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R-Package: Subset Methods as Alternatives to the Square Brackets Operators for Programming

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squarebrackets

Project Status: WIP - Initial development is in progress, but there has not yet been a stable, usable release suitable for the public.

squarebrackets: Subset Methods as Alternatives to the Square Brackets Operators for Programming

Description

Provides subset methods (supporting both atomic and recursive S3 classes) that may be more convenient alternatives to the [ and [<- operators, whilst maintaining similar performance.

Some nice properties of these methods include, but are not limited to, the following:

  1. The [ and [<- operators use different rule-sets for different data.frame-like types (data.frames, data.tables, tibbles, tidytables, etc.). The ‘squarebrackets’ methods use the same rule-sets for the different data.frame-like types.
  2. Performing dimensional subset operations on an array using [ and [<-, requires a-priori knowledge on the number of dimensions the array has. The ‘squarebrackets’ methods work on any arbitrary dimensions without requiring such prior knowledge.
  3. When selecting names with the [ and [<- operators, only the first occurrence of the names are selected in case of duplicate names. The ‘squarebrackets’ methods always perform on all names in case of duplicates, not just the first.
  4. The [[ and [[<- operators allow operating on a recursive subset of a nested list. But these only operate on a single recursive subset, and are not vectorized for multiple recursive subsets of a nested list at once. ‘squarebrackets’ provides a way to reshape a nested list into a recursive matrix, thereby allowing vectorized operations on recursive subsets of such a nested list.
  5. The [<- operator only supports copy-on-modify semantics for most classes. The ‘squarebrackets’ methods provides explicit pass-by-reference and pass-by-value semantics, whilst still respecting things like binding-locks and mutability rules.
  6. ‘squarebrackets’ supports index-less sub-set operations, which is more memory efficient for long vectors than sub-set operations using the [ and [<- operators.

 

Get Started

To get started see ?squarebrackets_help

 

Installing & Loading

One can install ‘squarebrackets’ from GitHub like so:

remotes::install_github("https://github.com/tony-aw/squarebrackets")

Special care has been taken to make sure the function names are clear, and that the function names are unlikely to conflict with core R, the recommended R packages, the rstudioapi package, or major packages from the fastverse. So one can attach the package - thus exposing its functions to the namespace - using:

library(squarebrackets)

 

Changelog (EXPERIMENTAL VERSIONS)

  • 10 March 2024: First GitHub upload - Package is very much experimental.
  • 12 March 2024: Changed the introduction help page a bit, added dt_setadd(), and added tests for all dt_ - functions. There are slightly over 50,000 tests now.
  • 15 March 2024: Added the sb_setRename() method, and added tests for this method also.
  • 16 March 2024: Fixed a bug in the “rcpp_set_rowcol” source code. Tweaked the documentation here and there a bit. Improved the tests a bit.
  • 17 March 2024: Added more tests, and tweaked the documentation a bit.
  • 19 March 2024: Some methods/functions did not support mutable_atomic type “complex”; this is now fixed. Added support for mutable_atomic type “raw”. Added tests for atomic type handling. Added the functions ma_setv(), and couldb.mutable_atomic(). Added the options “sb.rat” and “sb.chkdup”; argument chkdup is now also set to FALSE by default. Added more badges to the documentation.
  • 20 March 2024: The user can now also specify coe = TRUE in sb_mod.data.frame().
  • 24 March 2024: Methods are now split between methods for non-recursive objects (sb_), and methods for recursive objects (sb2_).
  • 26 March 2024: Replaced seq_rec() with seq_rec2().
  • 27 March 2024: Added dt_setreorder(), and added tests for this also. ‘abind’ now as a dependency, and ‘abind’ based code removed, as it is redundant.
  • 29 March 2024: Added sb2_before.array() and sb2_after.array(), and added tests for these also. Added tests for data.frame-like coercion types. Tweaked the documentation here and there a bit.
  • 30 March 2024: Removed the separate NA checks, as they are redundant. Fixed some linguistic mistakes in the documentation.
  • 1 April 2024: Removed sb_coe() but kept sb2_coe(). Added inv argument to sb_mod()/sb2_mod(), sb_set()/sb2_set(), and sb2_coe(), and added tests for these. Added idx1() for Copy-On-Modification Substitution, and added tests for idx1() also.Fixed a bug in character subset ordering in the sb/sb2_mod/set/coe - generic methods. Fixed a bug in the introduction message. Added even more tests. Added idx1_dim(), and added tests for these also.
  • 5 April 2024: Replaced idx1/idx0 with idx().
  • 18 May 2024: Added a few tests for the idx() method (need to add more). Fixed the export pattern expressions in the Namespace file. Adjusted the documentation.
  • 26 May 2024: Removed sb2_coe(), as it is redundant.
  • 6 June 2024: Removed the sb(2)_before/after methods in favour of the the new bind_/bind2_ implementations. Added the lst_ functions. Added the options help page.
  • 30 June 2024: Re-written internal code for arrays. Added support for backward indexing via Complex Vector indices. Added more tests. Replaced seq_names() with the new and far more flexible idx_r() function.
  • 31 August 2024: Made the tests more efficient. Removed separate method dispatch for factors, as using the default atomic vector method dispatch is sufficient for factors.
  • 7 September 2024: Incorporated some ALTREP functionality into the package.
  • 15 September 2024: Replaced the drop argument with red to avoid confusion with base R’s own drop mechanic. Small performance improvements for sub2ind() and sb_set.array().
  • 26 September 2024: Overhauled how indexing with complex vectors work.
  • 28 September 2024: Split sb(2)_setRename() into sb_setFlatnames(), sb_setDimnames(), and sb2_setVarnames().
  • 10 October 2024: sb_mod() now makes partial copies of data.frame-like objects instead of whole copies, for more memory efficiency. Also removed the old sb_str() and sb_a() functions. Renamed ci_seq() to cp_seq() (in preparation for the next update).
  • 19 October 2024: Removed the renaming methods (sb_setRename), and seq_rec2(). Added slcseq_.
  • 5 November 2024: Renamed slcseq_ to slice_. Re-organized the documentation a bit. Fixed examples of the ci and tci help pages. Added bind_mat() and bind2_mat(). Added ndims().
  • 14 November 2024: Performance improvement of match_all().
  • 21 November 2024: Improved the documentation. Slightly tweaked array argument usage. Added sticky option. Brought back the renaming methods. Changed behaviour of the use.names argument in lst_untree().
  • 24 November 2024: Matrices now use the same API as arrays. Adjusted the documentation accordingly. Cleaned up the internal code a bit.
  • 30 November 2024: The binding implementations can now bind mixtures of atomic and recursive objects.
  • 5 December 2024: replaced the _rm post-fixes with _wo in all methods, to avoid confusion. Coercion for data.frame-like objects now happens automatically, and only when needed, in the sb2_mod() method, and updated the documentation accordingly. Slightly re-organized the documentation.

 

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