This commit is contained in:
Ingy döt Net 2013-04-10 21:29:02 -07:00
parent 764da6cbbb
commit db842d013d
19005 changed files with 197040 additions and 7 deletions

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Given a sequence of integers, find a continuous subsequence which maximizes the sum of its elements, that is, the elements of no other single subsequence add up to a value larger than this one. An empty subsequence is considered to have the sum 0; thus if all elements are negative, the result must be the empty sequence.

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---
category:
- Arithmetic operations

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main:
(
[]INT a = (-1 , -2 , 3 , 5 , 6 , -2 , -1 , 4 , -4 , 2 , -1);
INT begin max, end max, max sum, sum;
sum := 0;
begin max := 0;
end max := -1;
max sum := 0;
FOR begin FROM LWB a TO UPB a DO
sum := 0;
FOR end FROM begin TO UPB a DO
sum +:= a[end];
IF sum > max sum THEN
max sum := sum;
begin max := begin;
end max := end
FI
OD
OD;
FOR i FROM begin max TO end max DO
print(a[i])
OD
)

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# Finds the subsequence of ary[1] to ary[len] with the greatest sum.
# Sets subseq[1] to subseq[n] and returns n. Also sets subseq["sum"].
# An empty subsequence has sum 0.
function maxsubseq(subseq, ary, len, b, bp, bs, c, cp, i) {
b = 0 # best sum
c = 0 # current sum
bp = 0 # position of best subsequence
bn = 0 # length of best subsequence
cp = 1 # position of current subsequence
for (i = 1; i <= len; i++) {
c += ary[i]
if (c < 0) {
c = 0
cp = i + 1
}
if (c > b) {
b = c
bp = cp
bn = i + 1 - cp
}
}
for (i = 1; i <= bn; i++)
subseq[i] = ary[bp + i - 1]
subseq["sum"] = b
return bn
}

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# Joins the elements ary[1] to ary[len] in a string.
function join(ary, len, i, s) {
s = "["
for (i = 1; i <= len; i++) {
s = s ary[i]
if (i < len)
s = s ", "
}
s = s "]"
return s
}
# Demonstrates maxsubseq().
function try(str, ary, len, max, maxlen) {
len = split(str, ary)
print "Array: " join(ary, len)
maxlen = maxsubseq(max, ary, len)
print " Maximal subsequence: " \
join(max, maxlen) ", sum " max["sum"]
}
BEGIN {
try("-1 -2 -3 -4 -5")
try("0 1 2 -3 3 -1 0 -4 0 -1 -4 2")
try("-1 -2 3 5 6 -2 -1 4 -4 2 -1")
}

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with Ada.Text_Io; use Ada.Text_Io;
procedure Max_Subarray is
type Int_Array is array (Positive range <>) of Integer;
Empty_Error : Exception;
function Max(Item : Int_Array) return Int_Array is
Start : Positive;
Finis : Positive;
Max_Sum : Integer := Integer'First;
Sum : Integer;
begin
if Item'Length = 0 then
raise Empty_Error;
end if;
for I in Item'range loop
Sum := 0;
for J in I..Item'Last loop
Sum := Sum + Item(J);
if Sum > Max_Sum then
Max_Sum := Sum;
Start := I;
Finis := J;
end if;
end loop;
end loop;
return Item(Start..Finis);
end Max;
A : Int_Array := (-1, -2, 3, 5, 6, -2, -1, 4, -4, 2, -1);
B : Int_Array := Max(A);
begin
for I in B'range loop
Put_Line(Integer'Image(B(I)));
end loop;
exception
when Empty_Error =>
Put_Line("Array being analyzed has no elements.");
end Max_Subarray;

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seq = -1,-2,3,5,6,-2,-1,4,-4,2,-1
max := sum := start := 0
Loop Parse, seq, `,
If (max < sum+=A_LoopField)
max := sum, a := start, b := A_Index
Else If sum <= 0
sum := 0, start := A_Index
; read out the best subsequence
Loop Parse, seq, `,
s .= A_Index > a && A_Index <= b ? A_LoopField "," : ""
MsgBox % "Max = " max "`n[" SubStr(s,1,-1) "]"

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Local $iArray[11] = [-1, -2, 3, 5, 6, -2, -1, 4, -4, 2, -1]
GREAT_SUB($iArray)
Local $iArray[5] = [-1, -2, -3, -4, -5]
GREAT_SUB($iArray)
Local $iArray[15] = [7, -6, -8, 5, -2, -6, 7, 4, 8, -9, -3, 2, 6, -4, -6]
GREAT_SUB($iArray)
Func GREAT_SUB($iArray)
Local $iSUM = 0, $iBEGIN_MAX = 0, $iEND_MAX = -1, $iMAX_SUM = 0
For $i = 0 To UBound($iArray) - 1
$iSUM = 0
For $k = $i To UBound($iArray) - 1
$iSUM += $iArray[$k]
If $iSUM > $iMAX_SUM Then
$iMAX_SUM = $iSUM
$iEND_MAX = $k
$iBEGIN_MAX = $i
EndIf
Next
Next
ConsoleWrite("> Array: [")
For $i = 0 To UBound($iArray) - 1
If $iArray[$i] > 0 Then ConsoleWrite("+")
ConsoleWrite($iArray[$i])
If $i <> UBound($iArray) - 1 Then ConsoleWrite(",")
Next
ConsoleWrite("]" & @CRLF & "+>Maximal subsequence: [")
$iSUM = 0
For $i = $iBEGIN_MAX To $iEND_MAX
$iSUM += $iArray[$i]
If $iArray[$i] > 0 Then ConsoleWrite("+")
ConsoleWrite($iArray[$i])
If $i <> $iEND_MAX Then ConsoleWrite(",")
Next
ConsoleWrite("]" & @CRLF & "!>SUM of subsequence: " & $iSUM & @CRLF)
EndFunc ;==>GREAT_SUB

