pacfix 0.0.2

PAC-learning-based program systhesizer

pacfix-python

Python re-implementation of pacfix.

Install

python3 -m pip install pacfix
# Or, you can install from source code
# python3 -m pip install .
pysmt-install --z3

Usage

To see how it works, check out the examples in the examples directory.

cd examples/example01
python3 -m pacfix run -i ./mem -l live-variables.txt

Inputs

live variables file

Specify the live variables file using -l or --live-vars live-variables.txt.

1 x int
2 y int
3 z bool
4 b int
5 c int

Each line lists a variable's ID, name, and type, separated by spaces.

Input directory

Specify the input directory using -i or --input-dir input-dir.

The input directory should contain neg and pos subdirectories, each with valuation files.

[begin]
1 7
2 1
3 0
4 8
5 6
[end]
[begin]
1 1
2 7
3 1
4 8
5 -6
[end]

Each file should list variable IDs and their corresponding values. Multiple iterations can be included, with each iteration separated by [begin] and [end].

Output

Specify the output file using -o or --output.

If not specified, the output will be printed to the standard output.

[metadata] [live-variables] [total 5] [int 4]
[metadata] [hypothesis-space] [original 1857] [final 1]
[metadata] [valuation] [neg 3] [pos 48] [uniq 51] [init-neg 4] [init-pos 54] [non-uniq 58]
[metadata] [pac] [delta 0.01] [eps 0.09029745462721749]
[metadata] [pac-no-uniq] [delta 0.01] [eps 0.07939948596531193]
[final] --------------
[invariant] [expr (c != 0)]

Output as SMT format

Specify the output directory as -s or --output-smt.

If not specified, it will not be stored.

python3 -m pacfix run -i ./mem -l live-variables.txt -s ./smt

In ./smt/0.smt

(set-logic QF_IDL)
(declare-fun c () Int)
(assert (let ((.def_0 (= c 0))) (let ((.def_1 (not .def_0))) .def_1)))
(check-sat)

Debug log

You can enable debug log with -d option.