Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Lazystream fix 4 unifiedbyblocks #5807

Closed
wants to merge 2 commits into from

Conversation

pp-mo
Copy link
Member

@pp-mo pp-mo commented Mar 6, 2024

Addresses #5753

Another attempt !

@pp-mo pp-mo force-pushed the lazystream_fix_4_unifiedbyblocks branch from 43a2fab to e125570 Compare March 6, 2024 17:45
Comment on lines 2511 to 2517
# NOTE: the goal is to process the to-be-saved blockwise via a delayed
# operation that will return (is_masked, contains_value) for each block.
# These block-wise results are then OR-ed for each source.
# N.B. `da.map_blocks` apparently will not do this, at least not without
# `drop_axis` which seems to trigger loading of the whole source array.
# TODO: It probably *can* be done with `da.blockwise`, but I have so far
# failed to grasp how you would do that.
Copy link
Member

Choose a reason for hiding this comment

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

This looks like a reduction, maybe that could be useful?

Copy link
Member Author

@pp-mo pp-mo Mar 7, 2024

Choose a reason for hiding this comment

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

👍 ❤️ 🤔

Copy link

codecov bot commented Mar 7, 2024

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 89.75%. Comparing base (0ef0bc5) to head (2b1ca33).
Report is 2 commits behind head on main.

Additional details and impacted files
@@           Coverage Diff           @@
##             main    #5807   +/-   ##
=======================================
  Coverage   89.74%   89.75%           
=======================================
  Files          92       92           
  Lines       22941    22959   +18     
  Branches     5463     5471    +8     
=======================================
+ Hits        20589    20607   +18     
  Misses       1620     1620           
  Partials      732      732           

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

@pp-mo pp-mo added the benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts label Mar 8, 2024
@pp-mo
Copy link
Member Author

pp-mo commented Mar 8, 2024

Status update 2024-03-08 2024-03-11

The recent change appears to have got all tests passing.

I discovered some top-level Dask docs I hadn't noticed before - https://docs.dask.org/en/stable/best-practices.html#learn-techniques-for-customization
which may somewhat endorse the slightly messy way of doing things here

Here at MetOffice, we do have some good reasons for wanting to get a solution for this into a bugfix release soonest.

However there are quite a few outstanding things we'd like to clear up, at least in an ideal world ...

Copy link
Contributor

github-actions bot commented Mar 8, 2024

⏱️ Performance Benchmark Report: 67861b8

Performance shifts

Full benchmark results

Benchmarks that have stayed the same:

| Change   | Before [c6151e81]    | After [67861b80]    | Ratio   | Benchmark (Parameter)                                                                                |
|----------|----------------------|---------------------|---------|------------------------------------------------------------------------------------------------------|
|          | n/a                  | n/a                 | n/a     | aux_factory.FactoryCommon.time_create                                                                |
|          | 4.43±0.04μs          | 4.36±0.03μs         | 0.98    | aux_factory.HybridHeightFactory.time_create                                                          |
|          | 4.94±0.04μs          | 4.91±0.02μs         | 0.99    | coords.AncillaryVariable.time_create                                                                 |
|          | 427±4ns              | 420±2ns             | 0.98    | coords.AuxCoord.time_bounds                                                                          |
|          | 8.93±0.08μs          | 9.00±0.06μs         | 1.01    | coords.AuxCoord.time_create                                                                          |
|          | 406±3ns              | 406±7ns             | 1.00    | coords.AuxCoord.time_points                                                                          |
|          | 229±20μs             | 228±20μs            | 1.00    | coords.AuxCoordLazy.time_bounds                                                                      |
|          | 13.1±0.5μs           | 13.0±0.5μs          | 0.99    | coords.AuxCoordLazy.time_create                                                                      |
|          | 241±40μs             | 226±20μs            | 0.94    | coords.AuxCoordLazy.time_points                                                                      |
|          | 5.35±0.05μs          | 5.29±0.03μs         | 0.99    | coords.CellMeasure.time_create                                                                       |
|          | 1.09±0μs             | 1.06±0μs            | 0.97    | coords.CellMethod.time_create                                                                        |
|          | n/a                  | n/a                 | n/a     | coords.CoordCommon.time_create                                                                       |
|          | 110±2μs              | 112±2μs             | 1.01    | coords.DimCoord.time_create                                                                          |
|          | 31.3±0.8μs           | 31.3±0.8μs          | 1.00    | coords.DimCoord.time_regular                                                                         |
|          | 377±2ms              | 383±4ms             | 1.02    | cube.Aggregation.time_aggregated_by                                                                  |
|          | 59.0±0.9μs           | 59.0±0.5μs          | 1.00    | cube.AncillaryVariable.time_add                                                                      |
|          | 11.3±0.1μs           | 11.4±0.1μs          | 1.01    | cube.AncillaryVariable.time_create                                                                   |
|          | 66.9±0.5μs           | 67.1±0.5μs          | 1.00    | cube.AuxCoord.time_add                                                                               |
|          | 9.63±0.1μs           | 9.66±0.1μs          | 1.00    | cube.AuxCoord.time_create                                                                            |
|          | 6.04±0.08μs          | 6.07±0.08μs         | 1.01    | cube.AuxCoord.time_return_coord_dims                                                                 |
|          | 4.52±0.03μs          | 4.53±0.07μs         | 1.00    | cube.AuxCoord.time_return_coords                                                                     |
|          | 40.5±0.5μs           | 40.9±0.4μs          | 1.01    | cube.AuxFactory.time_add                                                                             |
|          | 12.5±0.2μs           | 12.6±0.5μs          | 1.00    | cube.AuxFactory.time_create                                                                          |
|          | 58.9±0.2μs           | 59.8±0.4μs          | 1.01    | cube.CellMeasure.time_add                                                                            |
|          | 11.6±0.1μs           | 11.6±0.2μs          | 1.00    | cube.CellMeasure.time_create                                                                         |
|          | 53.2±0.3μs           | 52.8±0.8μs          | 0.99    | cube.CellMethod.time_add                                                                             |
|          | 7.25±0.08μs          | 7.36±0.2μs          | 1.02    | cube.CellMethod.time_create                                                                          |
|          | n/a                  | n/a                 | n/a     | cube.ComponentCommon.time_add                                                                        |
|          | n/a                  | n/a                 | n/a     | cube.ComponentCommon.time_create                                                                     |
|          | 130±0.3ms            | 130±0.5ms           | 1.00    | cube.Concatenate.time_concatenate                                                                    |
|          | 6.80±0.04μs          | 6.86±0.07μs         | 1.01    | cube.Cube.time_basic                                                                                 |
|          | 58.8±1ns             | 57.8±0.4ns          | 0.98    | cube.Cube.time_rename                                                                                |
|          | 61.4±1μs             | 61.8±0.5μs          | 1.01    | cube.Equality.time_equality                                                                          |
|          | 332±3ms              | 329±3ms             | 0.99    | cube.Merge.time_merge                                                                                |
|          | 30.8±2μs             | 29.5±1μs            | 0.96    | cube.MeshCoord.time_add(10000)                                                                       |
|          | 32.7±2μs             | 30.7±1μs            | 0.94    | cube.MeshCoord.time_add(1000000)                                                                     |
|          | 26.3±1μs             | 25.9±1μs            | 0.99    | cube.MeshCoord.time_add(6)                                                                           |
|          | 19.7±0.2μs           | 19.4±0.5μs          | 0.99    | cube.MeshCoord.time_create(10000)                                                                    |
|          | 19.4±0.5μs           | 19.6±0.3μs          | 1.01    | cube.MeshCoord.time_create(1000000)                                                                  |
|          | 18.6±0.4μs           | 18.5±0.3μs          | 0.99    | cube.MeshCoord.time_create(6)                                                                        |
|          | 55.3±4μs             | 56.6±4μs            | 1.02    | cube.MeshCoord.time_remove(10000)                                                                    |
|          | 57.9±3μs             | 61.7±4μs            | 1.07    | cube.MeshCoord.time_remove(1000000)                                                                  |
|          | 51.4±5μs             | 54.7±6μs            | 1.06    | cube.MeshCoord.time_remove(6)                                                                        |
|          | 2.05±0.3ms           | 2.02±0.3ms          | 0.99    | experimental.ugrid.Connectivity.time_create(1000000)                                                 |
|          | 1.53±0.02ms          | 1.52±0.01ms         | 1.00    | experimental.ugrid.Connectivity.time_create(6)                                                       |
