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rstantools vs slider

A side-by-side editorial comparison of rstantools and slider — release velocity, themes, recent moves, and the top alternatives to consider.

rstantools vs slider: at a glance

Featurerstantoolsslider
SectorAnalyticsAnalytics
Velocity score2.50.0
Sparks · 30d00
Top themesstan, bayesian, r-package, build-toolingsliding-windows, tidyverse, c-api-compliance, vctrs
Last editorial update2h ago45m ago
WebsiteVisit →Visit →

What is rstantools?

The scaffolding layer for Stan-backed R packages, maintained rather than extended.

rstantools generates and maintains the build infrastructure that lets an R package ship Stan models — the inst/stan layout, the auto-generated C++, the Rcpp module loading, and the posterior_* generics downstream packages implement. Its releases are dominated by keeping that scaffolding compiling as Stan, StanHeaders, and rstan move underneath it. Version 2.7.0 continues that pattern, its one user-facing change being an allowance for deprecated syntax in specified versions of specified packages.

Read the full rstantools trajectory →

What is slider?

Feature-complete since 2021, and every release since has been paying CRAN's C API bill

slider provides sliding-window and index-aware window functions for R, with a C implementation underneath and a specialised fast path for common aggregations. The user-facing surface has been stable since 0.3.0 in late 2022. Everything after that is compliance and platform work: STRING_PTR removed in 0.3.2, OBJECT() removed in 0.3.3, a vctrs callable's C signature corrected, and the minimum R version raised twice.

Read the full slider trajectory →

rstantools vs slider: editorial side-by-side

R
rstantools
ANALYTICS
2.5

The scaffolding layer for Stan-backed R packages, maintained rather than extended.

◆ Current state

rstantools generates and maintains the build infrastructure that lets an R package ship Stan models — the inst/stan layout, the auto-generated C++, the Rcpp module loading, and the posterior_* generics downstream packages implement. Its releases are dominated by keeping that scaffolding compiling as Stan, StanHeaders, and rstan move underneath it. Version 2.7.0 continues that pattern, its one user-facing change being an allowance for deprecated syntax in specified versions of specified packages.

◆ Where it's heading

This is a stable dependency in maintenance mode, and the release history reads accordingly: compatibility shims for new rstan and Stan RNG versions, C++ standard bumps, and pkgdown housekeeping. The last substantive API growth was 2.5.0's loo_epred() generic and discrete-data loo_pit(). Contributor churn is visible in recent releases, with several first-time contributors handling infrastructure rather than statistics.

◆ Prediction

Expect the next releases to continue tracking Stan and rstan breakage as it arrives; nothing in the recent entries points to new generics or a change in the package-generation model.

S
slider
ANALYTICS
0.0

Feature-complete since 2021, and every release since has been paying CRAN's C API bill

◆ Current state

slider provides sliding-window and index-aware window functions for R, with a C implementation underneath and a specialised fast path for common aggregations. The user-facing surface has been stable since 0.3.0 in late 2022. Everything after that is compliance and platform work: STRING_PTR removed in 0.3.2, OBJECT() removed in 0.3.3, a vctrs callable's C signature corrected, and the minimum R version raised twice.

◆ Where it's heading

Two forces set the release schedule, and neither is feature demand. The first is CRAN closing off non-API C entry points, which packages reaching into R internals for speed have to unwind one accessor at a time — slider is on its second such release with no visible loss of function. The second is vctrs, whose breaking changes slider absorbs ahead of time; 0.2.2 exists solely to prepare for one. The last release that added anything callers can see was 0.3.0's slider_plus() and slider_minus() extension hooks.

◆ Prediction

Expect the pattern to continue: another non-API accessor removal or a vctrs compatibility release, rather than new window functions. The C-level surface is the only part of this package still moving.

Alternatives to rstantools and slider

Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either rstantools or slider.

See all rstantools alternatives → · See all slider alternatives →

Recent activity from rstantools and slider

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 19d agorstantoolsDeprecated syntax allowed for pinned package versions
  2. 7mo agorstantoolspkgdown theme refresh, C++14 dropped from SystemRequirements
  3. 9mo agosliderNon-API OBJECT() removed and a vctrs C signature fixed
  4. 11mo agorstantoolsloo_epred() generic added, loo_pit() extended to discrete data
  5. 1y agosliderNon-API STRING_PTR removed; R 4.0.0 now required
  6. 2y agorstantoolsStandalone Stan functions fixed for rstan 2.33+
  7. 2y agosliderValgrind test fixes and dependency version bumps
  8. 3y agorstantoolsinit_cpp deprecated, standalone-function bugfix under Stan 2.31
  9. 3y agorstantoolsC++17 standard adopted, standalone function export reworked
  10. 3y agosliderExtension hooks let clock and almanac types serve as an index
  11. 5y agosliderInternal vec_order usage updated ahead of a vctrs break
  12. 5y agosliderlong double alignment issue fixed for CRAN sanitisers

Frequently asked questions

What is the difference between rstantools and slider?

They serve adjacent needs but don't currently overlap on shipped themes. rstantools is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is rstantools better than slider?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. rstantools is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.

What are the best alternatives to rstantools?

Top rstantools alternatives in Analytics are ranked by recent ship velocity. Browse the "rstantools alternatives" section above for the current picks, or visit /alternatives/rstantools for the full list with editorial commentary on each.

What are the best alternatives to slider?

Top slider alternatives in Analytics are ranked by recent ship velocity. Browse the "slider alternatives" section above for the current picks, or visit /alternatives/slider for the full list with editorial commentary on each.