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DIM A%(11) : A%() = 0, 1, 2, -3, 3, -1, 0, -4, 0, -1, -4, 2
PRINT FNshowarray(A%()) " -> " FNmaxsubsequence(A%())
DIM B%(10) : B%() = -1, -2, 3, 5, 6, -2, -1, 4, -4, 2, -1
PRINT FNshowarray(B%()) " -> " FNmaxsubsequence(B%())
DIM C%(4) : C%() = -1, -2, -3, -4, -5
PRINT FNshowarray(C%()) " -> " FNmaxsubsequence(C%())
END
DEF FNmaxsubsequence(a%())
LOCAL a%, b%, i%, j%, m%, s%, a$
a% = 1
FOR i% = 0 TO DIM(a%(),1)
s% = 0
FOR j% = i% TO DIM(a%(),1)
s% += a%(j%)
IF s% > m% THEN
m% = s%
a% = i%
b% = j%
ENDIF
NEXT
NEXT i%
IF a% > b% THEN = "[]"
a$ = "["
FOR i% = a% TO b%
a$ += STR$(a%(i%)) + ", "
NEXT
= LEFT$(LEFT$(a$)) + "]"
DEF FNshowarray(a%())
LOCAL i%, a$
a$ = "["
FOR i% = 0 TO DIM(a%(),1)
a$ += STR$(a%(i%)) + ", "
NEXT
= LEFT$(LEFT$(a$)) + "]"

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( 0:?max
& :?seq
& -1 -2 3 5 6 -2 -1 4 -4 2 -1
: ?
[%( (
= s sum
. ( sum
= A
. !arg:%?A ?arg&!A+sum$!arg
| 0
)
& ( sum$!sjt:>!max:?max
& !sjt:?seq
|
)
)
$
& ~
)
?
| !seq
)

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#include <utility> // for std::pair
#include <iterator> // for std::iterator_traits
#include <iostream> // for std::cout
#include <ostream> // for output operator and std::endl
#include <algorithm> // for std::copy
#include <iterator> // for std::output_iterator
// Function template max_subseq
//
// Given a sequence of integers, find a subsequence which maximizes
// the sum of its elements, that is, the elements of no other single
// subsequence add up to a value larger than this one.
//
// Requirements:
// * ForwardIterator is a forward iterator
// * ForwardIterator's value_type is less-than comparable and addable
// * default-construction of value_type gives the neutral element
// (zero)
// * operator+ and operator< are compatible (i.e. if a>zero and
// b>zero, then a+b>zero, and if a<zero and b<zero, then a+b<zero)
// * [begin,end) is a valid range
//
// Returns:
// a pair of iterators describing the begin and end of the
// subsequence
template<typename ForwardIterator>
std::pair<ForwardIterator, ForwardIterator>
max_subseq(ForwardIterator begin, ForwardIterator end)
{
typedef typename std::iterator_traits<ForwardIterator>::value_type
value_type;
ForwardIterator seq_begin = begin, seq_end = seq_begin;
value_type seq_sum = value_type();
ForwardIterator current_begin = begin;
value_type current_sum = value_type();
value_type zero = value_type();
for (ForwardIterator iter = begin; iter != end; ++iter)
{
value_type value = *iter;
if (zero < value)
{
if (current_sum < zero)
{
current_sum = zero;
current_begin = iter;
}
}
else
{
if (seq_sum < current_sum)
{
seq_begin = current_begin;
seq_end = iter;
seq_sum = current_sum;
}
}
current_sum += value;
}
if (seq_sum < current_sum)
{
seq_begin = current_begin;
seq_end = end;
seq_sum = current_sum;
}
return std::make_pair(seq_begin, seq_end);
}
// the test array
int array[] = { -1, -2, 3, 5, 6, -2, -1, 4, -4, 2, -1 };
// function template to find the one-past-end pointer to the array
template<typename T, int N> int* end(T (&arr)[N]) { return arr+N; }
int main()
{
// find the subsequence
std::pair<int*, int*> seq = max_subseq(array, end(array));
// output it
std::copy(seq.first, seq.second, std::ostream_iterator<int>(std::cout, " "));
std::cout << std::endl;
return 0;
}

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#include "stdio.h"
typedef struct Range {
int start, end, sum;
} Range;
Range maxSubseq(const int sequence[], const int len) {
int maxSum = 0, thisSum = 0, i = 0;
int start = 0, end = -1, j;
for (j = 0; j < len; j++) {
thisSum += sequence[j];
if (thisSum < 0) {
i = j + 1;
thisSum = 0;
} else if (thisSum > maxSum) {
maxSum = thisSum;
start = i;
end = j;
}
}
Range r;
if (start <= end && start >= 0 && end >= 0) {
r.start = start;
r.end = end + 1;
r.sum = maxSum;
} else {
r.start = 0;
r.end = 0;
r.sum = 0;
}
return r;
}
int main(int argc, char **argv) {
int a[] = {-1 , -2 , 3 , 5 , 6 , -2 , -1 , 4 , -4 , 2 , -1};
int alength = sizeof(a)/sizeof(a[0]);
Range r = maxSubseq(a, alength);
printf("Max sum = %d\n", r.sum);
int i;
for (i = r.start; i < r.end; i++)
printf("%d ", a[i]);
printf("\n");
return 0;
}

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(defn max-subseq-sum [coll]
(->> (take-while seq (iterate rest coll)) ; tails
(mapcat #(reductions conj [] %)) ; inits
(apply max-key #(reduce + %)))) ; max sum

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user> (max-subseq-sum [-1, -2, 3, 5, 6, -2, -1, 4, -4, 2, -1])
[3 5 6 -2 -1 4]

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max_sum_seq = (sequence) ->
# This runs in linear time.
[sum_start, sum, max_sum, max_start, max_end] = [0, 0, 0, 0, 0]
for n, i in sequence
sum += n
if sum > max_sum
max_sum = sum
max_start = sum_start
max_end = i + 1
if sum < 0 # start new sequence
sum = 0
sum_start = i + 1
sequence[max_start...max_end]
# tests
console.log max_sum_seq [-1, 0, 15, 3, -9, 12, -4]
console.log max_sum_seq [-1]
console.log max_sum_seq [4, -10, 3]