|          | 605±5ns              | 600±10ns            | 0.99    | experimental.ugrid.Connectivity.time_indices(1000000)                                                |
|          | 598±3ns              | 596±8ns             | 1.00    | experimental.ugrid.Connectivity.time_indices(6)                                                      |
|          | 20.5±2ms             | 20.0±2ms            | 0.98    | experimental.ugrid.Connectivity.time_location_lengths(1000000)                                       |
|          | 2.29±0.03ms          | 2.24±0.02ms         | 0.98    | experimental.ugrid.Connectivity.time_location_lengths(6)                                             |
|          | 23.1±3ms             | 22.9±3ms            | 0.99    | experimental.ugrid.Connectivity.time_validate_indices(1000000)                                       |
|          | 3.42±0.06ms          | 3.36±0.02ms         | 0.98    | experimental.ugrid.Connectivity.time_validate_indices(6)                                             |
|          | 3.84±0.1ms           | 3.67±0.1ms          | 0.96    | experimental.ugrid.ConnectivityLazy.time_create(1000000)                                             |
|          | 2.70±0.04ms          | 2.70±0.06ms         | 1.00    | experimental.ugrid.ConnectivityLazy.time_create(6)                                                   |
|          | 247±9μs              | 239±5μs             | 0.97    | experimental.ugrid.ConnectivityLazy.time_indices(1000000)                                            |
|          | 237±7μs              | 235±9μs             | 0.99    | experimental.ugrid.ConnectivityLazy.time_indices(6)                                                  |
|          | 20.2±0.4ms           | 19.8±0.4ms          | 0.98    | experimental.ugrid.ConnectivityLazy.time_location_lengths(1000000)                                   |
|          | 2.54±0.04ms          | 2.53±0.05ms         | 1.00    | experimental.ugrid.ConnectivityLazy.time_location_lengths(6)                                         |
|          | 22.6±0.4ms           | 22.7±0.7ms          | 1.00    | experimental.ugrid.ConnectivityLazy.time_validate_indices(1000000)                                   |
|          | 3.69±0.06ms          | 3.63±0.04ms         | 0.99    | experimental.ugrid.ConnectivityLazy.time_validate_indices(6)                                         |
|          | 12.5±0.1μs           | 12.7±0.2μs          | 1.02    | experimental.ugrid.Mesh.time_add_connectivities(1000000)                                             |
|          | 251±2μs              | 250±3μs             | 1.00    | experimental.ugrid.Mesh.time_add_connectivities(6)                                                   |
|          | 4.99±0.07μs          | 4.90±0.04μs         | 0.98    | experimental.ugrid.Mesh.time_add_coords(1000000)                                                     |
|          | 4.87±0.04μs          | 4.92±0.08μs         | 1.01    | experimental.ugrid.Mesh.time_add_coords(6)                                                           |
|          | 5.05±0.06μs          | 5.00±0.08μs         | 0.99    | experimental.ugrid.Mesh.time_connectivities(1000000)                                                 |
|          | 5.13±0.08μs          | 5.06±0.09μs         | 0.98    | experimental.ugrid.Mesh.time_connectivities(6)                                                       |
|          | 5.85±0.05μs          | 5.82±0.09μs         | 1.00    | experimental.ugrid.Mesh.time_coords(1000000)                                                         |
|          | 5.93±0.1μs           | 5.83±0.1μs          | 0.98    | experimental.ugrid.Mesh.time_coords(6)                                                               |
|          | 46.2±0.5μs           | 46.1±0.6μs          | 1.00    | experimental.ugrid.Mesh.time_create(1000000)                                                         |
|          | 297±2μs              | 295±2μs             | 0.99    | experimental.ugrid.Mesh.time_create(6)                                                               |
|          | 74.8±3ms             | 78.0±3ms            | 1.04    | experimental.ugrid.Mesh.time_eq(1000000)                                                             |
|          | 277±3μs              | 279±6μs             | 1.01    | experimental.ugrid.Mesh.time_eq(6)                                                                   |
|          | 4.87±0.03μs          | 4.82±0.07μs         | 0.99    | experimental.ugrid.Mesh.time_remove_connectivities(1000000)                                          |
|          | 4.92±0.06μs          | 5.01±0.1μs          | 1.02    | experimental.ugrid.Mesh.time_remove_connectivities(6)                                                |
|          | 7.47±0.09μs          | 7.23±0.08μs         | 0.97    | experimental.ugrid.Mesh.time_remove_coords(1000000)                                                  |
|          | 7.43±0.09μs          | 7.37±0.07μs         | 0.99    | experimental.ugrid.Mesh.time_remove_coords(6)                                                        |
|          | 10.3±0.09μs          | 10.1±0.1μs          | 0.98    | experimental.ugrid.MeshCoord.time_bounds(10000)                                                      |
|          | 119±3ms              | 119±0.8ms           | 1.00    | experimental.ugrid.MeshCoord.time_bounds(1000000)                                                    |
|          | 5.42±0.06μs          | 5.41±0.07μs         | 1.00    | experimental.ugrid.MeshCoord.time_bounds(6)                                                          |
|          | 3.21±0.03ms          | 3.31±0.03ms         | 1.03    | experimental.ugrid.MeshCoord.time_create(10000)                                                      |
|          | 3.22±0.05ms          | 3.32±0.04ms         | 1.03    | experimental.ugrid.MeshCoord.time_create(1000000)                                                    |
|          | 200±2μs              | 201±2μs             | 1.00    | experimental.ugrid.MeshCoord.time_create(6)                                                          |
|          | 3.71±0.03μs          | 3.65±0.06μs         | 0.98    | experimental.ugrid.MeshCoord.time_points(10000)                                                      |
|          | 4.24±0.04μs          | 4.22±0.05μs         | 0.99    | experimental.ugrid.MeshCoord.time_points(1000000)                                                    |
|          | 3.02±0.02μs          | 2.95±0.03μs         | 0.98    | experimental.ugrid.MeshCoord.time_points(6)                                                          |
|          | 7.24±0.2ms           | 6.93±0.1ms          | 0.96    | experimental.ugrid.MeshCoordLazy.time_bounds(10000)                                                  |
|          | 124±2ms              | 121±2ms             | 0.98    | experimental.ugrid.MeshCoordLazy.time_bounds(1000000)                                                |
|          | 12.6±0.5μs           | 12.3±0.5μs          | 0.97    | experimental.ugrid.MeshCoordLazy.time_bounds(6)                                                      |
|          | 3.32±0.04ms          | 3.29±0.04ms         | 0.99    | experimental.ugrid.MeshCoordLazy.time_create(10000)                                                  |
|          | 3.28±0.06ms          | 3.30±0.05ms         | 1.01    | experimental.ugrid.MeshCoordLazy.time_create(1000000)                                                |
|          | 243±7μs              | 243±10μs            | 1.00    | experimental.ugrid.MeshCoordLazy.time_create(6)                                                      |
|          | 2.51±0.1ms           | 2.49±0.08ms         | 0.99    | experimental.ugrid.MeshCoordLazy.time_points(10000)                                                  |
|          | 4.51±0.1ms           | 4.52±0.09ms         | 1.00    | experimental.ugrid.MeshCoordLazy.time_points(1000000)                                                |
|          | 8.82±0.8μs           | 8.13±0.6μs          | 0.92    | experimental.ugrid.MeshCoordLazy.time_points(6)                                                      |
