NEWS.md
CMDSTANR_USE_RTOOLS
environment variable to force stock RTools on Windows by @andrjohns in #980inc_warmup
argument to $unconstrain_draws()
by @andrjohns in #985$unconstrain_draws()
returning incorrect assumptions in some cases by @andrjohns in #983CmdStanFit
objects as initial values by @SteveBronder in #937show_messages
and show_exceptions
arguments to all methods for controlling output by @andrjohns in #897unconstrain_draws()
method to specify draws format of return by @andrjohns in #886cmdstanr
EBFMI diagnostic threshold with CmdStan by @andrjohns in #892cmdstanr_print_line_numbers
to add line number to model printing by @sbfnk in #967save_metric
and save_cmdstan_config
by @venpopov in #932rstan::extract()
using a combination of cmdstanr
and posterior
by @jgabry in #955psis_resample
and calculate_lp
arguments added to Pathfinder method by @SteveBronder in #903cmdstanr_warn_inits
added to disable warnings about partially specified initial values by @jgabry in #913output_dir
documentation by @jgabry in #929num_paths
by @andrjohns in #964compile_stanalone=TRUE
but no functions are found by @jgabry in #956inv_metric
argument with only 1 parameter by @venpopov in #935laplace
method by @jgabry in #800pathfinder
method by @SteveBronder in #848jacobian_adjustment
argument to jacobian
by @jgabry in #879expose_functions()
method to expose Stan functions to R by @andrjohns in #702. See ?expose_functions
.?init_model_methods
.wsl=TRUE
in install_cmdstan()
to install CmdStan for use with WSL. This can offer significant speedups compared to native Windows execution. (#677, @andrjohns)In cmdstan_default_path()
we now ignore directories inside .cmdstan
that don’t start with "cmdstan-"
. (#651)
Fixed Windows issue related to not locating grep.exe
or when it is located in a path with spaces. (@weshinsley, #661, #663)
Fixed a bug with diagnostic checks when ebfmi is NaN.
Fixed a bug that caused issues when using ~
or .
in paths supplied to the cmdstanr_write_stan_file_dir
global option.
Fixed a bug that caused the time()
method fail when some of the chains failed to finish succesfully.
Refactored toolchain installation and checks for R 4.x on Windows and added support for Rtools42. (#645)
Expanded the use of CMDSTAN
environment variable to point to CmdStan installation or directory containing CmdStan installations. (#643)
New vignette on how to handle deprecations using the $format()
method. (#644)
format="draws_rvars"
in the $draws()
method due to a bug. Until this is fixed users can make use of posterior::as_draws_rvars()
to convert draws from CmdStanR to the draws_rvars
format. (#640)Default directory changed to .cmdstan
instead of .cmdstanr
so that CmdStanPy and CmdStanR can use the same CmdStan installations. Using .cmdstanr
will continue to be supported until version 1.0 but install_cmdstan()
will now default to .cmdstan
and CmdStanR will first look for .cmdstan
before falling back on .cmdstanr
. (#454)
New method diagnose()
for CmdstanModel objects exposes CmdStan’s diagnose
method for comparing Stan’s gradient computations to gradients computed via finite differences. (#485)
New method $variables()
for CmdstanModel objects that returns a list of variables in the Stan model, their types and number of dimensions. Does not require the model to be compiled. (#519)
New method $format()
for auto-formatting and canonicalizing the Stan models. (#625)
Added the option to create CmdStanModel
from the executable only with the exe_file
argument. (#564)
Added a convenience argument user_header
to $compile()
and cmdstan_model()
that simplifies the use of an external .hpp file to compile with the model.
