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nx

Multi-dimensional arrays (tensors) and numerical definitions for Elixir

https://github.com/elixir-nx/nx

Science Score: 44.0%

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

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Committers with academic emails
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (5.0%) to scientific vocabulary

Keywords

elixir gpu jit numerical pytorch tensor xla

Keywords from Contributors

jax
Last synced: 6 months ago · JSON representation ·

Repository

Multi-dimensional arrays (tensors) and numerical definitions for Elixir

Basic Info
  • Host: GitHub
  • Owner: elixir-nx
  • Language: Elixir
  • Default Branch: main
  • Homepage:
  • Size: 7.02 MB
Statistics
  • Stars: 2,804
  • Watchers: 58
  • Forks: 211
  • Open Issues: 19
  • Releases: 0
Topics
elixir gpu jit numerical pytorch tensor xla
Created over 5 years ago · Last pushed 6 months ago
Metadata Files
Readme Citation

README.md

This repository currently holds the following projects:

  • Nx - Multi-dimensional arrays (tensors) and numerical definitions for Elixir

  • EXLA - Google's XLA (Accelerated Linear Algebra) compiler/backend for Nx

  • Torchx - LibTorch backend for Nx

Each has their own README, which you can access above to learn more. They will be extracted to their own repository in the future. Examples and benchmarks are available in the EXLA project.

Check our organization page for a general introduction to Machine Learning in Elixir.

Owner

  • Name: Numerical Elixir (Nx)
  • Login: elixir-nx
  • Kind: organization

Citation (CITATION.cff) 

# This CITATION.cff file was generated with cffinit.
# Visit https://bit.ly/cffinit to generate yours today!

cff-version: 1.2.0
title: 'Nx - Numerical Elixir'
message: Please cite this software using these metadata.
type: software
authors:
  - given-names: Sean
    family-names: Moriarity
    email: smoriarity.5@gmail.com
    affiliation: Dockyard
    orcid: 'https://orcid.org/0000-0002-5154-8194'
  - given-names: José
    family-names: Valim
    email: jose.valim@dashbit.co
    affiliation: Dashbit
    orcid: 'https://orcid.org/0000-0001-8449-3997'
  - given-names: Paulo
    family-names: O. Lenzi Valente
    email: paulovalente@ufrj.br
    affiliation: Dockyard
    orcid: 'https://orcid.org/0000-0002-9902-9860'
repository-code: 'https://github.com/elixir-nx/nx'
keywords:
  - elixir
  - tensors
  - numerical expressions
license: Apache-2.0
version: v0.4
date-released: '2022-01-06'

GitHub Events

Total
  • Issues event: 38
  • Watch event: 175
  • Delete event: 30
  • Issue comment event: 157
  • Push event: 206
  • Pull request review event: 196
  • Pull request review comment event: 180
  • Pull request event: 105
  • Fork event: 29
  • Create event: 39
Last Year
  • Issues event: 38
  • Watch event: 175
  • Delete event: 30
  • Issue comment event: 157
  • Push event: 206
  • Pull request review event: 196
  • Pull request review comment event: 180
  • Pull request event: 105
  • Fork event: 29
  • Create event: 39

Committers

Last synced: 9 months ago

All Time
  • Total Commits: 2,150
  • Total Committers: 103
  • Avg Commits per committer: 20.874
  • Development Distribution Score (DDS): 0.547
Past Year
  • Commits: 119
  • Committers: 16
  • Avg Commits per committer: 7.438
  • Development Distribution Score (DDS): 0.622
Top Committers
Name Email Commits
José Valim j****m@d****o 973
Paulo Valente 1****e 433
Sean Moriarity s****5@g****m 370
Jonatan Kłosko j****o@g****m 77
Benjamin Philip B****5@g****m 28
Mateusz Sluszniak 5****k 26
Howard Su h****u@g****m 24
Tsai c****g@o****g 22
Stas Versilov s****v@g****m 17
Kenta Tanaka 4****o 11
Alexandre Antonio Juca c****s@g****m 8
Cocoa i@u****e 8
Jan Zborowski j****i@s****m 7
Jason Goldberger j****r@g****m 6
Tomás Lenzi 6****o 6
Gonzalo 4****y 5
Ian González i****z@p****m 5
Wojtek Mach w****h 5
Barna Kovacs b****s@t****m 5
Krsto Proroković k****o 4
floatn n****v@g****m 4
Thiago Romano t****o@g****m 3
Tiago Davi t****t@g****m 3
Karol Szuster 4****t 3
John Stewart s****3@g****m 3
AdamT a****1@y****m 3
Danila Poyarkov d****v@d****t 3
t-rutten t****5@g****m 2
Will Vining w****v@v****v 2
Susumu Yamazaki z****2@g****m 2
and 73 more...
Committer Domains (Top 20 + Academic)
qq.com: 2 dashbit.co: 1 oneflow.org: 1 uwucocoa.moe: 1 swmansion.com: 1 tutanota.com: 1 dannote.net: 1 vining.dev: 1 alembic.com.au: 1 troodon-software.com: 1 ckhrysze.net: 1 cargosense.com: 1 sorentwo.com: 1 justinjohnson.io: 1 monoton.space: 1 vankleef.me: 1 gmx.net: 1 deusch.me: 1 kikuken.org: 1 hey.com: 1

