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Cache the asv environment and fixtures, and report durations - #2

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cmdupuis3 wants to merge 21 commits into
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Cache the asv environment and fixtures, and report durations#2
cmdupuis3 wants to merge 21 commits into
cmd/bench_iofrom
cmd/bench_shards

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@cmdupuis3

@cmdupuis3 cmdupuis3 commented Aug 27, 2026 •
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Companion to UXARRAY#1700

Overview

Expected Usage

import uxarray as ux

grid_path = "/path/to/grid.nc"
data_path = "/path/to/data.nc"

uxds = ux.open_dataset(grid_path, data_path)

# this is how you use this function
some_output = uxds.some_function()

# this is another way to use this function
other_output = uxds.some_function(some_param = True)

PR Checklist

General

  • An issue is created and linked
  • Added appropriate labels (if your uxarray repo permissions allow it)
  • Filled out Overview and Expected Usage (if applicable) sections

Testing & Benchmarking

  • There is adequate test coverage of changes from this PR (add new tests if needed)
  • If this PR could affect performance, ran ASV benchmarks and confirmed they show expected behavior (add a new benchmark if necessary)

Documentation and Examples

  • Docstrings updated with any function changes, and included in all new functions
  • User (public) functions added to docs/api.rst; internal (private) function names start with an underscore (_)
  • If touched any notebook files, cleared the output of all cells before committing
  • If added new notebook files, put into appropriate directories and referenced in appropriate files

AI Disclosure

AI Usage: Claude Opus 5

  • I have tested and take responsibility for all AI-generated content in my PR.

@github-actions

github-actions Bot commented Aug 28, 2026 •
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ASV Benchmarking

Benchmark Comparison Results

Benchmarks that have improved:

Change Before [dbbd6ca] After [54ac051] Ratio Benchmark (Parameter)
- 391M 336M 0.86 face_bounds.FaceBoundsColdStartRss.track_peakmem_open_and_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/mpas/QU/oQU480.231010.nc'))
- 391M 338M 0.86 face_bounds.FaceBoundsColdStartRss.track_peakmem_open_and_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/ugrid/geoflow-small/grid.nc'))
- 391M 338M 0.86 face_bounds.FaceBoundsColdStartRss.track_peakmem_open_and_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/ugrid/quad-hexagon/grid.nc'))
- 392M 292M 0.74 import.Imports.track_peakmem_import_uxarray
- 392M 356M 0.91 mpas_ocean.CrossSectionsPeakMem.track_peakmem_const_lat('120km', 1)
- 392M 356M 0.91 mpas_ocean.CrossSectionsPeakMem.track_peakmem_const_lat('120km', 2)
- 392M 357M 0.91 mpas_ocean.CrossSectionsPeakMem.track_peakmem_const_lat('120km', 4)
- 392M 340M 0.87 mpas_ocean.CrossSectionsPeakMem.track_peakmem_const_lat('480km', 1)
- 392M 339M 0.86 mpas_ocean.CrossSectionsPeakMem.track_peakmem_const_lat('480km', 2)
- 392M 340M 0.87 mpas_ocean.CrossSectionsPeakMem.track_peakmem_const_lat('480km', 4)
- 396M 352M 0.89 mpas_ocean.GradientColdStartRss.track_peakmem_gradient('120km')
- 396M 332M 0.84 mpas_ocean.GradientColdStartRss.track_peakmem_gradient('480km')
- 392M 342M 0.87 mpas_ocean.ZonalAveragePeakMem.track_peakmem_zonal_average('480km')

Benchmarks that have stayed the same:

Change Before [dbbd6ca] After [54ac051] Ratio Benchmark (Parameter)
196±2ms 199±2ms 1.02 bench_connectivity.Connectivity.time_edge_face('120km')
11.7±0.1ms 11.8±0.1ms 1.01 bench_connectivity.Connectivity.time_edge_face('480km')
196±2ms 197±2ms 1.01 bench_connectivity.Connectivity.time_edge_node('120km')
10.7±0.07ms 10.9±0.1ms 1.01 bench_connectivity.Connectivity.time_edge_node('480km')
194±1ms 197±2ms 1.01 bench_connectivity.Connectivity.time_face_edge('120km')
11.0±0.06ms 11.1±0.05ms 1.01 bench_connectivity.Connectivity.time_face_edge('480km')
793±4ms 793±10ms 1.00 bench_connectivity.Connectivity.time_face_face('120km')
49.2±0.2ms 48.4±0.4ms 0.98 bench_connectivity.Connectivity.time_face_face('480km')
46.0±5μs 45.8±0.7μs 1.00 bench_connectivity.Connectivity.time_face_node('120km')
44.4±0.4μs 46.7±1μs 1.05 bench_connectivity.Connectivity.time_face_node('480km')
342±8μs 339±6μs 0.99 bench_connectivity.Connectivity.time_n_nodes_per_face('120km')
274±10μs 262±9μs 0.96 bench_connectivity.Connectivity.time_n_nodes_per_face('480km')
196±2ms 196±1ms 1.00 bench_connectivity.Connectivity.time_node_edge('120km')
11.1±0.04ms 11.2±0.05ms 1.00 bench_connectivity.Connectivity.time_node_edge('480km')
87.3±4ms 83.8±2ms 0.96 bench_connectivity.Connectivity.time_node_face('120km')
4.75±0.06ms 4.63±0.02ms 0.98 bench_connectivity.Connectivity.time_node_face('480km')
6.93±0.2ms 6.69±0.3ms 0.97 face_bounds.FaceBounds.time_face_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/mpas/QU/oQU480.231010.nc'))
2.24±0.02ms 2.20±0.02ms 0.98 face_bounds.FaceBounds.time_face_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/scrip/outCSne8/outCSne8.nc'))
10.4±10s 7.99±10ms ~0.00 face_bounds.FaceBounds.time_face_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/ugrid/geoflow-small/grid.nc'))
1.32±0.03ms 1.33±0.02ms 1.01 face_bounds.FaceBounds.time_face_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/ugrid/quad-hexagon/grid.nc'))
57.3k 57.3k 1.00 face_bounds.FaceBounds.track_nbytes_face_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/mpas/QU/oQU480.231010.nc'))
12.3k 12.3k 1.00 face_bounds.FaceBounds.track_nbytes_face_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/scrip/outCSne8/outCSne8.nc'))
123k 123k 1.00 face_bounds.FaceBounds.track_nbytes_face_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/ugrid/geoflow-small/grid.nc'))
128 128 1.00 face_bounds.FaceBounds.track_nbytes_face_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/ugrid/quad-hexagon/grid.nc'))
1.27M 1.27M 1.00 face_bounds.FaceBounds.track_nbytes_grid_with_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/mpas/QU/oQU480.231010.nc'))
