SGMCMCJax
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How to use SGMCMCJax
Overview
Build a sampler function
Build a transition kernel
Build a diffusion solver
Examples
Gaussian posterior
Logistic Regression
Bayesian Neural Network
Flax CNN
Sample from a PyMC model using SGMCMCJax
Samplers
SGMCMC samplers
Add a sampler to SGMCMCJax
Add a sampler
Special cases
FAQ
Frequently asked questions
API
Kernels
Diffusions
Samplers
Gradient estimation
Optimizer
Utility functions
Kernel Stein Discrepancy
SGMCMCJax
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Index
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Index
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B
badodab() (in module sgmcmcjax.diffusions)
baoab() (in module sgmcmcjax.diffusions)
build_badodab_kernel() (in module sgmcmcjax.kernels)
build_badodabCV_kernel() (in module sgmcmcjax.kernels)
build_baoab_kernel() (in module sgmcmcjax.kernels)
build_grad_log_post() (in module sgmcmcjax.util)
build_gradient_estimation_fn() (in module sgmcmcjax.gradient_estimation)
build_gradient_estimation_fn_CV() (in module sgmcmcjax.gradient_estimation)
build_gradient_estimation_fn_SVRG() (in module sgmcmcjax.gradient_estimation)
build_psgld_kernel() (in module sgmcmcjax.kernels)
build_sghmc_kernel() (in module sgmcmcjax.kernels)
build_sghmc_SVRG_kernel() (in module sgmcmcjax.kernels)
build_sghmcCV_kernel() (in module sgmcmcjax.kernels)
build_sgld_kernel() (in module sgmcmcjax.kernels)
build_sgld_SVRG_kernel() (in module sgmcmcjax.kernels)
build_sgldAdam_kernel() (in module sgmcmcjax.kernels)
build_sgldCV_kernel() (in module sgmcmcjax.kernels)
build_sgnht_kernel() (in module sgmcmcjax.kernels)
build_sgnhtCV_kernel() (in module sgmcmcjax.kernels)
C
cyclical_schedule() (in module sgmcmcjax.diffusions)
D
diffusion_factory() (in module sgmcmcjax.diffusion_util)
I
imq_KSD() (in module sgmcmcjax.ksd)
K
k_0_fun() (in module sgmcmcjax.ksd)
M
module
sgmcmcjax.diffusion_util
sgmcmcjax.diffusions
sgmcmcjax.gradient_estimation
sgmcmcjax.kernels
sgmcmcjax.ksd
sgmcmcjax.samplers
sgmcmcjax.util
P
progress_bar_scan() (in module sgmcmcjax.util)
psgld() (in module sgmcmcjax.diffusions)
R
run_loop() (in module sgmcmcjax.util)
S
sghmc() (in module sgmcmcjax.diffusions)
sgld() (in module sgmcmcjax.diffusions)
sgldAdam() (in module sgmcmcjax.diffusions)
sgmcmc_sampler() (in module sgmcmcjax.samplers)
sgmcmcjax.diffusion_util
module
sgmcmcjax.diffusions
module
sgmcmcjax.gradient_estimation
module
sgmcmcjax.kernels
module
sgmcmcjax.ksd
module
sgmcmcjax.samplers
module
sgmcmcjax.util
module
sgnht() (in module sgmcmcjax.diffusions)
W
welling_teh_schedule() (in module sgmcmcjax.diffusions)
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