Projet7/testsacdos.py

62 lines
2.3 KiB
Python

import csv
def listFromFile(csv_file):
liste = []
with open(csv_file) as file:
data = csv.reader(file)
for i in data:
liste.append(i)
liste.pop(0)
for item in liste:
item[1] = float(item[1])
item[2] = float(item[2])
return liste
def sac_a_dos_float(actions, cout_maximal):
n = len(actions)
table = [[0.0 for x in range(int(cout_maximal) + 1)] for x in range(n + 1)]
# Dynamic programing table
for i in range(n + 1):
for w in range(int(cout_maximal) + 1):
if i == 0 or w == 0:
table[i][w] = 0.0
elif actions[i-1]['cout'] <= w:
table[i][w] = max(actions[i-1]['rendement'] + table[i-1][int(w-actions[i-1]['cout'])], table[i-1][w])
else:
table[i][w] = table[i-1][w]
# Select
w = cout_maximal
actions_selectionnees = []
for i in range(n, 0, -1):
if table[i][int(w)] != table[i-1][int(w)]:
actions_selectionnees.append(actions[i-1])
w -= actions[i-1]['cout']
return table[n][int(cout_maximal)], actions_selectionnees
actions = listFromFile("/home/b/Documents/OCR/projet7/ph3/dataset1_Python+P7.csv")
actionstmp = [{'nom': action[0], 'cout': action[1], 'rendement': action[2]} for action in actions if action[1] > 0.0]
actions = sorted(actionstmp, key=lambda x: x['cout'])
actions2 = listFromFile("/home/b/Documents/OCR/projet7/ph3/dataset2_Python+P7.csv")
actions2tmp = [{'nom': action[0], 'cout': action[1], 'rendement': action[2]} for action in actions2 if action[1] > 0.0]
actions2 = sorted(actions2tmp, key=lambda x: x['cout'])
cout_maximal = 500
valeur_maximale, actions_selectionnees = sac_a_dos_float(actions, cout_maximal)
valeur_maximale2, actions_selectionnees2 = sac_a_dos_float(actions2, cout_maximal)
print("\nDATASET 1\n")
print(f"Cout: {sum(x['cout'] for x in actions_selectionnees):.2f}")
print(f"Rendement: {sum((x['cout']*x['rendement']/100)for x in actions_selectionnees):.2f}")
print(f"Actions sélectionnées: {[x['nom'] for x in actions_selectionnees]}")
print("\nDATASET 2\n")
print(f"Cout: {sum(x['cout'] for x in actions_selectionnees2):.2f}")
print(f"Rendement: {sum((x['cout']*x['rendement']/100)for x in actions_selectionnees2):.2f}")
print(f"Actions sélectionnées: {[x['nom'] for x in actions_selectionnees2]}")