This changelog lists only the most important changes. Smaller (bug)fixes as well as non-mature features are not part of the changelog. The releases of major and minor versions contain an overview of changes since the last major/minor update.
- Improved expected visiting times (EVTs) and steady state distribution computations.
- Support for interval-based models.
- Robust VI.
- Significantly improved compilation times.
- Support for logarithm expressions in PRISM and JANI.
- Support for sin and cos operators, and PI and Euler constants in JANI parser.
- Extraction of schedulers for minimal expected total rewards.
- More efficient MEC and SCC decompositions.
- Revised LP encoding for multi-objective verification under simple strategies.
- Added CLI option
--permute
to re-order the states after building. - Added CLI option
--build:state limit <number>
to limit the number of explored states. - Print all linked libraries when using
--version
. - Removed support for HyPro and Cuda.
- Moved gamebased-ar to own library.
- Various bug fixes.
storm-conv
: Removed option--stdout
.storm-dft
: Fixes and improvements for DFT symmetries and DFT simulation.storm-pars
: Completely reworked the command-line interface (and partially the C++ API).storm-pars
: "Time travelling" optimization.storm-pgcl
: Removed the library.- Developer: Require at least CMake version 3.15.
- Developer: Moved
storm-config.h.in
intosrc
directory. - Developer: Use various Dockerfiles in CI.
- Developer: Revised includes and use pre-compiled headers.
- Developer: Fixed various compiler warnings.
- Workaround for issue with Boost >= 1.81
- Revised implementation of value iteration algorithms and its variants, fixing a bug in the optimistic value iteration heuristic.
- Experimental support for compiling on Apple Silicon
- Added SoPlex as a possible LP solver
- Upgraded shipped version of sylvan
- Upgraded repo / version for carl (for polynomials), requires carl-storm in at least version 14.23.
- Removed support for just-in-time compilation (JIT). If the JIT engine is needed, use Storm version 1.7.0.
storm-dft
: better modularization: improved algorithm for finding independent modules and revised the DFT analysis via modularization.storm-dft
: added checks whether a given DFT is well-formed and conventional.storm-pomdp
: streamlined implementation for quantitative analysisstorm-pomdp
: added clipping for POMDP under-approximationstorm-pomdp
: added API for interactive exploration of belief MDPs- Developer: Introduced forward declarations (in their own headers), in particular for
storm::RationalNumber
,storm::RationalFunction
, andstorm::json
- Developer: LpSolver interface now supports RawMode (to avoid overhead of
storm::expression
) and indicator constraints
- Fixed a bug in LP-based MDP model checking.
- DRN Parser is now more robust, e.g., it does no longer depend on tabs.
- PRISM Parser: Modulo with negative numbers is now consistent with Prism.
- Added lexicographic multi-objective model checking. Use
--lex
in the command line interface when specifying amulti(...)
property. - Fix handling duplicate entries in the sparse matrix builder.
- Added support for step-bounded until formulas in LTL.
- Added Dockerfile.
- API: Applying a fully defined deterministic memoryless scheduler to an MDP yields a DTMC.
storm-dft
: Use dedicated namespacestorm::dft
.storm-dft
: Added support (parsing, export, BDD analysis) for additional BE failure distributions (Erlang, log-normal, Weibull, constant probability).storm-dft
: Added instantiator for parametric DFT.- Developer: Storm is now built in C++17 mode.
- Developer: Added support for automatic code formatting for
storm-dft
.
- Added support for model checking LTL properties in the sparse (and dd-to-sparse) engine. Requires building with Spot or an external LTL to deterministic automaton converter (using option
--ltl2datool
). - Added cmake options
STORM_USE_SPOT_SYSTEM
andSTORM_USE_SPOT_SHIPPED
to facilitate building Storm with Spot. - Improved parsing of formulas in PRISM-style syntax.
- Added export of schedulers that use memory (in particular optimizing schedulers for LTL properties)
- Added support for PRISM models that use unbounded integer variables.
- Added support for nested arrays in JANI.
- Added
--location-elimination
that can be applied to Jani DTMC models to reduce the size of the resulting Markov models, see here. - Added an export of check results to json. Use
--exportresult
in the command line interface. - Added
--exportbuilt
option that exports the built model in various formats. Deprecates--io:exportexplicit
,--io:exportdd
and--io:exportdot
- Added export of built model in .json. which can be used to debug and explore the model.
