Items for next release go here
- Added
CMDSTANR_USE_RTOOLS
environment variable to force stock RTools on Windows by @andrjohns in #980 - Added support for Windows ARM64 by @andrjohns in #990
- Automatically initialise model methods when called, add
inc_warmup
argument to$unconstrain_draws()
by @andrjohns in #985
- Fix errors when using pathfinder object as initial values by @avehtari in #984
- Fix error with
$unconstrain_draws()
returning incorrect assumptions in some cases by @andrjohns in #983 - Fix spurious errors about missing CmdStan config files by @andrjohns in #981
- Fix linking error when exposing SUNDIALS/KINSOL functions or model methods by @andrjohns in #977
- Fix long-standing error with OneDrive paths on Windows by @andrjohns in #990
- Add functionality for passing
CmdStanFit
objects as initial values by @SteveBronder in #937
- Add compatibility with CmdStan 2.35 by @andrjohns in #972
- Add
show_messages
andshow_exceptions
arguments to all methods for controlling output by @andrjohns in #897 - Drop RcppEigen dependency, implement basic Eigen -> C++ interop by @andrjohns in #899
- Add compatibility with CmdStan 2.34 by @andrjohns in #905 #910
- Add a format argument to the
unconstrain_draws()
method to specify draws format of return by @andrjohns in #886 - Align
cmdstanr
EBFMI diagnostic threshold with CmdStan by @andrjohns in #892 - Add global option
cmdstanr_print_line_numbers
to add line number to model printing by @sbfnk in #967 - Add new CmdStan arguments
save_metric
andsave_cmdstan_config
by @venpopov in #932 - Add documentation for CmdStanR global options by @jgabry in #951
- Add documentation for how to obtain structured output similar to
rstan::extract()
using a combination ofcmdstanr
andposterior
by @jgabry in #955 - Added coercion generics for CmdStanFit objects by @gowerc in #943
psis_resample
andcalculate_lp
arguments added to Pathfinder method by @SteveBronder in #903- Documentation and tests for LOO method updated by @jgabry in #923
- Global option
cmdstanr_warn_inits
added to disable warnings about partially specified initial values by @jgabry in #913 - Updates to MCMC
output_dir
documentation by @jgabry in #929
- Fix broken link in OpenCL documentation by @eipi10 in #908
- Fix a minor typo in the README by @jgabry in #911
- Make exported RNG functions respect changes to R's seed by @andrjohns in #973
- Optimisations for model methods functions by @andrjohns in #960
- Bugfix for passing function for initial values with Pathfinder method and default
num_paths
by @andrjohns in #964 - Continue with compilation if
compile_stanalone=TRUE
but no functions are found by @jgabry in #956 - Update tests and CI for compatibility with MacOS ARM64 by @andrjohns in #958
- Fix handling of
inv_metric
argument with only 1 parameter by @venpopov in #935 - Fixes for compatibility with RTools44 by @andrjohns in #952 #959
- New
laplace
method by @jgabry in #800 - New
pathfinder
method by @SteveBronder in #848
- Add missing link to diagnose method in CmdStanModel doc by @jgabry in #833
- Improvements to compile tests by @martinmodrak in #836
- Changed the delay behavior in wsl_installed by @martinmodrak in #839
- Update array syntax in website vignette by @andrjohns in #841
- Compatibility fixes for cmdstan 2.33+ by @jgabry in #843
- Suggest format method after error due to old syntax by @jgabry in #852
- Clarifications in R-markdown vignette by @jgcolman in #854
- Update linux/wsl detection for install arch by @andrjohns in #856
- Fix handling of single-length inits for containers by @andrjohns in #857
- Add support/tests for exposing functions with tuples by @andrjohns in #860
- Add support/tests for exporting functions with complex types by @andrjohns in #861
- Add option for installing from release archive by @andrjohns in #866
- Improve Pathfinder doc by @avehtari in #875
- Rename
jacobian_adjustment
argument tojacobian
by @jgabry in #879 - Fix get_cmdstan_flags('STANCFLAGS') in recursive make by @pearsonca in #881
- Store return codes instead of always querying exit status by @jgabry in #798
- enable jacobian argument for optimization by @jgabry in #799
- Fix init_model_methods for models with no data by @andrjohns in #801
- Document a CmdStan-focused way to pre-compile Stan models in R packages by @wlandau in #809
- Describe how to efficiently save model fit objects by @wlandau in #816
- fix errors in doc for new methods by @jgabry in #823
- Give informative error when exposing stan functions with precompiled model by @andrjohns in #831
- Bugfixes in .stanfunctions, hessian model method, and exposing RNG functions by @andrjohns in #811
- Fix variable_skeleton() with containers by @andrjohns in #832
- Improve handling of user header by @martinmodrak in #818
- change duplicate stdout_file to stderr_file by @jgabry in #834
- New
expose_functions()
method to expose Stan functions to R by @andrjohns in #702. See?expose_functions
. - New methods for accessing log_prob, grad_log_prob, hessian, un/constrain variables by @andrjohns in #701. See
?init_model_methods
.
- mod$variables works w includes in precompile state (fix #680) by @MKyhos in #682
- Update broken link for Stan OpenCL support page by @erictleung in #686
- Add newline to check syntax output by @rok-cesnovar in #689
- Allow exposing functions without sampling by @andrjohns in #705
- Expose skeleton by @andrjohns in #706
- WSL - Run cmdstan and models under WSL filesystem by @andrjohns in #696
- Bugfix - Deep copy method/function environments by @andrjohns in #709
- Add option for including jacobian adjustments in hessian method by @andrjohns in #710
- WSL Optimisations and Bugfixes for CI by @andrjohns in #711
- add stancflags from make/local by @rok-cesnovar in #690
- Update co-authors by @andrjohns in #715
- Update model methods parameter naming and extract skeleton function by @andrjohns in #724
- Add method for unconstraining all parameter draws by @andrjohns in #729
- Improve efficiency of variable matching by @sbfnk in #736
- Add verbosity to download output and errors by @andrjohns in #745
- Update handling of show_messages, add show_exceptions by @andrjohns in #746
- Rtools43 support by @andrjohns in #755
- Add stanc M1 make patch, suppress boost warnings by @andrjohns in #756
- more examples of summary method by @gravesti in #751
- Fix model$format and model$check_syntax for compiled models with include-paths by @adrian-lison in #775
- Generalise RTools config/support by @andrjohns in #777
- New posterior vignette by @gravesti in #719
- Add moment-matching support to $loo() method by @andrjohns in #778
- replace \ with function by @jsocolar in #789
- On Windows, users can now install and use CmdStan with WSL (Windows
Subsystem for Linux). Set
wsl=TRUE
ininstall_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 thecmdstanr_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
$format()
method. (#644)
- Temporarily disable
format="draws_rvars"
in the$draws()
method due to a bug. Until this is fixed users can make use ofposterior::as_draws_rvars()
to convert draws from CmdStanR to thedraws_rvars
format. (#640)
-
Fixed bug that caused stdour/stderr not being read at the end of optimization. (#522)
-
Fixed issue with handling
NA
as the reported external process status. (#544, @myshkin) -
Fixed issue with handling models with no parameters and CmdStan 2.27+.
-
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 butinstall_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'sdiagnose
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
$format()
for auto-formatting and canonicalizing the Stan models. (#625) -
Added the option to create
CmdStanModel
from the executable only with theexe_file
argument. (#564) -
Added a convenience argument
user_header
to$compile()
andcmdstan_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. Replacesvalidate_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 forwrite_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)
-
Fixed issue with retrieving draws with models with spaces in their names. (#453)
-
Fixed bug with spaces in path to the temporary folder on Windows. (#460)
-
Fixed issue with not reporting model executable name clashing with folder name. (#461)
-
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
$profiles()
method for fitted model objects accesses profiling information from R if profiling used in the Stan program. Support for profiling Stan programs requires CmdStan >= 2.26. (#434) -
New vignette on profiling Stan programs. (#435)
-
New vignette on running Stan on the GPU with OpenCL. OpenCL device ids can now also be specified at runtime. (#439)
-
New check for invalid parameter names when supplying init values. (#452, @mike-lawrence)
-
Suppressing compilation messages when not in interactive mode. (#462, @wlandau)
-
New
error_on_NA
argument forcmdstan_version()
to optionally returnNULL
(instead of erroring) if the CmdStan path is not found (#467, @wlandau). -
Global option
cmdstanr_max_rows
can be set as an alternative to specifyingmax_rows
argument to the$print()
method. (#470) -
New
output_basename
argument for the model fitting methods. Can be used in conjunction withoutput_dir
to get completely predictable output CSV file paths. (#471) -
New
format
argument for$draws()
,$sampler_diagnostics()
,read_cmdstan_csv()
, andas_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)
-
Fixed reading inverse mass matrix with values written in scientific format in the CSV. (#394)
-
Fixed error caused by an empty data list. Previously if a model didn't require data then
data
had to either be NULL or be a non-empty list, but nowlist()
is allowed. (#403)
-
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
, andposterior::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 reading Stan CSV when grep used coloring by default (#364,#371)
-
Depend on posterior v0.1.3 to avoid a potential error in
$summary()
. (#383)
-
Added support for native execution on the macOS with the M1 ARM-based CPU. (#375)
-
Added threading support via
threads
argument for$optimize()
and$variational()
(was already available viathreads_per_chain
for$sample()
). (#369)
-
Fixed bug with processing stanc_options in
check_syntax()
. (#345) -
Fixed bug on access to one variable via
draws()
. (#348)
compile()
andcheck_syntax()
methods gain argumentpedantic
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
incmdstan_model()
andoutput_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 argumentversion
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 argumentchain_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)
- New
$check_syntax()
method for CmdStanModel objects. (#276, #277)
-
User is notified by message at load time if a new release of CmdStan is available. (#265, #273)
-
write_stan_file()
replaceswrite_stan_tempfile()
, which is now deprecated. With the addition of thedir
argument, the file written is not necessarily temporary. (#267, #272)
- New knitr engine
eng_cmdstan()
and functionregister_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)
- Beta release