pins
pins keeps adding a storage backend per release while retiring its original API
Comparison · Analytics
finetune vs leaflet
A side-by-side editorial comparison of finetune and leaflet — release velocity, themes, recent moves, and the top alternatives to consider.
finetune vs leaflet: at a glance
What is finetune?
finetune tracks tune's evolving contracts more than it advances racing itself
finetune provides the racing and simulated-annealing alternatives to grid search in tidymodels. The core algorithms have been stable since 1.0.x; what has changed is everything around them — censored regression support arriving with a tune release, weighted resampling estimates preserved through racing, and a breaking move to named-only optional arguments.
What is leaflet?
leaflet relicensed to MIT and finished migrating off R's retired spatial stack
leaflet is the R binding for the Leaflet mapping library. Its recent releases are dominated by one long migration: away from sp, rgdal, rgeos and raster, and toward sf and terra. Version 2.2.3 completed the user-facing half of that - sp is no longer installed by default, and bundled datasets ship as sf objects - while also relicensing the package from GPL-2 to MIT.
finetune vs leaflet: editorial side-by-side
finetune
0.0ANALYTICS
finetune tracks tune's evolving contracts more than it advances racing itself
◆ Current state
finetune provides the racing and simulated-annealing alternatives to grid search in tidymodels. The core algorithms have been stable since 1.0.x; what has changed is everything around them — censored regression support arriving with a tune release, weighted resampling estimates preserved through racing, and a breaking move to named-only optional arguments.
◆ Where it's heading
This is a package operating downstream of tune, adopting whatever the shared resampling machinery grows next rather than proposing new search strategies. The 1.3.0 weighting work is a clear example: tune changed how resampling estimates are computed, and finetune's job was to not lose the weights during racing. Error messages and input checks are the steady internal theme.
◆ Prediction
Expect the next release to absorb whatever tune changes about metric collection or resampling weights; nothing in the entries points to a new search algorithm.
leaflet
0.0ANALYTICS
leaflet relicensed to MIT and finished migrating off R's retired spatial stack
◆ Current state
leaflet is the R binding for the Leaflet mapping library. Its recent releases are dominated by one long migration: away from sp, rgdal, rgeos and raster, and toward sf and terra. Version 2.2.3 completed the user-facing half of that - sp is no longer installed by default, and bundled datasets ship as sf objects - while also relicensing the package from GPL-2 to MIT.
◆ Where it's heading
This is a package being brought into line with an ecosystem that changed underneath it. The retirement of rgdal and rgeos forced the terra and sf work; the license change and dependency reductions are the maintainers taking the opportunity to clean up while they are already in there. Feature work, such as the full viridisLite palette set, arrives as a side effect of the tidying.
◆ Prediction
With the sp path now opt-in and the retired geospatial dependencies gone, expect the remaining work to be small: palette and provider-tile handling, and keeping the bundled JavaScript current.
Alternatives to finetune and leaflet
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 finetune or leaflet.
tsibble
tsibble shipped one release in five and a half years - the data structure is finished
yardstick
yardstick made fairness metrics a first-class part of tidymodels evaluation
tune
tune extends tuning past the model itself to postprocessors, and adds a second parallel backend
ggpubr
ggpubr reached 1.0.0 with p-value formatting presets for specific journals
bigrquery
bigrquery went MIT, then handed its slowest path to the BigQuery Storage API
See all finetune alternatives → · See all leaflet alternatives →
Recent activity from finetune and leaflet
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3mo agofinetuneRacing preserves tune's assessment-set weighting
- 11mo agoleafletMIT relicensing and sp dropped from default installs ⚡
- 1y agofinetuneMaintenance release; magrittr pipe replaced with base pipe
- 2y agoleafletterra CRS handling fixed; raster images accept layer options
- 2y agofinetuneCensored regression models can be raced and annealed
- 2y agoleafletProvider tile dependency is cacheable by knitr again
- 2y agoleafletAdds terra support and removes rgdal and rgeos
- 3y agoleafletUpdates proj4.js and fixes examples to stay on CRAN
- 3y agofinetuneKeep-up release for tune and dplyr; .config alignment fixed
- 3y agofinetuneRacing results filter to fully resampled configurations
- 3y agofinetuneInformative error when resamples are too few for racing
Frequently asked questions
What is the difference between finetune and leaflet?
They serve adjacent needs but don't currently overlap on shipped themes. finetune and leaflet 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 finetune better than leaflet?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. finetune and leaflet 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 finetune?
Top finetune alternatives in Analytics are ranked by recent ship velocity. Browse the "finetune alternatives" section above for the current picks, or visit /alternatives/finetune for the full list with editorial commentary on each.
What are the best alternatives to leaflet?
Top leaflet alternatives in Analytics are ranked by recent ship velocity. Browse the "leaflet alternatives" section above for the current picks, or visit /alternatives/leaflet-r for the full list with editorial commentary on each.