Skip to content

Super simple Python wrapper for the VRP solver LKH-3

License

Notifications You must be signed in to change notification settings

multi-agent-schedule/pylkh

 
 

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

24 Commits
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

PyLKH

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.

Install

pip install lkh

Example

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]]

API

lkh.solve(solver='LKH', problem=None, problem_file=None, **kwargs)

Solve a problem.

Parameters

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.

Returns

routes (list): List of lists of nodes.

class lkh.LKHProblem

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

About

Super simple Python wrapper for the VRP solver LKH-3

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages

  • Python 100.0%