On 10/02/2018 12:01 PM, Gael Varoquaux wrote:
So, the problems of pickle are not specific to pickle, but rather
intrinsic to any generic persistence code [*]. Writing persistence code that
does not fall in these problems is very costly in terms of developer time
and makes it harder to add new methods or improve existing one. I am not
excited about it.
I think having solution is to have MS, FB, Amazon, IBM, Nvidia, intel,...
maintain our generic persistent code is a decent deal for us */if/* it
works out ;)
https://onnx.ai/
(MS is providing sklearn to ONNX converters and is extending ONNX to
allow for more sklearn estimators to be expressed in ONNX).
Containers are a reasonable fallback, though.
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