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Pin dask to latest version 2024.8.1 #3025

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This PR pins dask to the latest release 2024.8.1.

Changelog

2024.8.1

Changes

- Ensure pickle does not change tokens fjetter (11320)
- Add changelog entry for reshape and ordering improvements phofl (11324)
- Rename chunksize-tolerance option phofl (11317)
- Upgrade gpuCI and fix Dask Array failures with "cupy" backend rjzamora (11309)
- Implement automatic rechunking for shuffle phofl (11311)
- Ensure we test against numpy 2 in CI jrbourbeau (11182)
- Revert "Test ordering on distributed scheduler (11310)" fjetter (11321)
- Test ordering on distributed scheduler fjetter (11310)
- Add tests to cover more cases of new reshape implementation phofl (11313)
- order: Choose better target for branches with multiple leaf nodes phofl (11303)
- order: ensure runnable tasks are certainly runnable fjetter (11305)
- Fix upstream numpy build phofl (11304)
- Make shuffle a no-op if possible phofl (11291)
- Keep chunksize consistent in reshape phofl (11273)
- Enable slicing with only one unknonw chunk phofl (11301)
- Link to dask vs spark benchmarks on dask docs scharlottej13 (11289)
- Fix slicing for masked arrays phofl (11300)
- array: fix `asarray` for array input with `dtype` lucascolley (11288)
- array: add constants lucascolley (11287)
- Ignore typing of return value phofl (11286)
- Remove automatic resizing in reshape phofl (11269)
- API: expose `np` dtypes in `dask.array` namespace lucascolley (11178)
- Drop support for Python 3.9 phofl (11245)  

See the [Changelog](https://docs.dask.org/en/stable/changelog.html) for more information.

2024.8.0

Changes

- Add changelog for dask order patch phofl (11278)
- order: add regression test for xarray map reduce fjetter (11277)
- Add changelog entry for take phofl (11274)
- Revert "order: remove data task graph normalization" phofl (11276)
- Use the shuffle algorithm for take phofl (11267)
- Implement task-based array shuffle phofl (11262)
- order: remove data task graph normalization fjetter (11263)
- Update zoom link for monthly meeting scharlottej13 (11265)
- Update data loading section of best practices phofl (11247)
- Match default chunksize in docstring to actual default set in code SwamyDev (11254)
- Fixup casting error in pandas 3 phofl (11250)
- Skip new warning from pandas phofl (11249)
- Fix pandas nightly bugs phofl (11244)  

See the [Changelog](https://docs.dask.org/en/stable/changelog.html) for more information.

2024.7.1

Changes

- Remove and warn of persist usage phofl (11237)
- Preserve timestamp unit during meta creation phofl (11233)
- Ensure that dask expr DataFrames are optimized when put into delayed phofl (11231)
- Fixes for ``d`` freq deprecation in ``pandas=3`` jrbourbeau (11228)
- bump approx threshold for test\_quantile fjetter (10720)
- Bump xarray-contrib/issue-from-pytest-log from 1.2.8 to 1.3.0 dependabot (11221)
- Bump JamesIves/github-pages-deploy-action from 4.6.1 to 4.6.3 dependabot (11222)  

See the [Changelog](https://docs.dask.org/en/stable/changelog.html) for more information.

2024.7.0

Changes

- Only count data that is in memory for xarray sizeof fjetter (11206)
- Fix botocore re-raising error phofl (11209)
- Update Coiled links in documentation scharlottej13 (11211)
- Add some array-expr methods phofl (11210)
- Fix quantile for arrow dtypes phofl (11202)
- Add utility to verify optional dependencies phofl (11205)
- Implement array expression switch phofl (11203)
- Drop support for pandas\<2 phofl (11199)
- Remove no longer supported ipython reference phofl (11196)
- Remove from\_delayed references phofl (11195)
- Add other IO connectors to docs phofl (11189)  

See the [Changelog](https://docs.dask.org/en/stable/changelog.html) for more information.

2024.6.2

Changes

- Get docs build passing jrbourbeau (11184)  

See the [Changelog](https://docs.dask.org/en/stable/changelog.html) for more information.

2024.6.1

Changes

- Cache global query-planning config rjzamora (11183)
- Python 3.13 fixes AdamWill (11185)
- Fix ``test\_map\_freq\_to\_period\_start`` for ``pandas=3`` jrbourbeau (11181)  

See the [Changelog](https://docs.dask.org/en/stable/changelog.html) for more information.

2024.6.0

Changes

- Fix ``test\_dt\_accessor`` with query planning disabled jrbourbeau (11177)
- Use `packaging.version.Version` jrbourbeau (11171)
- Remove deprecated ``dask.compatibility`` module jrbourbeau (11172)
- Ensure compatibility for `xarray.NamedArray` hendrikmakait (11168)
- Estimate sizes of xarray collections fjetter (11166)
- Add section about futures and variables fjetter (11164)
- Update docs for combined dask community meeting info scharlottej13 (11159)
- Ensure tokenization of memmap doesn't materialize array in memory fjetter (11161)  

See the [Changelog](https://docs.dask.org/en/stable/changelog.html) for more information.

2024.5.2

Changes

- Fix nightly Zarr installation in CI jrbourbeau (11151)
- Add python 3.11 build to GPU CI charlesbluca (11135)
- Update gpuCI `RAPIDS_VER` to `24.08` github-actions (11141)
- Update ``test\_groupby\_grouper\_dispatch`` rjzamora (11144)
- Bump JamesIves/github-pages-deploy-action from 4.6.0 to 4.6.1 dependabot (11136)
- Unskip ``test\_array\_function\_sparse`` with new ``sparse`` release jrbourbeau (11139)
- Fix ``test\_parse\_dates\_multi\_column`` on ``pandas=3`` jrbourbeau (11132)
- Don't draft release notes for tagged commits jacobtomlinson (11138)  

See the [Changelog](https://docs.dask.org/en/stable/changelog.html) for more information.

2024.5.1

Changes

- Minor updates to ML page jrbourbeau (11129)
- Skip failing ``sparse`` test on 0.15.2 jrbourbeau (11131)
- Make sure nightly ``pyarrow`` is installed in upstream CI build jrbourbeau (11121)
- Add initial draft of ML overview document mrocklin (11114)
- Allow non-memory ``zarr`` stores in ``to\_zarr`` with ``distributed`` GFleishman (10422)
- Test query-planning in gpuCI rjzamora (11060)
- Avoid ``pytest`` error when skipping NumPy 2.0 tests  jrbourbeau (11110)
- Use nightly `h5py` in upstream CI build jrbourbeau (11108)
- Use nightly ``scikit-image`` in upstream CI build jrbourbeau (11107)
- ``meshgrid`` and ``atleast\_\*d`` NumPy 2 updates jrbourbeau (11106)
- Bump actions/checkout from 4.1.4 to 4.1.5 dependabot (11105)
- Enable partquet append tests after fix phofl (11104)
- Skip fastparquet tests for numpy 2 phofl (11103)
- Fix misspelling found by codespell DimitriPapadopoulos (11097)
- Fix doc build phofl (11099)
- Clean up ``percentiles\_summary`` logic rjzamora (11094)
- Apply ruff/flake8-implicit-str-concat rule ISC001 DimitriPapadopoulos (11098)
- update broadcast array for numpy 2 quasiben (11096)  

See the [Changelog](https://docs.dask.org/en/stable/changelog.html) for more information.

2024.5.0

Changes

- DOC: intersphinx, don't link to click dev version. Carreau (11091)
- Fix API doc links for some dask-expr expressions phofl (11092)
- Add dask-expr to upstream build phofl (11086)
- Add ``melt`` support when query-planning is enabled rjzamora (11088)
- skip dataframe/product when in numpy 2 envs quasiben (11089)
- Add plots to illustrate what the optimizer does phofl (11072)
- Fixup pandas upstream tests phofl (11085)
- Bump conda-incubator/setup-miniconda from 3.0.3 to 3.0.4 dependabot (11084)
- Bump actions/checkout from 4.1.3 to 4.1.4 dependabot (11083)
- Fix ci after pytest changes phofl (11082)
- Fixup tests for more efficient dask-expr implementation phofl (11071)
- Generalize ``clear\_known\_categories`` utility rjzamora (11059)
- Bump JamesIves/github-pages-deploy-action from 4.5.0 to 4.6.0 dependabot (11062)
- Bump release-drafter/release-drafter from 5 to 6 dependabot (11063)
- Bump actions/checkout from 4.1.2 to 4.1.3 dependabot (11061)
- Update GPU CI `RAPIDS_VER` to 24.06, disable query planning  charlesbluca (11045)  

See the [Changelog](https://docs.dask.org/en/stable/changelog.html) for more information.

2024.4.2

Changes

- Add GitHub Releases automation jacobtomlinson (11057)
- Add changelog entries for new release phofl (11058)
- Reinstate try/except block in \_bind\_property wence- (11049)
- Fix link for query planning docs phofl (11054)
- Add config parameter for parquet file size phofl (11052)
- doc: Update percentile docstring bzah (11053)
- Add docs for query optimizer phofl (11043)
- Assignment of np.ma.masked to obect-type Array davidhassell (9627)
- Don't error if dask\_expr is not installed Hoxbro (11048)
- Adjust `test_set_index` for "cudf" backend rjzamora (11029)
- Use ``to/from\_legacy\_dataframe`` instead of ``to/from\_dask\_dataframe`` rjzamora (11025)
- Tokenize bag groupby keys cisaacstern (10734)
- Add lazy "cudf" registration for p2p-related dispatch functions rjzamora (11040)  

See the [Changelog](https://docs.dask.org/en/stable/changelog.html) for more information.
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