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algorithm.hpp
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284 lines (268 loc) · 7.78 KB
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#include <functional>
#include <vector>
#include <set>
#include <map>
#include <utility>
#include <iostream>
namespace jcui {
namespace algorithm {
// Return first location where comp(a, b) is not true.
template<class ForwardIterator1, class ForwardIterator2, class Compare>
ForwardIterator1 lower_bound(ForwardIterator1 begin1,
ForwardIterator1 end1,
ForwardIterator2 begin2,
ForwardIterator2 end2,
Compare comp) {
int len = end1 - begin1;
while (len > 0) {
int half = len >> 1;
ForwardIterator1 m1 = begin1 + half;
ForwardIterator2 m2 = begin2 + half;
if (comp(*m1, *m2)) {
begin1 = m1 + 1;
begin2 = m2 + 1;
len -= (half + 1);
} else {
len = half;
}
}
return begin1;
}
// Return min_x max(inc[x], dec[x]) where inc and dec are non-decreasing and non-increasing
template<class T, class ForwardIterator1, class ForwardIterator2>
T min_max(ForwardIterator1 inc_begin,
ForwardIterator1 inc_end,
ForwardIterator2 dec_begin,
ForwardIterator2 dec_end,
T default_value) {
int len = inc_end - inc_begin;
if (len == 0) return default_value;
ForwardIterator1 it = lower_bound(inc_begin, inc_end, dec_begin, dec_end, std::less<T>());
if (it == inc_begin) return *inc_begin;
if (it == inc_end) return *(dec_begin + len - 1);
return min(*it, *(dec_begin + (it - inc_begin - 1)));
}
template<class T>
T pow(const T& x, int k) {
if (k <= 1) return x;
T y = pow(x, k / 2);
y = y * y;
if (k % 2) y = y * x;
return y;
}
template<class T>
class Mat {
public:
Mat(int H, int W) {
v.resize(H);
for (int i = 0; i < H; ++i) v[i].resize(W);
}
int H() const { return v.size(); }
int W() const { return v.size() ? v[0].size() : 0; }
void set(int i, int j, T val) { if (valid(i, j)) v[i][j] = val; }
T get(int i, int j) const { return valid(i, j) ? v[i][j] : 0; }
void normalize_by_row_sum() {
std::vector<T> s = Mat<T>::row_sum(*this);
for (int i = 0; i < H(); ++i) {
for (int j = 0; j < W(); ++j) {
v[i][j] /= s[j];
}
}
}
static std::vector<T> row_sum(const Mat& A) {
std::vector<T> y(A.W(), 0);
for (int j = 0; j < A.W(); ++j) {
for (int i = 0; i < A.H(); ++i) {
y[j] += A.v[i][j];
}
}
return y;
}
Mat operator*(const Mat& y) const {
Mat p(H(), y.W());
for (int i = 0; i < H(); ++i) {
for (int j = 0; j < y.W(); ++j) {
T s = 0;
for (int k = 0; k < W(); ++k) {
s += v[i][k] * y.v[k][j];
}
p.v[i][j] = s;
}
}
return p;
}
std::vector<T> operator*(const std::vector<T>& x) const {
std::vector<T> y(H(), 0);
for (int i = 0; i < H(); ++i) {
for (int j = 0; j < W(); ++j) {
y[i] += v[i][j] * x[j];
}
}
return y;
}
inline bool valid(int i, int j) const { return i >= 0 && i < H() && j >= 0 && j < W(); }
void print() const {
for (int i = 0; i < H(); ++i) {
for (int j = 0; j < W(); ++j) {
std::cout << v[i][j] << " ";
}
std::cout << std::endl;
}
}
std::vector<std::vector<T> > v;
};
template<class T>
class SparseMat {
public:
typedef typename std::map<std::pair<int, int>, T>::const_iterator MapConstIter;
typedef std::set<int>::iterator SetIter;
SparseMat(int H, int W) {
row_ids.resize(W);
col_ids.resize(H);
}
int H() const { return col_ids.size(); }
int W() const { return row_ids.size(); }
void set(int i, int j, T val) {
if (i < 0 || i >= H() || j < 0 || j >= W()) return;
v[std::make_pair(i, j)] = val;
rows.insert(i);
cols.insert(j);
row_ids[j].insert(i);
col_ids[i].insert(j);
}
T get(int i, int j) const {
MapConstIter it = v.find(std::make_pair(i, j));
if (it == v.end()) return 0;
return it->second;
}
void normalize_by_row_sum() {
std::vector<T> s = SparseMat<T>::row_sum(*this);
