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BAS vs rstudio.prefs

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

BAS vs rstudio.prefs: at a glance

FeatureBASrstudio.prefs
SectorInfra & APIsInfra & APIs
Velocity score0.02.5
Sparks · 30d00
Top themesbayesian-statistics, model-averaging, mcmc, r-packager-packages, rstudio, developer-tools, configuration-as-code
Last editorial update50m ago3h ago
WebsiteVisit →Visit →

What is BAS?

A Bayesian model-averaging package spending its 2.0 on memory, not methods.

BAS performs Bayesian variable selection and model averaging for linear and generalized linear models, sampling from a model space too large to enumerate. The visible history splits cleanly: 2023-2024 added sampling machinery — an adaptive independent MCMC sampler with Horvitz-Thompson estimation, hereditary-constraint counting — while 2.0.0 in late 2025 reworked how sampler output is allocated in C. The 2.0.2 patch is a PROTECT fix for rchk warnings.

Read the full BAS trajectory →

What is rstudio.prefs?

Four years dormant, rstudio.prefs returns under a new maintainer.

The package scripts RStudio's own settings — preferences, secondary repositories, keyboard shortcuts — as code you can drop into a project or an onboarding doc. After 0.1.9 in July 2022 it went quiet for four years. 0.2.0 ends that with a maintainer handoff from Daniel D. Sjoberg to S.A. van der Wulp, a shortcut-removal path, and a fix for a corrupted addins.json entry that made reassigned shortcuts fail silently.

Read the full rstudio.prefs trajectory →

BAS vs rstudio.prefs: editorial side-by-side

B
BAS
INFRA · APIS
0.0

A Bayesian model-averaging package spending its 2.0 on memory, not methods.

◆ Current state

BAS performs Bayesian variable selection and model averaging for linear and generalized linear models, sampling from a model space too large to enumerate. The visible history splits cleanly: 2023-2024 added sampling machinery — an adaptive independent MCMC sampler with Horvitz-Thompson estimation, hereditary-constraint counting — while 2.0.0 in late 2025 reworked how sampler output is allocated in C. The 2.0.2 patch is a PROTECT fix for rchk warnings.

◆ Where it's heading

Memory is the binding constraint and the releases say so directly. The hereditary-constraint counter, the GROW option, and the replacement of over-allocation with resizing all attack the same problem: n.models is a guess, and guessing high wastes memory on problems where few unique models are actually visited. The 2.0.0 work was additionally forced by R tightening its C API against non-API calls like SETLENGTH, a constraint every C-heavy CRAN package has been absorbing. Method development has been quiet since 1.7.x.

◆ Prediction

The 1.7.5 notes call the hereditary-constraint counting a first step and say future updates will cover other constraint types, including polynomials, which remain unhandled. That is the one concrete commitment in this history, though nothing since has returned to it.

R
rstudio.prefs
INFRA · APIS
2.5

Four years dormant, rstudio.prefs returns under a new maintainer.

◆ Current state

The package scripts RStudio's own settings — preferences, secondary repositories, keyboard shortcuts — as code you can drop into a project or an onboarding doc. After 0.1.9 in July 2022 it went quiet for four years. 0.2.0 ends that with a maintainer handoff from Daniel D. Sjoberg to S.A. van der Wulp, a shortcut-removal path, and a fix for a corrupted addins.json entry that made reassigned shortcuts fail silently.

◆ Where it's heading

The through-line is teaching every setter how to unset. Secondary repositories got NULL removal back in 0.1.6; 0.2.0 extends the same convention to keyboard shortcuts. Most of the rest of 0.2.0 is arrears — a stale documentation URL that hid preferences such as enable_splash_screen, a deprecated purrr::update_list() call, and check_shortcut_consistency() erroring early on an unknown name.

◆ Prediction

With a new maintainer and refreshed GitHub Actions, the near-term work is likely more catch-up of the same kind: remaining deprecated dependencies and the preference list that fetch_rstudio_prefs() reads from RStudio's docs. Nothing in these notes points past RStudio settings as the scope.

Alternatives to BAS and rstudio.prefs

Other Infra & APIs 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 BAS or rstudio.prefs.

See all BAS alternatives → · See all rstudio.prefs alternatives →

Recent activity from BAS and rstudio.prefs

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

  1. 9h agorstudio.prefsShortcut removal, an addins.json fix, and a new maintainer
  2. 8mo agoBASBAS 2.0.2
  3. 8mo agoBASBAS 2.0.0
  4. 1y agoBASBAS 1.7.5
  5. 1y agoBASBAS 1.7.3
  6. 1y agoBASBAS 1.7.2
  7. 2y agoBASBAS 1.7.1
  8. 4y agorstudio.prefsPreferences now read and written through rstudioapi
  9. 4y agorstudio.prefsConfig files left alone when nothing would change
  10. 4y agorstudio.prefsSecondary repositories can be deleted again
  11. 4y agorstudio.prefsRepository removal via NULL; config path helpers exported
  12. 5y agorstudio.prefsDocumentation, error messages, and array-type caution

Frequently asked questions

What is the difference between BAS and rstudio.prefs?

They serve adjacent needs but don't currently overlap on shipped themes. rstudio.prefs 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 BAS better than rstudio.prefs?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. rstudio.prefs 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 Infra & APIs products to evaluate alongside.

What are the best alternatives to BAS?

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

What are the best alternatives to rstudio.prefs?

Top rstudio.prefs alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "rstudio.prefs alternatives" section above for the current picks, or visit /alternatives/rstudio-prefs for the full list with editorial commentary on each.