|          | 32.3±2μs             | 31.8±2μs            | 0.98    | experimental.ugrid.MeshLazy.time_add_connectivities(1000000)                                         |
|          | 296±10μs             | 292±5μs             | 0.99    | experimental.ugrid.MeshLazy.time_add_connectivities(6)                                               |
|          | 19.3±1μs             | 19.0±1μs            | 0.99    | experimental.ugrid.MeshLazy.time_add_coords(1000000)                                                 |
|          | 18.3±2μs             | 16.7±1μs            | 0.91    | experimental.ugrid.MeshLazy.time_add_coords(6)                                                       |
|          | 17.7±2μs             | 16.9±0.7μs          | 0.96    | experimental.ugrid.MeshLazy.time_connectivities(1000000)                                             |
|          | 18.4±2μs             | 17.2±1μs            | 0.93    | experimental.ugrid.MeshLazy.time_connectivities(6)                                                   |
|          | 20.1±1μs             | 18.9±0.5μs          | 0.94    | experimental.ugrid.MeshLazy.time_coords(1000000)                                                     |
|          | 19.8±1μs             | 19.0±0.6μs          | 0.96    | experimental.ugrid.MeshLazy.time_coords(6)                                                           |
|          | 79.2±5μs             | 77.8±3μs            | 0.98    | experimental.ugrid.MeshLazy.time_create(1000000)                                                     |
|          | 342±10μs             | 340±10μs            | 0.99    | experimental.ugrid.MeshLazy.time_create(6)                                                           |
|          | 75.5±2ms             | 76.4±3ms            | 1.01    | experimental.ugrid.MeshLazy.time_eq(1000000)                                                         |
|          | 357±10μs             | 354±10μs            | 0.99    | experimental.ugrid.MeshLazy.time_eq(6)                                                               |
|          | 18.3±0.9μs           | 17.8±0.6μs          | 0.97    | experimental.ugrid.MeshLazy.time_remove_connectivities(1000000)                                      |
|          | 18.4±0.9μs           | 18.6±0.9μs          | 1.01    | experimental.ugrid.MeshLazy.time_remove_connectivities(6)                                            |
|          | 34.0±2μs             | 32.6±2μs            | 0.96    | experimental.ugrid.MeshLazy.time_remove_coords(1000000)                                              |
|          | 30.5±1μs             | 31.0±1μs            | 1.02    | experimental.ugrid.MeshLazy.time_remove_coords(6)                                                    |
|          | n/a                  | n/a                 | n/a     | experimental.ugrid.UGridCommon.time_create(1000000)                                                  |
|          | n/a                  | n/a                 | n/a     | experimental.ugrid.UGridCommon.time_create(6)                                                        |
|          | 501±4ns              | 489±5ns             | 0.98    | experimental.ugrid.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)               |
|          | 250±2ms              | 250±2ms             | 1.00    | experimental.ugrid.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)              |
|          | 12.0±0.3ms           | 11.8±0.2ms          | 0.99    | experimental.ugrid.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)            |
|          | 13.5±0.8ms           | 13.9±0.7ms          | 1.03    | experimental.ugrid.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)           |
|          | 5.0                  | 5.0                 | 1.00    | experimental.ugrid.regions_combine.CombineRegionsCreateCube.track_addedmem_create_combined_cube(50)  |
|          | 5.0                  | 5.0                 | 1.00    | experimental.ugrid.regions_combine.CombineRegionsCreateCube.track_addedmem_create_combined_cube(500) |
|          | 126±2ms              | 116±1ms             | 0.92    | experimental.ugrid.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)          |
|          | 733±6ms              | 721±8ms             | 0.98    | experimental.ugrid.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)         |
|          | 88.6±2ms             | 77.0±2ms            | 0.87    | experimental.ugrid.regions_combine.CombineRegionsSaveData.time_save(50)                              |
|          | 698±3ms              | 680±5ms             | 0.97    | experimental.ugrid.regions_combine.CombineRegionsSaveData.time_save(500)                             |
|          | 2.1752849999999997   | 2.1752849999999997  | 1.00    | experimental.ugrid.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                   |
|          | 216.01528499999998   | 216.01528499999998  | 1.00    | experimental.ugrid.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                  |
|          | 567±7μs              | 563±4μs             | 0.99    | import_iris.Iris.time__concatenate                                                                   |
|          | 161±2μs              | 163±1μs             | 1.01    | import_iris.Iris.time__constraints                                                                   |
|          | 100±1μs              | 101±1μs             | 1.00    | import_iris.Iris.time__data_manager                                                                  |
|          | 84.7±0.6μs           | 84.5±0.5μs          | 1.00    | import_iris.Iris.time__deprecation                                                                   |
|          | 108±0.8μs            | 108±0.5μs           | 1.00    | import_iris.Iris.time__lazy_data                                                                     |
|          | 784±5μs              | 785±4μs             | 1.00    | import_iris.Iris.time__merge                                                                         |
|          | 71.4±0.4μs           | 71.1±0.2μs          | 1.00    | import_iris.Iris.time__representation                                                                |
|          | 430±6μs              | 432±5μs             | 1.01    | import_iris.Iris.time_analysis                                                                       |
|          | 128±2μs              | 129±2μs             | 1.00    | import_iris.Iris.time_analysis__area_weighted                                                        |
|          | 99.0±0.7μs           | 99.6±0.8μs          | 1.01    | import_iris.Iris.time_analysis__grid_angles                                                          |
|          | 216±2μs              | 219±3μs             | 1.01    | import_iris.Iris.time_analysis__interpolation                                                        |
|          | 169±2μs              | 171±2μs             | 1.01    | import_iris.Iris.time_analysis__regrid                                                               |
|          | 100±0.4μs            | 101±0.4μs           | 1.01    | import_iris.Iris.time_analysis__scipy_interpolate                                                    |
|          | 128±1μs              | 127±0.6μs           | 0.99    | import_iris.Iris.time_analysis_calculus                                                              |
|          | 281±2μs              | 287±3μs             | 1.02    | import_iris.Iris.time_analysis_cartography                                                           |
|          | 82.4±0.5μs           | 83.8±0.6μs          | 1.02    | import_iris.Iris.time_analysis_geomerty                                                              |
|          | 198±3μs              | 200±1μs             | 1.01    | import_iris.Iris.time_analysis_maths                                                                 |