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 152
  • Total pull requests: 404
  • Average time to close issues: 3 months
  • Average time to close pull requests: 5 days
  • Total issue authors: 65
  • Total pull request authors: 44
  • Average comments per issue: 2.83
  • Average comments per pull request: 0.75
  • Merged pull requests: 371
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 26
  • Pull requests: 104
  • Average time to close issues: 7 days
  • Average time to close pull requests: 10 days
  • Issue authors: 16
  • Pull request authors: 14
  • Average comments per issue: 2.27
  • Average comments per pull request: 0.54
  • Merged pull requests: 92
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • polvalente (30)
  • josevalim (28)
  • msluszniak (12)
  • ja-b (5)
  • jyc (4)
  • jonatanklosko (4)
  • woodward (3)
  • krstopro (3)
  • Benjamin-Philip (3)
  • petrkozorezov (3)
  • seanmor5 (3)
  • zacky1972 (2)
  • salah-walid (2)
  • samuelmanzanera (2)
  • liamkillingback (2)
Pull Request Authors
  • polvalente (262)
  • jonatanklosko (48)
  • Benjamin-Philip (27)
  • josevalim (22)
  • seanmor5 (13)
  • TomasPegado (11)
  • msluszniak (9)
  • stewartj3 (7)
  • preciz (5)
  • grzuy (5)
  • cocoa-xu (4)
  • kenken-neko (4)
  • krstopro (4)
  • joshprice (3)
  • fhunleth (3)
Top Labels
Issue Labels
kind:feature (18) area:nx (17) area:exla (14) area:torchx (6) kind:chore (5) area:defn (3) kind:bug (3) note:upstream (2) note:discussion (2) note:needs more info (1)
Pull Request Labels

Packages

  • Total packages: 4
  • Total downloads:
    • hex 1,625,382 total
  • Total dependent packages: 56
    (may contain duplicates)
  • Total dependent repositories: 169
    (may contain duplicates)
  • Total versions: 96
  • Total maintainers: 1
hex.pm: nx

Multi-dimensional arrays (tensors) and numerical definitions for Elixir

  • Versions: 25
  • Dependent Packages: 47
  • Dependent Repositories: 137
  • Downloads: 1,052,654 Total
Rankings
Stargazers count: 0.2%
Dependent packages count: 0.6%
Forks count: 1.2%
Dependent repos count: 1.3%
Average: 2.0%
Downloads: 6.6%
Maintainers (1)
elixir_nx
Last synced: 6 months ago
hex.pm: exla

Google's XLA (Accelerated Linear Algebra) compiler/backend for Nx

  • Versions: 25
  • Dependent Packages: 8
  • Dependent Repositories: 25
  • Downloads: 560,752 Total
Rankings
Stargazers count: 0.2%
Forks count: 1.2%
Dependent packages count: 2.5%
Average: 3.2%
Dependent repos count: 3.5%
Downloads: 8.5%
Maintainers (1)
elixir_nx
Last synced: 6 months ago
proxy.golang.org: github.com/elixir-nx/nx
  • Versions: 23
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent packages count: 9.0%
Average: 9.6%
Dependent repos count: 10.2%
Last synced: 6 months ago
hex.pm: torchx

LibTorch bindings and backend for Nx

  • Versions: 23
  • Dependent Packages: 1
  • Dependent Repositories: 7
  • Downloads: 11,976 Total
Rankings
Stargazers count: 0.2%
Forks count: 1.2%
Dependent repos count: 7.3%
Average: 9.8%
Dependent packages count: 10.6%
Downloads: 29.6%
Maintainers (1)
elixir_nx
Last synced: 6 months ago

Dependencies

.github/workflows/ci.yml actions
  • actions/cache v3 composite
  • actions/checkout v2 composite
  • erlef/setup-beam v1 composite
  • ilammy/msvc-dev-cmd v1 composite
exla/mix.exs hex
  • benchee ~> 1.0
  • elixir_make ~> 0.6
  • ex_doc ~> 0.29
  • nx HEAD
  • telemetry ~> 0.4.0 or ~> 1.0
  • xla ~> 0.5.0
exla/mix.lock hex
mix.exs hex
nx/mix.exs hex
nx/mix.lock hex
torchx/mix.exs hex
  • dll_loader_helper_beam ~> 1.0
  • elixir_make ~> 0.6
  • ex_doc ~> 0.29
  • nx HEAD
torchx/mix.lock hex