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Open Source Science

https://github.com/avik-pal/wandb.jl

Unofficial Julia bindings for logging experiments to wandb.ai

https://github.com/avik-pal/wandb.jl

Science Score: 23.0%

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
    2 of 5 committers (40.0%) from academic institutions
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (9.5%) to scientific vocabulary

Keywords from Contributors

differential-equations sciml
Last synced: 9 months ago · JSON representation

Repository

Unofficial Julia bindings for logging experiments to wandb.ai

Basic Info
Statistics
  • Stars: 84
  • Watchers: 2
  • Forks: 12
  • Open Issues: 5
  • Releases: 18
Created about 5 years ago · Last pushed over 1 year ago
Metadata Files
Readme License

README.md

Wandb.jl

Latest Docs Stable Docs

Unofficial Julia Bindings for wandb.ai.

Installation

To install simply do the following in a Julia REPL

julia ] add Wandb

Quick Start

Follow the quickstart points 1 and 2 to get started with a Wandb account.

```julia using Wandb, Logging

Initialize the project

lg = WandbLogger(; project = "Wandb.jl", name = nothing)

Set logger globally / in scope / in combination with other loggers

global_logger(lg)

Logging Values

Wandb.log(lg, Dict("accuracy" => 0.9, "loss" => 0.3))

Even more conveniently

@info "metrics" accuracy=0.9 loss=0.3 @debug "metrics" not_print=-1 # Will have to change debug level for this to be logged

Tracking Hyperparameters

update_config!(lg, Dict("dropout" => 0.2))

Close the logger

close(lg) ```

Changelog

v0.5

v0.5.0

  • Transition to use CondaPkg and PythonCall.
  • save is no longer exported since the name is too common.
  • Wandb.finish has been removed. Use Base.close instead.

v0.4

v0.4.4

  • Base.log is not extended for WandbBackend of FluxTraining.

v0.4.3

  • Wandb.Image now supports any object with a show(::IO, ::MIME"image/png", img) (or image/jpeg) method.

v0.4.2

  • version() returns a VersionNumber instead of a String
  • update_client() needs to be called to update the wandb client. We no longer check for updates by default.

v0.4.1

  • The Wandb python client version number is no longer printed during __init__ (i.e. when calling using Wandb). Instead, call Wandb.version() to see the client version number.

v0.4.0

  • Base.log is no longer exported. Users need to do Wandb.log (https://github.com/avik-pal/Wandb.jl/issues/9)
  • FluxMPI + Wandb integration demo updated to the latest API

Owner

  • Name: Avik Pal
  • Login: avik-pal
  • Kind: user
  • Location: Cambridge, MA
  • Company: Massachusetts Institute of Technology

PhD Student @mit || Prev: BTech CSE IITK

GitHub Events

Total
  • Issues event: 1
  • Watch event: 1
  • Issue comment event: 6
Last Year
  • Issues event: 1
  • Watch event: 1
  • Issue comment event: 6

Committers

Last synced: over 3 years ago

All Time
  • Total Commits: 58
  • Total Committers: 5
  • Avg Commits per committer: 11.6
  • Development Distribution Score (DDS): 0.379
Top Committers
Name Email Commits
Avik Pal a****l@i****n 36
Avik Pal a****l@m****u 13
Eric Hanson 5****n@u****m 7
Kyle Daruwalla d****c@i****m 1
Avik Pal a****7@g****m 1
Committer Domains (Top 20 + Academic)
mit.edu: 1 iitk.ac.in: 1

Issues and Pull Requests

Last synced: 10 months ago

All Time
  • Total issues: 19
  • Total pull requests: 24
  • Average time to close issues: 3 months
  • Average time to close pull requests: 6 days
  • Total issue authors: 14
  • Total pull request authors: 12
  • Average comments per issue: 4.58
  • Average comments per pull request: 0.75
  • Merged pull requests: 24
  • Bot issues: 0
  • Bot pull requests: 4
Past Year
  • Issues: 1
  • Pull requests: 1
  • Average time to close issues: N/A
  • Average time to close pull requests: about 2 hours
  • Issue authors: 1
  • Pull request authors: 1
  • Average comments per issue: 0.0
  • Average comments per pull request: 1.0
  • Merged pull requests: 1
  • Bot issues: 0
  • Bot pull requests: 1
View more stats
Top Authors
Issue Authors
  • ericphanson (3)
  • MilesCranmer (2)
  • bhatiaabhinav (2)
  • lassepe (2)
  • gabrevaya (1)
  • emiwar (1)
  • JoshKImperial (1)
  • trahflow (1)
  • itan1 (1)
  • awadell1 (1)
  • JuliaTagBot (1)
  • rkube (1)
  • saraalrawi (1)
  • saoter (1)
Pull Request Authors
  • avik-pal (11)
  • dependabot[bot] (4)
  • github-actions[bot] (3)
  • lassepe (2)
  • ancorso (2)
  • ericphanson (2)
  • ZedRover (2)
  • trahflow (2)
  • rgobbel (1)
  • tylerjthomas9 (1)
  • darsnack (1)
  • hv10 (1)
Top Labels
Issue Labels
help wanted (1) good first issue (1)
Pull Request Labels
dependencies (4) formatting (3) automated pr (3) no changelog (3)

Packages

  • Total packages: 1
  • Total downloads:
    • julia 10 total
  • Total dependent packages: 1
  • Total dependent repositories: 0
  • Total versions: 21
juliahub.com: Wandb

Unofficial Julia bindings for logging experiments to wandb.ai

  • Versions: 21
  • Dependent Packages: 1
  • Dependent Repositories: 0
  • Downloads: 10 Total
Rankings
Dependent repos count: 9.9%
Stargazers count: 13.7%
Average: 21.8%
Forks count: 24.5%
Dependent packages count: 38.9%
Last synced: 10 months ago

Dependencies

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