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Update ar calcs with improved parallelization#329

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aaTman merged 8 commits intodevelopfrom
chore/optimize-ar-calcs
Mar 20, 2026
Merged

Update ar calcs with improved parallelization#329
aaTman merged 8 commits intodevelopfrom
chore/optimize-ar-calcs

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@aaTman aaTman commented Mar 20, 2026

EWB Pull Request

Description

The atmospheric river calculations were significantly slower than expected when applied; this PR applies a few optimizations using numba and apply_ufunc in certain locations to speed up the calculations.

Type of change

  • Refactor
  • Chore

How Has This Been Tested?

Tests were updated to reflect some of the backend functions with slightly different argument patterns. All tests were run to confirm functionality.

@aaTman aaTman merged commit 9794aaf into develop Mar 20, 2026
8 checks passed
@aaTman aaTman deleted the chore/optimize-ar-calcs branch March 20, 2026 20:30
aaTman added a commit that referenced this pull request Mar 20, 2026
* Add pressure_dimension_str arg to geopotential_thickness (#297)

* `DurationMeanError` memory fix and add time resolution option (#296)

* update duration with handling spatial dims, remove compute, fix sparse lead time dim generation

* update name on metric in tests

* add docstring for time res arg

* Move parallel config check outside of function (#301)

* move function out of run, move cache mkdir to init

* add tests for new func

* ruff

* update parallel_config passthrough and tests

* feat: Forecast wrapper for custom xarray datasets (#302)

* implements a new Forecast object that can wrap existing xarray datasets

* Revise per copilot review

* Simplify IBTrACS polars subset (#303)

* Update `geopotential_thickness` var names and docstring (#306)

* update docstrings and var namings

* rename vars, add test

* ruff

* Clarify default preprocess function names; geopotential division fix (#305)

* update naming

* default preprocess for applied_tc

* ruff

* ruff

* Remove "cases" key requirement in yamls and dicts (#308)

* remove cases top level of yaml and fix code to handle this

* remove old load events yaml function

* update validation precommit and formatting

* remove out-of-date notebook from docs

* CIRA Icechunk store (#310)

* dependencies and generate store file started

* in-flight, added and cleaned filter funcs

* add icechunk + obstore and cira icechunk generation script

* remove cira gen script no longer used

* code cleanup

* add icechunk datatree forecast class object

* uv lock

* add documentation, group helper func, and add repository kwargs passthrough

* remove icechunk forecast object

* typo

* ruff

* update pyproject and uv lock

* add TODO

* update PR template

* Remove `IndividualCaseCollection` (#317)

* update all references to IndividualCaseCollection and convert dicts/ "cases": keys to lists

* update template

* make questions bold

* add whitespace

* remove indent error and typo from evaluate_cli

* make load_individual_cases include passthrough for existing dataclasses

* ruff

* add comment for clarification on list comp

* ruff (again)

* remove all references to collection, replace with list

* ruff

* rename collection -> list

* ruff

* Cleanup docstrings in repo (#318)

* update these docstrings

* remove docstring changes markdown

* update docstrings

* update other docstrings

* remove individualcasecollection reference, update based on develop changes

* add explanation for dim reqs (#320)

* Update `defaults` and `inputs` to include new CIRA icechunk store (#319)

* more explicit naming, add func and model names var

* add test coverage, ruff, linting

* update readme for new cira approach

* move cira func and model ref to inputs

* update docs

* module wasnt called for moved func

* update tests for moving func and var

* ruff

* fix mock typos

* Bump version from 0.2.0 to 0.3.0 (#324)

* Updated API (#321)

* move cache dir creation to init, rename funcs, add parallel/serial check function, update test names

* update naming

* add run method for backwards compatibility

* update tests

* add tests and cover if serial and parallel_config is not None

* feat: redesign public API with hierarchical namespace submodules

- Add ewb.evaluation() as main entry point (alias for ExtremeWeatherBench)
- Create namespace submodules: ewb.targets, ewb.forecasts, ewb.metrics,
  ewb.derived, ewb.regions, ewb.cases, ewb.defaults
- Expose all classes at top level for convenience (ewb.ERA5, etc.)
- Add ewb.load_cases() convenience alias
- Update all example files to use new import pattern
- Update usage.md documentation
- Maintain backward compatibility with existing imports

* ruff/linting. add utils to init

* add test coverage for module loading patterns

* ruff

* Cleanup docstrings in repo (#318)

* update these docstrings

* remove docstring changes markdown

* update docstrings

* update other docstrings

* remove individualcasecollection reference, update based on develop changes

* add explanation for dim reqs (#320)

* Update `defaults` and `inputs` to include new CIRA icechunk store (#319)

* more explicit naming, add func and model names var

* add test coverage, ruff, linting

* update readme for new cira approach

* move cira func and model ref to inputs

* update docs

* module wasnt called for moved func

* update tests for moving func and var

* ruff

* fix mock typos

* update defaults var refs

* Golden tests (#323)

* first pass for gt test infra + yaml

* use shapefile for severe convection and catch latitude swap

* add ignore for golden test when running pytest by default

* ruff

* move pytest addopts and markers to pyproject.toml

* Remove `IndividualCaseCollection` (#317)

* update all references to IndividualCaseCollection and convert dicts/ "cases": keys to lists

* update template

* make questions bold

* add whitespace

* remove indent error and typo from evaluate_cli

* make load_individual_cases include passthrough for existing dataclasses

* ruff

* add comment for clarification on list comp

* ruff (again)

* remove all references to collection, replace with list

* ruff

* rename collection -> list

* ruff

* Cleanup docstrings in repo (#318)

* update these docstrings

* remove docstring changes markdown

* update docstrings

* update other docstrings

* remove individualcasecollection reference, update based on develop changes

* add explanation for dim reqs (#320)

* Update `defaults` and `inputs` to include new CIRA icechunk store (#319)

* more explicit naming, add func and model names var

* add test coverage, ruff, linting

* update readme for new cira approach

* move cira func and model ref to inputs

* update docs

* module wasnt called for moved func

* update tests for moving func and var

* ruff

* fix mock typos

* Bump version from 0.2.0 to 0.3.0 (#324)

* Updated API (#321)

* move cache dir creation to init, rename funcs, add parallel/serial check function, update test names

* update naming

* add run method for backwards compatibility

* update tests

* add tests and cover if serial and parallel_config is not None

* feat: redesign public API with hierarchical namespace submodules

- Add ewb.evaluation() as main entry point (alias for ExtremeWeatherBench)
- Create namespace submodules: ewb.targets, ewb.forecasts, ewb.metrics,
  ewb.derived, ewb.regions, ewb.cases, ewb.defaults
- Expose all classes at top level for convenience (ewb.ERA5, etc.)
- Add ewb.load_cases() convenience alias
- Update all example files to use new import pattern
- Update usage.md documentation
- Maintain backward compatibility with existing imports

* ruff/linting. add utils to init

* add test coverage for module loading patterns

* ruff

* Cleanup docstrings in repo (#318)

* update these docstrings

* remove docstring changes markdown

* update docstrings

* update other docstrings

* remove individualcasecollection reference, update based on develop changes

* add explanation for dim reqs (#320)

* Update `defaults` and `inputs` to include new CIRA icechunk store (#319)

* more explicit naming, add func and model names var

* add test coverage, ruff, linting

* update readme for new cira approach

* move cira func and model ref to inputs

* update docs

* module wasnt called for moved func

* update tests for moving func and var

* ruff

* fix mock typos

* update defaults var refs

* remove to_csv

* PyPI Preparation (#315)

* update build-system and project

* update workflows, publish, and pyproject

* add justfile and twine

* update publish yaml

* change to python 3.10 as minimum requirement

* kerchunk needs 3.11, swapping pyproject and tests to remove 3.10

* change workflows to use version matrix

* align workflows

* Cleanup docstrings in repo (#318)

* update these docstrings

* remove docstring changes markdown

* update docstrings

* update other docstrings

* remove individualcasecollection reference, update based on develop changes

* add explanation for dim reqs (#320)

* Update `defaults` and `inputs` to include new CIRA icechunk store (#319)

* more explicit naming, add func and model names var

* add test coverage, ruff, linting

* update readme for new cira approach

* move cira func and model ref to inputs

* update docs

* module wasnt called for moved func

* update tests for moving func and var

* ruff

* fix mock typos

* Bump version from 0.2.0 to 0.3.0 (#324)

* Updated API (#321)

* move cache dir creation to init, rename funcs, add parallel/serial check function, update test names