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(defun max-subseq (list)
(let ((best-sum 0) (current-sum 0) (end 0))
;; determine the best sum, and the end of the max subsequence
(do ((list list (rest list))
(i 0 (1+ i)))
((endp list))
(setf current-sum (max 0 (+ current-sum (first list))))
(when (> current-sum best-sum)
(setf end i
best-sum current-sum)))
;; take the subsequence of list ending at end, and remove elements
;; from the beginning until the subsequence sums to best-sum.
(let* ((sublist (subseq list 0 (1+ end)))
(sum (reduce #'+ sublist)))
(do ((start 0 (1+ start))
(sublist sublist (rest sublist))
(sum sum (- sum (first sublist))))
((or (endp sublist) (eql sum best-sum))
(values best-sum sublist start (1+ end)))))))

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(defun max-subseq (seq)
(loop for subsequence in (mapcon (lambda (x) (maplist #'reverse (reverse x))) seq)
for sum = (reduce #'+ subsequence :initial-value 0)
with max-subsequence
maximizing sum into max
if (= sum max) do (setf max-subsequence subsequence)
finally (return max-subsequence))))

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import std.stdio;
inout(T[]) maxSubseq(T)(inout T[] sequence) pure nothrow {
int maxSum, thisSum, i, start, end = -1;
foreach (j, x; sequence) {
thisSum += x;
if (thisSum < 0) {
i = j + 1;
thisSum = 0;
} else if (thisSum > maxSum) {
maxSum = thisSum;
start = i;
end = j;
}
}
if (start <= end && start >= 0 && end >= 0)
return sequence[start .. end + 1];
else
return [];
}
void main() {
const a1 = [-1, -2, 3, 5, 6, -2, -1, 4, -4, 2, -1];
writeln("Maximal subsequence: ", maxSubseq(a1));
const a2 = [-1, -2, -3, -5, -6, -2, -1, -4, -4, -2, -1];
writeln("Maximal subsequence: ", maxSubseq(a2));
}

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pragma.enable("accumulator")
def maxSubseq(seq) {
def size := seq.size()
# Collect all intervals of indexes whose values are positive
def intervals := {
var intervals := []
var first := 0
while (first < size) {
var next := first
def seeing := seq[first] > 0
while (next < size && (seq[next] > 0) == seeing) {
next += 1
}
if (seeing) { # record every positive interval
intervals with= first..!next
}
first := next
}
intervals
}
# For recording the best result found
var maxValue := 0
var maxInterval := 0..!0
# Try all subsequences beginning and ending with such intervals.
for firstIntervalIx => firstInterval in intervals {
for lastInterval in intervals(firstIntervalIx) {
def interval :=
(firstInterval.getOptStart())..!(lastInterval.getOptBound())
def value :=
accum 0 for i in interval { _ + seq[i] }
if (value > maxValue) {
maxValue := value
maxInterval := interval
}
}
}
return ["value" => maxValue,
"indexes" => maxInterval]
}

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def seq := [-1, -2, 3, 5, 6, -2, -1, 4, -4, 2, -1]
def [=> value, => indexes] := maxSubseq(seq)
println(`$\
Sequence: $seq
Maximum subsequence sum: $value
Indexes: ${indexes.getOptStart()}..${indexes.getOptBound().previous()}
Subsequence: ${seq(indexes.getOptStart(), indexes.getOptBound())}
`)

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>function %maxsubs (v,n) ...
$if n==1 then
$ if (v[1]<0) then return {zeros(1,0),zeros(1,0)}
$ else return {v,v};
$ endif;
$endif;
${v1,v2}=%maxsubs(v[1:n-1],n-1);
$m1=sum(v1); m2=sum(v2); m3=m2+v[n];
$if m3>0 then v3=v2|v[n]; else v3=zeros(1,0); endif;
$if m3>m1 then return {v2|v[n],v3};
$else return {v1,v3};
$endif;
$endfunction
>function maxsubs (v) ...
${v1,v2}=%maxsubs(v,cols(v));
$return v1
$endfunction
>maxsubs([0, 1, 2, -3, 3, -1, 0, -4, 0, -1, -4])
[ 0 1 2 ]
>maxsubs([-1, -2, 3, 5, 6, -2, -1, 4, -4, 2, -1])
[ 3 5 6 -2 -1 4 ]
>maxsubs([-1, -2, -3, -4, -5])
Empty matrix of size 1x0

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>function maxsubsbrute (v) ...
$ n=cols(v);
$ A=zeros(n*(n-1),n);
$ k=1;
$ for i=1 to n-1;
$ for j=i to n;
$ A[k,i:j]=1;
$ k=k+1;
$ end;
$ end;
$ k1=extrema((A.v')')[4];
$ return v[nonzeros(A[k1])];
$ endfunction
>maxsubsbrute([0, 1, 2, -3, 3, -1, 0, -4, 0, -1, -4])
[ 0 1 2 ]
>maxsubsbrute([-1, -2, 3, 5, 6, -2, -1, 4, -4, 2, -1])
[ 3 5 6 -2 -1 4 ]
>maxsubsbrute([-1, -2, -3, -4, -5])
Empty matrix of size 1x0

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>function test ...
$ loop 1 to 10000000
$ v=intrandom(1,intrandom(6)+6,20)-10;
$ if sum(maxsubs(v))!=sum(maxsubsbrute(v)) then
$ v, error("Found a wrong test example");
$ endif;
$ endfunction
>test

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function maxSubseq(sequence s)
integer sum, maxsum, first, last
maxsum = 0
first = 1
last = 0
for i = 1 to length(s) do
sum = 0
for j = i to length(s) do
sum += s[j]
if sum > maxsum then
maxsum = sum
first = i
last = j
end if
end for
end for
return s[first..last]
end function
? maxSubseq({-1, -2, 3, 5, 6, -2, -1, 4, -4, 2, -1})
? maxSubseq({})
? maxSubseq({-1, -5, -3})

