R Observatory: Metrics for temper version 1.1.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

temper

1.1.1Package record

Temporal Encoder-Masked Probabilistic Ensemble Regressor

0packages depend

1.4Kdownloads / year

0.0%test coverage

13/13flavors OK

Overview

About

Maintained by Giancarlo VercellinoCRAN page ↗Website ↗

Implements a probabilistic ensemble time-series forecaster that combines an auto-encoder with a neural decision forest whose split variables are learned through a differentiable feature-mask layer. Functions are written with 'torch' tensors and provide CRPS (Continuous Ranked Probability Scores) training plus mixture-distribution post-processing.

Changes in 1.1.1

Improved CRAN compatibility by making torch-based examples and tests run only when the full torch runtime is available.

From NEWS.md in the release

Install

R (CRAN)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("temper", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-temper

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-temper

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-temper

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed). We list this channel from recorded autoCRAN download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

Health

CRAN checks

13OK

CRAN check page ↗

Slowest check: 3.4 min · r-oldrel-macos-x86_64

Status changes

OK13 OK2026-08-04
NOTE12 OK, 1 NOTE2026-08-01
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 1.1.1

READMENoVignettesNoNEWSYes · 67% structured · mentions 1.1.1Citation fileNoWebsiteYes

Help pages: 2includes a package overview page
Examples that run: 100%2 run in a plain check
Exported functions with examples: 100%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 0%

How these are measured

Downloads

1.4K

CRAN downloads in the past year

Rank #21,921 · ~4/day · ~117/mo

Releases R versions

Daily download trend is not available in this view yet.

24130 days

60490 days

1.4K1 year

Compare downloads with other packages →

Also on58 r2u2 autocran

How downloads are counted

Dependencies

Declared dependencies

8 external dependencies (excludes base and recommended)

Installing temper adds 56 packages (34 with compiled code, 42 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, imputeTS 2.1 MB.

Depends (1)

R >= 4.1.0

Imports (6)

torch purrr imputeTS lubridate ggplot2 scales

LinkingTo (0)

none

Suggests (2)

knitr testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

Datasets

People & History

People (1)

Giancarlo Vercellino

Releases (3)

Pick two releases to compare their code metrics.

unarchivedReturned to CRAN
2026-07-16
1.1.1Latest
record
2026-07-16 · current release · diff ↗
archivedRemoved from CRAN
2026-04-28
issues were not corrected in time
R
R 4.6.0 released · 2026-04-24
1.1.0
record
2025-08-18 · diff ↗
1.0.0
record
2025-07-15
R
R 4.5.0 released · 2025-04-11

Package metadata

First published: 2025-07-15
Total releases: 3 / 1 yrs
License: GPL-3 OSI
Minimum R: ≥ 4.1.0
Bundled data: 21 KB / 1 file
Download size: 35 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("temper")

Format

Vercellino, G. (2026). temper: Temporal Encoder-Masked Probabilistic Ensemble Regressor (Version 1.1.1) [Computer software]. https://doi.org/10.32614/CRAN.package.temper

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for temper version 1.1.1 [Data set]. HJJB, LLC. Data release v2026-10-22. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-22, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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