|          | 89.9±0.8μs           | 91.0±0.5μs          | 1.01    | import_iris.Iris.time_analysis_stats                                                                 |
|          | 166±2μs              | 169±5μs             | 1.02    | import_iris.Iris.time_analysis_trajectory                                                            |
|          | 276±5μs              | 271±4μs             | 0.98    | import_iris.Iris.time_aux_factory                                                                    |
|          | 79.6±0.5μs           | 80.4±0.3μs          | 1.01    | import_iris.Iris.time_common                                                                         |
|          | 153±1μs              | 152±1μs             | 0.99    | import_iris.Iris.time_common_lenient                                                                 |
|          | 899±10μs             | 888±10μs            | 0.99    | import_iris.Iris.time_common_metadata                                                                |
|          | 124±1μs              | 123±0.6μs           | 1.00    | import_iris.Iris.time_common_mixin                                                                   |
|          | 1.05±0.01ms          | 1.03±0.01ms         | 0.98    | import_iris.Iris.time_common_resolve                                                                 |
|          | 184±2μs              | 185±1μs             | 1.00    | import_iris.Iris.time_config                                                                         |
|          | 106±0.7μs            | 107±2μs             | 1.01    | import_iris.Iris.time_coord_categorisation                                                           |
|          | 328±10μs             | 321±2μs             | 0.98    | import_iris.Iris.time_coord_systems                                                                  |
|          | 655±9μs              | 635±4μs             | 0.97    | import_iris.Iris.time_coords                                                                         |
|          | 612±10μs             | 588±6μs             | 0.96    | import_iris.Iris.time_cube                                                                           |
|          | 203±2μs              | 203±3μs             | 1.00    | import_iris.Iris.time_exceptions                                                                     |
|          | 72.4±0.8μs           | 72.1±0.4μs          | 1.00    | import_iris.Iris.time_experimental                                                                   |
|          | 194±1μs              | 194±0.7μs           | 1.00    | import_iris.Iris.time_fileformats                                                                    |
|          | 226±3μs              | 226±3μs             | 1.00    | import_iris.Iris.time_fileformats__ff                                                                |
|          | 2.45±0.03ms          | 2.44±0.01ms         | 1.00    | import_iris.Iris.time_fileformats__ff_cross_references                                               |
|          | 73.2±0.8μs           | 74.0±0.6μs          | 1.01    | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                                   |
|          | 107±1μs              | 106±0.7μs           | 1.00    | import_iris.Iris.time_fileformats_abf                                                                |
|          | 319±7μs              | 320±5μs             | 1.00    | import_iris.Iris.time_fileformats_cf                                                                 |
|          | 5.54±0.1ms           | 5.33±0.05ms         | 0.96    | import_iris.Iris.time_fileformats_dot                                                                |
|          | 68.2±0.6μs           | 69.3±1μs            | 1.02    | import_iris.Iris.time_fileformats_name                                                               |
|          | 239±3μs              | 235±2μs             | 0.98    | import_iris.Iris.time_fileformats_name_loaders                                                       |
|          | 113±2μs              | 112±0.9μs           | 0.99    | import_iris.Iris.time_fileformats_netcdf                                                             |
|          | 111±2μs              | 112±1μs             | 1.02    | import_iris.Iris.time_fileformats_nimrod                                                             |
|          | 187±3μs              | 188±2μs             | 1.01    | import_iris.Iris.time_fileformats_nimrod_load_rules                                                  |
|          | 677±10μs             | 678±10μs            | 1.00    | import_iris.Iris.time_fileformats_pp                                                                 |
|          | 158±1μs              | 159±2μs             | 1.01    | import_iris.Iris.time_fileformats_pp_load_rules                                                      |
|          | 122±0.9μs            | 121±1μs             | 1.00    | import_iris.Iris.time_fileformats_pp_save_rules                                                      |
|          | 439±4μs              | 439±20μs            | 1.00    | import_iris.Iris.time_fileformats_rules                                                              |
|          | 194±1μs              | 193±2μs             | 1.00    | import_iris.Iris.time_fileformats_structured_array_identification                                    |
|          | 79.3±1μs             | 79.3±1μs            | 1.00    | import_iris.Iris.time_fileformats_um                                                                 |
|          | 148±2μs              | 150±2μs             | 1.01    | import_iris.Iris.time_fileformats_um__fast_load                                                      |
|          | 131±2μs              | 132±2μs             | 1.01    | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                                    |
|          | 70.8±0.6μs           | 71.7±0.4μs          | 1.01    | import_iris.Iris.time_fileformats_um__ff_replacement                                                 |
|          | 77.1±0.7μs           | 78.5±0.6μs          | 1.02    | import_iris.Iris.time_fileformats_um__optimal_array_structuring                                      |
|          | 873±5μs              | 874±4μs             | 1.00    | import_iris.Iris.time_fileformats_um_cf_map                                                          |
|          | 127±2μs              | 128±0.6μs           | 1.01    | import_iris.Iris.time_io                                                                             |
|          | 158±2μs              | 160±2μs             | 1.01    | import_iris.Iris.time_io_format_picker                                                               |
|          | 193±1μs              | 194±2μs             | 1.01    | import_iris.Iris.time_iris                                                                           |
|          | 119±1μs              | 120±2μs             | 1.01    | import_iris.Iris.time_iterate                                                                        |
|          | 8.26±0.06ms          | 8.13±0.07ms         | 0.98    | import_iris.Iris.time_palette                                                                        |
|          | 301±3μs              | 303±5μs             | 1.00    | import_iris.Iris.time_plot                                                                           |
|          | 93.9±0.4μs           | 94.1±0.7μs          | 1.00    | import_iris.Iris.time_quickplot                                                                      |
|          | 1.99±0.02ms          | 1.97±0.02ms         | 0.99    | import_iris.Iris.time_std_names                                                                      |
|          | 1.71±0.02ms          | 1.71±0.01ms         | 1.00    | import_iris.Iris.time_symbols                                                                        |
|          | 110±2ms              | 110±1ms             | 1.00    | import_iris.Iris.time_tests                                                                          |