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USING: kernel locals math math.order sequences ;
:: max-with-index ( elt0 ind0 elt1 ind1 -- elt ind )
elt0 elt1 < [ elt1 ind1 ] [ elt0 ind0 ] if ;
: last-of-max ( accseq -- ind ) -1 swap -1 [ max-with-index ] reduce-index nip ;
: max-subseq ( seq -- subseq )
dup 0 [ + 0 max ] accumulate swap suffix last-of-max head
dup 0 [ + ] accumulate swap suffix [ neg ] map last-of-max tail ;

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( scratchpad ) { -1 -2 3 5 6 -2 -1 4 -4 2 -1 } max-subseq dup sum swap . .
{ 3 5 6 -2 -1 4 }
15

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2variable best
variable best-sum
: sum ( array len -- sum )
0 -rot cells over + swap do i @ + cell +loop ;
: max-sub ( array len -- sub len )
over 0 best 2! 0 best-sum !
dup 1 do \ foreach length
2dup i - cells over + swap do \ foreach start
i j sum
dup best-sum @ > if
best-sum !
i j best 2!
else drop then
cell +loop
loop
2drop best 2@ ;
: .array ." [" dup 0 ?do over i cells + @ . loop ." ] = " sum . ;
create test -1 , -2 , 3 , 5 , 6 , -2 , -1 , 4 , -4 , 2 , -1 ,
test 11 max-sub .array \ [3 5 6 -2 -1 4 ] = 15

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program MaxSubSeq
implicit none
integer, parameter :: an = 11
integer, dimension(an) :: a = (/ -1, -2, 3, 5, 6, -2, -1, 4, -4, 2, -1 /)
integer, dimension(an,an) :: mix
integer :: i, j
integer, dimension(2) :: m
forall(i=1:an,j=1:an) mix(i,j) = sum(a(i:j))
m = maxloc(mix)
! a(m(1):m(2)) is the wanted subsequence
print *, a(m(1):m(2))
end program MaxSubSeq

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package main
import "fmt"
func gss(s []int) ([]int, int) {
var best, start, end, sum, sumStart int
for i, x := range s {
sum += x
switch {
case sum > best:
best = sum
start = sumStart
end = i + 1
case sum < 0:
sum = 0
sumStart = i + 1
}
}
return s[start:end], best
}
var testCases = [][]int{
{-1, -2, 3, 5, 6, -2, -1, 4, -4, 2, -1},
{-1, 1, 2, -5, -6},
{},
{-1, -2, -1},
}
func main() {
for _, c := range testCases {
fmt.Println("Input: ", c)
subSeq, sum := gss(c)
fmt.Println("Sub seq:", subSeq)
fmt.Println("Sum: ", sum, "\n")
}
}

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import Data.List (inits, tails, maximumBy)
import Data.Ord (comparing)
subseqs :: [a] -> [[a]]
subseqs = concatMap inits . tails
maxsubseq :: (Ord a, Num a) => [a] -> [a]
maxsubseq = maximumBy (comparing sum) . subseqs
main = print $ maxsubseq [-1, -2, 3, 5, 6, -2, -1, 4, -4, 2, -1]

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maxsubseq = mss_ (0,[]) (0,[]) where
mss_ _ x [] = x
mss_ here sofar (x:xs) = mss a b xs where
a = max (0,[]) (fst here + x, snd here ++ [x])
b = max sofar a
main = print $ maxsubseq [-1, -2, 3, 5, 6, -2, -1, 4, -4, 2, -1]

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procedure main()
L1 := [-1,-2,3,5,6,-2,-1,4,-4,2,-1] # sample list
L := [-1,1,2,3,4,-11]|||L1 # prepend a local maximum into the mix
write(ximage(maxsubseq(L)))
end
link ximage # to show lists
procedure maxsubseq(L) #: return the subsequence of L with maximum positive sum
local i,maxglobal,maxglobalI,maxlocal,maxlocalI
maxglobal := maxlocal := 0 # global and local maxima
every i := 1 to *L do {
if (maxlocal := max(maxlocal +L[i],0)) > 0 then
if /maxlocalI then maxlocalI := [i,i] else maxlocalI[2] := i # local maxima subscripts
else maxlocalI := &null # reset subsequence
if maxglobal <:= maxlocal then # global maxima
maxglobalI := copy(maxlocalI)
}
return L[(\maxglobalI)[1]:maxglobalI[2]] | [] # return sub-sequence or empty list
end

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maxss=: monad define
AS =. 0,; <:/~@i.&.> #\y
MX =. (= >./) AS +/ . * y
y #~ {. MX#AS
)

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maxss _1 _2 3 5 6 _2 _1 4 _4 2 _1
3 5 6 _2 _1 4

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maxs=: [:>./(0>.+)/\.

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maxs _1 _2 3 5 6 _2 _1 4 _4 2 _1
15

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maxSS=:monad define
sums=: (0>.+)/\. y
start=: sums i. max=: >./ sums
max (] {.~ #@] |&>: (= +/\) i. 1:) y}.~start
)

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maxSS2=:monad define
start=. (i. >./) (0>.+)/\. y
({.~ # |&>: [: (i.>./@,&0) +/\) y}.~start
)