- Added computation of steady state probabilities for DTMC/CTMC in the sparse engine. Use
--steadystate
in the command line interface. - Added computation of the expected number of times each state in a DTMC/CTMC is visited (sparse engine). Use
--expvisittimes
in the command line interface. - Implemented parsing and model building of Stochastic multiplayer games (SMGs) in the PRISM language. No model checking implemented (yet).
- API: Simulation of prism-models
- API: Model-builder takes a callback function to prevent extension of particular actions, prism-to-explicit mapping can be exported
- API: Export of dice-formatted expressions
- Prism-language/explicit builder: Allow action names in commands writing to global variables if these (clearly) do not conflict with assignments of synchronizing commads.
- Prism-language: n-ary predicates are supported (e.g., ExactlyOneOf)
- Added support for continuous integration with Github Actions.
storm-pars
: Exploit monotonicity for computing extremal values and parameter space partitioning.storm-dft
: Support for analysis of static fault trees via BDDs (Flag--bdd
). In particular, efficient computation of multiple time bounds was added and support for several importance measures (Argument--importance
).storm-dft
: Computation of minimal cut sets for static fault trees (Flag--mcs
).storm-dft
: Improved modularisation for DFT by exploiting SFT analysis via BDDs.storm-dft
: Fixed don't care propagation for shared SPAREs which resulted in wrong results.- Developer: Added support for automatic code formatting and corresponding CI workflow.
- Added support for multi-objective model checking of long-run average objectives including mixtures with other kinds of objectives.
- Added support for generating optimal schedulers for globally formulae.
- Simulator supports exact arithmetic.
- Added switch
--no-simplify
to disable simplification of PRISM programs (which sometimes costs a bit of time on extremely large inputs). - Fixed issues with JANI inputs concerning .
- transient variable expressions in properties,
- constants in properties, and
- integer variables with either only an upper or only a lower bound.
storm-pomdp
: States can be labelled with values for observable predicates.storm-pomdp
: (Only API) Track state estimates.storm-pomdp
: (Only API) Reduce computation of state estimates to computation on unrolled MDP.
- Prism program simplification improved.
- Revamped implementation of long-run-average algorithms, including scheduler export for LRA properties on Markov automata.
- Support for step-bounded properties of the form ... [F[x,y] ... ] for DTMCs and MDPs (sparse engine).
- Renamed portfolio engine to automatic
storm-dft
: Fix for relevant events when using symmetry reduction.storm-pomdp
: Fix for --transformsimple and --transformbinary when used with until formulae.storm-pomdp
: POMDPs can be parametric as well.
- Changed default Dd library from
cudd
tosylvan
. The Dd library can be changed back tocudd
using the command line switch--ddlib
. - Scheduler export: Properly handle models with end components. Added export in
.json
format. - CMake: Search for Gurobi prefers new versions.
- CMake: We no longer ship xerces-c. If xerces-c is not found on the system, storm-gspn will not be able to parse xml-based GSPN formats.
- CMake: Added option
STORM_LOAD_QVBS
to automatically download the quantitative verification benchmark set. - Eigen library: The source code of Eigen is no longer included but downloaded from an external repository instead. Incremented Eigen version to 3.3.7 which fixes a compilation issue with recent XCode versions.
- Tests: Enabled tests for permissive schedulers.
storm-counterexamples
: fix when computing multiple counterexamples in debug mode.storm-dft
: Renamed setting--show-dft-stats
todft-statistics
and added approximation information to statistics.storm-pomdp
: Implemented approximation algorithms that explore (a discritization of) the belief MDP, allowing to compute safe lower- and upper bounds for a given property.storm-pomdp
: Implemented almost-sure reachability computations: graph-based, one-shot SAT-based, and iterative SAT-based.- `storm-pomdp': Various changes such that transformation to pMCs is now again supported (and improved).
- Fixed several compiler warnings.
- Jani models are now parsed using exact arithmetic.
- Added portfolio engine which picks a good engine (among other settings) based on features of the symbolic input.
- Abort of Storm (via timeout or CTRL+C for example) is now gracefully handled. After an abort signal the program waits some seconds to output the result computed so far and terminates afterwards. A second signal immediately terminates the program.
