NumPyro Release We’re excited to announce the release of NumPyro, a NumPy-backed Pyro using JAX for automatic differentiation and JIT compilation, with over 100x speedup for HMC and NUTS! See the examples and documentation for more details. Pyro is a universal probabilistic programming language (PPL) written in Python and supported by PyTorch on the backend. Pyro enables flexible and expressive de
polysemy is a library for writing high-power, low-boilerplate domain specific languages. It allows you to separate your business logic from your implementation details. And in doing so, polysemy lets you turn your implementation code into reusable library code. It's like mtl but composes better, requires less boilerplate, and avoids the O(n^2) instances problem. It's like freer-simple but more pow
Has anyone previously proposed a Algebraic Effects (e.g. Eff like handlers of continuations) for ECMAScript? #lazyweb I could only find variations that aren't quite this. I'm specifically looking at the OCaml implementation for inspiration: kcsrk.info/ocaml/multicore/2015/05/20/effects-multicore kcsrk.info/slides/multicore_fb16.pdf I'm not proposing the multicore aspect of this but just the delimi
Algebraic Effects for the Rest of UsJuly 21, 2019 Have you heard about algebraic effects? My first attempts to figure out what they are or why I should care about them were unsuccessful. I found a few pdfs but they only confused me more. (There’s something about academic pdfs that makes me sleepy.) But my colleague Sebastian kept referring to them as a mental model for some things we do inside of
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