Given a set of 8 sequential numbers {0..7} partitioned into 4 groups of size 2, with the numbers in each group in ascending order, how can a rank be generated for the set? The rank should be in lexicographic order, and preferably the algorithm should be linear in complexity.
Examples of the partitioning:
{{0 1} {2 3} {4 5} {6 7}} // Rank 0
...
{{6 7} {4 5} {2 3} {0 1}} // Rank 2519
Because the numbers in each group are in ascending order, the groups are effectively treated like combinations, not permutations, so a group containing e.g. {5 4} will never occur.
How can this set of numbers be ranked sequentially in the range [0, 2520) (8C2 * 6C2 * 4C2)?
At present I compute the rank of each group as an 8C2 combination, then combine each rank together by treating it as a base-28 number. This obviously leaves gaps in the ranking, which is undesirable in my case. But, for what it's worth, here is how I'm currently ranking.
#include <array>
using std::array;
#include <cstdint>
#include <cstddef>
#include <iostream>
using std::cout;
using std::endl;
// Calculates n!.
uint32_t factorial(uint32_t n)
{
return n <= 1 ? 1 : n * factorial(n - 1);
}
// Calculate nCk: n!/((n-k)!*k!).
uint32_t choose(uint32_t n, uint32_t k)
{
return (n < k)
? 0
: factorial(n) / (factorial(n - k) * factorial(k));
}
template<size_t N, size_t K>
class CombinationRanker
{
array<array<uint32_t, K+1>, N+1> choices;
public:
/**
* Initialize a precomputed array of nCk (N and K inclusive).
*/
CombinationRanker()
{
for (unsigned n = 0; n <= N; ++n)
for (unsigned k = 0; k <= K; ++k)
this->choices[n][k] = choose(n, k);
}
/**
* Get the rank of a combination.
* #param comb A combination array of size K in ascending order.
*/
uint32_t rank(const array<uint8_t, K> comb) const
{
// Formula: (nCk) - ((n-c_1)Ck) - ((n-c_2)C(k-1)) - ... - ((n-c_k)C1)
// That assumes 1-based combinations with ranks starting at 1, so each
// element in the combination has 1 added to it, and the end result has 1
// subtracted from it to make the rank 0-based.
uint32_t rank = this->choices[N][K];
for (unsigned i = 0; i < K; ++i)
rank -= this->choices[N - (comb[i] + 1)][K - i];
return rank - 1;
}
};
int main(int argc, char* argv[])
{
CombinationRanker<8, 2> ranker;
array<array<uint8_t, 2>, 4> nums =
{{
{0, 1}, {2, 3}, {4, 5}, {6, 7}
}};
// Horribly sparse rank.
unsigned rank =
ranker.rank(nums[0]) * 28 * 28 * 28 +
ranker.rank(nums[1]) * 28 * 28 +
ranker.rank(nums[2]) * 28 +
ranker.rank(nums[3]);
cout << rank << endl; // 10835, but I want 0.
return 0;
}
I've tagged the post as C++ as that's the language I'm using; however, answers in another language are fine. It's more of a math question, but I'm looking for an answer that I can understand as a programmer, not a mathematician, and a code snippet would be helpful in that regard.
Here's what I came up with. It's quadratic in complexity, which is not the greatest, but it does the trick. The basic algorithm is as follows.
Given a set of sequential numbers from [0..7] partitioned into unordered pairs, loop over each pair and find its rank among pairs that
exclude numbers preceding it. Then multiplying each rank by its variable
base. The variable bases for each rank are 6C2*4C2*2C2, 4C2*2C2, and 2C2.
As an example, for {{2,3}, {6,7}, {4,5}, {0,1}}:
{2, 3} has rank 13.
{6, 7} has rank 14 among pairs excluding 2 and 3.
{4, 5} has rank 5 among pairs excluding 2, 3, 6, and 7.
{0, 1} is ignored.
Altogether, 13*6C2*4C2*2C2 + 14*4C2*2C2 + 5*2C2 = 1259
Other examples:
{{0, 1}, {2, 3}, {4, 5}, {6, 7}} -> 0
{{2, 3}, {6, 7}, {4, 5}, {0, 1}} -> 1259
{{2, 4}, {0, 1}, {3, 5}, {6, 7}} -> 1260
{{6, 7}, {4, 5}, {2, 3}, {0, 1}} -> 2519
Here's algorithm in code. I've hard coded quite a bit for brevity.
#include <iostream>
using std::cout;
using std::endl;
#include <array>
using std::array;
#include <cstdint>
typedef array<uint8_t, 2> pair_t;
/**
* #param set A set of 8 sequential numbers, [0..7], partitioned into unordered
* pairs.
*/
uint32_t rank(const array<pair_t, 4>& set) {
// All 28 (8C2) possible unordered subsets of the set of 8 sequential
// numbers, [0..7], in lexicographic order. Hard-coded here for brevity.
array<pair_t, 28> pairs = {{
{0, 1}, {0, 2}, {0, 3}, {0, 4}, {0, 5}, {0, 6}, {0, 7},
{1, 2}, {1, 3}, {1, 4}, {1, 5}, {1, 6}, {1, 7},
{2, 3}, {2, 4}, {2, 5}, {2, 6}, {2, 7},
{3, 4}, {3, 5}, {3, 6}, {3, 7},
{4, 5}, {4, 6}, {4, 7},
{5, 6}, {5, 7},
{6, 7},
}};
// Variable base for each rank "digit" (the base corresponding to the rank of
// each subset): 6C2*4C2*2C2, 4C2*2C2, 2C2. Again, hard-coded for brevity.
array<uint32_t, 3> bases = {{90, 6, 1}};
// Now rank the set.
uint32_t rank = 0;
// Rank among this many pairs. For N=8, 8C2->6C2->4C2->2C2 (28->15->6->1).
unsigned numRemaining = 28; // N*(N-1)/2
array<pair_t, 28> remaining = pairs;
// Loop over the first three unordered subsets. The last isn't needed for
// ranking--n from [0...(N-2)/2).
for (unsigned n = 0; n < 3; ++n)
{
unsigned remainingInd = 0;
const pair_t& sPair = set[n];
for (unsigned r = 0; r < numRemaining; ++r)
{
const pair_t& rPair = remaining[r];
if (sPair == rPair)
{
// Found the pair: rank it relative to the ramining pairs, and multiply
// it by the base for digit n.
rank += r * bases[n];
}
else if (
sPair[0] != rPair[0] && sPair[0] != rPair[1] &&
sPair[1] != rPair[0] && sPair[1] != rPair[1]
)
{
// The pair excludes the numbers in set[n], so keep it in the
// list of remaining pairs for the next digit's rank.
remaining[remainingInd++] = rPair;
}
}
// Number of remaining pairs.
numRemaining = remainingInd;
}
return rank;
}
int main(int argc, char* argv[])
{
// Examples pairs.
array<array<pair_t, 4>, 7> sets = {{
{{{0, 1}, {2, 3}, {4, 5}, {6, 7}}},
{{{0, 1}, {2, 3}, {4, 6}, {5, 7}}},
{{{0, 1}, {2, 3}, {4, 7}, {5, 6}}},
{{{0, 1}, {2, 3}, {5, 6}, {4, 7}}},
// snip
{{{2, 3}, {6, 7}, {4, 5}, {0, 1}}},
// snip
{{{6, 7}, {4, 5}, {1, 3}, {0, 2}}},
{{{6, 7}, {4, 5}, {2, 3}, {0, 1}}},
}};
for (unsigned i = 0; i < 7; ++i)
{
const array<pair_t, 4>& set = sets[i];
cout << rank(set) << ": ";
for (unsigned j = 0; j < 4; ++j)
cout << '{' << (unsigned)set[j][0] << ", " << (unsigned)set[j][1] << '}';
cout << endl;
}
return 0;
}
Output:
0: {0, 1}{2, 3}{4, 5}{6, 7}
1: {0, 1}{2, 3}{4, 6}{5, 7}
2: {0, 1}{2, 3}{4, 7}{5, 6}
3: {0, 1}{2, 3}{5, 6}{4, 7}
1259: {2, 3}{6, 7}{4, 5}{0, 1}
2518: {6, 7}{4, 5}{1, 3}{0, 2}
2519: {6, 7}{4, 5}{2, 3}{0, 1}
I have an array of arrays of things
typedef std::vector<thing> group;
std::vector<group> groups;
things could be compared like so
int comparison(thing a, thing b);
where the return value is 0, 1 or 2
0 means that the things are not alike
1 means that they are alike and a is more specific or equal to b
2 means that they are alike and b is more specific or equal to a
and I am looking for a function that would return me a group that contains all things that appear in every group.
std::getgroup(groups.begin(), groups.end(), myComparisonFunction);
the problem is I have no idea what this function may be called, if it does even exist, or what the closest thing to it would be.