* update naming

* add run method for backwards compatibility

* update tests

* add tests and cover if serial and parallel_config is not None

* feat: redesign public API with hierarchical namespace submodules

- Add ewb.evaluation() as main entry point (alias for ExtremeWeatherBench)
- Create namespace submodules: ewb.targets, ewb.forecasts, ewb.metrics,
  ewb.derived, ewb.regions, ewb.cases, ewb.defaults
- Expose all classes at top level for convenience (ewb.ERA5, etc.)
- Add ewb.load_cases() convenience alias
- Update all example files to use new import pattern
- Update usage.md documentation
- Maintain backward compatibility with existing imports

* ruff/linting. add utils to init

* add test coverage for module loading patterns

* ruff

* Cleanup docstrings in repo (#318)

* update these docstrings

* remove docstring changes markdown

* update docstrings

* update other docstrings

* remove individualcasecollection reference, update based on develop changes

* add explanation for dim reqs (#320)

* Update `defaults` and `inputs` to include new CIRA icechunk store (#319)

* more explicit naming, add func and model names var

* add test coverage, ruff, linting

* update readme for new cira approach

* move cira func and model ref to inputs

* update docs

* module wasnt called for moved func

* update tests for moving func and var

* ruff

* fix mock typos

* update defaults var refs

* Golden tests (#323)

* first pass for gt test infra + yaml

* use shapefile for severe convection and catch latitude swap

* add ignore for golden test when running pytest by default

* ruff

* move pytest addopts and markers to pyproject.toml

* Remove `IndividualCaseCollection` (#317)

* update all references to IndividualCaseCollection and convert dicts/ "cases": keys to lists

* update template

* make questions bold

* add whitespace

* remove indent error and typo from evaluate_cli

* make load_individual_cases include passthrough for existing dataclasses

* ruff

* add comment for clarification on list comp

* ruff (again)

* remove all references to collection, replace with list

* ruff

* rename collection -> list

* ruff

* Cleanup docstrings in repo (#318)

* update these docstrings

* remove docstring changes markdown

* update docstrings

* update other docstrings

* remove individualcasecollection reference, update based on develop changes

* add explanation for dim reqs (#320)

* Update `defaults` and `inputs` to include new CIRA icechunk store (#319)

* more explicit naming, add func and model names var

* add test coverage, ruff, linting

* update readme for new cira approach

* move cira func and model ref to inputs

* update docs

* module wasnt called for moved func

* update tests for moving func and var

* ruff

* fix mock typos

* Bump version from 0.2.0 to 0.3.0 (#324)

* Updated API (#321)

* move cache dir creation to init, rename funcs, add parallel/serial check function, update test names

* update naming

* add run method for backwards compatibility

* update tests

* add tests and cover if serial and parallel_config is not None

* feat: redesign public API with hierarchical namespace submodules

- Add ewb.evaluation() as main entry point (alias for ExtremeWeatherBench)
- Create namespace submodules: ewb.targets, ewb.forecasts, ewb.metrics,
  ewb.derived, ewb.regions, ewb.cases, ewb.defaults
- Expose all classes at top level for convenience (ewb.ERA5, etc.)
- Add ewb.load_cases() convenience alias
- Update all example files to use new import pattern
- Update usage.md documentation
- Maintain backward compatibility with existing imports

* ruff/linting. add utils to init

* add test coverage for module loading patterns

* ruff

* Cleanup docstrings in repo (#318)

* update these docstrings

* remove docstring changes markdown

* update docstrings

* update other docstrings

* remove individualcasecollection reference, update based on develop changes

* add explanation for dim reqs (#320)

* Update `defaults` and `inputs` to include new CIRA icechunk store (#319)

* more explicit naming, add func and model names var

* add test coverage, ruff, linting

* update readme for new cira approach

* move cira func and model ref to inputs

* update docs

* module wasnt called for moved func

* update tests for moving func and var

* ruff

* fix mock typos

* update defaults var refs

* remove to_csv

* swap pyproject tools to hatch; add if and packages-dir to publish

* update pyproject version for release

* Remove duplicate function and fixtures (#326)

* chore: remove duplicate function and fixtures

- Remove duplicate _parallel_serial_config_check function from evaluate.py
  (was defined twice at lines 189 and 982 with identical implementation)
- Remove duplicate runner fixture from test_evaluate_cli.py
  (already defined in conftest.py)
- Remove duplicate temp_config_dir fixture from test_evaluate_cli.py
  (already defined in conftest.py)
- Remove unused tempfile import from test_evaluate_cli.py

* ruff

* update install docs for pypi and fix typo in link

* Update ar calcs with improved parallelization (#329)