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import java.util.Scanner;
import java.util.ArrayList;
public class Sub{
private static int[] indices;
public static void main(String[] args){
ArrayList<Long> array= new ArrayList<Long>(); //the main set
Scanner in = new Scanner(System.in);
while(in.hasNextLong()) array.add(in.nextLong());
long highSum= Long.MIN_VALUE;//start the sum at the lowest possible value
ArrayList<Long> highSet= new ArrayList<Long>();
//loop through all possible subarray sizes including 0
for(int subSize= 0;subSize<= array.size();subSize++){
indices= new int[subSize];
for(int i= 0;i< subSize;i++) indices[i]= i;
do{
long sum= 0;//this subarray sum variable
ArrayList<Long> temp= new ArrayList<Long>();//this subarray
//sum it and save it
for(long index:indices) {sum+= array.get(index); temp.add(array.get(index));}
if(sum > highSum){//if we found a higher sum
highSet= temp; //keep track of it
highSum= sum;
}
}while(nextIndices(array));//while we haven't tested all subarrays
}
System.out.println("Sum: " + highSum + "\nSet: " +
highSet);
}
/**
* Computes the next set of choices from the previous. The
* algorithm tries to increment the index of the final choice
* first. Should that fail (index goes out of bounds), it
* tries to increment the next-to-the-last index, and resets
* the last index to one more than the next-to-the-last.
* Should this fail the algorithm keeps starting at an earlier
* choice until it runs off the start of the choice list without
* Finding a legal set of indices for all the choices.
*
* @return true unless all choice sets have been exhausted.
* @author James Heliotis
*/
private static boolean nextIndices(ArrayList<Long> a) {
for(int i= indices.length-1;i >= 0;--i){
indices[i]++;
for(int j=i+1;j < indices.length;++j){
indices[j]= indices[j - 1] + 1;//reset the last failed try
}
if(indices[indices.length - 1] < a.size()){//if this try went out of bounds
return true;
}
}
return false;
}
}

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private static int BiggestSubsum(int[] t) {
int sum = 0;
int maxsum = 0;
for (int i : t) {
sum += i;
if (sum < 0)
sum = 0;
maxsum = sum > maxsum ? sum : maxsum;
}
return maxsum;
}

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function MaximumSubsequence( population ) {
var maxValue = 0;
var subsequence = [];
for( var i=0, len=population.length; i < len; i++ ) {
for( var j=i; j <= len; j++ ) {
var subsequence = population.slice(i,j);
var value = sumValues(subsequence);
if( value > maxValue ) {
maxValue = value;
greatest = subsequence;
};
}
}
return greatest;
}
function sumValues(arr) {
var result = 0;
for( var i=0, len=arr.length; i < len; i++) {
result += arr[i];
}
return result;
}

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'Greatest_subsequential_sum
N= 20 'number of elements
randomize 0.52
for K = 1 to 5
a$ = using("##",int(rnd(1)*12)-5)
for i=2 to N
a$ = a$ +","+using("##",int(rnd(1)*12)-5)
next
call maxsumseq a$
next K
sub maxsumseq a$
sum=0
maxsum=0
sumStart=1
end1 =0
start1 =1
token$="*"
i=0
while 1
i=i+1
token$=word$(a$, i, ",")
if token$ ="" then exit while 'end of stream
x=val(token$)
sum=sum+x
if maxsum<sum then
maxsum = sum
start1 = sumStart
end1 = i
else
if sum <0 then
sum=0
sumStart = i+1
end if
end if
wend
print "sequence: ";a$
print " ";
for i=1 to start1-1: print " "; :next
for i= start1 to end1: print "---"; :next
print
if end1 >0 then
print "Maximum sum subsequense: ";start1 ;" to "; end1
else
print "Maximum sum subsequense: is empty"
end if
print "Maximum sum ";maxsum
print
end sub

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function sumt(t, start, last) return start <= last and t[start] + sumt(t, start+1, last) or 0 end
function maxsub(ary, idx)
local idx = idx or 1
if not ary[idx] then return {} end
local maxsum, last = 0, idx
for i = idx, #ary do
if sumt(ary, idx, i) > maxsum then maxsum, last = sumt(ary, idx, i), i end
end
local v = maxsub(ary, idx + 1)
if maxsum < sumt(v, 1, #v) then return v end
local ret = {}
for i = idx, last do ret[#ret+1] = ary[i] end
return ret
end

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divert(-1)
define(`setrange',`ifelse(`$3',`',$2,`define($1[$2],$3)`'setrange($1,
incr($2),shift(shift(shift($@))))')')
define(`asize',decr(setrange(`a',1,-1,-2,3,5,6,-2,-1,4,-4,2,-1)))
define(`get',`defn(`$1[$2]')')
define(`for',
`ifelse($#,0,``$0'',
`ifelse(eval($2<=$3),1,
`pushdef(`$1',$2)$4`'popdef(`$1')$0(`$1',incr($2),$3,`$4')')')')
define(`maxsum',0)
for(`x',1,asize,
`define(`sum',0)`'for(`y',x,asize,
`define(`sum',eval(sum+get(`a',y)))`'ifelse(eval(sum>maxsum),1,
`define(`maxsum',sum)`'define(`xmax',x)`'define(`ymax',y)')')')
divert
for(`x',xmax,ymax,`get(`a',x) ')

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@ -0,0 +1,5 @@
Sequences[m_]:=Prepend[Flatten[Table[Partition[Range[m],n,1],{n,m}],1],{}]
MaximumSubsequence[x_List]:=Module[{sums},
sums={x[[#]],Total[x[[#]]]}&/@Sequences[Length[x]];
First[First[sums[[Ordering[sums,-1,#1[[2]]<#2[[2]]&]]]]]
]

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@ -0,0 +1 @@
MaximumSubsequence[x_List]:=Last@SortBy[Flatten[Table[x[[a;;b]], {b,Length[x]}, {a,b}],1],Total]

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@ -0,0 +1,5 @@
MaximumSubsequence[{-1,-2,3,5,6,-2,-1,4,-4,2,-1}]
MaximumSubsequence[{2,4,5}]
MaximumSubsequence[{2,-4,3}]
MaximumSubsequence[{4}]
MaximumSubsequence[{}]

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/*Special ordered set of type N
Nigel_Galloway
January 26th, 2012
*/
param Lmax;
param Lmin;
set SOS;
param Sx{SOS};
var db{Lmin..Lmax,SOS}, binary;
maximize s : sum{q in (Lmin..Lmax),t in (0..q-1), z in SOS: z > (q-1)} Sx[z-t]*db[q,z];
sos1 : sum{t in (Lmin..Lmax),z in SOS: z > (t-1)} db[t,z] = 1;
solve;
for{t in (Lmin..Lmax),z in SOS: db[t,z] == 1} {
printf "\nA sub-sequence of length %d sums to %f:\n", t,s;
printf{q in (z-t+1)..z} " %f", Sx[q];
}
printf "\n\n";
data;
param Lmin := 1;
param Lmax := 6;
param:
SOS: Sx :=
1 7
2 4
3 -11
4 6
5 3
6 1
;
end;