50.1k 50.1k 1.00 face_bounds.FaceBounds.track_nbytes_grid_with_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/scrip/outCSne8/outCSne8.nc'))
1.48M 1.48M 1.00 face_bounds.FaceBounds.track_nbytes_grid_with_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/ugrid/geoflow-small/grid.nc'))
712 712 1.00 face_bounds.FaceBounds.track_nbytes_grid_with_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/ugrid/quad-hexagon/grid.nc'))
1.96M 1.96M 1.00 face_bounds.FaceBounds.track_peakmem_face_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/mpas/QU/oQU480.231010.nc'))
1.95M 1.95M 1.00 face_bounds.FaceBounds.track_peakmem_face_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/scrip/outCSne8/outCSne8.nc'))
2.11M 2.11M 1.00 face_bounds.FaceBounds.track_peakmem_face_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/ugrid/geoflow-small/grid.nc'))
35.5k 35.5k 1.00 face_bounds.FaceBounds.track_peakmem_face_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/ugrid/quad-hexagon/grid.nc'))
391M 368M 0.94 face_bounds.FaceBoundsColdStartRss.track_peakmem_open_and_bounds(PosixPath('/home/runner/work/uxarray/uxarray/test/meshfiles/scrip/outCSne8/outCSne8.nc'))
1.24±0.02μs 1.20±0.02μs 0.97 geometry_kernels.AccucrossKernels.time_accucross
2.82±0.03μs 2.73±0.02μs 0.97 geometry_kernels.AccucrossKernels.time_accucross_pair
446±10ns 441±9ns 0.99 geometry_kernels.EFTPrimitives.time_acc_sqrt_re
446±8ns 421±5ns 0.94 geometry_kernels.EFTPrimitives.time_diff_of_products
391±9ns 381±10ns 0.97 geometry_kernels.EFTPrimitives.time_two_prod
391±20ns 381±20ns 0.97 geometry_kernels.EFTPrimitives.time_two_sum
1.61±0.03μs 1.54±0.03μs 0.96 geometry_kernels.GCAConstLatIntersection.time_accux_constlat_kernel
1.19±0.03μs 1.18±0.05μs 0.99 geometry_kernels.GCAConstLatIntersection.time_gca_const_lat_intersection
2.03±0.03μs 2.04±0.01μs 1.00 geometry_kernels.GCAConstLatIntersection.time_try_gca_const_lat_intersection
3.37±0.02μs 3.33±0.04μs 0.99 geometry_kernels.GCAGCAIntersection.time_accux_gca_kernel
1.17±0.03μs 1.16±0.02μs 0.99 geometry_kernels.GCAGCAIntersection.time_gca_gca_intersection
3.56±0.04μs 3.43±0.03μs 0.96 geometry_kernels.GCAGCAIntersection.time_try_gca_gca_intersection
52.9±1μs 53.5±0.6μs 1.01 geometry_kernels.OrientPredicates.time_on_minor_arc
51.8±1μs 52.0±0.5μs 1.00 geometry_kernels.OrientPredicates.time_orient3d_on_sphere
2.87±0.01ms 2.84±0.03ms 0.99 geometry_samebody.SameBodyConstLat.time_accux_dispatch
1.16±0ms 1.16±0ms 1.00 geometry_samebody.SameBodyConstLat.time_accux_kernel
1.84±0.1ms 1.72±0ms 0.93 geometry_samebody.SameBodyConstLat.time_fp64_dispatch
144±0.3μs 143±0.3μs 1.00 geometry_samebody.SameBodyConstLat.time_fp64_kernel
failed failed n/a geometry_samebody_gcagca.SameBodyGcaGca.time_accux_dispatch
