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Comparison · Infra & APIs
logbin vs rmake
A side-by-side editorial comparison of logbin and rmake — release velocity, themes, recent moves, and the top alternatives to consider.
logbin vs rmake: at a glance
What is logbin?
Relative-risk regression that converges where glm fails, under an unreadable tag order
logbin fits log-binomial models to estimate relative risk, a fit standard glm frequently fails to converge on because of the constrained parameter space. Its answer is a choice of algorithms — adaptive barrier, combinatorial EM, and expectation-maximisation on an overparameterised model — selected through a method argument and optionally accelerated with turboEM. The most recent release, in April 2025, replaces the variance-covariance calculation in summary.logbin so it matches summary.glm, and adds a testthat suite.
What is rmake?
A Makefile generator for R projects keeps adding rule types instead of a build engine.
rmake generates GNU Make files for R analytical projects, so the dependency graph of an analysis is expressed in R and executed by make. The recent releases have widened the rule vocabulary with subdirectory and knitr rules, added stream redirection to make(), and started checking that GNU Make is actually present rather than assuming it.
logbin vs rmake: editorial side-by-side
logbin
0.0INFRA · APIS
Relative-risk regression that converges where glm fails, under an unreadable tag order
◆ Current state
logbin fits log-binomial models to estimate relative risk, a fit standard glm frequently fails to converge on because of the constrained parameter space. Its answer is a choice of algorithms — adaptive barrier, combinatorial EM, and expectation-maximisation on an overparameterised model — selected through a method argument and optionally accelerated with turboEM. The most recent release, in April 2025, replaces the variance-covariance calculation in summary.logbin so it matches summary.glm, and adds a testthat suite.
◆ Where it's heading
The method work concluded in 2021 and the package has since been aligned with base R conventions rather than extended: the vcov calculation now mirrors glm's, and earlier releases added the contrasts, qr, R and effects components so standard glm S3 methods such as influence() and plot() work on logbin objects. Be warned that the feed's tag order is unusable — versions 2.0, 2.0.1, 2.0.2 and 2.0.4 were all pushed within ninety seconds on 23 July 2021 in non-monotonic order, while 2.0.3 carries a 2017 timestamp and restates 2.0.2's notes. Read the bodies, not the sequence.
◆ Prediction
Expect continued alignment with glm conventions and occasional CRAN maintenance; the algorithm set has been stable for four years and nothing in these entries suggests another is planned.
rmake
0.0INFRA · APIS
A Makefile generator for R projects keeps adding rule types instead of a build engine.
◆ Current state
rmake generates GNU Make files for R analytical projects, so the dependency graph of an analysis is expressed in R and executed by make. The recent releases have widened the rule vocabulary with subdirectory and knitr rules, added stream redirection to make(), and started checking that GNU Make is actually present rather than assuming it.
◆ Where it's heading
The package is committed to delegating execution rather than reimplementing it, and the work reflects that: more rule constructors, better handling of the messy parts of shelling out, and dependency reduction. Adding hasGnuMake() and tests for its presence is the sort of change that follows real reports from users whose systems did not have it. Long command lines and filenames with spaces both got fixed, which is the usual tax on generating shell text.
◆ Prediction
Expect further rule constructors for common R document and compilation targets, and continued hardening of the generated Make syntax against unusual paths and long commands.
Alternatives to logbin and rmake
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 logbin or rmake.
Okta
Okta's developer blog is a Cross App Access campaign, now diluted by advocacy-team storytelling.
tealeaves
A leaf-temperature model that finished its job in 2020 and has stayed finished
Infisical
A credential platform assembled two or three pull requests at a time, never a headline
SigNoz
Search without knowing the field — SigNoz keeps lowering the cost of not knowing your schema
nmfspalette
A NOAA Fisheries colour palette that ships when the branding guide changes
See all logbin alternatives → · See all rmake alternatives →
Recent activity from logbin and rmake
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 7mo agormakeGNU Make presence now checked; long command lines fixed
- 9mo agormakemake() gains stdout, stderr and stdin arguments
- 9mo agormakeSubdirectory, knitr and dependency rule constructors added
- 1y agologbinvcov in summary.logbin now matches summary.glm
- 5y agologbinFactor reparameterisation fix and faster parameter expansion
- 5y agologbinVersion bump to satisfy a CRAN check
- 5y agologbinmethod and accelerate options: adaptive barrier, CEM, EM, turboEM
- 5y agologbinglm S3 method support via contrasts, qr, R and effects components
- 5y agologbinJournal of Statistical Software citation added
Frequently asked questions
What is the difference between logbin and rmake?
They serve adjacent needs but don't currently overlap on shipped themes. logbin and rmake are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is logbin better than rmake?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. logbin and rmake are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to logbin?
Top logbin alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "logbin alternatives" section above for the current picks, or visit /alternatives/logbin for the full list with editorial commentary on each.
What are the best alternatives to rmake?
Top rmake alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "rmake alternatives" section above for the current picks, or visit /alternatives/rmake for the full list with editorial commentary on each.