|          | 220±4μs              | 220±1μs             | 1.00    | import_iris.Iris.time_third_party_cartopy                                                            |
|          | 4.88±0.03ms          | 4.87±0.05ms         | 1.00    | import_iris.Iris.time_third_party_cf_units                                                           |
|          | 102±0.5μs            | 103±0.6μs           | 1.01    | import_iris.Iris.time_third_party_cftime                                                             |
|          | 2.65±0.01ms          | 2.67±0.05ms         | 1.01    | import_iris.Iris.time_third_party_matplotlib                                                         |
|          | 1.00±0.01ms          | 999±3μs             | 0.99    | import_iris.Iris.time_third_party_numpy                                                              |
|          | 151±1μs              | 155±2μs             | 1.03    | import_iris.Iris.time_third_party_scipy                                                              |
|          | 91.5±1μs             | 91.4±1μs            | 1.00    | import_iris.Iris.time_time                                                                           |
|          | 284±2μs              | 288±5μs             | 1.01    | import_iris.Iris.time_util                                                                           |
|          | 82.6±1μs             | 82.0±0.9μs          | 0.99    | iterate.IZip.time_izip                                                                               |
|          | 7.44±0.08ms          | 7.39±0.1ms          | 0.99    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                           |
|          | 23.7±0.5ms           | 23.8±0.3ms          | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                                       |
|          | 8.19±0.07ms          | 8.22±0.1ms          | 1.00    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                           |
|          | 7.34±0.08ms          | 7.41±0.09ms         | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                            |
|          | 20.6±0.4ms           | 20.8±0.4ms          | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                                        |
|          | 8.18±0.06ms          | 8.13±0.1ms          | 0.99    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                            |
|          | 1.26±0.01s           | 1.24±0.01s          | 0.98    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                             |
|          | 19.5±0.8ms           | 19.7±0.3ms          | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                         |
|          | 1.40±0.01s           | 1.39±0.01s          | 0.99    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                             |
|          | 1.24±0.01s           | 1.25±0.02s          | 1.00    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                              |
|          | 20.3±0.3ms           | 19.8±0.2ms          | 0.98    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                          |
|          | 1.39±0.02s           | 1.41±0.01s          | 1.01    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                              |
|          | 3.60±0.04ms          | 3.60±0.03ms         | 1.00    | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                              |
|          | 19.1±0.4ms           | 19.3±0.4ms          | 1.01    | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                          |
|          | 3.84±0.06ms          | 3.91±0.06ms         | 1.02    | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                              |
|          | 3.60±0.08ms          | 3.62±0.05ms         | 1.00    | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                               |
|          | 19.6±0.2ms           | 19.1±0.4ms          | 0.98    | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                           |
|          | 3.84±0.04ms          | 3.82±0.07ms         | 0.99    | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                               |
|          | 32.6±3ms             | 32.6±2ms            | 1.00    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                                        |
|          | 19.8±0.4ms           | 19.9±0.6ms          | 1.00    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                                    |
|          | 13.8±2ms             | 13.2±2ms            | 0.95    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                                        |
|          | 25.6±2ms             | 26.2±2ms            | 1.02    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                         |
|          | 73.0±1ms             | 72.4±1ms            | 0.99    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                                     |
|          | 25.8±3ms             | 25.6±2ms            | 0.99    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                         |
|          | 389±4ms              | 394±9ms             | 1.01    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                          |
|          | 2.87±0.1ms           | 3.00±0.1ms          | 1.05    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                                      |
|          | 394±4ms              | 393±5ms             | 1.00    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                          |
|          | 395±2ms              | 389±6ms             | 0.99    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                           |
|          | 2.83±0.1ms           | 2.96±0.1ms          | 1.04    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                                       |
|          | 399±6ms              | 398±6ms             | 1.00    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                           |
|          | 1.41±0.1ms           | 1.44±0.1ms          | 1.02    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                           |
|          | 3.05±0.07ms          | 3.04±0.08ms         | 1.00    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                                       |
|          | 1.42±0.1ms           | 1.40±0.07ms         | 0.98    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                           |
|          | 1.40±0.08ms          | 1.42±0.09ms         | 1.01    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                            |
|          | 3.10±0.06ms          | 3.07±0.06ms         | 0.99    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                                        |
|          | 1.46±0.06ms          | 1.50±0.08ms         | 1.03    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                            |
|          | 339±3ms              | 343±3ms             | 1.01    | load.ManyVars.time_many_var_load                                                                     |
|          | 7.55±0.1ms           | 7.61±0.1ms          | 1.01    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                                     |
|          | 8.31±0.04ms          | 8.31±0.2ms          | 1.00    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                                     |
|          | 1.26±0.01s           | 1.27±0.01s          | 1.01    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                                       |
|          | 1.42±0.01s           | 1.43±0.02s          | 1.01    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                                       |
|          | 3.62±0.04ms          | 3.64±0.08ms         | 1.00    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                          |
|          | 3.95±0.01ms          | 3.96±0.06ms         | 1.00    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                          |
