CmdStanPy
v0.9.67
Overview
Installation
“Hello, World”
Stan Models in CmdStanPy
MCMC Sampling
Run Generated Quantities
Maximum Likelihood Estimation
Variational Inference
Under the Hood
API Reference
CmdStanPy
Docs
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Index
Edit on GitHub
Index
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__delattr__ (cmdstanpy.CmdStanGQ attribute)
(cmdstanpy.CmdStanMCMC attribute)
(cmdstanpy.CmdStanMLE attribute)
(cmdstanpy.CmdStanModel attribute)
(cmdstanpy.CmdStanVB attribute)
(cmdstanpy.stanfit.RunSet attribute)
__dir__() (cmdstanpy.CmdStanGQ method)
(cmdstanpy.CmdStanMCMC method)
(cmdstanpy.CmdStanMLE method)
(cmdstanpy.CmdStanModel method)
(cmdstanpy.CmdStanVB method)
(cmdstanpy.stanfit.RunSet method)
__eq__ (cmdstanpy.CmdStanGQ attribute)
(cmdstanpy.CmdStanMCMC attribute)
(cmdstanpy.CmdStanMLE attribute)
(cmdstanpy.CmdStanModel attribute)
(cmdstanpy.CmdStanVB attribute)
(cmdstanpy.stanfit.RunSet attribute)
__format__() (cmdstanpy.CmdStanGQ method)
(cmdstanpy.CmdStanMCMC method)
(cmdstanpy.CmdStanMLE method)
(cmdstanpy.CmdStanModel method)
(cmdstanpy.CmdStanVB method)
(cmdstanpy.stanfit.RunSet method)
__ge__ (cmdstanpy.CmdStanGQ attribute)
(cmdstanpy.CmdStanMCMC attribute)
(cmdstanpy.CmdStanMLE attribute)
(cmdstanpy.CmdStanModel attribute)
(cmdstanpy.CmdStanVB attribute)
(cmdstanpy.stanfit.RunSet attribute)
__getattribute__ (cmdstanpy.CmdStanGQ attribute)
(cmdstanpy.CmdStanMCMC attribute)
(cmdstanpy.CmdStanMLE attribute)
(cmdstanpy.CmdStanModel attribute)
(cmdstanpy.CmdStanVB attribute)
(cmdstanpy.stanfit.RunSet attribute)
__gt__ (cmdstanpy.CmdStanGQ attribute)
(cmdstanpy.CmdStanMCMC attribute)
(cmdstanpy.CmdStanMLE attribute)
(cmdstanpy.CmdStanModel attribute)
(cmdstanpy.CmdStanVB attribute)
(cmdstanpy.stanfit.RunSet attribute)
__hash__ (cmdstanpy.CmdStanGQ attribute)
(cmdstanpy.CmdStanMCMC attribute)
(cmdstanpy.CmdStanMLE attribute)
(cmdstanpy.CmdStanModel attribute)
(cmdstanpy.CmdStanVB attribute)
(cmdstanpy.stanfit.RunSet attribute)
__init__() (cmdstanpy.CmdStanGQ method)
(cmdstanpy.CmdStanMCMC method)
(cmdstanpy.CmdStanMLE method)
(cmdstanpy.CmdStanModel method)
(cmdstanpy.CmdStanVB method)
(cmdstanpy.stanfit.RunSet method)
__init_subclass__() (cmdstanpy.CmdStanGQ method)
(cmdstanpy.CmdStanMCMC method)
(cmdstanpy.CmdStanMLE method)
(cmdstanpy.CmdStanModel method)
(cmdstanpy.CmdStanVB method)
(cmdstanpy.stanfit.RunSet method)
__le__ (cmdstanpy.CmdStanGQ attribute)
(cmdstanpy.CmdStanMCMC attribute)
(cmdstanpy.CmdStanMLE attribute)
(cmdstanpy.CmdStanModel attribute)
(cmdstanpy.CmdStanVB attribute)
(cmdstanpy.stanfit.RunSet attribute)
