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https://github.com/thoughtworksinc/deeplearning.scala

A simple library for creating complex neural networks

https://github.com/thoughtworksinc/deeplearning.scala

Science Score: 13.0%

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    Low similarity (11.2%) to scientific vocabulary

Keywords

automatic-differentiation deep-learning deep-neural-networks domain-specific-language dsl functional-programming machine-learning neural-network scala symbolic-computation

Keywords from Contributors

bioinformatics metagenomics distributed mxnet
Last synced: 6 months ago · JSON representation

Repository

A simple library for creating complex neural networks

Basic Info
Statistics
  • Stars: 768
  • Watchers: 73
  • Forks: 86
  • Open Issues: 35
  • Releases: 5
Topics
automatic-differentiation deep-learning deep-neural-networks domain-specific-language dsl functional-programming machine-learning neural-network scala symbolic-computation
Created over 9 years ago · Last pushed over 1 year ago
Metadata Files
Readme License

README.md

DeepLearning.scala ThoughtWorks

Join the chat at https://gitter.im/ThoughtWorksInc/DeepLearning.scala Build Status Latest version Scaladoc

DeepLearning.scala is a simple library for creating complex neural networks from object-oriented and functional programming constructs.

  • DeepLearning.scala runs on JVM, can be used either in standalone JVM applications or a Jupyter Notebooks.
  • DeepLearning.scala is expressive. Various types of neural network layers can be created by composing map, reduce or other higher order functions.
  • DeepLearning.scala supports plugins. There are various plugins providing algorithms, models, hyperparameters or other features.
  • All the above features are statically type checked.

Features

Differentiable programming

Like other deep learning toolkits, DeepLearning.scala allows you to build neural networks from mathematical formulas. It supports floats, doubles, GPU-accelerated N-dimensional arrays, and calculates derivatives of the weights in the formulas.

Dynamic neural networks

Unlike some other deep learning toolkits, the structure of neural networks in DeepLearning.scala is dynamically determined during running. Our neural networks are programs. All Scala features, including functions, expressions and control flows, are available in neural networks.

