Question

10.10. Rank from Stream

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Description

Imagine you are reading in a stream of integers. Periodically, you wish to be able to look up the rank of a number x (the number of values less than or equal to x). lmplement the data structures and algorithms to support these operations. That is, implement the method track (int x), which is called when each number is generated, and the method getRankOfNumber(int x), which returns the number of values less than or equal to x.

Note: This problem is slightly different from the original one in the book.

Example:

Input:

["StreamRank", "getRankOfNumber", "track", "getRankOfNumber"]

[[], [1], [0], [0]]

Output:

[null,0,null,1]

Note:

• x <= 50000
• The number of calls of both track and getRankOfNumber methods are less than or equal to 2000.

Solutions

Solution 1

class BinaryIndexedTree:
  def __init__(self, n):
    self.n = n
    self.c = [0] * (n + 1)

  @staticmethod
  def lowbit(x):
    return x & -x

  def update(self, x, delta):
    while x <= self.n:
      self.c[x] += delta
      x += BinaryIndexedTree.lowbit(x)

  def query(self, x):
    s = 0
    while x > 0:
      s += self.c[x]
      x -= BinaryIndexedTree.lowbit(x)
    return s


class StreamRank:
  def __init__(self):
    self.tree = BinaryIndexedTree(50010)

  def track(self, x: int) -> None:
    self.tree.update(x + 1, 1)

  def getRankOfNumber(self, x: int) -> int:
    return self.tree.query(x + 1)


# Your StreamRank object will be instantiated and called as such:
# obj = StreamRank()
# obj.track(x)
# param_2 = obj.getRankOfNumber(x)

class BinaryIndexedTree {
  private int n;
  private int[] c;

  public BinaryIndexedTree(int n) {
    this.n = n;
    c = new int[n + 1];
  }

  public static int lowbit(int x) {
    return x & -x;
  }

  public void update(int x, int delta) {
    while (x <= n) {
      c[x] += delta;
      x += lowbit(x);
    }
  }

  public int query(int x) {
    int s = 0;
    while (x > 0) {
      s += c[x];
      x -= lowbit(x);
    }
    return s;
  }
}

class StreamRank {
  private BinaryIndexedTree tree;

  public StreamRank() {
    tree = new BinaryIndexedTree(50010);
  }

  public void track(int x) {
    tree.update(x + 1, 1);
  }

  public int getRankOfNumber(int x) {
    return tree.query(x + 1);
  }
}

/**
 * Your StreamRank object will be instantiated and called as such:
 * StreamRank obj = new StreamRank();
 * obj.track(x);
 * int param_2 = obj.getRankOfNumber(x);
 */

class BinaryIndexedTree {
public:
  int n;
  vector<int> c;

  BinaryIndexedTree(int _n)
    : n(_n)
    , c(_n + 1) {}

  void update(int x, int delta) {
    while (x <= n) {
      c[x] += delta;
      x += lowbit(x);
    }
  }

  int query(int x) {
    int s = 0;
    while (x > 0) {
      s += c[x];
      x -= lowbit(x);
    }
    return s;
  }

  int lowbit(int x) {
    return x & -x;
  }
};

class StreamRank {
public:
  BinaryIndexedTree* tree;

  StreamRank() {
    tree = new BinaryIndexedTree(50010);
  }

  void track(int x) {
    tree->update(x + 1, 1);
  }

  int getRankOfNumber(int x) {
    return tree->query(x + 1);
  }
};

/**
 * Your StreamRank object will be instantiated and called as such:
 * StreamRank* obj = new StreamRank();
 * obj->track(x);
 * int param_2 = obj->getRankOfNumber(x);
 */

type BinaryIndexedTree struct {
  n int
  c []int
}

func newBinaryIndexedTree(n int) *BinaryIndexedTree {
  c := make([]int, n+1)
  return &BinaryIndexedTree{n, c}
}

func (this *BinaryIndexedTree) lowbit(x int) int {
  return x & -x
}

func (this *BinaryIndexedTree) update(x, delta int) {
  for x <= this.n {
    this.c[x] += delta
    x += this.lowbit(x)
  }
}

func (this *BinaryIndexedTree) query(x int) int {
  s := 0
  for x > 0 {
    s += this.c[x]
    x -= this.lowbit(x)
  }
  return s
}

type StreamRank struct {
  tree *BinaryIndexedTree
}

func Constructor() StreamRank {
  tree := newBinaryIndexedTree(50010)
  return StreamRank{tree}
}

func (this *StreamRank) Track(x int) {
  this.tree.update(x+1, 1)
}

func (this *StreamRank) GetRankOfNumber(x int) int {
  return this.tree.query(x + 1)
}

/**
 * Your StreamRank object will be instantiated and called as such:
 * obj := Constructor();
 * obj.Track(x);
 * param_2 := obj.GetRankOfNumber(x);
 */