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tfruns

Track, Visualize, and Manage TensorFlow Training Runs

https://github.com/rstudio/tfruns

Science Score: 13.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ○
    .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Committers with academic emails
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (5.7%) to scientific vocabulary

Keywords from Contributors

rmarkdown documentation-tool mlops pandoc deep-neural-networks distributed data-manipulation grammar rcpp shiny
Last synced: 11 months ago · JSON representation

Repository

Track, Visualize, and Manage TensorFlow Training Runs

Basic Info
Statistics
  • Stars: 34
  • Watchers: 9
  • Forks: 26
  • Open Issues: 12
  • Releases: 4
Created about 9 years ago · Last pushed 11 months ago
Metadata Files
Readme

README.md

tfruns: Track, Visualize, and Manage Training Runs

R-CMD-check <!-- badges: end -->

Overview

The tfruns package provides a suite of tools for managing TensorFlow training runs and experiments from R:

  • Track the hyperparameters, metrics, output, and source code of every training run.

  • Compare hyperparameters and metrics across runs to find the best performing model.

  • Automatically generate reports to visualize individual training runs or comparisons between runs.

  • No changes to source code required (run data is automatically captured for all Keras and TF Estimator models).

You can find documentation for the tfruns package at https://tensorflow.rstudio.com/tools/tfruns/

Owner

  • Name: RStudio
  • Login: rstudio
  • Kind: organization
  • Email: info@rstudio.org
  • Location: Boston, MA

GitHub Events

Total
  • Issues event: 1
  • Push event: 5
  • Pull request event: 1
  • Create event: 1
Last Year
  • Issues event: 1
  • Push event: 5
  • Pull request event: 1
  • Create event: 1

Committers

Last synced: about 2 years ago

All Time
  • Total Commits: 445
  • Total Committers: 13
  • Avg Commits per committer: 34.231
  • Development Distribution Score (DDS): 0.153
Past Year
  • Commits: 8
  • Committers: 2
  • Avg Commits per committer: 4.0
  • Development Distribution Score (DDS): 0.25
Top Committers
Name Email Commits
jjallaire jj@r****m 377
Daniel Falbel d****l@g****m 21
Tomasz Kalinowski t****z@r****m 12
lorenzwalthert l****t@i****m 8
Andrie de Vries a****s@g****m 7
Tomasz Kalinowski k****t@g****m 7
Kevin Ushey k****y@g****m 4
Javier Luraschi j****i@h****m 3
terrytangyuan t****n@g****m 2
Georg Steinbuss s****s@g****m 1
Iegor Rudnytskyi y****y@g****m 1
J.J. Allaire j****e@g****m 1
Andrea Panizza 8****i 1
Committer Domains (Top 20 + Academic)
rstudio.com: 2

Issues and Pull Requests

Last synced: 11 months ago

All Time
  • Total issues: 39
  • Total pull requests: 27
  • Average time to close issues: about 2 months
  • Average time to close pull requests: 13 days
  • Total issue authors: 24
  • Total pull request authors: 10
  • Average comments per issue: 2.69
  • Average comments per pull request: 0.93
  • Merged pull requests: 25
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • kevinushey (6)
  • t-kalinowski (5)
  • lorenzwalthert (4)
  • gsteinbu (4)
  • terrytangyuan (2)
  • Unco3892 (1)
  • dfalbel (1)
  • jnmaloof (1)
  • eannam (1)
  • medewitt (1)
  • ericricky (1)
  • cregouby (1)
  • gdequeiroz (1)
  • AndreaPi (1)
  • mantisboxer (1)
Pull Request Authors
  • dfalbel (10)
  • jjallaire (4)
  • terrytangyuan (3)
  • andrie (3)
  • lorenzwalthert (2)
  • javierluraschi (2)
  • AndreaPi (1)
  • gsteinbu (1)
  • irudnyts (1)
  • kevinushey (1)
Top Labels
Issue Labels
docs (1) bug (1) enhancement (1)
Pull Request Labels

Packages

  • Total packages: 2
  • Total downloads:
    • cran 46,911 last-month
  • Total docker downloads: 90,034
  • Total dependent packages: 8
    (may contain duplicates)
  • Total dependent repositories: 20
    (may contain duplicates)
  • Total versions: 16
  • Total maintainers: 1
cran.r-project.org: tfruns

Training Run Tools for 'TensorFlow'

  • Versions: 12
  • Dependent Packages: 5
  • Dependent Repositories: 19
  • Downloads: 46,911 Last month
  • Docker Downloads: 90,034
Rankings
Forks count: 2.9%
Downloads: 3.3%
Dependent repos count: 6.5%
Dependent packages count: 8.1%
Average: 8.4%
Stargazers count: 8.6%
Docker downloads count: 21.1%
Maintainers (1)
tomasz@rstudio.com
Last synced: 11 months ago
conda-forge.org: r-tfruns
  • Versions: 4
  • Dependent Packages: 3
  • Dependent Repositories: 1
Rankings
Dependent packages count: 15.6%
Dependent repos count: 24.4%
Average: 29.3%
Forks count: 33.2%
Stargazers count: 44.1%
Last synced: 11 months ago

Dependencies

DESCRIPTION cran
  • R >= 3.1 depends
  • base64enc * imports
  • config * imports
  • jsonlite >= 1.2 imports
  • magrittr * imports
  • reticulate * imports
  • rlang * imports
  • rstudioapi >= 0.7 imports
  • tidyselect * imports
  • utils * imports
  • whisker * imports
  • yaml * imports
  • here * suggests
  • knitr * suggests
  • rmarkdown * suggests
  • testthat * suggests
  • withr * suggests
.github/workflows/R-CMD-check.yaml actions
  • actions/checkout v3 composite
  • actions/setup-python v4 composite
  • r-lib/actions/setup-pandoc v2 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite