R Observatory: Metrics for echos version 1.0.4

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

echos

1.0.4

Echo State Networks for Time Series Modeling and Forecasting

0packages depend

3.2Kdownloads / year

77.8%test coverage

11/13checks pass

Overview

About

Maintained by Alexander HäußerFirst published 2025-02-114 releasesCRAN page ↗GitHub ↗

Provides a lightweight implementation of functions and methods for fast and fully automatic time series modeling and forecasting using Echo State Networks (ESNs).

Install

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

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

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

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("ahaeusser/echos")

Development version from ahaeusser/echos. Installs pak first if it is not already available.

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-echos

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

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-echos

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-echos

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

2NOTE11OK

Failing flavors

NOTE r-devel-linux-x86_64-debian-clang
NOTE r-devel-linux-x86_64-debian-gcc

Slowest check: 6.3 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.32

77.8%

Coverage · measured lines

100%

Documentation · exports

8

Dependencies · direct

Check history

NOTE2026-07-11
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-04-22
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-04-18
13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 415 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 99%
Return-value docs: 100%
References docs: 12%

Downloads

3.2K

CRAN downloads in the past year

Rank #9,066 · ~9/day · ~271/mo

Releases R versions

Daily download trend is not available in this view yet.

20930 days

1K90 days

3.2K1 year

Compare downloads with other packages →

Also on434 r2u24 autocran

Repository

GitHub ↗ ahaeusser/echos

19Stars

1Forks

0Open issues

0Open PRs

3Releases

410Commits

1Contributors

echo-state-networkstime-seriesforecastingridge-regressionrecurrent-neural-networksreservoir-computingfablefabletools

410 commits · Last activity 2026-06-21 · 0% stars, 30d

Stars over time

2025-04-20 · 162026-07-07 · 19

Repository practices

Upstream repositoryBeta

5 development-tooling and community-health practices detected across 5 families in the upstream repository

Checks run against github.com/ahaeusser/echos on 2026-08-16.

Continuous integration (1)

GitHub Actions

CRAN release process (1)

cran-comments.md

Docs source (1)

README.Rmd

Lint, format, editor (1)

RStudio project

Show all practices

Coverage (1)

Codecov

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

15 external dependencies (excludes base and recommended)

Depends (2)

R >= 4.0.0fabletools

Imports (7)

Rcpp RcppArmadillo tsibble dplyr tidyr rlang distributional

LinkingTo (2)

Rcpp RcppArmadillo

Suggests (5)

knitr rmarkdown tidyverse fable testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

Datasets

People & History

People (1)

Maintainer (1)

Alexander Häußer

Author, Maintainer, Copyright holder

Authors (1)

Alexander Häußer

Author, Maintainer, Copyright holder

Copyright holders (1)

Alexander Häußer

Author, Maintainer, Copyright holder

Package Timeline

4 releases. Pick two to compare their code metrics. R releases are shown for context.

1.0.4Latest
2026-06-15 · current release · diff ↗
R
R 4.6.0 released · 2026-04-24
1.0.3
2026-02-22 · diff ↗
1.0.2
2025-06-23 · diff ↗
R
R 4.5.0 released · 2025-04-11
1.0.1
2025-02-11
R
R 4.4.0 released · 2024-04-24

Package metadata

First published: 2025-02-11
Total releases: 4 / 1 yrs
License: GPL-3 OSI
Minimum R: ≥ 4.0.0
Bundled data: 19 KB / 3 files
Download size: 1.6 MB
Installed size: not tracked yet
With dependencies: not tracked yet

Appears in task views

Time Series Analysis

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("echos")

Format

Häußer, A. (2026). echos: Echo State Networks for Time Series Modeling and Forecasting (Version 1.0.4) [Computer software]. https://doi.org/10.32614/CRAN.package.echos

This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.

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 echos version 1.0.4 [Data set]. HJJB, LLC. Data release v2026-08-17. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-17, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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