For example:

``` scala def ordinaryScalaFunction(a: INDArray): Boolean = { a.signnum.sumT > math.random }

def myDynamicNeuralNetwork(input: INDArray) = INDArrayLayer(monadic[Do] { val outputOfLayer1 = layer1(input).forward.each if (ordinaryScalaFunction(outputOfLayer1.data)) { dynamicallySelectedLayer2(outputOfLayer1).forward.each } else { dynamicallySelectedLayer3(outputOfLayer1).forward.each } }) ```

The above neural network will go into different subnetworks according to an ordinary Scala function.

With the ability of creating dynamic neural networks, regular programmers are able to build complex neural networks from simple code. You write code almost as usual, the only difference being that code based on DeepLearning.scala is differentiable, which enables such code to evolve by modifying its parameters continuously.

Functional programming

DeepLearning.scala 2.0 is based on Monads, which are composable, thus a complex layer can be built from primitive operators or higher order functions like map/reduce. Along with the Monad, we provide an Applicative type class, to perform multiple calculations in parallel.

For example, the previous example can be rewritten in higher-order function style as following:

scala def myDynamicNeuralNetwork(input: INDArray) = INDArrayLayer { layer1(input).forward.flatMap { outputOfLayer1 => if (ordinaryScalaFunction(outputOfLayer1.data)) { dynamicallySelectedLayer2(outputOfLayer1).forward } else { dynamicallySelectedLayer3(outputOfLayer1).forward } } }

The key construct in DeepLearning.scala 2.0 is the dependent type class DeepLearning, which witnesses a differentiable expression. In other words, given the DeepLearning type class instance, you can activate the deep learning ability of any type.

Object-oriented programming

The code base of DeepLearning.scala 2.0 is organized according to Dependent Object Type calculus (DOT). All features are provided as mixin-able plugins. A plugin is able to change APIs and behaviors of all DeepLearning.scala types. This approach not only resolves expression problem, but also gives plugins the additional ability of virtually depending on other plugins.

For example, when a plugin author is creating the Adagrad optimizer plugin, he does not have to explicitly call functions related to learning rate. However, once a plugin user enables both the Adagrad plugin and the FixedLearningRate plugin, then computation in FixedLearningRate will get called eventually when the Adagrad optimization is executed.

Roadmap

v2.0

Version 2.0 is the current version with all of the above features.

v3.0

  • Support element-wise map/reduce and other higher-order functions on GPU.
  • Support distributed models and distributed training on Spark.

Links

Acknowledgements

DeepLearning.scala is sponsored by ThoughtWorks.

DeepLearning.scala is heavily inspired by my colleague @MarisaKirisame. Originally, we worked together on a prototype of a deep learning framework, and eventually split our work into this project and DeepDarkFantasy. Other contributors can be found at here.

Related projects

  • Shapeless provides a solid foundation for type-level programming used in DeepLearning.scala.
  • Scalaz and Algebra provides type classes used in DeepLearning.scala.
  • ThoughtWorks Each provides async/await-like syntax. You may want to use it to control your training process in an imperative style.
  • nd4j provides numerical computing used in DeepLearning.scala 2.0.
  • Compute.scala provides numerical computing used in DeepLearning.scala 3.0.
  • RAII.scala, future.scala and tryt.scala provides monadic asynchronous resource management used in DeepLearning.scala.
  • Plugins of DeepLearning.scala are based on Factory and other dependent type classes in feature.scala.
  • Import.scala is a Scala compiler plugin that enables magic imports. You may need it in those sbt project use DeepLearning.scala plugin hosted on Github Gist.
  • DeepLearning.scala can run in Jupyter Scala or Ammonite.
  • The unit tests of DeepLearning.scala are written in ScalaTest and example.scala syntax.
  • Some type classes in DeepLearning.scala are created by simulacrum's @typeclass annotation.

Owner

  • Name: Thoughtworks incubator
  • Login: ThoughtWorksInc
  • Kind: organization
  • Location: Earth

This is our sandbox GitHub organization for short-term experiments. For our main Github organisation, please visit @thoughtworks.

GitHub Events

Total
  • Issues event: 1
  • Watch event: 4
  • Fork event: 1
Last Year
  • Issues event: 1
  • Watch event: 4
  • Fork event: 1

Committers

Last synced: 9 months ago

All Time
  • Total Commits: 1,587
  • Total Committers: 18
  • Avg Commits per committer: 88.167
  • Development Distribution Score (DDS): 0.166
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Yang Bo a****g@t****m 1,323
张志豪 i****o@h****m 137
travis@localhost t****s@l****t 66
rabenda r****n@g****m 13
zxiy z****u@1****m 13
chank f****n@q****m 9
Travis CI User t****s@e****g 8
Shao Cheng a****c@g****m 6
Scala Steward me@s****g 2
Matthew Liu m****u@t****m 2
fcbai p****g@1****m 1
The Gitter Badger b****r@g****m 1
Stephen Samuel s****m@s****m 1
Martin Mauch m****h@g****m 1
Jan Vincent Liwanag j****g@g****m 1
gdemelo g****m@d****g 1
tw-data-china t****a@t****m 1
雾雨魔理沙 l****a@m****e 1
Committer Domains (Top 20 + Academic)
thoughtworks.com: 3 marisa.moe: 1 demelo.org: 1 sksamuel.com: 1 gitter.im: 1 163.com: 1 scala-steward.org: 1 example.org: 1 qq.com: 1 126.com: 1

Issues and Pull Requests

Last synced: 9 months ago

All Time
  • Total issues: 58
  • Total pull requests: 915
  • Average time to close issues: 8 months