Eventually, what you want is an intersection. Luckily, there is std::set_intersection which almost does what you need. Here's a simple example on std::vector<std::vector<int>>. You can easily change it to work with your thing:
#include <iostream>
#include <vector>
#include <algorithm>
std::vector<int> getGroup(const std::vector<std::vector<int>>& groups) {
std::vector<int> group;
std::vector<int> temp = groups[0];
std::sort(temp.begin(), temp.end());
for ( unsigned i = 1; i < groups.size(); ++i ) {
group = std::vector<int>();
std::vector<int> temp2 = groups[i];
std::sort(temp2.begin(), temp2.end());
std::set_intersection(temp2.begin(), temp2.end(),
temp.begin(), temp.end(),
std::back_inserter(group));
temp = group;
}
return group;
}
int main() {
std::vector<std::vector<int>> groups = { {1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
{1, 2, 3, 5, 6, 7, 8, 10},
{1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
{1, 3, 4, 5, 6, 9, 10},
{1, 2, 6, 7, 8, 9, 10},
{1, 2, 3, 4, 5, 6, 7, 8, 9, 10} };
for ( auto g : getGroup(groups) )
std::cout << g << "\n";
return 0;
}
This will print:
1
6
10
I'm aware how to generate all possible subsets from a set incorporating bit twiddling. For instance,
//Get if nth position's bit is set
bool IsBitSet(int num, int bit)
{
return 1 == ((num >> bit) & 1);
}
int subsetMaxIterCount = pow(2, someList.size());
for (int i = 0; i < subsetMaxIterCount; i++) {
vector<A> subset;
for (size_t i = 0; i < jobList.size(); i++)
{
if (IsBitSet(jobSubsetIdx, i)) {
//Add to subset here
}
}
//Here we have a subset for some i
}
However, this doesn't take into account of ordering.
For instance, if I had a set of {1, 2, 3}, the above algorithm generates subsets of:
{}, {1}, {2}, {3}, {1, 2}, {1, 3}, {2, 3}, {1,2,3}
What I need in reality is this
{}, {1}, {2}, {3}, {1, 2}, {1, 3}, {2, 3}, {1,2,3}, {2, 1}, {2, 1, 3}, {2, 3, 1}, {3, 1}, {3, 2}, {3, 1, 2}, {3, 2, 1}
Not sure if the above list is exhaustive. What's an effective algorithm in generating something like this? (Is this all possible subsets with permutation by the way?)
The way we generate the subsets using bit twiddling, every subset is sorted within it e.g. {1, 2, 3}, {2, 3}, {1, 3}. You can generate permutation for each subset using next_permutation
vector<vector<int>> mySubsetGenerator(vector<vector<int>>& subsets) {
vector<vector<int>> extendedSubset;
for(int i = 0; i < subsets.size(); ++i) {
do {
extendedSubset.push_back(subsets[i]);
} while(next_permutation(subsets[i].begin(), subsets[i].end()));
}
return extendedSubset;
}
Moreover, you can use only backtracking to generate all possible permutations by taking one or more elements of array.
I have a list of lists of numbers. I add them into one list by adding all of the first elements together, all of the second elements together, etc. For example, if my list were { {1,2,3}, {1,2,3}, {1,2,3,4} } I would want to end up with {3,6,9,4}. How do I do this in Mathematica?
a = {{1, 2, 3}, {1, 2, 3}, {1, 2, 3, 4}};
Total#PadRight#a
{3, 6, 9, 4}
Among its many useful features, Flatten will transpose a 'ragged' array (see here for a nice explanation, or check out the 'applications' subsection of the documentation on Flatten)
Total /# Flatten[#, {{2}}] &#{{1, 2, 3}, {1, 2, 3}, {1, 2, 3, 4}}
{3, 6, 9, 4}
If all the rows were the same length then adding the rows would do this.
So make all the rows the same length by appending zeros and then add them.
lists = {{1, 2, 3}, {1, 2, 3}, {1, 2, 3, 4}};
max = Max[Length /# lists]; min = Min[Length /# lists];
zeros = Table[0, {max - min}];
Plus ## Map[Take[Join[#, zeros], max] &, lists]
If I have a
vector<int> vec { 1, 2, 3, 4}
How to use
std::reverse
to turn it into
vec {2, 1, 3, 4}
You can use reverse with iterators as arguments like this:
vector<int> vec { 1, 2, 3, 4};
reverse(vec.begin(), vec.begin()+2);
You may take a look here
You don't need to use std::reverse for what is essentially a much simpler operation. If you want to just swap the first two elements, use:
std::swap (vec[0], vec[1]);
If your desire is to swap elements in groups of two (leaving any odd one at the end alone), you can use something like:
for (int i = 0, lim = vec.size() - vec.size() % 2; i < lim; i += 2)
std::swap (vec[i], vec[i+1]);
If you want to reverse a section of the vector that's more than two elements, that's where I'd be contemplating the use of std::reverse. You could reverse sections of the vector vec containing {1, 2, 3, 4, 5} with calls like:
std::reverse (vec.begin(), vec.end() ); // -> {5, 4, 3, 2, 1}
std::reverse (vec.begin(), vec.begin() + 3); // -> {3, 2, 1, 4, 5}
std::reverse (vec.begin() + 1, vec.begin() + 4); // -> {1, 4, 3, 2, 5}