* update ar calcs with improved parallelization

* ruff formatting

* update attr name

* remove diagnostic logging; ruff formatting; update ar bounds code to work, add zarr 3 warning catch, add optional time dimension str arg

* more ar_bounds work to get it moving, looks good here

* mypy

* mypy

* update time to valid_time to follow ewb conventions

---------

Co-authored-by: Daniel Rothenberg <daniel@danielrothenberg.com>
aaTman added a commit that referenced this pull request Mar 20, 2026
* Add pressure_dimension_str arg to geopotential_thickness (#297)

* `DurationMeanError` memory fix and add time resolution option (#296)

* update duration with handling spatial dims, remove compute, fix sparse lead time dim generation

* update name on metric in tests

* add docstring for time res arg

* Move parallel config check outside of function (#301)

* move function out of run, move cache mkdir to init

* add tests for new func

* ruff

* update parallel_config passthrough and tests

* feat: Forecast wrapper for custom xarray datasets (#302)

* implements a new Forecast object that can wrap existing xarray datasets

* Revise per copilot review

* Simplify IBTrACS polars subset (#303)

* Update `geopotential_thickness` var names and docstring (#306)

* update docstrings and var namings

* rename vars, add test

* ruff

* Clarify default preprocess function names; geopotential division fix (#305)

* update naming

* default preprocess for applied_tc

* ruff

* ruff

* Remove "cases" key requirement in yamls and dicts (#308)

* remove cases top level of yaml and fix code to handle this

* remove old load events yaml function

* update validation precommit and formatting

* remove out-of-date notebook from docs

* CIRA Icechunk store (#310)

* dependencies and generate store file started

* in-flight, added and cleaned filter funcs

* add icechunk + obstore and cira icechunk generation script

* remove cira gen script no longer used

* code cleanup

* add icechunk datatree forecast class object

* uv lock

* add documentation, group helper func, and add repository kwargs passthrough

* remove icechunk forecast object

* typo

* ruff

* update pyproject and uv lock

* add TODO

* update PR template

* Remove `IndividualCaseCollection` (#317)

* update all references to IndividualCaseCollection and convert dicts/ "cases": keys to lists

* update template

* make questions bold

* add whitespace

* remove indent error and typo from evaluate_cli

* make load_individual_cases include passthrough for existing dataclasses

* ruff

* add comment for clarification on list comp

* ruff (again)

* remove all references to collection, replace with list

* ruff

* rename collection -> list

* ruff

* Cleanup docstrings in repo (#318)

* update these docstrings

* remove docstring changes markdown

* update docstrings

* update other docstrings

* remove individualcasecollection reference, update based on develop changes

* add explanation for dim reqs (#320)

* Update `defaults` and `inputs` to include new CIRA icechunk store (#319)

* more explicit naming, add func and model names var

* add test coverage, ruff, linting

* update readme for new cira approach

* move cira func and model ref to inputs

* update docs

* module wasnt called for moved func

* update tests for moving func and var

* ruff

* fix mock typos

* Bump version from 0.2.0 to 0.3.0 (#324)

* Updated API (#321)

* move cache dir creation to init, rename funcs, add parallel/serial check function, update test names

* update naming

* add run method for backwards compatibility

* update tests

* add tests and cover if serial and parallel_config is not None

* feat: redesign public API with hierarchical namespace submodules

- Add ewb.evaluation() as main entry point (alias for ExtremeWeatherBench)
- Create namespace submodules: ewb.targets, ewb.forecasts, ewb.metrics,
  ewb.derived, ewb.regions, ewb.cases, ewb.defaults
- Expose all classes at top level for convenience (ewb.ERA5, etc.)
- Add ewb.load_cases() convenience alias
- Update all example files to use new import pattern
- Update usage.md documentation
- Maintain backward compatibility with existing imports

* ruff/linting. add utils to init

* add test coverage for module loading patterns

* ruff

* Cleanup docstrings in repo (#318)

* update these docstrings

* remove docstring changes markdown

* update docstrings

* update other docstrings

* remove individualcasecollection reference, update based on develop changes

* add explanation for dim reqs (#320)

* Update `defaults` and `inputs` to include new CIRA icechunk store (#319)

* more explicit naming, add func and model names var

* add test coverage, ruff, linting

* update readme for new cira approach

* move cira func and model ref to inputs

* update docs

* module wasnt called for moved func

* update tests for moving func and var

* ruff

* fix mock typos

* update defaults var refs

* Golden tests (#323)