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@ -0,0 +1,38 @@
GLPSOL: GLPK LP/MIP Solver, v4.47
Parameter(s) specified in the command line:
--math GSS.mod
Reading model section from GSS.mod...
Reading data section from GSS.mod...
38 lines were read
Generating s...
Generating sos1...
Model has been successfully generated
GLPK Integer Optimizer, v4.47
2 rows, 21 columns, 41 non-zeros
21 integer variables, all of which are binary
Preprocessing...
1 row, 21 columns, 21 non-zeros
21 integer variables, all of which are binary
Scaling...
A: min|aij| = 1.000e+000 max|aij| = 1.000e+000 ratio = 1.000e+000
Problem data seem to be well scaled
Constructing initial basis...
Size of triangular part = 1
Solving LP relaxation...
GLPK Simplex Optimizer, v4.47
1 row, 21 columns, 21 non-zeros
* 0: obj = 1.000000000e+001 infeas = 0.000e+000 (0)
* 1: obj = 1.100000000e+001 infeas = 0.000e+000 (0)
OPTIMAL SOLUTION FOUND
Integer optimization begins...
+ 1: mip = not found yet <= +inf (1; 0)
+ 1: >>>>> 1.100000000e+001 <= 1.100000000e+001 0.0% (1; 0)
+ 1: mip = 1.100000000e+001 <= tree is empty 0.0% (0; 1)
INTEGER OPTIMAL SOLUTION FOUND
Time used: 0.0 secs
Memory used: 0.1 Mb (135491 bytes)
A sub-sequence of length 2 sums to 11.000000:
7.000000 4.000000
Model has been successfully processed

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<?php
function max_sum_seq($sequence) {
// This runs in linear time.
$sum_start = 0;
$sum = 0;
$max_sum = 0;
$max_start = 0;
$max_len = 0;
for ($i = 0; $i < count($sequence); $i += 1) {
$n = $sequence[$i];
$sum += $n;
if ($sum > $max_sum) {
$max_sum = $sum;
$max_start = $sum_start;
$max_len = $i + 1 - $max_start;
}
if ($sum < 0) { # start new sequence
$sum = 0;
$sum_start = $i + 1;
}
}
return array_slice($sequence, $max_start, $max_len);
}
function print_array($arr) {
if (count($arr) > 0) {
echo join(" ", $arr);
} else {
echo "(empty)";
}
echo '<br>';
}
// tests
print_array(max_sum_seq(array(-1, 0, 15, 3, -9, 12, -4)));
print_array(max_sum_seq(array(-1)));
print_array(max_sum_seq(array(4, -10, 3)));
?>

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@ -0,0 +1,3 @@
0 15 3 -9 12
(empty)
4

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@ -0,0 +1,21 @@
use strict;
sub max_sub(\@) {
my ($a, $maxs, $maxe, $s, $sum, $maxsum) = shift;
foreach (0 .. $#$a) {
my $t = $sum + $a->[$_];
($s, $sum) = $t > 0 ? ($s, $t) : ($_ + 1, 0);
if ($maxsum < $sum) {
$maxsum = $sum;
($maxs, $maxe) = ($s, $_ + 1)
}
}
@$a[$maxs .. $maxe - 1]
}
my @a = map { int(rand(20) - 10) } 1 .. 10;
my @b = (-1) x 10;
print "seq: @a\nmax: [ @{[max_sub @a]} ]\n";
print "seq: @b\nmax: [ @{[max_sub @b]} ]\n";

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@ -0,0 +1,19 @@
use strict;
my @a = (-1 , -2 , 3 , 5 , 6 , -2 , -1 , 4 , -4 , 2 , -1);
my @maxsubarray;
my $maxsum = 0;
foreach my $begin (0..$#a) {
foreach my $end ($begin..$#a) {
my $sum = 0;
$sum += $_ foreach @a[$begin..$end];
if($sum > $maxsum) {
$maxsum = $sum;
@maxsubarray = @a[$begin..$end];
}
}
}
print "@maxsubarray\n";

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@ -0,0 +1,3 @@
(maxi '((L) (apply + L))
(mapcon '((L) (maplist reverse (reverse L)))
(-1 -2 3 5 6 -2 -1 4 -4 2 -1) ) )

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@ -0,0 +1,55 @@
:- use_module(library(chr)).
:- chr_constraint
init_chr/2,
seq/2,
% gss(Deb, Len, TT)
gss/3,
% gsscur(Deb, Len, TT, IdCur)
gsscur/4,
memoseq/3,
clean/0,
greatest_subsequence/0.
greatest_subsequence <=>
L = [-1 , -2 , 3 , 5 , 6 , -2 , -1 , 4 , -4 , 2 , -1],
init_chr(1, L),
find_chr_constraint(gss(Deb, Len, V)),
clean,
writeln(L),
forall(between(1, Len, I),
( J is I+Deb-1, nth1(J, L, N), format('~w ', [N]))),
format('==> ~w ~n', [V]).
% destroy last constraint gss
clean \ gss(_,_,_) <=> true.
clean <=> true.
init_chr_end @ init_chr(_, []) <=> gss(0, 0, 0), gsscur(1,0,0,1).
init_chr_loop @ init_chr(N, [H|T]) <=> seq(N, H), N1 is N+1, init_chr(N1, T).
% here, we memorize the list
gsscur_with_negative @ gsscur(Deb, Len, TT, N), seq(N, V) <=> V =< 0 |
memoseq(Deb, Len, TT),
TT1 is TT + V,
N1 is N+1,
% if TT1 becomes negative,
% we begin a new subsequence
( TT1 < 0 -> gsscur(N1,0,0,N1)
; Len1 is Len + 1, gsscur(Deb, Len1, TT1, N1)).
gsscur_with_positive @ gsscur(Deb, Len, TT, N), seq(N, V) <=> V > 0 |
TT1 is TT + V,
N1 is N+1,
Len1 is Len + 1,
gsscur(Deb, Len1, TT1, N1).
gsscur_end @ gsscur(Deb, Len, TT, _N) <=> memoseq(Deb, Len, TT).
memoseq(_DC, _LC, TTC), gss(D, L, TT) <=> TTC =< TT |
gss(D, L, TT).
memoseq(DC, LC, TTC), gss(_D, _L, TT) <=> TTC > TT |
gss(DC, LC, TTC).