- Setting
--engine dd-to-sparse --bisimulation
now triggers extracting the sparse bisimulation quotient. - JIT model building is now invoked via
--engine jit
(instead of--jit
). - DRN: support import of choice labelling.
- Added option
--build:buildchoiceorig
to build a model (PRISM or JANI) with choice origins (which are exported with, e.g.--exportscheduler
). - Implemented optimistic value iteration for sound computations and set it as new default in
--sound
mode. - Time bounded properties for Markov automata are now computed with relative precision. Use
--absolute
for the previous behavior. - Apply the maximum progress assumption while building a Markov automaton with one of the symbolic engines.
- Added option
--build:nomaxprog
to disable applying the maximum progress assumption during model building (for Markov Automata). - Added hybrid engine for Markov Automata.
- Improved performance of the Unif+ algorithm (used for time-bounded properties on Markov Automata).
- Various performance improvements for model building with the sparse engine.
storm-dft
: Symmetry reduction is now enabled by default and can be disabled via--nosymmetryreduction
.storm-pomdp
: Only accept POMDPs that are canonical.storm-pomdp
: Prism language extended with observable expressions.storm-pomdp
: Various fixes that prevented usage.- Several bug fixes.
- Implemented long run average (LRA) computation for DTMCs/CTMCs via value iteration and via gain/bias equations.
- Added several LRA related settings in a new settings module. Note that
--minmax:lramethod
has been replaced by--lra:nondetmethod
.
- Added support for multi-dimensional quantile queries.
- Added support for multi-objective model checking under pure (deterministic) schedulers with bounded memory using
--purescheds
. - Allow to quickly check a benchmark from the Quantitative Verification Benchmark Set using the
--qvbs
option. - Added script
resources/examples/download_qvbs.sh
to download the QVBS. - If an option is unknown, Storm now suggests similar option names.
- Flagged several options as 'advanced' to clean up the
--help
-message. Use--help all
to display a complete list of options. - Support for parsing of exact time bounds for properties, e.g.,
P=? [F=27 "goal"]
. - Export of optimal schedulers when checking MDPs with the sparse engine (experimental). Use
--exportscheduler <filename>
. - PRISM language: Support for the new
round
operator. - PRISM language: Improved error messages of the parser.
- JANI: Allow bounded types for constants.
- JANI: Support for non-trivial reward accumulations.
- JANI: Fixed support for reward expressions over non-transient variables.
- DRN: Added support for exact parsing and action-based rewards.
- DRN: Support for placeholder variables which allows to parse recurring rational functions only once.
- Fixed sparse bisimulation of MDPs (which failed if all non-absorbing states in the quotient are initial).
- Support for export of MTBDDs from Storm.
- Support for k-shortest path counterexamples (arguments
-cex --cextype shortestpath
) - New settings module
transformation
for Markov chain transformations. Use--help transformation
to get a list of available transformations. - Support for eliminating chains of Non-Markovian states in MAs via
--eliminate-chains
. - Export to dot format allows for maximal line width in states (argument
--dot-maxwidth <width>
) storm-conv
can now apply transformations on a prism file.storm-pars
: Enabled building, bisimulation and analysis of symbolic models.storm-dft
: Support partial-order for state space generation.storm-dft
: Compute lower and upper bounds for number of BE failures via SMT.storm-dft
: Allow to set relevant events which are not set to Don't Care.storm-dft
: Support for constant failed BEs. Use flag--uniquefailedbe
to create a unique constant failed BE.storm-dft
: Support for probabilistic BEs via PDEPs.- Fixed linking with Mathsat on macOS.
- Fixed linking with IntelTBB for GCC.
- Fixed compilation for macOS Mojave and higher.
- Several bug fixes.
- Slightly improved scheduler extraction
- Environments are now part of the c++ API
- Heavily extended JANI support, in particular:
- arrays, functions, state-exit-rewards (all engines)
- indexed assignments, complex reward expressions (sparse engine)
- several jani-related bug fixes
- New binary
storm-conv
that handles conversions between model files - New binary
storm-pomdp
that handles the translation of POMDPs to pMCs. - Maximal progress assumption is now applied while building Markov Automata (sparse engine).
- Improved Unif+ implementation for Markov Automata, significantly reduced memory consumption.
