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release_notes-0.15.0.rst

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Modin 0.15.0

Key Features and Updates

  • Stability and Bugfixes * FIX-#4376: Upgrade pandas to 1.4.2 (#4377) * FIX-#3615: Relax some deps in development env (#4365) * FIX-#4370: Fix broken docstring links (#4375) * FIX-#4392: Align Modin XGBoost with xgb>=1.6 (#4393) * FIX-#4385: Get rid of use-deprecated option in pip (#4386) * FIX-#3527: Fix parquet partitioning issue causing negative row length partitions (#4368) * FIX-#4330: Override the memory limit to start ray 1.11.0 on Macs (#4335) * FIX-#4407: Align insert function with pandas in case of numpy array with several columns (#4408) * FIX-#4373: Fix invalid file path when trying read_csv_glob with usecols parameter (#4405) * FIX-#4394: Fix issue with multiindex metadata desync (#4395) * FIX-#4438: Fix reindex function that doesn't preserve initial index metadata (#4442) * FIX-#4425: Add parameters to groupby pct_change (#4429) * FIX-#4457: Fix loc in case when need reindex item (#4457) * FIX-#4414: Add missing f prefix on f-strings found at https://codereview.doctor (#4415) * FIX-#4461: Fix S3 CSV data path (#4462) * FIX-#4467: drop_duplicates no longer removes items based on index values (#4468) * FIX-#4449: Drain the call queue before waiting on result in benchmark mode (#4472) * FIX-#4518: Fix Modin Logging to report specific Modin warnings/errors (#4519) * FIX-#4481: Allow clipping with a Modin Series of bounds (#4486) * FIX-#4504: Support na_action in applymap (#4505) * FIX-#4503: Stop the memory logging thread after session exit (#4515) * FIX-#4531: Fix a makedirs race condition in to_parquet (#4533) * FIX-#4464: Refactor Ray utils and quick fix groupby.count failing on virtual partitions (#4490) * FIX-#4436: Fix to_pydatetime dtype for timezone None (#4437) * FIX-#4541: Fix merge_asof with non-unique right index (#4542)
  • Performance enhancements * FEAT-#4320: Add connectorx as an alternative engine for read_sql (#4346) * PERF-#4493: Use partition size caches more in Modin dataframe (#4495)
  • Benchmarking enhancements * FEAT-#4371: Add logging to Modin (#4372) * FEAT-#4501: Add RSS Memory Profiling to Modin Logging (#4502) * FEAT-#4524: Split Modin API and Memory log files (#4526)
  • Refactor Codebase * REFACTOR-#4284: use variable length unpacking when getting results from deploy function (#4285) * REFACTOR-#3642: Move PyArrow storage format usage from main feature to experimental ones (#4374) * REFACTOR-#4003: Delete the deprecated cloud mortgage example (#4406) * REFACTOR-#4513: Fix spelling mistakes in docs and docstrings (#4514) * REFACTOR-#4510: Align experimental and regular IO modules initializations (#4511)
  • Pandas API implementations and improvements *
  • OmniSci enhancements *
  • XGBoost enhancements *
  • Developer API enhancements * FEAT-#4359: Add __dataframe__ method to the protocol dataframe (#4360)
  • Update testing suite * TEST-#4363: Use Ray from pypi in CI (#4364) * FIX-#4422: get rid of case sensitivity for warns_that_defaulting_to_pandas (#4423) * TEST-#4426: Stop passing is_default kwarg to Modin and pandas (#4428) * FIX-#4439: Fix flake8 CI fail (#4440) * FIX-#4409: Fix eval_insert utility that doesn't actually check results of insert function (#4410) * TEST-#4482: Fix getitem and loc with series of bools (#4483).
  • Documentation improvements * DOCS-#4296: Fix docs warnings (#4297) * DOCS-#4388: Turn off fail_on_warning option for docs build (#4389) * DOCS-#4469: Say that commit messages can start with PERF (#4470). * DOCS-#4466: Recommend GitHub issues over bug_reports@modin.org (#4474). * DOCS-#4487: Recommend GitHub issues over feature_requests@modin.org (#4489).
  • Dependencies * FIX-#4327: Update min pin for xgboost version (#4328) * FIX-#4383: Remove pathlib from deps (#4384) * FIX-#4390: Add redis to Modin dependencies (#4396) * FIX-#3689: Add black and flake8 into development environment files (#4480) * TEST-#4516: Add numpydoc to developer requirements (#4517)
  • New Features * FEAT-#4412: Add Batch Pipeline API to Modin (#4452)

Contributors

@YarShev @Garra1980 @prutskov @alexander3774 @amyskov @wangxiaoying @jeffreykennethli @mvashishtha @anmyachev @dchigarev @devin-petersohn @jrsacher @orcahmlee @naren-ponder @RehanSD