failed failed n/a geometry_samebody_gcagca.SameBodyGcaGca.time_accux_kernel
failed failed n/a geometry_samebody_gcagca.SameBodyGcaGca.time_fp64_dispatch
failed failed n/a geometry_samebody_gcagca.SameBodyGcaGca.time_fp64_kernel
750±7ms 763±5ms 1.02 import.Imports.timeraw_import_uxarray
2.50±0.02ms 2.51±0.03ms 1.00 mpas_ocean.CheckNorm.time_check_norm('120km')
2.14±0.05ms 2.13±0.05ms 1.00 mpas_ocean.CheckNorm.time_check_norm('480km')
829±7ms 816±10ms 0.98 mpas_ocean.ConnectivityConstruction.time_face_face_connectivity('120km')
54.6±0.5ms 53.2±0.3ms 0.98 mpas_ocean.ConnectivityConstruction.time_face_face_connectivity('480km')
631±20μs 617±10μs 0.98 mpas_ocean.ConnectivityConstruction.time_n_nodes_per_face('120km')
592±20μs 562±10μs 0.95 mpas_ocean.ConnectivityConstruction.time_n_nodes_per_face('480km')
5.42±0.02ms 5.34±0.01ms 0.98 mpas_ocean.ConstructFaceLatLon.time_cartesian_averaging('120km')
3.95±0.04ms 3.86±0.02ms 0.98 mpas_ocean.ConstructFaceLatLon.time_cartesian_averaging('480km')
94.7±0.3ms 94.5±0.4ms 1.00 mpas_ocean.ConstructFaceLatLon.time_welzl('120km')
10.1±0.5ms 9.31±0.3ms 0.92 mpas_ocean.ConstructFaceLatLon.time_welzl('480km')
18.3±0.02ms 18.3±0.02ms 1.00 mpas_ocean.ConstructTreeStructures.time_ball_tree('120km')
985±30μs 980±10μs 0.99 mpas_ocean.ConstructTreeStructures.time_ball_tree('480km')
10.9±0.04ms 10.8±0.03ms 1.00 mpas_ocean.ConstructTreeStructures.time_kd_tree('120km')
647±10μs 660±20μs 1.02 mpas_ocean.ConstructTreeStructures.time_kd_tree('480km')
602±6ms 582±0.4ms 0.97 mpas_ocean.CrossSections.time_const_lat('120km', 1)
300±4ms 295±1ms 0.98 mpas_ocean.CrossSections.time_const_lat('120km', 2)
153±2ms 152±0.4ms 1.00 mpas_ocean.CrossSections.time_const_lat('120km', 4)
544±5ms 542±5ms 1.00 mpas_ocean.CrossSections.time_const_lat('480km', 1)
271±4ms 271±5ms 1.00 mpas_ocean.CrossSections.time_const_lat('480km', 2)
140±0.7ms 138±1ms 0.99 mpas_ocean.CrossSections.time_const_lat('480km', 4)
22.0±0.04ms 22.0±0.07ms 1.00 mpas_ocean.DualMesh.time_dual_mesh_construction('120km')
2.53±0.05ms 2.55±0.01ms 1.01 mpas_ocean.DualMesh.time_dual_mesh_construction('480km')
61.8±2ms 65.4±2ms 1.06 mpas_ocean.FaceAreas.time_face_areas('120km')
5.10±5s 7.39±7ms ~0.00 mpas_ocean.FaceAreas.time_face_areas('480km')
229k 229k 1.00 mpas_ocean.FaceAreas.track_nbytes_face_areas('120km')
14.3k 14.3k 1.00 mpas_ocean.FaceAreas.track_nbytes_face_areas('480km')
2.13M 2.13M 1.00 mpas_ocean.FaceAreas.track_peakmem_face_areas('120km')
809k 810k 1.00 mpas_ocean.FaceAreas.track_peakmem_face_areas('480km')
952±7ms 958±6ms 1.01 mpas_ocean.GeoDataFrame.time_to_geodataframe('120km', False)
53.7±0.9ms 53.3±2ms 0.99 mpas_ocean.GeoDataFrame.time_to_geodataframe('120km', True)