- Added support for expected time properties for discrete time models
- Bug fix in the parser for DRN (MDPs and MAs might have been affected).
storm-gspn
: Improved .pnpro parserstorm-gspn
: Added support for single/infinite/k-server semantics for GSPNs given in the .pnpro formatstorm-gspn
: Added option to set a global capacity for all placesstorm-gspn
: Added option to include a set of standard properties when converting GSPNs to janistorm-pars
: Added possibility to compute the extremal value within a given region using parameter liftingstorm-dft
: DFT translation to GSPN supports Don't Care propagationstorm-dft
: Support DFT analysis via transformation from DFT to GSPN to JANIstorm-dft
: Added SMT encoding for DFTsstorm-dft
: Improved Galileo and JSON parser- Several bug fixes
- Storm uses the
master14
branch of carl from now on
- Heavily extended JANI-support
- New binary
storm-conv
that handles conversion between model files - New binary
storm-pomdp
that handles the translation of POMDPs to pMCs. storm-gspn
improved- Sound value iteration
- Fix in version parsing
- Sound value iteration (SVI) for DTMCs and MDPs
- Topological solver for linear equation systems and MinMax equation systems (enabled by default)
- Added support for expected total rewards in the sparse engine
- By default, iteration-based solvers are no longer aborted after a given number of steps.
- Improved export for jani models
- A fix in parsing jani properties
- Several extensions to high-level counterexamples
storm-parsers
extracted to reduce linking timestorm-counterexamples
extracted to reduce linking timestorm-dft
: improvements in Galileo parserstorm-dft
: test cases for DFT analysis- Improved Storm installation
- Several bug fixes
- Multi-dimensional reward bounded reachability properties for DTMCs.
storm-dft
: transformation of DFTs to GSPNs- Several bug fixes
- C++ api changes: Building model takes
BuilderOptions
instead of extended list of Booleans, does not depend on settings anymore. storm-cli-utilities
now contains cli related stuff, instead ofstorm-lib
- Symbolic (MT/BDD) bisimulation
- Fixed issue related to variable names that can not be used in Exprtk.
- DRN parser improved
- LP-based MDP model checking
- Sound (interval) value iteration
- Support for Multi-objective multi-dimensional reward bounded reachability properties for MDPs.
- RationalSearch method to solve equation systems exactly
- WalkerChae method for solving linear equation systems with guaranteed convergence
- Performance improvements for sparse model building
- Performance improvements for conditional properties on MDPs
- Automatically convert MA without probabilistic states into CTMC
- Fixed implemention of Fox and Glynn' algorithm
storm-pars
: support for welldefinedness constraints in mdps.storm-dft
: split DFT settings into IO settings and fault tree settingsstorm-dft
: removed obsolete explicit model builder for DFTs- Features for developers:
- Solvers can now expose requirements
- unbounded reachability and reachability rewards now correctly respect solver requirements
- Environment variables (such as the solver precisions) can now be handled more flexible
- changes to Matrix-Vector operation interfaces, in particular fixed some issues with the use Intel TBB
- Support for long-run average rewards on MDPs and Markov automata using a value-iteration based approach.
- Storm can now check MDPs and Markov Automata (i.e. MinMax equation systems) via Linear Programming.
- Parametric model checking is now handled in a separated library/executable called
storm-pars
. - Wellformedness constraints on PMCs:
- include constraints from rewards
- are in smtlib2
- fixed
- computation of only constraints without doing model checking is now supported
- Fix for nested formulae
- JANI: Explicit engine supports custom model compositions.
- Support for parsing/building models given in the explicit input format of IMCA.
- Storm now overwrites files if asked to write files to a specific location.
- Changes in build process to accommodate for changes in carl. Also, more robust against issues with carl.
USE_POPCNT
removed in favor ofFORCE_POPCNT
. The popcnt instruction is used if available due tomarch=native
, unless portable is set. Then, usingFORCE_POPCNT
enables the use of the SSE 4.2 instruction
- Multi-objective model checking support now fully included
- Several improvements in parameter lifting
- Several improvements in JANI parsing
- Properties can contain model variables
- Support for rational numbers/functions in decision diagrams via sylvan
- Elimination-based solvers (exact solution) for models stored as decision diagrams
- Export of version and configuration to cmake
- Improved building process
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