  • Average time to close pull requests: 3 months
  • Total issue authors: 4
  • Total pull request authors: 3
  • Average comments per issue: 0.64
  • Average comments per pull request: 0.17
  • Merged pull requests: 389
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 1
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 1
  • Average comments per issue: 0
  • Average comments per pull request: 0.0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
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Top Authors
Issue Authors
  • Atry (2)
  • doofin (2)
  • Iltotore (1)
  • InonS (1)
Pull Request Authors
  • scala-steward (72)
  • Atry (30)
  • nightscape (1)
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Packages

  • Total packages: 100
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Implicit conversion functions that convert from native types to differentiable layers and batches.

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Implicit conversion functions that convert from native types to differentiable layers and batches.

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Implicit conversion functions that convert from native types to differentiable layers and tapees.

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Implicit conversion functions that convert from native types to differentiable layers and tapees.

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repo1.maven.org: com.thoughtworks.deeplearning:plugins-rawindarraylayers_2.11

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repo1.maven.org: com.thoughtworks.deeplearning:logs_2.11

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repo1.maven.org: com.thoughtworks.deeplearning:differentiable-float_2.12

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Average: 19.5%
Dependent packages count: 22.4%
Dependent repos count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:tapefactories_2.11

tapefactories

  • Versions: 5
  • Dependent Packages: 2
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 19.5%
Dependent packages count: 22.4%
Dependent repos count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:differentiableint_2.10

DifferentiableInt

  • Versions: 13
  • Dependent Packages: 2
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 19.5%
Dependent packages count: 22.4%
Dependent repos count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:bpboolean_2.11

BpBoolean

  • Versions: 1
  • Dependent Packages: 2
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 19.5%
Dependent packages count: 22.4%
Dependent repos count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:caller_2.11

Caller

  • Versions: 4
  • Dependent Packages: 2
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 19.5%
Dependent packages count: 22.4%
Dependent repos count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:plugins-cumulativedoublelayers_2.12

plugins-CumulativeDoubleLayers

  • Versions: 12
  • Dependent Packages: 2
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 19.5%
Dependent packages count: 22.4%
Dependent repos count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:nd4j-macosx-x86_64-cuda-7_5

nd4j-macosx-x86_64-cuda-7_5

  • Versions: 2
  • Dependent Packages: 2
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 19.5%
Dependent packages count: 22.4%
Dependent repos count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:nd4j-linux-ppc64le-cuda-7_5

nd4j-linux-ppc64le-cuda-7_5

  • Versions: 2
  • Dependent Packages: 2
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 19.5%
Dependent packages count: 22.4%
Dependent repos count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:differentiable-float_2.11

differentiable-Float

  • Versions: 5
  • Dependent Packages: 2
  • Dependent Repositories: 0
Rankings
Stargazers count: 10.4%
Forks count: 13.4%
Average: 19.5%
Dependent packages count: 22.4%
Dependent repos count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:differentiabledouble_2.11

DifferentiableDouble

  • Versions: 13
  • Dependent Packages: 2
  • Dependent Repositories: 0
Rankings
Stargazers count: 10.4%
Forks count: 13.4%
Average: 19.5%
Dependent packages count: 22.4%
Dependent repos count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:buffered-layer_2.10

buffered-layer

  • Versions: 4
  • Dependent Packages: 2
  • Dependent Repositories: 0
Rankings
Stargazers count: 10.4%
Forks count: 13.4%
Average: 19.5%
Dependent packages count: 22.4%
Dependent repos count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:double_2.11

double

  • Versions: 4
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 21.9%
Dependent repos count: 32.0%
Dependent packages count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:plugins-cumulativefloatlayers_2.12

plugins-CumulativeFloatLayers

  • Versions: 12
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 21.9%
Dependent repos count: 32.0%
Dependent packages count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:plugins-doubleweights_2.12

plugins-DoubleWeights

  • Versions: 15
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 21.9%
Dependent repos count: 32.0%
Dependent packages count: 32.0%
Last synced: 7 months ago
repo1.maven.org: com.thoughtworks.deeplearning:bpdouble_2.10

BpDouble

  • Versions: 1
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 21.9%
Dependent repos count: 32.0%
Dependent packages count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:plugins-cumulativefloatlayers_2.11

plugins-CumulativeFloatLayers

  • Versions: 12
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 21.9%
Dependent repos count: 32.0%
