Last active
August 1, 2019 22:52
-
-
Save pavlos-io/0210a2412cbac216fec2684d1e898678 to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
# **PROBLEM STATEMENT** | |
# Assembly line scheduling w/ 2 lines. | |
# **OPTIMAL SUBSTRUCTURE** | |
# Claim: A candidate solution is a finite sequence of entries of A | |
# and the last element in S is either A[0][n-1] or A[1][n-1]. | |
# If S is the opt. solution for A, then S' = S[:-1] is optimal to | |
# the subproblem with force S[-1]. | |
# **RECURRENCE RELATION** | |
# S[0][0] = a[0][0] + E[0] | |
# S[1][0] = a[1][0] + E[1] | |
# S[0][j] = min{ s[0][j-1], s[1][j-1]+T[1][j-1] } + A[0][j] | |
# S[1][j] = min{ s[1][j-1], s[0][j-1]+T[0][j-1] } + A[1][j] | |
def assembly_line_dp_const_space a, t | |
n = a[0].length | |
curr1 = a[0][0] + E[0] | |
curr2 = a[1][0] + E[1] | |
for j in 1..n-1 | |
prev1 = curr1 | |
prev2 = curr2 | |
curr1 = [ curr1, prev2+T[1][j-1] ].min + a[0][j] | |
curr2 = [ curr2, prev1+T[0][j-1] ].min + a[1][j] | |
end | |
return [ curr1+X[0], curr2+X[1] ].min | |
end | |
def assembly_line_dp a, t | |
n = a[0].length | |
s = Array.new(2) {Array.new(n) {0}} | |
s[0][0] = a[0][0] + E[0] | |
s[1][0] = a[1][0] + E[1] | |
for j in 1..n-1 | |
s[0][j] = [ s[0][j-1], s[1][j-1]+T[1][j-1] ].min + a[0][j] | |
s[1][j] = [ s[1][j-1], s[0][j-1]+T[0][j-1] ].min + a[1][j] | |
end | |
return [ s[0][n-1]+X[0], s[1][n-1]+X[1] ].min | |
end | |
A = | |
[ | |
[7, 9, 3, 4, 8], | |
[8, 5, 6, 4, 5] | |
] | |
T = [ [2, 3, 1, 3], [2, 1, 2, 2] ] | |
E = [2, 4] | |
X = [3, 6] | |
puts assembly_line_dp_const_space A, T |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment