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solver's Introduction

Solver

A Python library for solving for nondeterministic functions. Those are functions that can choose several different branches of execution. The solver will evaluate every branch. Branches may be pruned if they fail to solve the problem. This solver explores all possible choices breadth first.

Installation

# (in a virtualenv)
pip install -r requirements.txt
python setup.py install  # (or develop)
python setup.py test

Overview

solver.solve(func, args) iterates over all possible solutions to func:

for solution in solver.solve(func, args)

func(solver, args) can call solver.choose() to evaluate different values and solver.prune() to abort a choice:

def func(solver, args):

    # will evaluate each choice
    choice = solver.branch(choices)

    # some time later
    if choice_was_no_good():
        solver.prune()

    return val

Examples

For example, consider a maze solver. At every node, the mouse may choose to branch left, right, or forward. If the branch ends in a wall or a loop, that branch is pruned. If the step reaches the end, it's solved:

def mouse(solver, maze):
    route = []
    pos = maze.start
    while True:
        if maze.is_exit(pos):
            return route
        if not maze.is_valid(pos):
            solver.prune()
        maze.visited(pos):
        step = solver.choose((Left, Right, Forward))
        route.append(step)
        pos = pos.move(step)

for route in solve(mouse, maze):
    print route

See also the N queens problem and the diehard buckets problem from TLA+

See also

The breadth-first solver is inspired by Leslie Lamport's excellent TLA+. I've got an earlier Elixir BFS solver too.

Author

Noel Burton-Krahn <[email protected]>

solver's People

Contributors

noelbk avatar

Watchers

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Forkers

yakbulut

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