compositional.mle
An MLE package rebuilt around composable solvers, then renamed to match.
Comparison · Analytics
cyclocomp vs hubPredEvalsData
A side-by-side editorial comparison of cyclocomp and hubPredEvalsData — release velocity, themes, recent moves, and the top alternatives to consider.
cyclocomp vs hubPredEvalsData: at a glance
What is cyclocomp?
A cyclomatic complexity checker that ships once every couple of years, and lands when it does.
cyclocomp measures cyclomatic complexity of R functions and packages, and is best known as the engine behind lintr's complexity rule. It has three releases in the visible window spread across nearly three years. The current one, 1.1.2, adds a quiet argument to cyclocomp_package_dir(); the two before it, shipped a day apart in 2023, added a large speedup and the package-directory entry point itself.
What is hubPredEvalsData?
The pipeline turning hub forecasts into dashboard-ready evaluation data.
hubPredEvalsData generates the scored evaluation data that hubverse prediction dashboards read, driven by a predevals-config.yml and scoring through hubEvals underneath. It is the youngest package in this part of the stack and the fastest-moving in configuration terms, having already passed a breaking 1.0.0 and a schema-versioned feature addition. Its output contract is a scores.csv file consumed downstream, which shapes what its releases care about.
cyclocomp vs hubPredEvalsData: editorial side-by-side
cyclocomp
0.0ANALYTICS
A cyclomatic complexity checker that ships once every couple of years, and lands when it does.
◆ Current state
cyclocomp measures cyclomatic complexity of R functions and packages, and is best known as the engine behind lintr's complexity rule. It has three releases in the visible window spread across nearly three years. The current one, 1.1.2, adds a quiet argument to cyclocomp_package_dir(); the two before it, shipped a day apart in 2023, added a large speedup and the package-directory entry point itself.
◆ Where it's heading
This is a small tool that reached feature-complete and now moves only when a downstream consumer needs something. Every change in the window is externally contributed, and each addresses a concrete integration need: a function that works on a local package tree rather than an installed one, complexity results sorted so the worst offenders come first, and output suppression for programmatic callers. The 2023 pair shipped a day apart because the new entry point immediately exposed a performance problem on long linear code.
◆ Prediction
Expect the next change to arrive the same way, as a contributed patch serving a linting or CI workflow rather than as planned development.
hubPredEvalsData
0.0ANALYTICS
The pipeline turning hub forecasts into dashboard-ready evaluation data.
◆ Current state
hubPredEvalsData generates the scored evaluation data that hubverse prediction dashboards read, driven by a predevals-config.yml and scoring through hubEvals underneath. It is the youngest package in this part of the stack and the fastest-moving in configuration terms, having already passed a breaking 1.0.0 and a schema-versioned feature addition. Its output contract is a scores.csv file consumed downstream, which shapes what its releases care about.
◆ Where it's heading
Each release widens what the config file can express — round selection, then scale transformations with per-target overrides, then target labelling pulled from the hub's own task metadata. The pattern is consistent: capability that already exists in hubEvals gets a declarative surface here so hub maintainers configure it rather than write code. Recent attention to byte-stable output ordering shows the file is being treated as a reproducible artifact, not just a report.
◆ Prediction
Expect the config schema to keep absorbing hubEvals capabilities as declarative options, with continued attention to making scores.csv reproducible and diffable between runs.
Alternatives to cyclocomp and hubPredEvalsData
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 cyclocomp or hubPredEvalsData.
nabla
nabla dropped its C++ engine to chase exact derivatives at any order.
snowflakeauth
Eight months from first release to keyring caching and workload identity.
kwb.geosalz
A research-project workflow package where the interesting work is in the plumbing.
revdbayes
Extreme value sampling in pure upkeep mode, mostly answering to Rcpp and CRAN.
lazyeval
A package retired in 2017 just got rewritten against R's public C API.
See all cyclocomp alternatives → · See all hubPredEvalsData alternatives →
Recent activity from cyclocomp and hubPredEvalsData
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agohubPredEvalsDataTarget names pulled from hub metadata; scores.csv made byte-stable
- 2mo agohubPredEvalsDataVersioned target data with an as_of column no longer fails scoring
- 2mo agohubPredEvalsDataScale transformations become configurable per target
- 4mo agohubPredEvalsDataMulti-round hub support via a required rounds_idx property (breaking)
- 5mo agocyclocompcyclocomp_package_dir() gains a quiet argument
- 2y agocyclocompLarge speedup on long linear code
- 2y agocyclocompComplexity checks run against a local package tree
Frequently asked questions
What is the difference between cyclocomp and hubPredEvalsData?
They serve adjacent needs but don't currently overlap on shipped themes. cyclocomp and hubPredEvalsData 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 cyclocomp better than hubPredEvalsData?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. cyclocomp and hubPredEvalsData 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 Analytics products to evaluate alongside.
What are the best alternatives to cyclocomp?
Top cyclocomp alternatives in Analytics are ranked by recent ship velocity. Browse the "cyclocomp alternatives" section above for the current picks, or visit /alternatives/cyclocomp for the full list with editorial commentary on each.
What are the best alternatives to hubPredEvalsData?
Top hubPredEvalsData alternatives in Analytics are ranked by recent ship velocity. Browse the "hubPredEvalsData alternatives" section above for the current picks, or visit /alternatives/hubpredevalsdata for the full list with editorial commentary on each.