs          |    0.98 | import_iris.Iris.time_analysis_stats                                                        |
|          | 170±2μs              | 171±2μs             |    1.01 | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 315±2μs              | 317±2μs             |    1.01 | import_iris.Iris.time_aux_factory                                                           |
|          | 80.8±0.7μs           | 79.8±1μs            |    0.99 | import_iris.Iris.time_common                                                                |
|          | 160±1μs              | 160±2μs             |    1    | import_iris.Iris.time_common_lenient                                                        |
|          | 1.32±0.01ms          | 1.32±0.01ms         |    1    | import_iris.Iris.time_common_metadata                                                       |
|          | 167±0.8μs            | 172±4μs             |    1.03 | import_iris.Iris.time_common_mixin                                                          |
|          | 1.15±0.01ms          | 1.15±0.01ms         |    1    | import_iris.Iris.time_common_resolve                                                        |
|          | 197±1μs              | 196±2μs             |    1    | import_iris.Iris.time_config                                                                |
|          | 128±1μs              | 126±4μs             |    0.98 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 383±6μs              | 376±4μs             |    0.98 | import_iris.Iris.time_coord_systems                                                         |
|          | 755±2μs              | 760±5μs             |    1.01 | import_iris.Iris.time_coords                                                                |
|          | 679±3μs              | 696±10μs            |    1.03 | import_iris.Iris.time_cube                                                                  |
|          | 241±2μs              | 242±2μs             |    1    | import_iris.Iris.time_exceptions                                                            |
|          | 73.7±0.3μs           | 73.8±0.5μs          |    1    | import_iris.Iris.time_experimental                                                          |
|          | 185±3μs              | 181±1μs             |    0.98 | import_iris.Iris.time_fileformats                                                           |
|          | 254±2μs              | 253±2μs             |    1    | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.56±0.1ms           | 2.53±0.01ms         |    0.99 | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 75.9±0.9μs           | 75.8±0.6μs          |    1    | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 112±0.8μs            | 113±1μs             |    1    | import_iris.Iris.time_fileformats_abf                                                       |
|          | 436±3μs              | 439±2μs             |    1.01 | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.71±0.03ms          | 4.67±0.02ms         |    0.99 | import_iris.Iris.time_fileformats_dot                                                       |
|          | 70.8±1μs             | 71.4±2μs            |    1.01 | import_iris.Iris.time_fileformats_name                                                      |
|          | 252±2μs              | 256±4μs             |    1.02 | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 115±0.6μs            | 114±2μs             |    1    | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 120±1μs              | 122±1μs             |    1.01 | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 208±2μs              | 205±9μs             |    0.99 | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 789±3μs              | 798±10μs            |    1.01 | import_iris.Iris.time_fileformats_pp                                                        |
|          | 178±1μs              | 181±2μs             |    1.02 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 137±3μs              | 137±1μs             |    1    | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 538±2μs              | 540±4μs             |    1    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 220±1μs              | 220±3μs             |    1    | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 81.7±0.7μs           | 79.7±0.6μs          |    0.97 | import_iris.Iris.time_fileformats_um                                                        |
|          | 157±3μs              | 156±2μs             |    0.99 | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 137±3μs              | 136±2μs             |    0.99 | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 72.7±0.4μs           | 72.0±0.6μs          |    0.99 | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 78.5±0.3μs           | 78.2±0.4μs          |    1    | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 966±10μs             | 947±3μs             |    0.98 | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 137±2μs              | 136±2μs             |    1    | import_iris.Iris.time_io                                                                    |
|          | 174±1μs              | 175±2μs             |    1.01 | import_iris.Iris.time_io_format_picker                                                      |
|          | 211±2μs              | 215±3μs             |    1.02 | import_iris.Iris.time_iris                                                                  |
|          | 125±0.7μs            | 125±2μs             |    1    | import_iris.Iris.time_iterate                                                               |
|          | 8.11±0.07ms          | 8.16±0.03ms         |    1.01 | import_iris.Iris.time_palette                                                               |
|          | 1.76±0.01ms          | 1.78±0.02ms         |    1.01 | import_iris.Iris.time_plot                                                                  |
|          | 224±2μs              | 221±3μs             |    0.99 | import_iris.Iris.time_quickplot                                                             |
|          | 2.16±0.03ms          | 2.15±0.03ms         |    1    | import_iris.Iris.time_std_names                                                             |
|          | 1.80±0.01ms          | 1.79±0.02ms         |    1    | import_iris.Iris.time_symbols                                                               |
|          | 41.0±2ms             | 40.3±1ms            |    0.98 | import_iris.Iris.time_tests                                                                 |
|          | 254±2μs              | 253±4μs             |    1    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.02±0.02ms          | 5.07±0.05ms         |    1.01 | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 118±0.2μs            | 117±0.4μs           |    1    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.72±0.1ms           | 2.70±0.02ms         |    0.99 | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.32±0.01ms          | 1.32±0.01ms         |    1    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 169±1μs              | 169±5μs             |    1    | import_iris.Iris.time_third_party_scipy                                                     |
|          | 98.8±0.8μs           | 97.4±1μs            |    0.99 | import_iris.Iris.time_time                                                                  |