Added the cmdstanr_force_recompile
global option that is used for forcing recompilation of Stan models. (#580)
New method $code()
for all fitted model objects that returns the Stan code associated with the fitted model. (#575)
New method $diagnostic_summary()
for CmdStanMCMC objects that summarizes the sampler diagnostics (divergences, treedepth, ebfmi) and can regenerate the related warning messages. (#205)
New diagnostics
argument for the $sample()
method to specify which diagnostics are checked after sampling. Replaces validate_csv
argument. (#205)
Added E-BFMI checks that run automatically post sampling. (#500, @jsocolar)
New methods for posterior::as_draws()
for CmdStanR fitted model objects. These are just wrappers around the $draws()
method provided for convenience. (#532)
write_stan_file()
now choose file names deterministically based on the code so that models do not get unnecessarily recompiled when calling the function multiple times with the same code. (#495, @martinmodrak)
The dir
argument for write_stan_file()
can now be set with a global option. (#537)
write_stan_json()
now handles data of class "table"
. Tables are converted to vector, matrix, or array depending on the dimensions of the table. (#528)
Improved processing of named lists supplied to the data
argument to JSON data files: checking whether the list includes all required elements/Stan variables; improved differentiating arrays/vectors of length 1 and scalars when generating JSON data files; generating floating point numbers with decimal points to fix issue with parsing large numbers. (#538)
install_cmdstan()
now automatically installs the Linux ARM CmdStan when Linux distributions running on ARM CPUs are detected. (#531)
New function as_mcmc.list()
for converting CmdStanMCMC objects to mcmc.list objects from the coda package. (#584, @MatsuuraKentaro)
New function as_cmdstan_fit()
that creates CmdStanMCMC/MLE/VB objects directly from CmdStan CSV files. (#412)
read_cmdstan_csv()
now also returns chain run times for MCMC sampling CSV files. (#414)
Faster CSV reading for multiple chains. (#419)
New $profiles()
method for fitted model objects accesses profiling information from R if profiling used in the Stan program. Support for profiling Stan programs requires CmdStan >= 2.26. (#434)
New vignette on profiling Stan programs. (#435)
New vignette on running Stan on the GPU with OpenCL. OpenCL device ids can now also be specified at runtime. (#439)
New check for invalid parameter names when supplying init values. (#452, @mike-lawrence)
Suppressing compilation messages when not in interactive mode. (#462, @wlandau)
New error_on_NA
argument for cmdstan_version()
to optionally return NULL
(instead of erroring) if the CmdStan path is not found (#467, @wlandau).
Global option cmdstanr_max_rows
can be set as an alternative to specifying max_rows
argument to the $print()
method. (#470)
New output_basename
argument for the model fitting methods. Can be used in conjunction with output_dir
to get completely predictable output CSV file paths. (#471)
New format
argument for $draws()
, $sampler_diagnostics()
, read_cmdstan_csv()
, and as_cmdstan_fit
(). This controls the format of the draws returned or stored in the object. Changing the format can improve speed and memory usage for large models. (#482)
Added $sample_mpi()
for MCMC sampling with MPI. (#350)
Added informative messages on compile errors caused by precompiled headers (PCH). (#384)
Added the cmdstanr_verbose
option for verbose mode. Intended for troubleshooting, debugging and development. See end of How does CmdStanR work? vignette for details. (#392)
New $loo()
method for CmdStanMCMC objects. Requires computing pointwise log-likelihood in Stan program. (#366)
The fitted_params
argument to the $generate_quantities()
method now also accepts CmdStanVB, posterior::draws_array
, and posterior::draws_matrix
objects. (#390)
The $optimize()
method now supports all of CmdStan’s tolerance-related arguments for (L)BFGS. (#398)
The documentation for the R6 methods now uses @param
, which allows package developers to import the CmdStanR documentation using roxygen2’s @inheritParams
. (#408)
Fixed bug with processing stanc_options in check_syntax()
. (#345)
compile()
and check_syntax()
methods gain argument pedantic
for turning on pedantic mode, which warns about issues with the model beyond syntax errors. (#361)Fix potential indexing error if using read_cmdstan_csv()
with CSV files created by CmdStan without CmdStanR. (#291, #292, @johnlees)
Fix error when returning draws or sampler diagnostics for a fit with only warmup and no samples. (#288, #293)
Fix trailing slashes issue for dir
in cmdstan_model()
and output_dir
in fitting methods. (#281, #294)
Fix dimensions error when processing a list of matrices passed in as data
. (#296, #302)
Fix reporting of time after using fixed_param
method. (#303, #307)
With refresh = 0
, no output other than error messages is printed with $optimize()
and $variational()
. (#324)
Fix issue where names of generated files could clash. (#326, #328)
Fix missing include_paths
in $syntax_check()
. (#335, @mike-lawrence)
CSV reading is now faster by using data.table::fread()
. (#318)
install_cmdstan()
gains argument version
for specifying which version of CmdStan to install. (#300, #308)
New function check_cmdstan_toolchain()
that checks if the appropriate toolchains are available. (#289)
$sample()
method for CmdStanModel objects gains argument chain_ids
for specifying custom chain IDs. (#319)
Added support for the sig_figs
argument in CmdStan versions 2.25 and above. (#327)
Added checks if the user has the necessary permissions in the RTools and temporary folders. (#343)
User is notified by message at load time if a new release of CmdStan is available. (#265, #273)
write_stan_file()
replaces write_stan_tempfile()
, which is now deprecated. With the addition of the dir
argument, the file written is not necessarily temporary. (#267, #272)
eng_cmdstan()
and function register_knitr_engine()
that allow Stan chunks in R markdown documents to be processed using CmdStanR instead of RStan. The new vignette R Markdown CmdStan Engine provides a demonstration. (#261, #264, @bearloga)