Dependent packages count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:plugins-names_2.12

plugins-Names

  • Versions: 8
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 21.9%
Dependent repos count: 32.0%
Dependent packages count: 32.0%
Last synced: about 1 year ago
repo1.maven.org: com.thoughtworks.deeplearning:bpdouble_2.11

BpDouble

  • Versions: 1
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 21.9%
Dependent repos count: 32.0%
Dependent packages count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:plugins-doubleweights_2.11

plugins-DoubleWeights

  • Versions: 15
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 21.9%
Dependent repos count: 32.0%
Dependent packages count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:double_2.10

double

  • Versions: 4
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 10.4%
Forks count: 13.4%
Average: 21.9%
Dependent repos count: 32.0%
Dependent packages count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:differentiableint_2.12

DifferentiableInt

  • Versions: 9
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 10.4%
Forks count: 13.4%
Average: 21.9%
Dependent repos count: 32.0%
Dependent packages count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:differentiableseq_2.10

DifferentiableSeq

  • Versions: 13
  • Dependent Packages: 1
  • Dependent Repositories: 0
Rankings
Stargazers count: 10.4%
Forks count: 13.4%
Average: 21.9%
Dependent repos count: 32.0%
Dependent packages count: 32.0%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:sbt-nd4j_2.11

sbt-nd4j

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:seq_2.11

seq

  • Versions: 3
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:unidoc_2.12

unidoc

  • Versions: 14
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:differentiablenothing_2.11

DifferentiableNothing

  • Versions: 13
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:differentiablecoproduct_2.10

DifferentiableCoproduct

  • Versions: 13
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:nd4j-linux-x86_64-cuda-8_0

nd4j-linux-x86_64-cuda-8_0

  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:bphlist_2.11

BpHList

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:bpcoproduct_2.11

BpCoproduct

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:differentiable_2.11

differentiable

  • Versions: 5
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:jupyter-differentiable_2.12

jupyter-differentiable

  • Versions: 4
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:nd4j-macosx-x86_64-cuda-8_0

nd4j-macosx-x86_64-cuda-8_0

  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:differentiablecoproduct_2.11

DifferentiableCoproduct

  • Versions: 13
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:nd4j-macosx-x86_64-native

nd4j-macosx-x86_64-native

  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:dynamic-cast_2.10

dynamic-cast

  • Versions: 3
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:unidoc_2.10

unidoc

  • Versions: 18
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 7 months ago
repo1.maven.org: com.thoughtworks.deeplearning:hlist_2.11

hlist

  • Versions: 4
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:differentiable_2.12

differentiable

  • Versions: 5
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:differentiablenothing_2.12

DifferentiableNothing

  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:dynamic-cast_2.11

dynamic-cast

  • Versions: 3
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:nd4j-android-x86-native

nd4j-android-x86-native

  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:bpnothing_2.10

BpNothing

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:plugins-builtins_2.12

plugins-Builtins

  • Versions: 15
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:bp2darray_2.10

Bp2DArray

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:nd4j-windows-x86_64-cuda-8_0

nd4j-windows-x86_64-cuda-8_0

  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:bpany_2.10

BpAny

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:bpnothing_2.11

BpNothing

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:unidoc_2.11

unidoc

  • Versions: 23
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:coproduct_2.10

coproduct

  • Versions: 4
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:bphlist_2.10

BpHList

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:nd4j-linux-ppc64le-native

nd4j-linux-ppc64le-native

  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:differentiablefloat_2.10

DifferentiableFloat

  • Versions: 12
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 9.9%
Forks count: 13.8%
Average: 26.1%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:differentiablehlist_2.10

DifferentiableHList

  • Versions: 13
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 10.4%
Forks count: 13.4%
Average: 26.2%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:differentiablefloat_2.12

DifferentiableFloat

  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 10.4%
Forks count: 13.4%
Average: 26.2%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:bpseq_2.10

BpSeq

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 10.4%
Forks count: 13.4%
Average: 26.2%
Dependent repos count: 32.0%
Dependent packages count: 48.9%
Last synced: 6 months ago
repo1.maven.org: com.thoughtworks.deeplearning:array2d_2.11

array2D

  • Versions: 4
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 32.0%
Average: 40.4%
Dependent packages count: 48.9%
Last synced: 6 months ago