* first pass for gt test infra + yaml

* use shapefile for severe convection and catch latitude swap

* add ignore for golden test when running pytest by default

* ruff

* move pytest addopts and markers to pyproject.toml

* Remove `IndividualCaseCollection` (#317)

* update all references to IndividualCaseCollection and convert dicts/ "cases": keys to lists

* update template

* make questions bold

* add whitespace

* remove indent error and typo from evaluate_cli

* make load_individual_cases include passthrough for existing dataclasses

* ruff

* add comment for clarification on list comp

* ruff (again)

* remove all references to collection, replace with list

* ruff

* rename collection -> list

* ruff

* Cleanup docstrings in repo (#318)

* update these docstrings

* remove docstring changes markdown

* update docstrings

* update other docstrings

* remove individualcasecollection reference, update based on develop changes

* add explanation for dim reqs (#320)

* Update `defaults` and `inputs` to include new CIRA icechunk store (#319)

* more explicit naming, add func and model names var

* add test coverage, ruff, linting

* update readme for new cira approach

* move cira func and model ref to inputs

* update docs

* module wasnt called for moved func

* update tests for moving func and var

* ruff

* fix mock typos

* Bump version from 0.2.0 to 0.3.0 (#324)

* Updated API (#321)

* move cache dir creation to init, rename funcs, add parallel/serial check function, update test names

* update naming

* add run method for backwards compatibility

* update tests

* add tests and cover if serial and parallel_config is not None

* feat: redesign public API with hierarchical namespace submodules

- Add ewb.evaluation() as main entry point (alias for ExtremeWeatherBench)
- Create namespace submodules: ewb.targets, ewb.forecasts, ewb.metrics,
  ewb.derived, ewb.regions, ewb.cases, ewb.defaults
- Expose all classes at top level for convenience (ewb.ERA5, etc.)
- Add ewb.load_cases() convenience alias
- Update all example files to use new import pattern
- Update usage.md documentation
- Maintain backward compatibility with existing imports

* ruff/linting. add utils to init

* add test coverage for module loading patterns

* ruff

* Cleanup docstrings in repo (#318)

* update these docstrings

* remove docstring changes markdown

* update docstrings

* update other docstrings

* remove individualcasecollection reference, update based on develop changes

* add explanation for dim reqs (#320)

* Update `defaults` and `inputs` to include new CIRA icechunk store (#319)

* more explicit naming, add func and model names var

* add test coverage, ruff, linting

* update readme for new cira approach

* move cira func and model ref to inputs

* update docs

* module wasnt called for moved func

* update tests for moving func and var

* ruff

* fix mock typos

* update defaults var refs

* remove to_csv

* PyPI Preparation (#315)

* update build-system and project

* update workflows, publish, and pyproject

* add justfile and twine

* update publish yaml

* change to python 3.10 as minimum requirement

* kerchunk needs 3.11, swapping pyproject and tests to remove 3.10

* change workflows to use version matrix

* align workflows

* Cleanup docstrings in repo (#318)

* update these docstrings

* remove docstring changes markdown

* update docstrings

* update other docstrings

* remove individualcasecollection reference, update based on develop changes

* add explanation for dim reqs (#320)

* Update `defaults` and `inputs` to include new CIRA icechunk store (#319)

* more explicit naming, add func and model names var

* add test coverage, ruff, linting

* update readme for new cira approach

* move cira func and model ref to inputs

* update docs

* module wasnt called for moved func

* update tests for moving func and var

* ruff

* fix mock typos

* Bump version from 0.2.0 to 0.3.0 (#324)

* Updated API (#321)

* move cache dir creation to init, rename funcs, add parallel/serial check function, update test names

* update naming

* add run method for backwards compatibility

* update tests

* add tests and cover if serial and parallel_config is not None

* feat: redesign public API with hierarchical namespace submodules

- Add ewb.evaluation() as main entry point (alias for ExtremeWeatherBench)
- Create namespace submodules: ewb.targets, ewb.forecasts, ewb.metrics,
  ewb.derived, ewb.regions, ewb.cases, ewb.defaults
- Expose all classes at top level for convenience (ewb.ERA5, etc.)
- Add ewb.load_cases() convenience alias
- Update all example files to use new import pattern
- Update usage.md documentation
- Maintain backward compatibility with existing imports

