This is a super simple Python wrapper for the constrained traveling salesman and vehicle routing problem solver called LKH-3.
If you want to use this wrapper, you need to install LKH-3 first. For example, on Ubuntu:
wget http://akira.ruc.dk/~keld/research/LKH-3/LKH-3.0.6.tgz
tar xvfz LKH-3.0.6.tgz
cd LKH-3.0.6
make
sudo cp LKH /usr/local/bin
LKH-3 expects problems in the TSPLIB format. It extends the format to support VRPs.
Using PyLKH you can solve problems represented as Python objects or files.
CAUTION: distances are represented by integer values in the TSPLIB format. This can produce unexpected behaviour for some problems, like those with all nodes within the unit square. You can scale all coordinates by a large number to avoid this.
pip install lkh
import requests
import lkh
problem_str = requests.get('http://vrp.atd-lab.inf.puc-rio.br/media/com_vrp/instances/A/A-n32-k5.vrp').text
problem = lkh.LKHProblem.parse(problem_str)
solver_path = '../LKH-3.0.6/LKH'
lkh.solve(solver_path, problem=problem, max_trials=10000, runs=10)
Output (note that values correspond to nodes, not node indicies):
[[27, 8, 14, 18, 20, 32, 22],
[25, 28],
[15, 29, 12, 5, 24, 4, 3, 7],
[30, 19, 9, 10, 23, 16, 11, 26, 6, 21],
[13, 2, 17, 31]]
Solve a problem.
solver (optional): Path to LKH-3 executable. Defaults to LKH
.
problem (optional): Problem object. LKHProblem is preferred but tsplib95.models.StandardProblem also works. problem
or problem_file
is required.
problem_file (optional): Path to TSPLIB-formatted problem. problem
or problem_file
is required.
kwargs (optional): Any LKH-3 parameter described here (pg. 5-7) or here (pg. 6-8). Lowercase works. For example: runs=10
.
routes (list): List of lists of nodes.
Problem supporting fields described here (pg. 4-6). Inherits from tsplib95.models.StandardProblem.
The available specification fields are:
NAME
TYPE
COMMENT
DIMENSION
CAPACITY
EDGE_WEIGHT_TYPE
EDGE_WEIGHT_FORMAT
EDGE_DATA_FORMAT
NODE_COORD_TYPE
DISPLAY_DATA_TYPE
SALESMEN
VEHICLES
DISTANCE
RISK_THRESHOLD
SCALE
The available data fields are:
NODE_COORD_SECTION
DEPOT_SECTION
DEMAND_SECTION
EDGE_DATA_SECTION
FIXED_EDGES_SECTION
DISPLAY_DATA_SECTION
TOUR_SECTION
EDGE_WEIGHT_SECTION
BACKHAUL_SECTION
PICKUP_AND_DELIVERY_SECTION
SERVICE_TIME_SECTION
TIME_WINDOW_SECTION