Dsa Dp Knapsack 01
DodaTech
1 min read
In this tutorial, you'll learn about How to Fix 0/1 Knapsack Errors. We cover key concepts, practical examples, and best practices.
Fix 0/1 knapsack errors when capacity loop goes wrong direction (unbounded instead of 0/1).
Quick Fix
Wrong
def ks(weights,vals,W):
n=len(weights); dp=[[0]*(W+1) for _ in range(n+1)]
for i in range(1,n+1):
for w in range(1,W+1):
if weights[i-1]<=w:
dp[i][w]=max(vals[i-1]+dp[i-1][w-weights[i-1]], dp[i-1][w])
else: dp[i][w]=dp[i-1][w]
return dp[n][W]
Correct O(nW). But 1D space optimization requires reverse W loop.
Right
def ks(weights,vals,W):
dp=[0]*(W+1)
for i in range(len(weights)):
for w in range(W,weights[i]-1,-1):
dp[w]=max(dp[w], vals[i]+dp[w-weights[i]])
return dp[W]
weights=[1,3,4,5], vals=[1,4,5,7], W=7 -> 9 (items 1+4). O(nW) time, O(W) space.
Prevention
For 0/1 knapsack, iterate capacity backwards to avoid reusing items. 1D array.
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