for (SetIter col = cols.begin(); col != cols.end(); ++col) {
for (SetIter row = row_ids[*col].begin(); row != row_ids[*col].end(); ++row) {
v[std::make_pair(*row, *col)] /= s[*col];
}
}
}
static std::vector<T> row_sum(const SparseMat& A) {
std::vector<T> y(A.W(), 0);
for (SetIter col = A.cols.begin(); col != A.cols.end(); ++col) {
for (SetIter row = A.row_ids[*col].begin(); row != A.row_ids[*col].end(); ++row) {
y[*col] += A.v.find(std::make_pair(*row, *col))->second;
}
}
return y;
}
std::vector<T> operator*(const std::vector<T>& x) const {
std::vector<T> y(H(), 0);
for (SetIter r = rows.begin(); r != rows.end(); ++r) {
for (SetIter k = col_ids[*r].begin(); k != col_ids[*r].end(); ++k) {
y[*r] += v.find(std::make_pair(*r, *k))->second * x[*k];
}
}
return y;
}
SparseMat operator*(const SparseMat& y) const {
SparseMat p(H(), y.W());
std::vector<int> intersect(W());
typedef std::vector<int>::iterator VecIter;
for (SetIter r = rows.begin(); r != rows.end(); ++r) {
for (SetIter c = y.cols.begin(); c != y.cols.end(); ++c) {
T s = 0;
VecIter intersect_end = set_intersection(col_ids[*r].begin(),
col_ids[*r].end(),
y.row_ids[*c].begin(),
y.row_ids[*c].end(),
intersect.begin());
for (VecIter k = intersect.begin(); k != intersect_end; ++k) {
s += v.find(std::make_pair(*r, *k))->second * y.v.find(std::make_pair(*k, *c))->second;
}
if (s != 0) p.set(*r, *c, s);
}
}
return p;
}
void print() const {
for (MapConstIter i = v.begin(); i != v.end(); ++i) {
std::cout << "(" << i->first.first << ", " << i->first.second << ") = " << i->second << std::endl;
}
}
std::map<std::pair<int, int>, T> v;
std::set<int> rows, cols;
std::vector<std::set<int> > row_ids, col_ids;
};
template<class T>
class SparseMatCSR {
public:
SparseMatCSR(const SparseMat<T>& m) {
v.resize(m.v.size());
col.resize(m.v.size());
cum_n.resize(1 + m.H());
if (v.size() == 0) return;
cum_n[0] = 0;
int i = 0;
for (int r = 0; r < H(); ++r) {
for (std::set<int>::iterator k = m.col_ids[r].begin(); k != m.col_ids[r].end(); ++k) {
v[i] = m.v.find(std::make_pair(r, *k))->second;
col[i] = *k;
i ++;
}
cum_n[r + 1] = i;
}
}
int H() const { return cum_n.size() - 1; }
std::vector<T> operator*(const std::vector<T>& x) const {
std::vector<T> y(H(), 0);
for (int i = 0; i < H(); ++i) {
for (int ind = cum_n[i]; ind < cum_n[i + 1]; ++ind) {
y[i] += x[col[ind]] * v[ind];
}
}
return y;
}
/* Example: For m = [0, 0, 1, 0; 2, 1, 0, 0; 0, 0, 1, 0],
v = [1 2 1 1]
col = [2 0 1 2]
cum_n = [0 1 3 4] */
std::vector<T> v;
std::vector<int> col;
std::vector<int> cum_n;
};
template<class T>
class RingBuffer {
public:
RingBuffer(int N) : cur(0), size(0) { v.resize(N); } // N > 0
void push_back(const T& val) {
v[cur] = val;
cur ++;
if (cur >= v.size()) cur = 0;
if (size < v.size()) size ++;
}
// Get value from last_write_position + offset
T get(int offset, T default_val = 0) const {
if (offset > 0 || offset <= -size) return default_val; // Cannot read future info, or info that got flushed
int index = cur - 1 + offset;
if (index < 0) index += size;
return v[index];
}
int N() const { return size; }
private:
int cur;
int size;
std::vector<T> v;
};
// Split integer N using non-repeating numbers in [1, k]
std::vector<std::vector<int> > split_no_repeat(int N, int k) {
std::vector<std::vector<int> > res;
if (N <= 0 || N > k * (k + 1) / 2) return res;
if (N == k) res.push_back(std::vector<int>(1, k));
std::vector<std::vector<int> > partial = split_no_repeat(N - k, k - 1);
for (int i = 0; i < partial.size(); ++i) {
partial[i].push_back(k);
res.push_back(partial[i]);
}
std::vector<std::vector<int> > rest = split_no_repeat(N, k - 1);
res.insert(res.end(), rest.begin(), rest.end());
return res;
}
} // namespace algorithm
} // namespace jcui