Pyro
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
One-shot Delimited Continuations with Effect Handlers
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 Us — overreacted
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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GitHub - maciejpirog/cpp-effects: Effect handlers in C++
GitHub - donald-pinckney/WasmContinuations
GitHub - briancavalier/fx-ts: Computational environments and effects for TypeScript
GitHub - nythrox/effects.js: Algebraic effects in javascript with scoped handlers, multishot delimited continuations, stack safety, do notation and higher-order effects
GitHub - polysemy-research/polysemy: :gemini: higher-order, no-boilerplate monads
