Swift for TensorFlow

E97037

Swift for TensorFlow is an experimental machine learning platform that integrates TensorFlow directly into the Swift programming language to enable differentiable programming and high-performance model development.

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Observed surface forms (1)

Surface form Occurrences
TensorFlow runtime bindings 1

Statements (49)

Predicate Object
instanceOf differentiable programming platform
experimental software project
machine learning framework
open-source project
aimsTo enable high-performance machine learning
integrate machine learning into general-purpose programming
provide first-class differentiable programming in Swift
announcedBy Chris Lattner
basedOn Swift
developedBy Google
TensorFlow
surface form: TensorFlow team
discontinued true
enables compiling models for accelerators
training neural networks in Swift
writing differentiable Swift functions
hasComponent Swift compiler modifications
Swift for TensorFlow self-linksurface differs
surface form: TensorFlow runtime bindings

model training APIs
standard library additions
integratesWith TensorFlow
license Apache License 2.0
partOf TensorFlow ecosystem
programmingLanguage Swift
relatedTo JAX
PyTorch
TensorFlow
repository https://github.com/tensorflow/swift
status archived
experimental
supportsDomain deep learning
numerical computing
supportsFeature GPU acceleration
Python interoperability
TPU acceleration
automatic differentiation
custom differentiable types
differentiable programming
eager execution
first-class gradients
graph execution
model inference
model training
supportsLanguage Swift
targetUser machine learning engineers
machine learning researchers
systems programmers
usesConcept protocol-oriented programming
static typing
value semantics

Referenced by (2)

Full triples — surface form annotated when it differs from this entity's canonical label.

Swift for TensorFlow hasComponent Swift for TensorFlow self-linksurface differs
this entity surface form: TensorFlow runtime bindings
Swift influenced Swift for TensorFlow
subject surface form: Swift (programming language)