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@ -0,0 +1,4 @@
def maxsubseq(seq):
return max((seq[begin:end] for begin in xrange(len(seq)+1)
for end in xrange(begin, len(seq)+1)),
key=sum)

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@ -0,0 +1,8 @@
def maxsum(sequence):
"""Return maximum sum."""
maxsofar, maxendinghere = 0, 0
for x in sequence:
# invariant: ``maxendinghere`` and ``maxsofar`` are accurate for ``x[0..i-1]``
maxendinghere = max(maxendinghere + x, 0)
maxsofar = max(maxsofar, maxendinghere)
return maxsofar

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@ -0,0 +1,14 @@
def maxsumseq(sequence):
start, end, sum_start = -1, -1, -1
maxsum_, sum_ = 0, 0
for i, x in enumerate(sequence):
sum_ += x
if maxsum_ < sum_: # found maximal subsequence so far
maxsum_ = sum_
start, end = sum_start, i
elif sum_ < 0: # start new sequence
sum_ = 0
sum_start = i
assert maxsum_ == maxsum(sequence)
assert maxsum_ == sum(sequence[start + 1:end + 1])
return sequence[start + 1:end + 1]

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@ -0,0 +1,14 @@
def maxsumit(iterable):
maxseq = seq = []
start, end, sum_start = -1, -1, -1
maxsum_, sum_ = 0, 0
for i, x in enumerate(iterable):
seq.append(x); sum_ += x
if maxsum_ < sum_:
maxseq = seq; maxsum_ = sum_
start, end = sum_start, i
elif sum_ < 0:
seq = []; sum_ = 0
sum_start = i
assert maxsum_ == sum(maxseq[:end - start])
return maxseq[:end - start]

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@ -0,0 +1,17 @@
f = maxsumit
assert f([]) == []
assert f([-1]) == []
assert f([0]) == []
assert f([1]) == [1]
assert f([1, 0]) == [1]
assert f([0, 1]) == [0, 1]
assert f([0, 1, 0]) == [0, 1]
assert f([2]) == [2]
assert f([2, -1]) == [2]
assert f([-1, 2]) == [2]
assert f([-1, 2, -1]) == [2]
assert f([2, -1, 3]) == [2, -1, 3]
assert f([2, -1, 3, -1]) == [2, -1, 3]
assert f([-1, 2, -1, 3]) == [2, -1, 3]
assert f([-1, 2, -1, 3, -1]) == [2, -1, 3]
assert f([-1, 1, 2, -5, -6]) == [1,2]

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max.subseq <- function(x) {
cumulative <- cumsum(x)
min.cumulative.so.far <- Reduce(min, cumulative, accumulate=TRUE)
end <- which.max(cumulative-min.cumulative.so.far)
begin <- which.min(c(0, cumulative[1:end]))
if (end >= begin) x[begin:end] else x[c()]
}

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@ -0,0 +1,2 @@
> max.subseq(c(-1, -2, 3, 5, 6, -2, -1, 4, -4, 2, -1))
[1] 3 5 6 -2 -1 4

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@ -0,0 +1,20 @@
/*REXX program finds the shortest greatest continous subsequence sum.*/
arg @ /*get the arugment LIST (if any).*/
say 'words='words(@) ' list='@ /*show WORDS and LIST to console.*/
sum=word(@,1) /*a "starter" sum (of a sequence)*/
w=words(@) /*number of words in the list. */
at=1 /*where the sequence starts at. */
L=0 /*the length of the sequence. */
/*process the list. */
do j=1 for w; f=word(@,j)
do k=j to w; s=f
do m=j+1 to k
s=s+word(@,m)
end /*m*/
if s>sum then do; sum=s; at=j; L=k-j+1; end
end /*k*/
end /*j*/
seq=subword(@,at,L); if seq=='' then seq="[NULL]"
say; say 'sum='word(sum 0,1)/1 " sequence="seq
/*stick a fork in it, we're done.*/

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@ -0,0 +1,21 @@
/*REXX program finds the longest greatest continous subsequence sum. */
arg @ /*get the arugment LIST (if any).*/
say 'words='words(@) ' list='@ /*show WORDS and LIST to console.*/
sum=word(@,1) /*a "starter" sum (of a sequence)*/
w=words(@) /*number of words in the list. */
at=1 /*where the sequence starts at. */
L=0 /*the length of the sequence. */
/*process the list. */
do j=1 for w; f=word(@,j)
do k=j to w; s=f
do m=j+1 to k
s=s+word(@,m)
end /*m*/
_=k-j+1
if (s==sum & _>L) | s>sum then do; sum=s; at=j; L=_; end
end /*k*/
end /*j*/
seq=subword(@,at,L); if seq=='' then seq="[NULL]"
say; say 'sum='word(sum 0,1)/1 " sequence="seq
/*stick a fork in it, we're done.*/

