from supply import * allProducts = supply() 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} 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 def choseProducts(): number = 20 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 C[max] < C[j] and C[j] < C[prev]: max = j prev = max for j in range(len(allProducts)): if C[max] > 0.75: 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)): supply.append([products[i].color, products[i].shape, products[i].mass, products[i].size, '-']) # supply.append(['-', '-', 0, '-', '-']) print(supply) return supply