opencl: GPU support in Stan via OpenCL

In brms: Bayesian Regression Models using 'Stan'

GPU support in Stan via OpenCL

Description

Use OpenCL for GPU support in Stan via the brms interface. Only some Stan functions can be run on a GPU at this point and so a lot of brms models won't benefit from OpenCL for now.

Usage

opencl(ids = NULL)

Arguments

ids	(integer vector of length 2) The platform and device IDs of the OpenCL device to use for fitting. If you don't know the IDs of your OpenCL device, c(0,0) is most likely what you need.

Details

For more details on OpenCL in Stan, check out https://mc-stan.org/docs/2_26/cmdstan-guide/parallelization.html#opencl as well as https://mc-stan.org/docs/2_26/stan-users-guide/opencl.html.

Value

A brmsopencl object which can be passed to the opencl argument of brm and related functions.

Examples

## Not run: 
# this model just serves as an illustration
# OpenCL may not actually speed things up here
fit <- brm(count ~ zAge + zBase * Trt + (1|patient),
           data = epilepsy, family = poisson(),
           chains = 2, cores = 2, opencl = opencl(c(0, 0)),
           backend = "cmdstanr")
summary(fit)

## End(Not run)

brms documentation built on Sept. 23, 2024, 5:08 p.m.