R Observatory: Metrics for tfNeuralODE version 0.1.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

tfNeuralODE

0.1.0Package record

Create Neural Ordinary Differential Equations with 'tensorflow'

0packages depend

6.5Kdownloads / year

0.0%test coverage

13/13flavors OK

Overview

About

Maintained by Shayaan EmranCRAN page ↗GitHub ↗Issues ↗

Provides a framework for the creation and use of Neural ordinary differential equations with the 'tensorflow' and 'keras' packages. The idea of Neural ordinary differential equations comes from Chen et al. (2018) doi:10.48550/arXiv.1806.07366, and presents a novel way of learning and solving differential systems.

Changes in 0.1.0

Initial CRAN submission.

From NEWS.md in the release

Install

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

install.packages("tfNeuralODE", 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("semran9/tfNeuralODE")

Development version from semran9/tfNeuralODE. 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-tfneuralode

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-tfNeuralODE

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-tfNeuralODE

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: 2.8 min · r-devel-windows-x86_64

Status changes

OK13 OK2026-08-04
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-09
ERROR12 OK, 1 ERROR2026-06-08
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.1.0

READMEYes · 90 wordsVignettesYes · 2 · staticNEWSYes · 67% structured · mentions 0.1.0Citation fileNo

Help pages: 7 (4 internal)
Examples that run: 100%3 run in a plain check (3 of them under a condition)
Exported functions with examples: 100%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 0%

Vignettes (2)

tfNeuralODE-Adjoint HTML
tfNeuralODE-Spirals HTML

How these are measured

Downloads

6.5K

CRAN downloads in the past year

Rank #10,061 · ~18/day · ~540/mo

Releases R versions

Daily download trend is not available in this view yet.

35830 days

1K90 days

6.5K1 year

Compare downloads with other packages →

Also on70 r2u2 autocran

How downloads are counted

Repository

semran9/tfneuralode ↗Account: semran9

1Stars

1Forks

0Open issues

0Open PRs

0Releases

41Commits

1Commit identities

41 commits · Last activity 2023-10-17

Responsiveness

not measured

Stars over time

2024-10-25 · 12026-07-07 · 1

How these are measured

PracticesBeta

9 development-tooling and community-health practices detected across 4 families in the upstream repository

Checks run against github.com/semran9/tfneuralode on 2026-10-21.

Continuous integration (2)

GitHub ActionsR CMD check workflow

The R CMD check workflow runs on Linux, macOS and Windows, and on R-devel

Docs source (4)

README.Rmdpkgdown

GitHub Pages site last deployed 2023-10-17 · The repository has a site deploy workflow

CRAN release process (2)

cran-comments.mdCRAN-SUBMISSION

Lint, format, editor (1)

RStudio project

How this is detected·Detection ruleset v4 (2026-10-20)

Dependencies

Declared dependencies

7 external dependencies (excludes base and recommended)

Installing tfNeuralODE adds 32 packages (18 with compiled code, 16 MB of source tarballs). Heaviest: keras 3.4 MB, deSolve 1.9 MB, tfruns 1.9 MB.

Depends (0)

none

Imports (4)

tensorflow keras reticulate deSolve

LinkingTo (0)

none

Suggests (3)

knitr rmarkdown testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

People & History

People (1)

Shayaan Emran

Releases (1)

R
R 4.6.0 released · 2026-04-24
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
0.1.0Latest
record
2023-10-16 · current release
R
R 4.3.0 released · 2023-04-21

Package metadata

First published: 2023-10-16
Total releases: 1 / 3 yrs
License: MIT + file LICENSE OSI
Download size: 440 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("tfNeuralODE")

Format

Emran, S. (2023). tfNeuralODE: Create Neural Ordinary Differential Equations with 'tensorflow' (Version 0.1.0) [Computer software]. https://doi.org/10.32614/CRAN.package.tfNeuralODE

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 tfNeuralODE version 0.1.0 [Data set]. HJJB, LLC. Data release v2026-10-23. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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