86.8±0.7ms 85.4±2ms 0.98 mpas_ocean.GeoDataFrame.time_to_geodataframe('480km', False)
5.23±0.2ms 5.07±0.3ms 0.97 mpas_ocean.GeoDataFrame.time_to_geodataframe('480km', True)
174±0.3ms 174±0.6ms 1.00 mpas_ocean.Gradient.time_gradient('120km')
12.0±0.03ms 12.0±0.03ms 0.99 mpas_ocean.Gradient.time_gradient('480km')
457k 457k 1.00 mpas_ocean.Gradient.track_nbytes_gradient('120km')
28.7k 28.7k 1.00 mpas_ocean.Gradient.track_nbytes_gradient('480km')
4.86M 4.86M 1.00 mpas_ocean.Gradient.track_peakmem_gradient('120km')
313k 313k 1.00 mpas_ocean.Gradient.track_peakmem_gradient('480km')
276±10μs 262±9μs 0.95 mpas_ocean.HoleEdgeIndices.time_construct_hole_edge_indices('120km')
130±2μs 126±3μs 0.96 mpas_ocean.HoleEdgeIndices.time_construct_hole_edge_indices('480km')
214±10μs 206±9μs 0.96 mpas_ocean.Integrate.time_integrate('120km')
193±9μs 191±5μs 0.99 mpas_ocean.Integrate.time_integrate('480km')
18.4M 18.4M 1.00 mpas_ocean.Integrate.track_nbytes_integrate('120km')
1.2M 1.2M 1.00 mpas_ocean.Integrate.track_nbytes_integrate('480km')
178±1ms 183±2ms 1.03 mpas_ocean.MatplotlibConversion.time_dataarray_to_polycollection('120km', 'exclude')
178±0.4ms 182±2ms 1.02 mpas_ocean.MatplotlibConversion.time_dataarray_to_polycollection('120km', 'include')
181±1ms 183±4ms 1.01 mpas_ocean.MatplotlibConversion.time_dataarray_to_polycollection('120km', 'split')
13.0±0.1ms 13.3±0.2ms 1.03 mpas_ocean.MatplotlibConversion.time_dataarray_to_polycollection('480km', 'exclude')
13.5±0.2ms 13.5±0.4ms 1.00 mpas_ocean.MatplotlibConversion.time_dataarray_to_polycollection('480km', 'include')
13.0±0.07ms 13.1±0.1ms 1.01 mpas_ocean.MatplotlibConversion.time_dataarray_to_polycollection('480km', 'split')
256±0.2ms 257±0.4ms 1.00 mpas_ocean.NeighborhoodBuild.time_build('120km', 1.0)
1.37±0s 1.37±0s 1.00 mpas_ocean.NeighborhoodBuild.time_build('120km', 15.0)
532±2ms 531±1ms 1.00 mpas_ocean.NeighborhoodBuild.time_build('120km', 5.0)
14.1±0.07ms 14.0±0.08ms 1.00 mpas_ocean.NeighborhoodBuild.time_build('480km', 1.0)
26.5±0.07ms 26.8±0.02ms 1.01 mpas_ocean.NeighborhoodBuild.time_build('480km', 15.0)
17.2±0.04ms 17.5±0.02ms 1.02 mpas_ocean.NeighborhoodBuild.time_build('480km', 5.0)
252±0.2ms 253±1ms 1.00 mpas_ocean.NeighborhoodBuild.time_query_radius('120km', 1.0)
1.34±0s 1.35±0s 1.01 mpas_ocean.NeighborhoodBuild.time_query_radius('120km', 15.0)
525±3ms 526±0.7ms 1.00 mpas_ocean.NeighborhoodBuild.time_query_radius('120km', 5.0)
13.6±0.03ms 13.7±0.05ms 1.00 mpas_ocean.NeighborhoodBuild.time_query_radius('480km', 1.0)
26.1±0.04ms 26.5±0.2ms 1.01 mpas_ocean.NeighborhoodBuild.time_query_radius('480km', 15.0)
16.9±0.02ms 16.9±0.04ms 1.00 mpas_ocean.NeighborhoodBuild.time_query_radius('480km', 5.0)
1.19 1.19 1.00 mpas_ocean.NeighborhoodBuild.track_mean_neighbors('120km', 1.0)