__lt__ (cmdstanpy.CmdStanGQ attribute)
(cmdstanpy.CmdStanMCMC attribute)
(cmdstanpy.CmdStanMLE attribute)
(cmdstanpy.CmdStanModel attribute)
(cmdstanpy.CmdStanVB attribute)
(cmdstanpy.stanfit.RunSet attribute)
__ne__ (cmdstanpy.CmdStanGQ attribute)
(cmdstanpy.CmdStanMCMC attribute)
(cmdstanpy.CmdStanMLE attribute)
(cmdstanpy.CmdStanModel attribute)
(cmdstanpy.CmdStanVB attribute)
(cmdstanpy.stanfit.RunSet attribute)
__new__() (cmdstanpy.CmdStanGQ method)
(cmdstanpy.CmdStanMCMC method)
(cmdstanpy.CmdStanMLE method)
(cmdstanpy.CmdStanModel method)
(cmdstanpy.CmdStanVB method)
(cmdstanpy.stanfit.RunSet method)
__reduce__() (cmdstanpy.CmdStanGQ method)
(cmdstanpy.CmdStanMCMC method)
(cmdstanpy.CmdStanMLE method)
(cmdstanpy.CmdStanModel method)
(cmdstanpy.CmdStanVB method)
(cmdstanpy.stanfit.RunSet method)
__reduce_ex__() (cmdstanpy.CmdStanGQ method)
(cmdstanpy.CmdStanMCMC method)
(cmdstanpy.CmdStanMLE method)
(cmdstanpy.CmdStanModel method)
(cmdstanpy.CmdStanVB method)
(cmdstanpy.stanfit.RunSet method)
__repr__() (cmdstanpy.CmdStanGQ method)
(cmdstanpy.CmdStanMCMC method)
(cmdstanpy.CmdStanMLE method)
(cmdstanpy.CmdStanModel method)
(cmdstanpy.CmdStanVB method)
(cmdstanpy.stanfit.RunSet method)
__setattr__ (cmdstanpy.CmdStanGQ attribute)
(cmdstanpy.CmdStanMCMC attribute)
(cmdstanpy.CmdStanMLE attribute)
(cmdstanpy.CmdStanModel attribute)
(cmdstanpy.CmdStanVB attribute)
(cmdstanpy.stanfit.RunSet attribute)
__sizeof__() (cmdstanpy.CmdStanGQ method)
(cmdstanpy.CmdStanMCMC method)
(cmdstanpy.CmdStanMLE method)
(cmdstanpy.CmdStanModel method)
(cmdstanpy.CmdStanVB method)
(cmdstanpy.stanfit.RunSet method)
__str__ (cmdstanpy.CmdStanGQ attribute)
(cmdstanpy.CmdStanMCMC attribute)
(cmdstanpy.CmdStanMLE attribute)
(cmdstanpy.CmdStanModel attribute)
(cmdstanpy.CmdStanVB attribute)
(cmdstanpy.stanfit.RunSet attribute)
__subclasshook__() (cmdstanpy.CmdStanGQ method)
(cmdstanpy.CmdStanMCMC method)
(cmdstanpy.CmdStanMLE method)
(cmdstanpy.CmdStanModel method)
(cmdstanpy.CmdStanVB method)
(cmdstanpy.stanfit.RunSet method)
__weakref__ (cmdstanpy.CmdStanGQ attribute)
(cmdstanpy.CmdStanMCMC attribute)
(cmdstanpy.CmdStanMLE attribute)
(cmdstanpy.CmdStanModel attribute)
(cmdstanpy.CmdStanVB attribute)
(cmdstanpy.stanfit.RunSet attribute)
C
chain_ids (cmdstanpy.CmdStanMCMC attribute)
(cmdstanpy.stanfit.RunSet attribute)
chains (cmdstanpy.CmdStanGQ attribute)
(cmdstanpy.CmdStanMCMC attribute)
(cmdstanpy.stanfit.RunSet attribute)
cmds (cmdstanpy.stanfit.RunSet attribute)
cmdstan_path() (in module cmdstanpy)
CmdStanGQ (class in cmdstanpy)
CmdStanMCMC (class in cmdstanpy)
CmdStanMLE (class in cmdstanpy)
CmdStanModel (class in cmdstanpy)
cmdstanpy (module)
CmdStanVB (class in cmdstanpy)
code() (cmdstanpy.CmdStanModel method)
column_names (cmdstanpy.CmdStanGQ attribute)
(cmdstanpy.CmdStanMCMC attribute)
(cmdstanpy.CmdStanMLE attribute)
(cmdstanpy.CmdStanVB attribute)
columns (cmdstanpy.CmdStanVB attribute)
compile() (cmdstanpy.CmdStanModel method)
cpp_options (cmdstanpy.CmdStanModel attribute)
csv_files (cmdstanpy.stanfit.RunSet attribute)
D
diagnose() (cmdstanpy.CmdStanMCMC method)
diagnostic_files (cmdstanpy.stanfit.RunSet attribute)
draws() (cmdstanpy.CmdStanMCMC method)
draws_pd() (cmdstanpy.CmdStanMCMC method)
E
exe_file (cmdstanpy.CmdStanModel attribute)
G
generate_quantities() (cmdstanpy.CmdStanModel method)
generated_quantities (cmdstanpy.CmdStanGQ attribute)
generated_quantities_pd (cmdstanpy.CmdStanGQ attribute)
get_err_msgs() (cmdstanpy.stanfit.RunSet method)
I
install_cmdstan() (in module cmdstanpy)
M
method (cmdstanpy.stanfit.RunSet attribute)
metric (cmdstanpy.CmdStanMCMC attribute)
metric_type (cmdstanpy.CmdStanMCMC attribute)
model (cmdstanpy.stanfit.RunSet attribute)
N
name (cmdstanpy.CmdStanModel attribute)
num_draws (cmdstanpy.CmdStanMCMC attribute)
O
optimize() (cmdstanpy.CmdStanModel method)
optimized_params_dict (cmdstanpy.CmdStanMLE attribute)
optimized_params_np (cmdstanpy.CmdStanMLE attribute)
optimized_params_pd (cmdstanpy.CmdStanMLE attribute)
R
RunSet (class in cmdstanpy.stanfit)
S
sample (cmdstanpy.CmdStanMCMC attribute)
sample() (cmdstanpy.CmdStanModel method)
sample_plus_quantities (cmdstanpy.CmdStanGQ attribute)
sampler_diagnostics() (cmdstanpy.CmdStanMCMC method)
save_csvfiles() (cmdstanpy.CmdStanGQ method)
(cmdstanpy.CmdStanMCMC method)
(cmdstanpy.CmdStanMLE method)
(cmdstanpy.CmdStanVB method)
(cmdstanpy.stanfit.RunSet method)
set_cmdstan_path() (in module cmdstanpy)
set_make_env() (in module cmdstanpy)
stan_file (cmdstanpy.CmdStanModel attribute)
stan_variable() (cmdstanpy.CmdStanMCMC method)
stan_variable_dims (cmdstanpy.CmdStanMCMC attribute)
stan_variables() (cmdstanpy.CmdStanMCMC method)
stanc_options (cmdstanpy.CmdStanModel attribute)
stderr_files (cmdstanpy.stanfit.RunSet attribute)
stdout_files (cmdstanpy.stanfit.RunSet attribute)
stepsize (cmdstanpy.CmdStanMCMC attribute)
summary() (cmdstanpy.CmdStanMCMC method)
V
validate_csv_files() (cmdstanpy.CmdStanMCMC method)
variational() (cmdstanpy.CmdStanModel method)
variational_params_dict (cmdstanpy.CmdStanVB attribute)
variational_params_np (cmdstanpy.CmdStanVB attribute)
variational_params_pd (cmdstanpy.CmdStanVB attribute)
variational_sample (cmdstanpy.CmdStanVB attribute)
W
warmup (cmdstanpy.CmdStanMCMC attribute)