Package: fastglmm 0.1.0

Paweł Lenartowicz
fastglmm: Fast (Generalized) Linear Mixed Models via the 'glmm' Rust Kernel
Fits linear models, generalized linear models, and (generalized) linear mixed models with a compiled Rust backend (the 'glmm' crate): REML linear mixed models, and Laplace or adaptive Gauss-Hermite quadrature for binomial and Poisson mixed models, using 'lme4'-style formulas. Estimates are validated against 'lme4' and 'MixedModels.jl'. Deliberately scoped to fast fitting - fixed effects, Wald standard errors, and variance components; anything the backend cannot compute honestly (random-effect predictions, likelihood-based criteria, profiling) is a documented error, never a silently different answer.
Authors:
fastglmm_0.1.0.tar.gz
fastglmm_0.1.0.zip(r-4.7)fastglmm_0.1.0.zip(r-4.6)fastglmm_0.1.0.zip(r-4.5)
fastglmm_0.1.0.tgz(r-4.6-x86_64)fastglmm_0.1.0.tgz(r-4.6-arm64)fastglmm_0.1.0.tgz(r-4.5-x86_64)fastglmm_0.1.0.tgz(r-4.5-arm64)
fastglmm_0.1.0.tar.gz(r-4.7-arm64)fastglmm_0.1.0.tar.gz(r-4.7-x86_64)fastglmm_0.1.0.tar.gz(r-4.6-arm64)fastglmm_0.1.0.tar.gz(r-4.6-x86_64)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
fastglmm/json (API)
| # Install 'fastglmm' in R: |
| install.packages('fastglmm', repos = c('https://pawlenartowicz.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/pawlenartowicz/glmm/issues
Last updated from:885cc19766 (on r-universe). Checks:12 OK, 1 FAIL. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-arm64 | OK | 337 | ||
| linux-devel-x86_64 | OK | 365 | ||
| source / vignettes | OK | 291 | ||
| linux-release-arm64 | OK | 311 | ||
| linux-release-x86_64 | OK | 361 | ||
| macos-release-arm64 | OK | 285 | ||
| macos-release-x86_64 | OK | 513 | ||
| macos-oldrel-arm64 | OK | 316 | ||
| macos-oldrel-x86_64 | OK | 640 | ||
| windows-devel | OK | 475 | ||
| windows-release | OK | 485 | ||
| windows-oldrel | OK | 487 | ||
| wasm-release | FAIL | 239 |
Exports:fastglmmfixefisSingularranefVarCorr
Dependencies:
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Wald confidence intervals | confint.fastglmm |
| Fit a (generalized) linear or linear mixed model with the glmm Rust kernel | fastglmm |
| Extract fixed effects | fixef fixef.fastglmm |
| Formula, family, and model frame accessors | family.fastglmm formula.fastglmm model.frame.fastglmm |
| Is the fit singular? | isSingular isSingular.fastglmm |
| Random-effect predictions (not available) | ranef ranef.fastglmm |
| Residual scale | sigma.fastglmm |
| Summarize a fastglmm fit | summary.fastglmm |
| Variance components on the SD/correlation scale | VarCorr VarCorr.fastglmm |