612.76 612.76 1.00 mpas_ocean.NeighborhoodBuild.track_mean_neighbors('120km', 15.0)
74.17 74.17 1.00 mpas_ocean.NeighborhoodBuild.track_mean_neighbors('120km', 5.0)
1.0 1.0 1.00 mpas_ocean.NeighborhoodBuild.track_mean_neighbors('480km', 1.0)
37.29 37.29 1.00 mpas_ocean.NeighborhoodBuild.track_mean_neighbors('480km', 15.0)
6.57 6.57 1.00 mpas_ocean.NeighborhoodBuild.track_mean_neighbors('480km', 5.0)
728k 728k 1.00 mpas_ocean.NeighborhoodBuild.track_nbytes_neighbors('120km', 1.0)
141M 141M 1.00 mpas_ocean.NeighborhoodBuild.track_nbytes_neighbors('120km', 15.0)
17.4M 17.4M 1.00 mpas_ocean.NeighborhoodBuild.track_nbytes_neighbors('120km', 5.0)
43k 43k 1.00 mpas_ocean.NeighborhoodBuild.track_nbytes_neighbors('480km', 1.0)
563k 563k 1.00 mpas_ocean.NeighborhoodBuild.track_nbytes_neighbors('480km', 15.0)
123k 123k 1.00 mpas_ocean.NeighborhoodBuild.track_nbytes_neighbors('480km', 5.0)
5.72M 5.72M 1.00 mpas_ocean.NeighborhoodBuild.track_peakmem_build('120km', 1.0)
145M 145M 1.00 mpas_ocean.NeighborhoodBuild.track_peakmem_build('120km', 15.0)
21.5M 21.5M 1.00 mpas_ocean.NeighborhoodBuild.track_peakmem_build('120km', 5.0)
362k 362k 1.00 mpas_ocean.NeighborhoodBuild.track_peakmem_build('480km', 1.0)
824k 825k 1.00 mpas_ocean.NeighborhoodBuild.track_peakmem_build('480km', 15.0)
384k 384k 1.00 mpas_ocean.NeighborhoodBuild.track_peakmem_build('480km', 5.0)
44.5±0.4ms 44.6±0.7ms 1.00 mpas_ocean.NeighborhoodDask.time_mean('120km', 'grid_chunks')
22.6±0.05ms 22.5±0.07ms 1.00 mpas_ocean.NeighborhoodDask.time_mean('120km', 'numpy')
40.4±0.2ms 40.6±0.5ms 1.01 mpas_ocean.NeighborhoodDask.time_mean('120km', 'time_chunks')
12.4±0.09ms 12.4±0.1ms 1.00 mpas_ocean.NeighborhoodDask.time_mean('480km', 'grid_chunks')
683±30μs 676±20μs 0.99 mpas_ocean.NeighborhoodDask.time_mean('480km', 'numpy')
8.94±0.2ms 8.97±0.2ms 1.00 mpas_ocean.NeighborhoodDask.time_mean('480km', 'time_chunks')
5.83M 5.82M 1.00 mpas_ocean.NeighborhoodDask.track_peakmem_mean('120km', 'grid_chunks')
2.75M 2.75M 1.00 mpas_ocean.NeighborhoodDask.track_peakmem_mean('120km', 'numpy')
5.67M 5.68M 1.00 mpas_ocean.NeighborhoodDask.track_peakmem_mean('120km', 'time_chunks')
682k 682k 1.00 mpas_ocean.NeighborhoodDask.track_peakmem_mean('480km', 'grid_chunks')
177k 177k 1.00 mpas_ocean.NeighborhoodDask.track_peakmem_mean('480km', 'numpy')
531k 533k 1.00 mpas_ocean.NeighborhoodDask.track_peakmem_mean('480km', 'time_chunks')
9.92±0s 9.92±0.01s 1.00 mpas_ocean.NeighborhoodReduce.time_dataset_reduce('120km', 'mean')
10.9±0.01s 10.9±0.01s 1.00 mpas_ocean.NeighborhoodReduce.time_dataset_reduce('120km', 'median')
178±0.3ms 179±0.9ms 1.00 mpas_ocean.NeighborhoodReduce.time_dataset_reduce('480km', 'mean')