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@ -0,0 +1,31 @@
/* REXX ***************************************************************
* 09.08.2012 Walter Pachl translated Pascal algorithm to Rexx
**********************************************************************/
s=' -1 -2 3 5 6 -2 -1 4 -4 2 -1'
maxSum = 0
seqStart = 0
seqEnd = -1
do i = 1 To words(s)
seqSum = 0
Do j = i to words(s)
seqSum = seqSum + word(s,j)
if seqSum > maxSum then Do
maxSum = seqSum
seqStart = i
seqEnd = j
end
end
end
Say 'Sequence:'
Say s
Say 'Subsequence with greatest sum: '
If seqend<seqstart Then
Say 'empty'
Else Do
ol=copies(' ',seqStart-1)
Do i = seqStart to seqEnd
ol=ol||right(word(s,i),3)
End
Say ol
Say 'Sum:' maxSum
End

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(define (max-subseq l)
(define-values (_ result _1 max-sum)
(for/fold ([seq '()] [max-seq '()] [sum 0] [max-sum 0])
([i l])
(cond [(> (+ sum i) max-sum)
(values (cons i seq) (cons i seq) (+ sum i) (+ sum i))]
[(< (+ sum i) 0)
(values '() max-seq 0 max-sum)]
[else
(values (cons i seq) max-seq (+ sum i) max-sum)])))
(values (reverse result) max-sum))

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@ -0,0 +1,3 @@
> (max-subseq '(-1 -2 3 5 6 -2 -1 4 -4 2 -1))
'(3 5 6 -2 -1 4)
15

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@ -0,0 +1,14 @@
Infinity = 1.0/0
def subarray_sum(arr)
max, slice = -Infinity, []
arr.each_with_index do |n, i|
(i...arr.length).each do |j|
sum = arr[i..j].inject(0) { |x, sum| sum += x }
if sum > max
max = sum
slice = arr[i..j]
end
end
end
[max, slice]
end

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@ -0,0 +1,30 @@
# the trick is that at any point
# in the iteration if starting a new chain is
# better than your current score with this element
# added to it, then do so.
# the interesting part is proving the math behind it
Infinity = 1.0/0
def subarray_sum(arr)
curr,max = -Infinity,-Infinity
first,last= 0,0
arr.each_with_index do |e,i|
curr = e + curr
if(e>curr)
curr = e
first=i
end
if(curr > max)
max = curr
last=i
end
end
return max,arr[first...last+1]
end
input=[1,2,3,4,5,-8,-9,-20,40,25,-5]
p subarray_sum(input)
=>[65, [40, 25]]
input=[-3, -1]
p subarray_sum(input)
=>[-1, [-1]]

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def maxSubseq(l: List[Int]) = l.scanRight(Nil : List[Int]) {
case (el, acc) if acc.sum + el < 0 => Nil
case (el, acc) => el :: acc
} max Ordering.by((_: List[Int]).sum)
def biggestMaxSubseq(l: List[Int]) = l.scanRight(Nil : List[Int]) {
case (el, acc) if acc.sum + el < 0 => Nil
case (el, acc) => el :: acc
} max Ordering.by((ss: List[Int]) => (ss.sum, ss.length))
def biggestMaxSubseq[N](l: List[N])(implicit n: Numeric[N]) = {
import n._
l.scanRight(Nil : List[N]) {
case (el, acc) if acc.sum + el < zero => Nil
case (el, acc) => el :: acc
} max Ordering.by((ss: List[N]) => (ss.sum, ss.length))
}
def linearBiggestMaxSubseq[N](l: List[N])(implicit n: Numeric[N]) = {
import n._
l.scanRight((zero, Nil : List[N])) {
case (el, (acc, _)) if acc + el < zero => (zero, Nil)
case (el, (acc, ss)) => (acc + el, el :: ss)
} max Ordering.by((t: (N, List[N])) => (t._1, t._2.length)) _2
}

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@ -0,0 +1,11 @@
(define (maxsubseq in)
(let loop
((_sum 0) (_seq (list)) (maxsum 0) (maxseq (list)) (l in))
(if (null? l)
(cons maxsum (reverse maxseq))
(let* ((x (car l)) (sum (+ _sum x)) (seq (cons x _seq)))
(if (> sum 0)
(if (> sum maxsum)
(loop sum seq sum seq (cdr l))
(loop sum seq maxsum maxseq (cdr l)))
(loop 0 (list) maxsum maxseq (cdr l)))))))

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@ -0,0 +1,69 @@
package require Tcl 8.5
set a {-1 -2 3 5 6 -2 -1 4 -4 2 -1}
# from the Perl solution
proc maxsumseq1 {a} {
set len [llength $a]
set maxsum 0
for {set start 0} {$start < $len} {incr start} {
for {set end $start} {$end < $len} {incr end} {
set sum 0
incr sum [expr [join [lrange $a $start $end] +]]
if {$sum > $maxsum} {
set maxsum $sum
set maxsumseq [lrange $a $start $end]
}
}
}
return $maxsumseq
}
# from the Python solution
proc maxsumseq2 {sequence} {
set start -1
set end -1
set maxsum_ 0
set sum_ 0
for {set i 0} {$i < [llength $sequence]} {incr i} {
set x [lindex $sequence $i]
incr sum_ $x
if {$maxsum_ < $sum_} {
set maxsum_ $sum_
set end $i
} elseif {$sum_ < 0} {
set sum_ 0
set start $i
}
}
assert {$maxsum_ == [maxsum $sequence]}
assert {$maxsum_ == [sum [lrange $sequence [expr {$start + 1}] $end]]}
return [lrange $sequence [expr {$start + 1}] $end]
}
proc maxsum {sequence} {
set maxsofar 0
set maxendinghere 0
foreach x $sequence {
set maxendinghere [expr {max($maxendinghere + $x, 0)}]
set maxsofar [expr {max($maxsofar, $maxendinghere)}]
}
return $maxsofar
}
proc assert {condition {message "Assertion failed!"}} {
if { ! [uplevel 1 [list expr $condition]]} {
return -code error $message
}
}
proc sum list {
expr [join $list +]
}
puts "sequence: $a"
puts "maxsumseq1: [maxsumseq1 $a]"
puts [time {maxsumseq1 $a} 1000]
puts "maxsumseq2: [maxsumseq2 $a]"
puts [time {maxsumseq2 $a} 1000]