TuringLang / TuringLang/AbstractMCMC.jl
Provide standard API to get **one sample** in a "structured" way
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- Dominant language
- Julia
- Stars
- 108
- Forks
- 20
- PR merge metrics
- No merged PRs in 30d
Description
Hey,
This might be me wanting crazy things again but here is my proposal:
Should we provide an abstract function (to overload), taking state, sample and model to return samples in a predefined way.
Let me give an example. Given a Turing model
@model function mymodel(x, y)
s ~ Gamma(1, 1)
w ~ Normal(0, s)
y ~ MvNormal(x .* w, 1)
end
x = rand(5)
y = rand(5)
there would be a function which given the current sample and model returns (s=0.354123, w=0.154658)
The motivation behind this is to make more "universal" callback functions (the callback mafia is here again). Right now defining a callback function needs to be tailored for each model.
However having a to_named_tuple (which would be optional to implement), would allow to build many more generic functions built upon AbstractMCMC.
So I am pretty sure I am missing out why this is not making sense or that I am missing the bigger picture and I would be happy to hear why I am terribly wrong about this :)
PS: The NamedTuple is just a proposition, my proposal is more about having a convention about the output.
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Review the existing AbstractMCMC callback conventions and the proposed inputs of state, sample, and model. The issue is complete only when the project agrees on a structured single-sample API, including its output convention and implementation scope.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- julia
- Domain
- api
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 25/100