Луа генетический алгоритм
local target = "METHINKS IT IS LIKE A WEASEL"
local alphabet = "ABCDEFGHIJKLMNOPQRSTUVWXYZ "
local c, p = 100, 0.06
local function fitness(s)
local score = #target
for i = 1,#target do
if s:sub(i,i) == target:sub(i,i) then score = score - 1 end
end
return score
end
local function mutate(s, rate)
local result, idx = ""
for i = 1,#s do
if math.random() < rate then
idx = math.random(#alphabet)
result = result .. alphabet:sub(idx,idx)
else
result = result .. s:sub(i,i)
end
end
return result, fitness(result)
end
local function randomString(len)
local result, idx = ""
for i = 1,len do
idx = math.random(#alphabet)
result = result .. alphabet:sub(idx,idx)
end
return result
end
local function printStep(step, s, fit)
print(string.format("%04d: ", step) .. s .. " [" .. fit .."]")
end
math.randomseed(os.time())
local parent = randomString(#target)
printStep(0, parent, fitness(parent))
local step = 0
while parent ~= target do
local bestFitness, bestChild, child, fitness = #target + 1
for i = 1,c do
child, fitness = mutate(parent, p)
if fitness < bestFitness then bestFitness, bestChild = fitness, child end
end
parent, step = bestChild, step + 1
printStep(step, parent, bestFitness)
end
Determined Dogfish