|          | 376±2μs              | 377±5μs             |    1    | import_iris.Iris.time_util                                                                  |
|          | 70.3±1μs             | 70.5±1μs            |    1    | iterate.IZip.time_izip                                                                      |
|          | 9.83±0.1ms           | 9.79±0.07ms         |    1    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 16.3±0.3ms           | 18.2±0.3ms          |    1.12 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 10.0±0.06ms          | 9.93±0.2ms          |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.90±0.03ms          | 9.83±0.04ms         |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 13.2±0.1ms           | 15.5±0.1ms          |    1.18 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.99±0.03ms          | 9.90±0.06ms         |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.49±0.01s           | 1.49±0.02s          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 12.1±0.1ms           | 14.4±0.1ms          |    1.2  | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.51±0.01s           | 1.51±0.02s          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.49±0.01s           | 1.49±0.01s          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 1.52±0.01s           | 1.50±0.01s          |    0.99 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.31±0.04ms          | 5.34±0.04ms         |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 12.1±0.07ms          | 14.1±0.1ms          |    1.17 | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.33±0.02ms          | 5.25±0.08ms         |    0.98 | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.30±0.02ms          | 5.25±0.1ms          |    0.99 | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 11.9±0.2ms           | 14.1±0.1ms          |    1.18 | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.31±0.05ms          | 5.27±0.07ms         |    0.99 | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 25.5±2ms             | 25.9±2ms            |    1.02 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 24.0±0.6ms           | 26.3±0.4ms          |    1.1  | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 11.8±1ms             | 12.7±1ms            |    1.07 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 28.2±1ms             | 28.6±1ms            |    1.01 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 28.2±2ms             | 27.9±0.9ms          |    0.99 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 603±2ms              | 601±4ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 603±3ms              | 598±5ms             |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 610±3ms              | 610±4ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 608±2ms              | 610±6ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.03±0.08ms          | 2.11±0.07ms         |    1.04 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 2.04±0.04ms          | 2.02±0.04ms         |    0.99 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.17±0.04ms          | 2.06±0.06ms         |    0.95 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 2.12±0.07ms          | 2.08±0.05ms         |    0.98 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 343±4ms              | 343±4ms             |    1    | load.ManyCubes.time_many_cube_load                                                          |
|          | 86.6±1ms             | 89.8±1ms            |    1.04 | load.ManyVars.time_many_var_load                                                            |
|          | 10.1±0.1ms           | 9.96±0.1ms          |    0.98 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.0±0.05ms          | 10.0±0.07ms         |    1    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.50±0.01s           | 1.50±0.02s          |    1    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.54±0.01s           | 1.53±0.02s          |    1    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.29±0.03ms          | 5.33±0.05ms         |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.35±0.04ms          | 5.32±0.04ms         |    0.99 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 9.29±0.2ms           | 8.94±0.09ms         |    0.96 | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.65±0.06ms          | 5.54±0.02ms         |    0.98 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.47±0.01s           | 1.47±0.01s          |    1    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 421±5ms              | 425±7ms             |    1.01 | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.37±0.04ms          | 4.38±0.03ms         |    1    | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.24±0.03ms          | 4.25±0.03ms         |    1    | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 151±0.8ms            | 152±0.7ms           |    1.01 | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 14.8±0.07ms          | 17.5±0.09ms         |    1.18 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 155±1ms              | 153±2ms             |    0.99 | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 31.1±0.1ms           | 30.5±0.1ms          |    0.98 | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 14.6±0.03ms          | 17.0±0.3ms          |    1.17 | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 31.3±0.3ms           | 30.6±0.3ms          |    0.98 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 18.8±0.5ms           | 21.1±0.5ms          |    1.12 | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 49.0±0.8ms           | 52.6±0.8ms          |    1.07 | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 18.9±0.3ms           | 20.9±0.4ms          |    1.11 | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 18.6±0.4ms           | 21.3±0.3ms          |    1.15 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 20.9±0.4ms           | 23.5±0.5ms          |    1.13 | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 59.2±0.5ms           | 64.2±1ms            |    1.08 | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 21.1±0.2ms           | 23.5±0.4ms          |    1.11 | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 21.8±0.3ms           | 23.8±0.3ms          |    1.09 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 37.2±2ms             | 38.8±1ms            |    1.04 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 803±10ms             | 799±7ms             |    0.99 | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.39±0.03s           | 1.41±0.05s          |    1.02 | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 427±6ms              | 442±7ms             |    1.03 | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.42±0G             |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±2M               | 110±2M              |    1    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 34.8±2ms             | 34.3±2ms            |    0.99 | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           |    1    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 354±2ns              | 354±3ns             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 195±2ms              | 196±1ms             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 772±0.6k             | 772±0.5k            |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.2±0M              | 60.2±0M             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 18.7±0.2ms           | 19.0±0.2ms          |    1.02 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 22.3±0.6ms           | 22.1±0.3ms          |    0.99 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.27±0.04M           | 1.27±0.04M          |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 25±0.04M             | 25±0.04M            |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 579±2ms              | 648±1ms             |    1.12 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.46±0.1M            | 1.48±0.08M          |    1.01 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.5±0.03M           | 96.5±0.03M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 537±3ms              | 585±2ms             |    1.09 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.43±0.03M           | 1.39±0.05M          |    0.97 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.5±0.04M           | 96.5±0.04M          |    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)                 |
|          | 6.46±0.05ms          | 6.52±0.05ms         |    1.01 | plot.AuxSort.time_aux_sort                                                                  |
|          | 82.4±1ms             | 88.0±2ms            |    1.07 | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 106±7ms              | 107±6ms             |    1.01 | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 63.4±5ms             | 60.7±4ms            |    0.96 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.09M            | 107±0.09M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 41.9±0.6ms           | 44.3±0.5ms          |    1.06 | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 483±3ms              | 528±5ms             |    1.09 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 87.7±0.4ns           | 88.1±0.3ns          |    1    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 88.0±0.5ns           | 88.0±0.8ns          |    1    | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 423±3ms              | 470±3ms             |    1.11 | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.7±0.4k            | 31.8±0.5k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.78±0.1M            | 1.9±0.1M            |    1.06 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 31.7±0.4k            | 31.9±0.4k           |    1.01 | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 225±30M              | 208±20M             |    0.92 | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 39.7±0.3ms           | 39.6±0.4ms          |    1    | stats.PearsonR.time_lazy                                                                    |
|          | 9.37±0.1ms           | 9.14±0.08ms         |    0.98 | stats.PearsonR.time_real                                                                    |
|          | 29.5±0.4M            | 29.5±0.7M           |    1    | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0.01M          |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 25.0±0.3ms           | 27.3±0.6ms          |    1.09 | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 60.4±0.6ms           | 63.8±0.6ms          |    1.06 | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.75±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Benchmarks that have got worse:

| Change   | Before [932b8c95]    | After [c90bd50f]    |   Ratio | Benchmark (Parameter)                                                               |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------------------|
| +        | 121±1ms              | 146±1ms             |    1.21 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)              |
| +        | 66.2±1ms             | 80.5±1ms            |    1.22 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                    |
| +        | 138±2ms              | 173±1ms             |    1.25 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                     |
| +        | 12.1±0.08ms          | 14.6±0.07ms         |    1.2  | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                         |
| +        | 71.0±3ms             | 95.3±0.4ms          |    1.34 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                    |
| +        | 3.40±0.07ms          | 5.39±0.2ms          |    1.59 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                     |
| +        | 3.39±0.06ms          | 5.59±0.2ms          |    1.65 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                      |
| +        | 3.42±0.1ms           | 5.40±0.09ms         |    1.58 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                      |
| +        | 3.34±0.1ms           | 5.41±0.06ms         |    1.62 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                       |
| +        | 8.92±0.1ms           | 10.9±0.1ms          |    1.23 | load.ugrid.BasicLoading.time_load_mesh(1)                                           |
| +        | 16.2±0.3ms           | 20.5±0.2ms          |    1.26 | load.ugrid.BasicLoading.time_load_mesh(200000)                                      |
| +        | 8.65±0.2ms           | 10.9±0.3ms          |    1.26 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                       |
| +        | 11.6±0.6ms           | 13.9±0.2ms          |    1.2  | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                  |
| +        | 3.28±0.1ms           | 5.36±0.1ms          |    1.63 | load.ugrid.DataRealisation.time_realise_data(10000)                                 |
| +        | 6.30±0.5ms           | 8.62±0.1ms          |    1.37 | load.ugrid.DataRealisation.time_realise_data(200000)                                |
| +        | 116±2ms              | 175±1ms             |    1.51 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50) |
| +        | 74.8±0.6ms           | 118±0.8ms           |    1.58 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                     |
| +        | 4.64±0.04ms          | 6.73±0.04ms         |    1.45 | save.NetcdfSave.time_netcdf_save_cube(50, False)                                    |
| +        | 82.1±0.7ms           | 120±0.7ms           |    1.47 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                     |
| +        | 62.8±0.7ms           | 101±0.9ms           |    1.61 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                     |

Generated by GHA run 18499797187

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⏱️ Performance Benchmark Report: c90bd50

Performance shifts
| Change   | Before [932b8c95]    | After [c90bd50f]    |   Ratio | Benchmark (Parameter)                                                               |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------------------|
| +        | 125±2ms              | 154±2ms             |    1.23 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)              |
| +        | 133±2ms              | 161±1ms             |    1.21 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                   |
| +        | 67.6±0.8ms           | 81.6±1ms            |    1.21 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                    |