185±0.2ms 184±0.4ms 1.00 mpas_ocean.NeighborhoodReduce.time_dataset_reduce('480km', 'median')
1.01±0s 1.01±0s 1.00 mpas_ocean.NeighborhoodReduce.time_neighborhood_reduce('120km', 'mean')
1.21±0s 1.21±0s 1.00 mpas_ocean.NeighborhoodReduce.time_neighborhood_reduce('120km', 'median')
20.4±0.06ms 20.4±0.08ms 1.00 mpas_ocean.NeighborhoodReduce.time_neighborhood_reduce('480km', 'mean')
21.7±0.08ms 21.7±0.08ms 1.00 mpas_ocean.NeighborhoodReduce.time_neighborhood_reduce('480km', 'median')
35.4±0.2ms 35.3±0.3ms 1.00 mpas_ocean.NeighborhoodReduce.time_reduce('120km', 'mean')
238±0.8ms 237±0.7ms 0.99 mpas_ocean.NeighborhoodReduce.time_reduce('120km', 'median')
536±10μs 505±10μs 0.94 mpas_ocean.NeighborhoodReduce.time_reduce('480km', 'mean')
1.88±0.01ms 1.84±0.01ms 0.98 mpas_ocean.NeighborhoodReduce.time_reduce('480km', 'median')
239k 239k 1.00 mpas_ocean.NeighborhoodReduce.track_peakmem_reduce('120km', 'mean')
245k 245k 1.00 mpas_ocean.NeighborhoodReduce.track_peakmem_reduce('120km', 'median')
19.3k 19.3k 1.00 mpas_ocean.NeighborhoodReduce.track_peakmem_reduce('480km', 'mean')
19.8k 19.8k 1.00 mpas_ocean.NeighborhoodReduce.track_peakmem_reduce('480km', 'median')
438±10μs 433±8μs 0.99 mpas_ocean.PointInPolygon.time_face_search_lonlat('120km')
411±20μs 422±10μs 1.03 mpas_ocean.PointInPolygon.time_face_search_lonlat('480km')
415±10μs 389±10μs 0.94 mpas_ocean.PointInPolygon.time_face_search_xyz('120km')
385±10μs 392±10μs 1.02 mpas_ocean.PointInPolygon.time_face_search_xyz('480km')
129±0.3ms 125±1ms 0.97 mpas_ocean.RemapDownsample.time_bilinear_remapping
17.1±0.05ms 17.2±0.09ms 1.00 mpas_ocean.RemapDownsample.time_inverse_distance_weighted_remapping
15.4±0.07ms 15.5±0.1ms 1.00 mpas_ocean.RemapDownsample.time_nearest_neighbor_remapping
1.44±0s 1.43±0.01s 0.99 mpas_ocean.RemapUpsample.time_bilinear_remapping
26.1±0.2ms 25.8±0.5ms 0.99 mpas_ocean.RemapUpsample.time_inverse_distance_weighted_remapping
11.8±0.04ms 11.7±0.05ms 0.99 mpas_ocean.RemapUpsample.time_nearest_neighbor_remapping
8.81±0.1ms 9.08±0.2ms 1.03 mpas_ocean.ZonalAverage.time_zonal_average('120km')
5.44±0.1ms 5.28±0.08ms 0.97 mpas_ocean.ZonalAverage.time_zonal_average('480km')
392M 358M 0.91 mpas_ocean.ZonalAveragePeakMem.track_peakmem_zonal_average('120km')
6.78±0.04ms 6.86±0.1ms 1.01 quad_hexagon.QuadHexagon.time_open_dataset
5.80±0.03ms 5.71±0.02ms 0.98 quad_hexagon.QuadHexagon.time_open_grid
408 408 1.00 quad_hexagon.QuadHexagon.track_nbytes_open_dataset
392 392 1.00 quad_hexagon.QuadHexagon.track_nbytes_open_grid
73.6k 73.6k 1.00 quad_hexagon.QuadHexagon.track_peakmem_open_dataset
72.7k 72.7k 1.00 quad_hexagon.QuadHexagon.track_peakmem_open_grid

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@cmdupuis3