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Kotlin𝛁


Summary:
Kotlin𝛁 is a framework for type-safe automatic differentiation in the Kotlin language. It allows users to express differentiable programs with higher-dimensional data structures and operators. We attempt to restrict syntactically valid constructions to those which are algebraically valid and can be checked at compile-time. By enforcing these constraints in the type system, it eliminates certain classes of runtime errors that may occur during the execution of a differentiable program. Due to type-inference in the language, most types may be safely omitted by the end user. Kotlin𝛁 strives to be expressive, safe, and notationally similar to mathematics.

URL: https://github.com/breandan/kotlingrad

Developers:
  • Breandan Considine

Method: Operator overloading
 
Supported Language: Kotlin

Supported Platforms:
  • Windows
  • Unix/Linux
  • Mac
  • Application Server


Licensing: open source

Entries in our publication database that actually use Kotlin𝛁 in the numerical experiments:  0

The following diagram shows these entries versus the year of the publication.

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