| +        | 247±3ms              | 297±3ms             |    1.2  | cube.CubeEquality.time_equality(True, True, 'all_equal')                            |
| +        | 142±1ms              | 181±2ms             |    1.27 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                     |
| +        | 12.3±0.1ms           | 15.1±0.4ms          |    1.22 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                         |
| +        | 11.9±0.08ms          | 14.5±0.2ms          |    1.21 | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                         |
| +        | 71.7±3ms             | 95.5±0.6ms          |    1.33 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                    |
| +        | 3.42±0.1ms           | 5.52±0.1ms          |    1.61 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                     |
| +        | 3.55±0.09ms          | 5.43±0.1ms          |    1.53 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                      |
| +        | 3.43±0.1ms           | 5.54±0.09ms         |    1.61 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                      |
| +        | 3.71±0.2ms           | 5.69±0.1ms          |    1.53 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                       |
| +        | 8.81±0.1ms           | 11.0±0.1ms          |    1.25 | load.ugrid.BasicLoading.time_load_mesh(1)                                           |
| +        | 17.5±0.3ms           | 21.4±0.4ms          |    1.22 | load.ugrid.BasicLoading.time_load_mesh(200000)                                      |
| +        | 3.53±0.1ms           | 5.93±0.1ms          |    1.68 | load.ugrid.DataRealisation.time_realise_data(10000)                                 |
| +        | 5.91±0.9ms           | 9.07±0.2ms          |    1.53 | load.ugrid.DataRealisation.time_realise_data(200000)                                |
| +        | 117±1ms              | 178±3ms             |    1.52 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50) |
| +        | 77.5±0.5ms           | 121±2ms             |    1.57 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                     |
| +        | 4.88±0.07ms          | 6.90±0.1ms          |    1.41 | save.NetcdfSave.time_netcdf_save_cube(50, False)                                    |
| +        | 85.1±0.8ms           | 125±0.9ms           |    1.46 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                     |
| +        | 63.9±0.5ms           | 104±0.5ms           |    1.62 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                     |
Full benchmark results

Benchmarks that have stayed the same:

| Change   | Before [932b8c95]    | After [c90bd50f]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 20.9±0.3ms           | 20.8±0.4ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 52.4±1ms             | 55.2±1ms            |    1.05 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 34.6±0.4ms           | 34.9±0.6ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 168±4ms              | 196±2ms             |    1.17 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 22.9±0.3ms           | 23.0±0.1ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 31.6±0.3ms           | 34.5±0.4ms          |    1.09 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 22.6±0.2ms           | 23.1±0.5ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 31.2±0.3ms           | 34.6±0.4ms          |    1.11 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 20.5±0.2ms           | 21.0±0.3ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 45.0±0.9ms           | 47.5±0.7ms          |    1.06 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 126±1ms              | 125±0.6ms           |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 125±1ms              | 128±1ms             |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 21.9±0.5ms           | 21.7±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 48.4±0.7ms           | 50.7±0.4ms          |    1.05 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 23.0±0.2ms           | 23.4±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 57.9±0.8ms           | 59.8±2ms            |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 20.5±0.1ms           | 20.7±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 44.8±0.8ms           | 46.9±1ms            |    1.05 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.08±0.01s           | 1.08±0.01s          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.06±0s              | 1.07±0.01s          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 212±2ms              | 212±2ms             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 341±9ms              | 371±7ms             |    1.09 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 21.7±0.2ms           | 21.6±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 30.5±0.5ms           | 32.9±0.3ms          |    1.08 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 22.1±0.3ms           | 22.1±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 59.6±1ms             | 63.4±1ms            |    1.06 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 23.0±0.2ms           | 22.9±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 61.2±1ms             | 64.3±0.9ms          |    1.05 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 23.0±0.4ms           | 22.9±0.5ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 57.7±1ms             | 61.3±1ms            |    1.06 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 7.89±0.1ms           | 8.01±0.08ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 22.0±0.4ms           | 24.1±0.3ms          |    1.1  | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 19.8±0.2ms           | 19.9±0.2ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 8.40±0.08ms          | 8.40±0.1ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 20.5±0.5ms           | 23.2±0.7ms          |    1.13 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.29±0.1ms           | 8.36±0.09ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 20.6±0.5ms           | 23.2±0.6ms          |    1.13 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 8.00±0.1ms           | 7.94±0.09ms         |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 20.6±0.4ms           | 22.8±0.3ms          |    1.11 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 24.3±0.2ms           | 24.6±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 34.6±0.8ms           | 37.2±0.4ms          |    1.08 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 8.07±0.05ms          | 8.21±0.08ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 20.9±0.3ms           | 23.7±0.5ms          |    1.13 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 9.22±0.2ms           | 9.24±0.1ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 23.1±0.3ms           | 26.0±0.3ms          |    1.13 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 7.93±0.07ms          | 7.96±0.1ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 20.8±0.2ms           | 23.1±0.3ms          |    1.11 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 530±4ms              | 526±1ms             |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 543±4ms              | 538±3ms             |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 44.9±0.2ms           | 44.9±0.3ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 