* ruff/linting. add utils to init

* add test coverage for module loading patterns

* ruff

* Cleanup docstrings in repo (#318)

* update these docstrings

* remove docstring changes markdown

* update docstrings

* update other docstrings

* remove individualcasecollection reference, update based on develop changes

* add explanation for dim reqs (#320)

* Update `defaults` and `inputs` to include new CIRA icechunk store (#319)

* more explicit naming, add func and model names var

* add test coverage, ruff, linting

* update readme for new cira approach

* move cira func and model ref to inputs

* update docs

* module wasnt called for moved func

* update tests for moving func and var

* ruff

* fix mock typos

* update defaults var refs

* Golden tests (#323)

* first pass for gt test infra + yaml

* use shapefile for severe convection and catch latitude swap

* add ignore for golden test when running pytest by default

* ruff

* move pytest addopts and markers to pyproject.toml

* Remove `IndividualCaseCollection` (#317)

* update all references to IndividualCaseCollection and convert dicts/ "cases": keys to lists

* update template

* make questions bold

* add whitespace

* remove indent error and typo from evaluate_cli

* make load_individual_cases include passthrough for existing dataclasses

* ruff

* add comment for clarification on list comp

* ruff (again)

* remove all references to collection, replace with list

* ruff

* rename collection -> list

* ruff

* Cleanup docstrings in repo (#318)

* update these docstrings

* remove docstring changes markdown

* update docstrings

* update other docstrings

* remove individualcasecollection reference, update based on develop changes

* add explanation for dim reqs (#320)

* Update `defaults` and `inputs` to include new CIRA icechunk store (#319)

* more explicit naming, add func and model names var

* add test coverage, ruff, linting

* update readme for new cira approach

* move cira func and model ref to inputs

* update docs

* module wasnt called for moved func

* update tests for moving func and var

* ruff

* fix mock typos

* Bump version from 0.2.0 to 0.3.0 (#324)

* Updated API (#321)

* move cache dir creation to init, rename funcs, add parallel/serial check function, update test names

* update naming

* add run method for backwards compatibility

* update tests

* add tests and cover if serial and parallel_config is not None

* feat: redesign public API with hierarchical namespace submodules

- Add ewb.evaluation() as main entry point (alias for ExtremeWeatherBench)
- Create namespace submodules: ewb.targets, ewb.forecasts, ewb.metrics,
  ewb.derived, ewb.regions, ewb.cases, ewb.defaults
- Expose all classes at top level for convenience (ewb.ERA5, etc.)
- Add ewb.load_cases() convenience alias
- Update all example files to use new import pattern
- Update usage.md documentation
- Maintain backward compatibility with existing imports

* ruff/linting. add utils to init

* add test coverage for module loading patterns

* ruff

* Cleanup docstrings in repo (#318)

* update these docstrings

* remove docstring changes markdown

* update docstrings

* update other docstrings

* remove individualcasecollection reference, update based on develop changes

* add explanation for dim reqs (#320)

* Update `defaults` and `inputs` to include new CIRA icechunk store (#319)

* more explicit naming, add func and model names var

* add test coverage, ruff, linting

* update readme for new cira approach

* move cira func and model ref to inputs

* update docs

* module wasnt called for moved func

* update tests for moving func and var

* ruff

* fix mock typos

* update defaults var refs

* remove to_csv

* swap pyproject tools to hatch; add if and packages-dir to publish

* update pyproject version for release

* Remove duplicate function and fixtures (#326)

* chore: remove duplicate function and fixtures

- Remove duplicate _parallel_serial_config_check function from evaluate.py
  (was defined twice at lines 189 and 982 with identical implementation)
- Remove duplicate runner fixture from test_evaluate_cli.py
  (already defined in conftest.py)
- Remove duplicate temp_config_dir fixture from test_evaluate_cli.py
  (already defined in conftest.py)
- Remove unused tempfile import from test_evaluate_cli.py

* ruff

* update install docs for pypi and fix typo in link

* Update ar calcs with improved parallelization (#329)

* update ar calcs with improved parallelization

* ruff formatting

* update attr name

* remove diagnostic logging; ruff formatting; update ar bounds code to work, add zarr 3 warning catch, add optional time dimension str arg

* more ar_bounds work to get it moving, looks good here

* mypy

* mypy

* update time to valid_time to follow ewb conventions

* bump pyproject version (#331)

---------

Co-authored-by: Daniel Rothenberg <daniel@danielrothenberg.com>
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