|          | 7.54±0.2ms           | 7.40±0.1ms          | 0.98    | load.StructuredFF.time_structured_load((1280, 960, 5), False)                                        |
|          | 4.18±0.02ms          | 4.19±0.05ms         | 1.00    | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                         |
|          | 1.24±0.01s           | 1.24±0.01s          | 1.00    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                          |
|          | 287±3ms              | 289±5ms             | 1.01    | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                           |
|          | 3.58±0.04ms          | 3.55±0.05ms         | 0.99    | load.StructuredFF.time_structured_load((2, 2, 2), False)                                             |
|          | 3.26±0.02ms          | 3.25±0.03ms         | 1.00    | load.StructuredFF.time_structured_load((2, 2, 2), True)                                              |
|          | 132±3ms              | 134±3ms             | 1.02    | load.TimeConstraint.time_time_constraint(20, 'FF')                                                   |
|          | 22.1±0.2ms           | 22.4±0.3ms          | 1.01    | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                               |
|          | 147±3ms              | 146±2ms             | 1.00    | load.TimeConstraint.time_time_constraint(20, 'PP')                                                   |
|          | 27.1±0.6ms           | 26.9±0.3ms          | 0.99    | load.TimeConstraint.time_time_constraint(3, 'FF')                                                    |
|          | 22.0±0.4ms           | 21.9±0.3ms          | 0.99    | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                                |
|          | 29.5±0.4ms           | 29.2±0.6ms          | 0.99    | load.TimeConstraint.time_time_constraint(3, 'PP')                                                    |
|          | 17.4±0.4ms           | 17.0±0.5ms          | 0.98    | load.ugrid.BasicLoading.time_load_file(1)                                                            |
|          | 37.8±0.8ms           | 37.4±0.2ms          | 0.99    | load.ugrid.BasicLoading.time_load_file(200000)                                                       |
|          | 13.9±0.3ms           | 13.6±0.5ms          | 0.98    | load.ugrid.BasicLoading.time_load_mesh(1)                                                            |
|          | 21.3±0.5ms           | 21.5±0.4ms          | 1.01    | load.ugrid.BasicLoading.time_load_mesh(200000)                                                       |
|          | 17.2±0.6ms           | 16.9±0.4ms          | 0.98    | load.ugrid.BasicLoadingTime.time_load_file(1)                                                        |
|          | 19.8±0.4ms           | 19.9±0.7ms          | 1.00    | load.ugrid.BasicLoadingTime.time_load_file(200000)                                                   |
|          | 13.7±0.5ms           | 13.3±0.3ms          | 0.97    | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                                        |
|          | 16.9±0.3ms           | 16.5±0.5ms          | 0.97    | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                                   |
|          | 18.0±0.7ms           | 17.8±0.2ms          | 0.99    | load.ugrid.Callback.time_load_file_callback(1)                                                       |
|          | 45.5±0.7ms           | 44.3±0.8ms          | 0.97    | load.ugrid.Callback.time_load_file_callback(200000)                                                  |
|          | 18.0±0.6ms           | 18.1±0.3ms          | 1.01    | load.ugrid.CallbackTime.time_load_file_callback(1)                                                   |
|          | 21.7±0.5ms           | 21.4±0.7ms          | 0.98    | load.ugrid.CallbackTime.time_load_file_callback(200000)                                              |
|          | 2.78±0.1ms           | 2.74±0.1ms          | 0.99    | load.ugrid.DataRealisation.time_realise_data(10000)                                                  |
|          | 5.55±0.1ms           | 5.36±1ms            | 0.97    | load.ugrid.DataRealisation.time_realise_data(200000)                                                 |
|          | 40.1±2ms             | 39.7±2ms            | 0.99    | load.ugrid.DataRealisationTime.time_realise_data(10000)                                              |
|          | 810±10ms             | 800±8ms             | 0.99    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                             |
|          | 101±3ns              | 101±3ns             | 1.00    | metadata_manager_factory.MetadataManagerFactory.time_AncillaryVariableMetadata_fields                |
|          | 921±9ns              | 896±8ns             | 0.97    | metadata_manager_factory.MetadataManagerFactory.time_AncillaryVariableMetadata_values                |
|          | 101±1ns              | 101±4ns             | 1.00    | metadata_manager_factory.MetadataManagerFactory.time_BaseMetadata_fields                             |
|          | 907±20ns             | 887±10ns            | 0.98    | metadata_manager_factory.MetadataManagerFactory.time_BaseMetadata_values                             |
|          | 101±0.2ns            | 100±2ns             | 1.00    | metadata_manager_factory.MetadataManagerFactory.time_CellMeasuresMetadata_fields                     |
|          | 1.01±0μs             | 995±10ns            | 0.99    | metadata_manager_factory.MetadataManagerFactory.time_CellMeasuresMetadata_values                     |
|          | 102±0.6ns            | 103±3ns             | 1.01    | metadata_manager_factory.MetadataManagerFactory.time_CoordMetadata_fields                            |
|          | 1.09±0.02μs          | 1.10±0.02μs         | 1.01    | metadata_manager_factory.MetadataManagerFactory.time_CoordMetadata_values                            |
|          | 101±0.3ns            | 101±4ns             | 0.99    | metadata_manager_factory.MetadataManagerFactory.time_CubeMetadata_fields                             |
|          | 1.00±0.01μs          | 1000±10ns           | 1.00    | metadata_manager_factory.MetadataManagerFactory.time_CubeMetadata_values                             |
|          | 103±2ns              | 101±3ns             | 0.97    | metadata_manager_factory.MetadataManagerFactory.time_DimCoordMetadata_fields                         |
|          | 1.15±0.02μs          | 1.14±0.01μs         | 0.98    | metadata_manager_factory.MetadataManagerFactory.time_DimCoordMetadata_values                         |
|          | 1.00±0.02μs          | 1.00±0μs            | 1.00    | metadata_manager_factory.MetadataManagerFactory__create.time_AncillaryVariableMetadata(1)            |
|          | 6.83±0.07μs          | 6.68±0.07μs         | 0.98    | metadata_manager_factory.MetadataManagerFactory__create.time_AncillaryVariableMetadata(10)           |
|          | 63.8±0.3μs           | 63.1±0.8μs          | 0.99    | metadata_manager_factory.MetadataManagerFactory__create.time_AncillaryVariableMetadata(100)          |
|          | 1.02±0.02μs          | 993±10ns            | 0.97    | metadata_manager_factory.MetadataManagerFactory__create.time_BaseMetadata(1)                         |
|          | 6.80±0.1μs           | 6.75±0.03μs         | 0.99    | metadata_manager_factory.MetadataManagerFactory__create.time_BaseMetadata(10)                        |
|          | 63.6±0.5μs           | 62.7±0.4μs          | 0.98    | metadata_manager_factory.MetadataManagerFactory__create.time_BaseMetadata(100)                       |
|          | 1.05±0.01μs          | 1.04±0.01μs         | 0.99    | metadata_manager_factory.MetadataManagerFactory__create.time_CellMeasureMetadata(1)                  |
|          | 7.18±0.04μs          | 7.18±0.06μs         | 1.00    | metadata_manager_factory.MetadataManagerFactory__create.time_CellMeasureMetadata(10)                 |