8.13±0.06ms          | 8.18±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 20.0±0.7ms           | 22.7±0.4ms          |    1.14 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 8.20±0.1ms           | 8.18±0.08ms         |    1    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 22.7±0.6ms           | 25.7±0.7ms          |    1.13 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.46±0.04ms          | 8.41±0.1ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 21.9±0.2ms           | 24.9±0.4ms          |    1.13 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.56±0.08ms          | 8.40±0.08ms         |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 21.7±0.4ms           | 24.7±0.4ms          |    1.13 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 22.1±0.3ms           | 22.2±0.1ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 82.3±1ms             | 85.4±1ms            |    1.04 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 22.2±0.4ms           | 22.0±0.2ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 93.8±1ms             | 97.8±2ms            |    1.04 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 21.5±0.2ms           | 21.4±0.3ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 55.2±0.9ms           | 57.8±0.9ms          |    1.05 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.62±0.05ms          | 8.56±0.08ms         |    0.99 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 27.0±0.5ms           | 30.1±0.6ms          |    1.11 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.35±0.2ms           | 8.41±0.1ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 28.6±0.8ms           | 31.5±0.7ms          |    1.1  | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 8.09±0.08ms          | 8.21±0.08ms         |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 23.3±0.5ms           | 25.5±0.5ms          |    1.09 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 225±5ms              | 223±2ms             |    0.99 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 284±2ms              | 308±3ms             |    1.08 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.10±0.02ms          | 1.09±0.01ms         |    0.99 | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 388±5μs              | 382±6μs             |    0.98 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 1.96±0.03ms          | 1.95±0.02ms         |    1    | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 1.39±0.01ms          | 1.38±0.01ms         |    0.99 | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 89.2±1ms             | 88.9±0.9ms          |    1    | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 24.4±0.6ms           | 24.7±1ms            |    1.01 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 103±2ms              | 102±1ms             |    0.99 | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 16.6±0.2μs           | 16.6±0.2μs          |    1    | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 92.4±0.9ms           | 92.4±1ms            |    1    | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 28.1±1ms             | 28.4±0.9ms          |    1.01 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 106±3ms              | 107±1ms             |    1.01 | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 16.6±0.2μs           | 16.3±0.2μs          |    0.98 | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 174±2ms              | 199±2ms             |    1.14 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 205±3ms              | 228±2ms             |    1.11 | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 50.9±0.6μs           | 52.3±0.5μs          |    1.03 | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 281±4ms              | 327±5ms             |    1.16 | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 362±6μs              | 365±3μs             |    1.01 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 789±20μs             | 797±7μs             |    1.01 | import_iris.Iris.time__concatenate                                                          |
|          | 183±0.8μs            | 184±2μs             |    1    | import_iris.Iris.time__constraints                                                          |
|          | 113±3μs              | 114±0.5μs           |    1.01 | import_iris.Iris.time__data_manager                                                         |
|          | 92.0±0.5μs           | 92.7±3μs            |    1.01 | import_iris.Iris.time__deprecation                                                          |
|          | 162±1μs              | 167±2μs             |    1.03 | import_iris.Iris.time__lazy_data                                                            |
|          | 889±7μs              | 903±5μs             |    1.01 | import_iris.Iris.time__merge                                                                |
|          | 73.0±0.8μs           | 74.3±0.2μs          |    1.02 | import_iris.Iris.time__representation                                                       |
|          | 605±4μs              | 613±4μs             |    1.01 | import_iris.Iris.time_analysis                                                              |
|          | 139±3μs              | 141±2μs             |    1.02 | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 106±1μs              | 108±2μs             |    1.02 | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 245±2μs              | 249±2μs             |    1.02 | import_iris.Iris.time_analysis__interpolation                                               |
|          | 190±2μs              | 193±2μs             |    1.02 | import_iris.Iris.time_analysis__regrid                                                      |
|          | 109±2μs              | 111±2μs             |    1.02 | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 136±1μs              | 136±2μs             |    1    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 321±2μs              | 328±2μs             |    1.02 | import_iris.Iris.time_analysis_cartography                                                  |
|          | 90.5±1μs             | 90.6±1μs            |    1    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 211±2μs              | 216±5μs             |    1.02 | import_iris.Iris.time_analysis_maths                                                        |
|          | 93.5±1μs             | 94.8±0.4μs          |    1.01 | import_iris.Iris.time_analysis_stats                                                        |
|          | 168±2μs              | 174±3μs             |    1.03 | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 316±3μs              | 324±3μs             |    1.02 | import_iris.Iris.time_aux_factory                                                           |
|          | 80.9±2μs             | 80.9±0.5μs          |    1    | import_iris.Iris.time_common                                                                |
|          | 157±0.7μs            | 159±3μs             |    1.01 | import_iris.Iris.time_common_lenient                                                        |
|          | 1.33±0.02ms          | 1.34±0ms            |    1.01 | import_iris.Iris.time_common_metadata                                                       |
