Packages

  • package root
    Definition Classes
    root
  • package lamp

    Lamp provides utilities to build state of the art machine learning applications

    Lamp provides utilities to build state of the art machine learning applications

    Overview

    Notable types and packages:

    • lamp.STen is a memory managed wrapper around aten.ATen, an off the heap, native n-dimensionl array backed by libtorch.
    • lamp.autograd implements reverse mode automatic differentiation.
    • lamp.nn contains neural network building blocks, see e.g. lamp.nn.Linear.
    • lamp.data.IOLoops implements a training loop and other data related abstractions.
    • lamp.knn implements k-nearest neighbor search on the CPU and GPU
    • lamp.umap.Umap implements the UMAP dimension reduction algorithm
    • lamp.onnx implements serialization of computation graphs into ONNX format
    • lamp.io contains CSV and NPY readers
    How to get data into lamp

    Use one of the file readers in lamp.io or one of the factories in lamp.STen$.

    How to define a custom neural network layer

    See the documentation on lamp.nn.GenericModule

    How to compose neural network layers

    See the documentation on lamp.nn

    How to train models

    See the training loops in lamp.data.IOLoops

    Definition Classes
    root
  • package data
    Definition Classes
    lamp
  • CPU
  • CudaDevice
  • Device
  • DoublePrecision
  • FloatingPointPrecision
  • HalfPrecision
  • Movable
  • STen
  • STenOptions
  • Scope
  • SinglePrecision
  • TensorHelpers

object Scope

Linear Supertypes
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Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
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  2. final def ##(): Int
    Definition Classes
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  3. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  4. def apply[A](op: (Scope) ⇒ A)(implicit arg0: Movable[A], parent: Scope): A

    Create new Scope bound to an anonymous function.

    Create new Scope bound to an anonymous function.

    Will release when the function returns. Return values of the function are moved to the parent scope. Return values must conform to the lamp.Movable type class.

  5. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  6. def bracket[A](parent: Scope)(use: (Scope) ⇒ IO[A])(implicit arg0: Movable[A]): IO[A]

    Create new Scope bound to a cats-effect IO.

    Create new Scope bound to a cats-effect IO.

    Will release when the IO finishes. Return values of the IO are moved to the parent scope.

  7. def bracket[A](use: (Scope) ⇒ IO[A])(implicit arg0: Movable[A], parent: Scope): IO[A]

    Create new Scope bound to a cats-effect IO.

    Create new Scope bound to a cats-effect IO.

    Will release when the IO finishes. Return values of the IO are moved to the parent scope.

  8. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
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    Annotations
    @throws( ... ) @native()
  9. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  10. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  11. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
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    Annotations
    @throws( classOf[java.lang.Throwable] )
  12. def free: Scope

    Create new free standing Scope, not bound to any lexical scope.

  13. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  14. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  15. def inResource: Resource[IO, Scope]

    Create new Scope bound to a cats-effect Resource.

    Create new Scope bound to a cats-effect Resource.

    Will release when the cats-effect Resource cleans up.

  16. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  17. def leak[A](op: (Scope) ⇒ A): A

    Create new Scope bound to an anonymous function.

    Create new Scope bound to an anonymous function. May leak resources.

    Will release when the function returns. Return values are *not* moved to any parent scope.

    This method exists to return GC-managed values from a Scope block.

  18. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  19. final def notify(): Unit
    Definition Classes
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    Annotations
    @native()
  20. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  21. def root[A](op: (Scope) ⇒ Unit): Unit

    Create new Scope bound to an anonymous function.

    Create new Scope bound to an anonymous function. Returns nothing.

    Will release when the function returns.

  22. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  23. def toString(): String
    Definition Classes
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  24. final def wait(): Unit
    Definition Classes
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    Annotations
    @throws( ... )
  25. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
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    @throws( ... )
  26. final def wait(arg0: Long): Unit
    Definition Classes
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    @throws( ... ) @native()

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