Initial version of VNS algorithm

This commit is contained in:
Manuel Bustillo 2024-07-24 20:14:58 +02:00
parent 8732dac0a3
commit 405e698a6f
6 changed files with 100 additions and 15 deletions

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@ -65,3 +65,5 @@ end
gem "money"
gem 'acts-as-taggable-on'
gem "vns", path: "../vns"

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@ -1,3 +1,9 @@
PATH
remote: ../vns
specs:
vns (0.4.0.pre.rc.1)
activesupport
GEM
remote: https://rubygems.org/
specs:
@ -276,6 +282,7 @@ DEPENDENCIES
stimulus-rails
turbo-rails
tzinfo-data
vns!
web-console
RUBY VERSION

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@ -0,0 +1,44 @@
module Tables
class Distribution
attr_reader :tables
def initialize(min_per_table:, max_per_table:)
@min_per_table = min_per_table
@max_per_table = max_per_table
end
def random_distribution(people)
@tables = []
@tables << people.slice!(0..rand(@min_per_table..@max_per_table)) while people.any?
end
def discomfort
@tables.map do |table|
local_discomfort(table)
end.sum
end
def inspect
"#{@tables.count} tables, discomfort: #{discomfort}"
end
def pretty_print
@tables.map.with_index do |table, i|
"Table #{i + 1} (#{table.count} ppl): (#{local_discomfort(table)}) #{table.map(&:full_name).join(', ')}"
end.join("\n")
end
private
def local_discomfort(table)
10 * (number_of_groups(table) - 1)
end
def number_of_groups(table)
table.map do |person|
person.affinity_groups
end.flatten.uniq.count
end
end
end

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@ -0,0 +1,28 @@
module Tables
class Swap
private attr_reader :initial_solution
def initialize(initial_solution)
@initial_solution = initial_solution
end
def each
@initial_solution.tables.combination(2) do |table_a, table_b|
table_a.product(table_b).each do |(person_a, person_b)|
table_a.delete(person_a)
table_b.delete(person_b)
table_a << person_b
table_b << person_a
yield(@initial_solution)
ensure
table_a.delete(person_b)
table_b.delete(person_a)
table_a << person_a
table_b << person_b
end
end
end
end
end

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@ -1,12 +1,4 @@
# This file should ensure the existence of records required to run the application in every environment (production,
# development, test). The code here should be idempotent so that it can be executed at any point in every environment.
# The data can then be loaded with the bin/rails db:seed command (or created alongside the database with db:setup).
#
# Example:
#
# ["Action", "Comedy", "Drama", "Horror"].each do |genre_name|
# MovieGenre.find_or_create_by!(name: genre_name)
# end
NUMBER_OF_GUESTS = 50
Expense.delete_all
Guest.delete_all
@ -28,10 +20,6 @@ Expense.create!(name: 'Transportation', amount: 3000, pricing_type: 'fixed')
Expense.create!(name: 'Invitations', amount: 200, pricing_type: 'fixed')
Expense.create!(name: 'Cake', amount: 500, pricing_type: 'fixed')
<<<<<<< HEAD
=======
>>>>>>> 8fd0b7c (Modify seeds file to make sure every guest is part of a group)
samples = {
close_family: 10,
family_1_group_a: 5,
@ -50,7 +38,7 @@ samples = {
count.times { acc << affinity_group }
end
300.times do
NUMBER_OF_GUESTS.times do
guest = Guest.create!(first_name: Faker::Name.first_name,
last_name: Faker::Name.last_name,
email: Faker::Internet.email,

16
lib/tasks/vns.rake Normal file
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@ -0,0 +1,16 @@
namespace :vns do
task distribute_tables: :environment do
engine = VNS::Engine.new
engine.add_perturbation(Tables::Swap)
initial_solution = Tables::Distribution.new(min_per_table: 8, max_per_table: 10)
initial_solution.random_distribution(Guest.all.shuffle)
engine.initial_solution = initial_solution
engine.target_function(&:discomfort)
best_solution = engine.run
end
end