|          | 166±1μs              | 170±3μs             |    1.03 | import_iris.Iris.time_common_mixin                                                          |
|          | 1.15±0.01ms          | 1.16±0.02ms         |    1.01 | import_iris.Iris.time_common_resolve                                                        |
|          | 196±0.6μs            | 199±5μs             |    1.02 | import_iris.Iris.time_config                                                                |
|          | 125±2μs              | 128±2μs             |    1.02 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 382±8μs              | 386±4μs             |    1.01 | import_iris.Iris.time_coord_systems                                                         |
|          | 755±10μs             | 763±10μs            |    1.01 | import_iris.Iris.time_coords                                                                |
|          | 683±8μs              | 690±4μs             |    1.01 | import_iris.Iris.time_cube                                                                  |
|          | 242±2μs              | 241±5μs             |    0.99 | import_iris.Iris.time_exceptions                                                            |
|          | 73.6±1μs             | 73.8±0.3μs          |    1    | import_iris.Iris.time_experimental                                                          |
|          | 179±1μs              | 183±0.9μs           |    1.02 | import_iris.Iris.time_fileformats                                                           |
|          | 252±1μs              | 267±6μs             |    1.06 | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.52±0.01ms          | 2.56±0.04ms         |    1.01 | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 76.1±0.8μs           | 76.8±0.9μs          |    1.01 | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 111±1μs              | 114±0.7μs           |    1.02 | import_iris.Iris.time_fileformats_abf                                                       |
|          | 445±10μs             | 450±4μs             |    1.01 | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.71±0.05ms          | 4.72±0.04ms         |    1    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 70.9±0.2μs           | 72.8±1μs            |    1.03 | import_iris.Iris.time_fileformats_name                                                      |
|          | 249±1μs              | 253±7μs             |    1.02 | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 114±0.5μs            | 115±1μs             |    1.01 | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 119±0.9μs            | 124±2μs             |    1.04 | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 209±4μs              | 212±1μs             |    1.01 | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 790±10μs             | 805±8μs             |    1.02 | import_iris.Iris.time_fileformats_pp                                                        |
|          | 177±1μs              | 180±3μs             |    1.02 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 136±1μs              | 138±2μs             |    1.02 | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 541±5μs              | 545±5μs             |    1.01 | import_iris.Iris.time_fileformats_rules                                                     |
|          | 219±1μs              | 222±5μs             |    1.01 | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 80.1±1μs             | 80.1±0.9μs          |    1    | import_iris.Iris.time_fileformats_um                                                        |
|          | 159±2μs              | 159±3μs             |    1    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 138±3μs              | 140±4μs             |    1.01 | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 72.2±0.9μs           | 73.1±0.7μs          |    1.01 | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 77.1±0.8μs           | 78.6±0.5μs          |    1.02 | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 937±7μs              | 959±20μs            |    1.02 | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 135±1μs              | 137±3μs             |    1.02 | import_iris.Iris.time_io                                                                    |
|          | 173±1μs              | 178±3μs             |    1.03 | import_iris.Iris.time_io_format_picker                                                      |
|          | 209±0.6μs            | 214±3μs             |    1.02 | import_iris.Iris.time_iris                                                                  |
|          | 124±0.7μs            | 125±1μs             |    1.01 | import_iris.Iris.time_iterate                                                               |
|          | 8.09±0.1ms           | 8.06±0.05ms         |    1    | import_iris.Iris.time_palette                                                               |
|          | 1.77±0.04ms          | 1.79±0.01ms         |    1.01 | import_iris.Iris.time_plot                                                                  |
|          | 217±1μs              | 217±5μs             |    1    | import_iris.Iris.time_quickplot                                                             |
|          | 2.15±0.05ms          | 2.16±0.03ms         |    1.01 | import_iris.Iris.time_std_names                                                             |
|          | 1.82±0.02ms          | 1.80±0.01ms         |    0.99 | import_iris.Iris.time_symbols                                                               |
|          | 23.6±3ms             | 21.3±1ms            |    0.9  | import_iris.Iris.time_tests                                                                 |
|          | 251±0.5μs            | 252±5μs             |    1    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.08±0.03ms          | 5.20±0.05ms         |    1.02 | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 116±1μs              | 117±0.6μs           |    1    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.75±0.05ms          | 2.73±0.01ms         |    0.99 | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.32±0.01ms          | 1.32±0ms            |    1    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 168±0.5μs            | 167±1μs             |    1    | import_iris.Iris.time_third_party_scipy                                                     |
|          | 99.4±1μs             | 101±1μs             |    1.02 | import_iris.Iris.time_time                                                                  |
|          | 377±4μs              | 384±4μs             |    1.02 | import_iris.Iris.time_util                                                                  |
|          | 70.5±0.5μs           | 70.8±3μs            |    1    | iterate.IZip.time_izip                                                                      |
