pyunigen: bindings to the UniGen almost uniform sampler
This directory provides Python bindings to UniGen on the C++ level, i.e. when importing pycryptosat, the CryptoMiniSat solver becomes part of the Python process itself.
Installing
pip install pyunigen
Compiling
If you don't want to use the pip package, you can compile it as:
apt-get install python-dev
cd python
git clone https://github.com/msoos/cryptominisat
git clone https://github.com/meelgroup/arjun
git clone https://github.com/meelgroup/approxmc
cd ..
python -m build
You will then find the files under "dist/".
Usage
The pyunigen module has one object, Sampler that has two functions
sample and add_clause.
The funcion add_clause() takes an iterable list of literals such as
[1, 2] which represents the truth 1 or 2 = True. For example,
add_clause([1]) sets variable 1 to True.
The function sample() samples the system of equations that have been added
with add_clause():
>>> from pyunigen import Sampler
>>> c = Sampler()
>>> c.add_clause([1, 5])
>>> c.add_clause([10, 11, 12])
>>> cells, hashes, samples = c.sample(num=2, sampling_set=range(1,5))
>>> print("There are approx. ", cells*2**hashes, " solutions over the sampling set. Samples: ", samples)
There are approx. 16 solutions over the sampling set. Samples: [[1, -2, 3, -4], [1, 2, -3, -4]]
The return value is a tuple of cells and hashes. Which gives how many solutions there are, probabilistically approximately
You can give the following arguments to Counter:
seed-- sets the random seedverbosity-- sets the verbosity of the system (default = 0)epsilon-- Tolerance parameter, i.e. sets how approximate the returned count is. Default = 0.8delta-- Confidence parameter, i.e. sets how probabilistically correct the returned count is. Default = 0.20
1 maintainer
Metadata
1 maintainer
Release files for pyunigen 2.5.8
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
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Built distributions (wheels)
Total release size: 81.6 MB
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