|          | 67.9±0.9μs           | 67.2±0.4μs          | 0.99    | metadata_manager_factory.MetadataManagerFactory__create.time_CellMeasureMetadata(100)                |
|          | 1.12±0.03μs          | 1.10±0.02μs         | 0.98    | metadata_manager_factory.MetadataManagerFactory__create.time_CoordMetadata(1)                        |
|          | 7.61±0.5μs           | 7.60±0.1μs          | 1.00    | metadata_manager_factory.MetadataManagerFactory__create.time_CoordMetadata(10)                       |
|          | 71.9±2μs             | 70.9±2μs            | 0.99    | metadata_manager_factory.MetadataManagerFactory__create.time_CoordMetadata(100)                      |
|          | 1.05±0.02μs          | 1.04±0.01μs         | 0.99    | metadata_manager_factory.MetadataManagerFactory__create.time_CubeMetadata(1)                         |
|          | 7.19±0.05μs          | 7.12±0.09μs         | 0.99    | metadata_manager_factory.MetadataManagerFactory__create.time_CubeMetadata(10)                        |
|          | 67.8±0.4μs           | 67.9±0.8μs          | 1.00    | metadata_manager_factory.MetadataManagerFactory__create.time_CubeMetadata(100)                       |
|          | 1.19±0.04μs          | 1.14±0.01μs         | 0.96    | metadata_manager_factory.MetadataManagerFactory__create.time_DimCoordMetadata(1)                     |
|          | 7.89±0.3μs           | 8.05±0.2μs          | 1.02    | metadata_manager_factory.MetadataManagerFactory__create.time_DimCoordMetadata(10)                    |
|          | 74.6±2μs             | 75.1±1μs            | 1.01    | metadata_manager_factory.MetadataManagerFactory__create.time_DimCoordMetadata(100)                   |
|          | 106±0.4ns            | 106±0.5ns           | 1.00    | mixin.CFVariableMixin.time_get_attributes                                                            |
|          | 106±0.6ns            | 107±2ns             | 1.01    | mixin.CFVariableMixin.time_get_long_name                                                             |
|          | 969±20ns             | 957±7ns             | 0.99    | mixin.CFVariableMixin.time_get_metadata                                                              |
|          | 106±0.6ns            | 107±0.9ns           | 1.01    | mixin.CFVariableMixin.time_get_standard_name                                                         |
|          | 106±0.7ns            | 106±1ns             | 1.00    | mixin.CFVariableMixin.time_get_units                                                                 |
|          | 109±2ns              | 107±1ns             | 0.97    | mixin.CFVariableMixin.time_get_var_name                                                              |
|          | 699±10ns             | 700±5ns             | 1.00    | mixin.CFVariableMixin.time_set_attributes                                                            |
|          | 116±3ns              | 113±0.8ns           | 0.98    | mixin.CFVariableMixin.time_set_long_name                                                             |
|          | 3.48±0.07μs          | 3.47±0.03μs         | 1.00    | mixin.CFVariableMixin.time_set_metadata__dict                                                        |
|          | 4.48±0.06μs          | 4.43±0.06μs         | 0.99    | mixin.CFVariableMixin.time_set_metadata__metadata                                                    |
|          | 4.45±0.05μs          | 4.38±0.06μs         | 0.98    | mixin.CFVariableMixin.time_set_metadata__tuple                                                       |
|          | 559±6ns              | 555±7ns             | 0.99    | mixin.CFVariableMixin.time_set_standard_name                                                         |
|          | 417±5ns              | 429±10ns            | 1.03    | mixin.CFVariableMixin.time_set_units                                                                 |
|          | 437±2ns              | 441±5ns             | 1.01    | mixin.CFVariableMixin.time_set_var_name                                                              |
|          | 368±3ms              | 369±2ms             | 1.00    | plot.AuxSort.time_aux_sort                                                                           |
|          | 78.7±4ms             | 76.4±4ms            | 0.97    | regridding.CurvilinearRegridding.time_regrid_pic                                                     |
|          | 96.3±0.7ms           | 96.3±0.6ms          | 1.00    | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                            |
|          | 50.5±2ms             | 50.6±3ms            | 1.00    | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                                   |
|          | 3.87±0.1ms           | 3.88±0.3ms          | 1.00    | save.NetcdfSave.time_netcdf_save_cube(50, False)                                                     |
|          | 90.1±1ms             | 78.7±0.6ms          | 0.87    | save.NetcdfSave.time_netcdf_save_cube(50, True)                                                      |
|          | 55.0±1ms             | 54.7±1ms            | 0.99    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                                    |
|          | 595±4ms              | 584±7ms             | 0.98    | save.NetcdfSave.time_netcdf_save_cube(600, True)                                                     |
|          | 103±0.7ns            | 102±0.5ns           | 0.99    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                                     |
|          | 75.6±2ms             | 63.0±0.4ms          | 0.83    | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                                      |
|          | 103±0.5ns            | 103±1ns             | 1.00    | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                                    |
|          | 521±3ms              | 506±4ms             | 0.97    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                                     |
|          | 36.4±1ms             | 37.2±1ms            | 1.02    | stats.PearsonR.time_lazy                                                                             |
|          | 19.2±0.3ms           | 19.0±0.3ms          | 0.99    | stats.PearsonR.time_real                                                                             |
|          | 22.9±0.9ms           | 22.7±0.7ms          | 0.99    | trajectory.TrajectoryInterpolation.time_trajectory_linear                                            |
|          | 60.6±0.5ms           | 59.9±0.4ms          | 0.99    | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                           |

Generated by GHA run 8201757723

@trexfeathers
Copy link
Contributor

trexfeathers commented Mar 8, 2024

The team are spending the next 2 weeks giving our testing infrastructure some TLC.

If we haven't made further progress on this PR by the beginning of April we should look at merging as-is and getting a bugfix release out.

In the meantime we'll have to encourage sufferers to use Iris 3.5.

@pp-mo
Copy link
Member Author

pp-mo commented Mar 11, 2024

The team are spending the next 2 weeks giving our testing infrastructure some TLC.
If we haven't made further progress on this PR by the beginning of April we should look at merging as-is and getting a bugfix release out.

I also raised dask/dask#10991
There may be some answers there.
Even if not, I suspect @bouweandela suggestion of using da.reduce will probably prove one way to improve on this solution.
In any case, I'm sure we can make this neater some way. I'd love to come up with a nicer version of this tiresome bit of code -- there may be some utility routines somewhere we could use for this

@pp-mo
Copy link
Member Author

pp-mo commented Mar 28, 2024

Replaced by #5833
KISS !

@pp-mo pp-mo closed this Mar 28, 2024
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts
Projects
None yet
Development

Successfully merging this pull request may close these issues.

None yet

3 participants