AL-2020/mcda.py

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from supply import *
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allProducts = supply()
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color = {'black': 16, 'gold': 10, 'purple': 12, 'brown': 7, 'blue': 12, 'white': 14, 'red': 13, 'orange': 11, 'yellow': 8, 'silver': 15}
shape = {'rectangle': 15, 'pack': 19, 'square': 9, 'jar': 7, 'egg': 12}
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size = {'small': 7, 'medium': 16, 'big': 13}
def sizeValue(X):
if X.size == 'small':
return X.mass/5
if X.size == 'medium':
return X.mass/10
if X.size == 'big':
return X.mass/20
parameters = {
'color': {'weights': 3, 'q': 1, 'p': 5},
'shape': {'weights': 4, 'q': 1, 'p': 6},
'mass': {'weights': 0.5, 'q': 2, 'p': 10},
'size': {'weights': 1, 'q': 1, 'p': 8}
}
def getConcordance(gA, gB, q, p):
if gB <= gA + q:
return 1
if gB <= gA + p:
return (p - gB + gA) / (p - q)
return 0
def getAllTypeConcordance(A, B):
concordance = 0.0
weight_sum = 0
parameter = parameters['color']
w, q, p = parameter['weights'], parameter['q'], parameter['p']
concordance += getConcordance(color[A.color], color[B.color], q, p) * w
weight_sum += w
parameter = parameters['shape']
w, q, p = parameter['weights'], parameter['q'], parameter['p']
concordance += getConcordance(shape[A.shape], shape[B.shape], q, p) * w
weight_sum += w
parameter = parameters['mass']
w, q, p = parameter['weights'], parameter['q'], parameter['p']
concordance += getConcordance(sizeValue(A), sizeValue(B), q, p) * w
weight_sum += w
parameter = parameters['size']
w, q, p = parameter['weights'], parameter['q'], parameter['p']
concordance += getConcordance(size[A.size], size[B.size], q, p) * w
weight_sum += w
concordance /= weight_sum
return concordance
def getConcordanceAllProducts():
C = []
for i in range(len(allProducts)):
c = 0
for j in range(len(allProducts)):
if j==i:
continue
else:
c += getAllTypeConcordance(allProducts[i], allProducts[j])
c /= len(allProducts)-1
C.append(c)
return C
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def choseProducts():
number = 20
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C = getConcordanceAllProducts()
products = []
prev = -1
while number > 0:
max = -1
if prev == -1:
max = 0
for j in range(len(allProducts)):
if prev == -1:
if C[max]<C[j]:
max = j
elif max == -1:
if C[prev]>C[j]:
max = j
elif C[max] < C[j] and C[j] < C[prev]:
max = j
prev = max
for j in range(len(allProducts)):
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if C[max] > 0.75:
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if C[max] == C[j]:
products.append(allProducts[j])
number -= 1
if number == 0:
break
else:
number = 0
return products
def selectedSupply():
products = choseProducts()
supply = []
for i in range(len(products)):
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supply.append([products[i].color, products[i].shape, products[i].mass, products[i].size, '-'])
supply.append(['-', '-', 0, '-', '-'])
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print(supply)
return supply