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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.

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.

DodaTech Tools

Doda Browser's algorithm visualizer steps through DSA operations line by line. DodaZIP archives implementation patterns for team sharing. Durga Antivirus Pro detects memory corruption patterns in algorithm implementations.

FAQ

What is 0/1 knapsack?

Each item taken at most once. Maximize value within weight capacity.

Why reverse loop?

Backwards ensures each item used at most once. Forward would allow multiple uses.

1D vs 2D?

1D O(W) space. 2D O(nW) space clearer but more memory.

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