|          | 10.1±0.1ms           | 9.99±0.05ms         |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 17.9±0.4ms           | 20.2±0.7ms          |    1.13 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 10.1±0.06ms          | 10.1±0.05ms         |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.95±0.07ms          | 9.96±0.05ms         |    1    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 13.8±0.5ms           | 15.9±0.1ms          |    1.16 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.99±0.2ms           | 10.0±0.04ms         |    1    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.49±0.02s           | 1.52±0.01s          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 12.4±0.1ms           | 14.7±0.2ms          |    1.19 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.54±0.01s           | 1.53±0.01s          |    0.99 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.50±0.01s           | 1.50±0.01s          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 1.53±0.01s           | 1.52±0.01s          |    0.99 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.38±0.06ms          | 5.29±0.03ms         |    0.98 | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 5.29±0.04ms          | 5.30±0.02ms         |    1    | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.40±0.06ms          | 5.30±0.02ms         |    0.98 | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 12.2±0.3ms           | 14.5±0.2ms          |    1.2  | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.33±0.09ms          | 5.31±0.06ms         |    1    | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 23.1±1ms             | 23.8±0.9ms          |    1.03 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 25.1±0.5ms           | 27.9±0.5ms          |    1.11 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 12.3±1ms             | 12.9±1ms            |    1.05 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 28.8±1ms             | 27.9±1ms            |    0.97 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 28.2±1ms             | 27.9±0.9ms          |    0.99 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 606±3ms              | 602±4ms             |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 609±2ms              | 604±4ms             |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 617±5ms              | 611±3ms             |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 614±3ms              | 610±1ms             |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.15±0.04ms          | 2.08±0.06ms         |    0.97 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 2.11±0.05ms          | 2.10±0.06ms         |    1    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.13±0.09ms          | 2.01±0.05ms         |    0.94 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 2.10±0.07ms          | 2.11±0.05ms         |    1.01 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 341±1ms              | 344±2ms             |    1.01 | load.ManyCubes.time_many_cube_load                                                          |
|          | 87.7±1ms             | 91.3±1ms            |    1.04 | load.ManyVars.time_many_var_load                                                            |
|          | 10.2±0.08ms          | 10.1±0.05ms         |    0.99 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.2±0.1ms           | 10.2±0.06ms         |    0.99 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.51±0.02s           | 1.54±0.02s          |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.52±0.03s           | 1.53±0.01s          |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.35±0.09ms          | 5.34±0.02ms         |    1    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.36±0.07ms          | 5.37±0.08ms         |    1    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 9.03±0.2ms           | 9.05±0.03ms         |    1    | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.61±0.06ms          | 5.57±0.02ms         |    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)                                 |
|          | 425±3ms              | 415±3ms             |    0.98 | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.36±0.09ms          | 4.41±0.04ms         |    1.01 | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.23±0.07ms          | 4.28±0.03ms         |    1.01 | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 154±1ms              | 155±2ms             |    1    | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 15.0±0.1ms           | 17.8±0.2ms          |    1.19 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 154±2ms              | 157±2ms             |    1.02 | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 31.0±0.3ms           | 31.0±0.1ms          |    1    | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 14.8±0.2ms           | 17.3±0.2ms          |    1.17 | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 31.0±0.4ms           | 31.7±0.2ms          |    1.02 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 19.3±0.2ms           | 21.2±0.3ms          |    1.1  | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 50.0±0.8ms           | 54.7±0.6ms          |    1.09 | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 19.8±0.8ms           | 21.9±0.5ms          |    1.1  | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 20.3±0.6ms           | 22.8±0.4ms          |    1.12 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 9.20±0.3ms           | 10.9±0.1ms          |    1.18 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 12.6±0.5ms           | 14.7±0.4ms          |    1.17 | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 21.8±1ms             | 24.3±1ms            |    1.11 | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 60.7±0.8ms           | 66.0±0.6ms          |    1.09 | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 21.0±0.4ms           | 23.7±0.2ms          |    1.13 | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 22.1±0.4ms           | 24.7±0.4ms          |    1.12 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 40.4±1ms             | 41.2±1ms            |    1.02 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 800±5ms              | 802±6ms             |    1    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.41±0.05s           | 1.37±0.04s          |    0.98 | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 433±4ms              | 446±6ms             |    1.03 | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.42±0G             |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±5M               | 110±1M              |    1    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 32.4±5ms             | 35.6±2ms            |    1.1  | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           |    1    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 361±2ns              | 365±2ns             |    1.01 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 197±1ms              | 199±2ms             |    1.01 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 772±0.5k             | 772±0.5k            |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.2±0M              | 60.2±0M             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 18.6±0.2ms           | 18.9±0.4ms          |    1.02 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 22.2±0.5ms           | 22.8±0.3ms          |    1.02 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.27±0.04M           | 1.27±0.04M          |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 25±0.04M             | 25±0.04M            |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 584±5ms              | 647±5ms             |    1.11 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.44±0.1M            | 1.5±0.02M           |    1.04 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.5±0.1M            | 96.5±0.03M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 545±6ms              | 591±4ms             |    1.08 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.43±0.03M           | 1.41±0.04M          |    0.98 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.5±0.02M           | 96.5±0.04M          |    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)                 |
|          | 6.60±0.07ms          | 6.48±0.03ms         |    0.98 | plot.AuxSort.time_aux_sort                                                                  |
|          | 82.8±3ms             | 87.6±2ms            |    1.06 | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 105±6ms              | 97.9±6ms            |    0.93 | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 63.3±5ms             | 58.5±4ms            |    0.92 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.08M            | 107±0.09M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 42.2±0.5ms           | 45.1±0.6ms          |    1.07 | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 475±4ms              | 515±3ms             |    1.08 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 88.3±2ns             | 88.0±0.5ns          |    1    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 87.9±0.6ns           | 87.4±0.3ns          |    0.99 | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 414±3ms              | 458±4ms             |    1.11 | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.8±0.4k            | 31.8±0.3k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.75±0.2M            | 1.67±0.2M           |    0.95 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 32±0.4k              | 31.7±0.4k           |    0.99 | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 208±20M              | 208±20M             |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 39.6±0.7ms           | 39.0±0.3ms          |    0.98 | stats.PearsonR.time_lazy                                                                    |
|          | 9.50±0.3ms           | 9.44±0.2ms          |    0.99 | stats.PearsonR.time_real                                                                    |
|          | 29.4±2M              | 29.4±0.2M           |    1    | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0.01M          |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 25.3±0.3ms           | 27.8±0.6ms          |    1.1  | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 61.6±0.5ms           | 65.9±0.5ms          |    1.07 | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.75±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Benchmarks that have got worse:

| Change   | Before [932b8c95]    | After [c90bd50f]    |   Ratio | Benchmark (Parameter)                                                               |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------------------------|
| +        | 125±2ms              | 154±2ms             |    1.23 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)              |
| +        | 133±2ms              | 161±1ms             |    1.21 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                   |
| +        | 67.6±0.8ms           | 81.6±1ms            |    1.21 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                    |
| +        | 247±3ms              | 297±3ms             |    1.2  | cube.CubeEquality.time_equality(True, True, 'all_equal')                            |
| +        | 142±1ms              | 181±2ms             |    1.27 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                     |
| +        | 12.3±0.1ms           | 15.1±0.4ms          |    1.22 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                         |
| +        | 11.9±0.08ms          | 14.5±0.2ms          |    1.21 | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                         |
| +        | 71.7±3ms             | 95.5±0.6ms          |    1.33 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                    |
| +        | 3.42±0.1ms           | 5.52±0.1ms          |    1.61 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                     |
| +        | 3.55±0.09ms          | 5.43±0.1ms          |    1.53 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                      |
| +        | 3.43±0.1ms           | 5.54±0.09ms         |    1.61 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                      |
| +        | 3.71±0.2ms           | 5.69±0.1ms          |    1.53 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                       |
| +        | 8.81±0.1ms           | 11.0±0.1ms          |    1.25 | load.ugrid.BasicLoading.time_load_mesh(1)                                           |
| +        | 17.5±0.3ms           | 21.4±0.4ms          |    1.22 | load.ugrid.BasicLoading.time_load_mesh(200000)                                      |
| +        | 3.53±0.1ms           | 5.93±0.1ms          |    1.68 | load.ugrid.DataRealisation.time_realise_data(10000)                                 |
| +        | 5.91±0.9ms           | 9.07±0.2ms          |    1.53 | load.ugrid.DataRealisation.time_realise_data(200000)                                |
| +        | 117±1ms              | 178±3ms             |    1.52 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50) |
| +        | 77.5±0.5ms           | 121±2ms             |    1.57 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                     |
| +        | 4.88±0.07ms          | 6.90±0.1ms          |    1.41 | save.NetcdfSave.time_netcdf_save_cube(50, False)                                    |
| +        | 85.1±0.8ms           | 125±0.9ms           |    1.46 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                     |
| +        | 63.9±0.5ms           | 104±0.5ms           |    1.62 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                     |

Generated by GHA run 18499797083

@trexfeathers trexfeathers moved this to 👀 In Review in 🦌 Iris 3.14 Oct 15, 2025
@stephenworsley stephenworsley self-requested a review October 15, 2025 10:06
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As agreed, this makes sense as just a documantation change for the time being. It does seem a little odd to put this in the whatsnew when it doesn't refer to an actual change in the code base but, on reflection, I can't think of anywhere more suitable to put this. We essentially want to highlight a performance change due to a particular update in a dependancy, but it doesn't seem major enough to mention in the load docstrings (though I'd like to double check your opinion on this before merging). In the whatsnew, this is at least timestamped to a time when this version update is relevant.

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but it doesn't seem major enough to mention in the load docstrings (though I'd like to double check your opinion on this before merging)

An interesting thought. I agree that this isn't major enough. Indeed if a case were major enough for that I would probably be considering hack fixes within Iris.

@stephenworsley stephenworsley merged commit 64f65c2 into SciTools:main Oct 15, 2025
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@github-project-automation github-project-automation bot moved this from 👀 In Review to 🏁 Done in 🦌 Iris 3.14 Oct 15, 2025
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