Python bindings for Banquo offline temporal logic monitor
Project description
Banquo Python Bindings
This repository contains the python bindings for the Banquo temporal logic monitor, which is written in Rust.
Installation
We try to provide pre-built wheels for all supported python verions across a variety of common platforms. These wheels can be installed from PyPI, the central python package registry, using the command:
$ pip install pybanquo
This project can also be installed directly from GitHub using the command
$ pip install "pybanquo @ git+https://github.com/cpslab-asu/banquo-python"
Usage
Creating formulas is accomplished by combining logical expressions like
Predicate with operators like And and Eventually. The result of combining
these terms is a temporal logic formula, which can be used to evaluate a
Trace, which is a set of system states along with the associated time for
each state. This is an example of this process:
import banquo as bq
import banquo.operators as ops
# x <= 5.0
p1 = bq.Predicate({"x": 1.0}, 5.0)
# -y <= -3.0 => y > 3.0
p2 = bq.Predicate({"y": -1.0}, -3.0)
# always (p1 or p2)
f = ops.Always(ops.Or(p1, p2))
t = bq.Trace({
0.0: {"x": 4.8, "y": 6.3},
1.0: {"x": 4.7, "y": 9.3},
2.0: {"x": 4.9, "y": 5.4},
3.0: {"x": 4.6, "y": 4.1},
4.0: {"x": 4.2, "y": 3.1},
})
rho = bq.evaluate(f, t)
More advanced usage of the operators, including the bounded Always and
Eventually operators can be seen in the tests/test_conformance.py module.
Project details
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