mosox
An LP matrix generator for GMPL (GNU MathProg).
Can be used in two ways:
- Generate an MPS file for solving elsewhere
- Solve directly with the HiGHS integration, no other binary needed
Currently a work-in-progress.
It works for a subset of GMPL (specifically the subset required to run Osemosys). The goal is to full coverage of GMPL and compatibility with GLPK, but this may take a while. See Known limitations section below.
Quickstart
Installation
Using Cargo
Using Homebrew (macOS)
Pre-built binaries (macOS, Windows, Linux)
Binaries are built for a small set of systems and architectures. Available to download (compressed) from the Releases page. Please choose the appropriate archive.
Usage overview
Usage overview:
> mosox
)
Generate MPS
Generate MPS for one of the examples in this repo. Output will be written to stdout.
Or an example with a separate data file, piping MPS to a file:
Solve a model
Results summary will be printed to stdout.
# output
;
;
;
;
Development
Please install cargo-make:
The most useful dev commands are listed in Makefile.toml.
You can view available commands by running cargo make.
Formatting, linting
Testing
In addition to other tests, this will run mosox against all the examples under examples/ and confirm that the output is identical to the existing MPS files.
This will additionally run a regression test against examples/osemosys_large if present.
Benchmarks
Run performance benchmarks across all examples (except osemosys_large):
Include osemosys_large (requires the example to be present):
Run with glpsol comparison (requires glpsol on PATH):
Performance vs glpsol (median, release build, Macbook Air M2)
Note that some of the performance advantage over glpsol may be caused by the limitations enumerated below.
| Example | N | glpsol | mosox | Speedup |
|---|---|---|---|---|
| basic | 200 | 2.0ms | 1.9ms | 1.1x |
| 2d_params | 200 | 2.0ms | 2.0ms | 1.0x |
| sets | 200 | 2.1ms | 1.9ms | 1.1x |
| osemosys_small | 50 | 68.1ms | 17.0ms | 4.0x |
| osemosys_atlantis | 10 | 2.4s | 372.5ms | 6.5x |
| osemosys_large | 4 | 130.3s | 20.0s | 6.5x |
Known limitations
Hopefully this list is shorter then the "supported feature" list!
This list of limitations is made with reference to the GNU MathProg Language Reference which can be viewed here or downloaded from the original here.
It is intended that all of these will ultimately be supported, and most of them are "trivial" to add.
Functions
Not yet implemented:
- The following functions:
abs,atan,card,ceil,cos,exp,floor,gmtime,length,log,prod,round,sin,sqrt,str2time,trunc,Irand224,Uniform,Normal.
Expressions
Not yet implemented:
- These arithmetic operators:
less(positive difference operator),div(quotient),mod - These symbolic operators:
&(string concatenation) - These set expressions: "arithmetic" set, conditional set expressions, parenthesized set expressions
- These set operators:
union,diff,symdiff. - These logical expressions: iterated expressions (
forall,exists) - These logical relational expressions:
in,not in,within,not within - These logical operators:
not
Sets
Not yet supported:
- Elements larger than two-tuple.
withinis supported but not enforced
Parameters
Not yet supported:
- Alias
- Relational condition (parsed but not enforced)
- Superset expression (parsed but not enforced)
- Type specifier (integer, binary, symbolic) (parsed but not enforced)
Variables
Not yet supported:
- Fixed value
- Type specifier (integer, binary, symbolic) (parsed but not enforced)
- Relational condition (parsed but not enforced)
Constraints
Not yet supported:
- Alias
- Multiple expressions (comma-separated)
Objective function
Not yet supported:
- Alias
Other statements
These are parsed but are otherwise ignored:
- Check statement
- Display statement
- Printf statement
- For statement