Hi swift-users,
I’m sharing a project I created in academia. DLVM is a modern compiler
infrastructure for deep learning systems, inspired obviously by LLVM and SIL.
DLVM has a linear algebra IR, automatic differentiation, domain-specific
optimizations and a CPU/GPU code generator. NNKit, a staged linear algebra DSL
embedded in Swift (described in the paper), targets DLVM for optimizations and
code generation.
The project is written entirely in Swift!
Here are some related publications:
1. DLVM: A modern compiler framework for neural network DSLs
- Will be presented at the ML Systems Workshop at NIPS 2017
2. DLVM: A modern compiler infrastructure for deep learning systems
- Pre-print: https://arxiv.org/abs/1711.03016
<https://arxiv.org/abs/1711.03016>
For more information, please visit:
http://dlvm.org <http://dlvm.org/>
-Richard
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