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DifferentiationInterfaceTest

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DifferentiationInterfaceStable Dev
DifferentiationInterfaceTestStable Dev

Testing and benchmarking utilities for automatic differentiation (AD) in Julia, based on DifferentiationInterface.

Goal

Make it easy to know, for a given function:

  • which AD backends can differentiate it
  • how fast they can do it

Features

  • Predefined or custom test scenarios
  • Correctness tests
  • Type stability tests
  • Count calls to the function
  • Benchmark runtime and allocations
  • Scenarios with weird array types (GPU, static, components) in package extensions

Installation

To install the stable version of the package, run the following code in a Julia REPL:

using Pkg

Pkg.add("DifferentiationInterfaceTest")

To install the development version, run this instead:

using Pkg

Pkg.add(
    url="https://github.com/gdalle/DifferentiationInterface.jl",
    subdir="DifferentiationInterface"
)
    
Pkg.add(
    url="https://github.com/gdalle/DifferentiationInterface.jl",
    subdir="DifferentiationInterfaceTest"
)