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Re:Keras vs PyTorch by amelius on Thursday June 28, 2018 @08:15AM (#17416215)
Well, apparently :) They say: We believe that machine learning tools are so important that they deserve a first-class language and a compiler.

However, I'd like to see some numbers on how more efficient it is to build a graph in advance, given that the lion's share of the computations will be in tensor math anyway (which can be heavily optimized, and is independent of the graph).

Re:Keras vs PyTorch by liuliu on Thursday June 28, 2018 @03:15PM (#17419665)
The problem is that if you build the graph as-you-go, dataflow graph optimizations cannot be done efficiently (some high level optimizations such as data layout optimization, automatic data / model parallelism etc.). Swift can do all these because the compiler can extract the graph out ahead of time.