From 09e59b202823092cbe7a974f25edf0224af0b042 Mon Sep 17 00:00:00 2001 From: "Casper V. Kristensen" Date: Mon, 8 Oct 2018 18:31:00 +0200 Subject: [PATCH] Make progress on MbC; 1DLP working with unittests. Still working on the real problem: 2DLP. --- h2/mbc.py | 62 ++++++++++++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 61 insertions(+), 1 deletion(-) diff --git a/h2/mbc.py b/h2/mbc.py index 3994aba..cf3ef5e 100644 --- a/h2/mbc.py +++ b/h2/mbc.py @@ -2,7 +2,8 @@ import random import statistics from collections import namedtuple from enum import Enum, auto -from typing import Set +from math import inf +from typing import Set, List, Tuple import matplotlib.pyplot as plt import numpy as np @@ -68,6 +69,65 @@ def sidedness(slope: int, intersection: int, p3: Point, linprog_flipper: callabl return Side.BELOW +def solve_1dlp(c: float, constraints: List[Tuple[float, float]]): + """ + :param c: c1 + :param constraints: [(ai, bi), ...] + :return: x1 + """ + if c > 0: + return max(b/a for a, b in constraints if a < 0) + return min(b/a for a, b in constraints if a > 0) + + +assert solve_1dlp(1, [(-1, -2)]) == 2 +assert solve_1dlp(1, [(-1, -2), (-1, -3)]) == 3 +assert solve_1dlp(1, [(-1, -3), (-1, -2)]) == 3 +assert solve_1dlp(-1, [(1, 3), (1, 2)]) == 2 +assert solve_1dlp(1, [(-1, 3), (-1, 2)]) == -2 + + +def solve_2dlp(c: Tuple[float, float], constraints: List[Tuple[Tuple[float, float], float]]): + """ + :param c: (c1, c2) + :param constraints: [(ai1, ai2, bi), ...] + :return: x1, x2 + """ + x1, x2 = -inf, -inf # TODO: something other than -inf (?) + our_constraints = [] + for (a1, a2), b in constraints: # TODO: random.shuffle() + if not a1*x1 + a2*x2 <= b: + our_constraints.append(((a1, a2), b)) + + new_obj = c[0] + (b/a2 - a1/a2) + + constraint_for_1d = [] + for constraint in our_constraints: + (old_a1, old_a2), old_b = constraint + new_a1 = old_a1 + ((old_b/old_a2) - (old_a1/old_a2)) + + constraint_for_1d.append((new_a1, old_b)) + + x1 = solve_1dlp(new_obj, constraint_for_1d) + x2 = ((b/a2) - (a1/a2))*x1 + return x1, x2 + + +# TODO: assert solve_2dlp((-3, -2), [((-1, 3), 12), ((1, 1), 8), ((2, -1), 10)]) == (6, 2) + +c = (-3, -2) +constraints = [ + ((-1, 3), 12), + ((1, 1), 8), + ((2, -1), 10), +] +# = (6.0, 2.0) + +result = solve_2dlp(c, constraints) +print(result) +exit() + + def mbc_ch(points: Set[Point], linprog_flipper: callable) -> Set[Point]: if len(points) <= 2: return points