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Added sqrt decomposition #613

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95 changes: 95 additions & 0 deletions structure/sqrtdecompositionsimple/sqrtdecompositionsimple.go
Original file line number Diff line number Diff line change
@@ -0,0 +1,95 @@
// Sqrt (or Square Root) Decomposition is a technique used for query an array and perform updates
// Inside this package is described its most simple data structure, you can find more at: https://cp-algorithms.com/data_structures/sqrt_decomposition.html
//
// Formally, You can use SqrtDecompositionSimple only if:
//
// Given a function $Query:E_1,...,E_n\rightarrow Q$
//
// if $\exist unionQ:Q,Q\rightarrow Q$
//
// s.t.
//
// - $\forall n\in \N > 1, 1\le i<n, E_1,..., E_n\in E \\ query(E_1,..., E_n)=unionQ(query(E_1,..., E_i), query(E_{i+1},...,E_n))$
//
// - (Only if you want use $update$ function)
// $\forall n\in \N > 0, E_1,..., E_n\in E \\ query(E_1,...,E_{new},..., E_n)=updateQ(query(E_1,...,E_{old},...,E_n), indexof(E_{old}), E_{new})$
package sqrtdecompositionsimple
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import "math"

type SqrtDecompositionSimple[E any, Q any] struct {
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querySingleElement func(element E) Q
unionQ func(q1 Q, q2 Q) Q
updateQ func(oldQ Q, oldE E, newE E) (newQ Q)

elements []E
blocks []Q
blockSize uint64
}

// Assumption: len(elements) > 0
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func NewSqrtDecompositionSimple[E any, Q any](
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elements []E,
querySingleElement func(element E) Q,
unionQ func(q1 Q, q2 Q) Q,
updateQ func(oldQ Q, oldE E, newE E) (newQ Q),
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) *SqrtDecompositionSimple[E, Q] {
sqrtDec := &SqrtDecompositionSimple[E, Q]{
querySingleElement: querySingleElement,
unionQ: unionQ,
updateQ: updateQ,
elements: elements,
}
sqrt := math.Sqrt(float64(len(sqrtDec.elements)))
blockSize := uint64(sqrt)
numBlocks := uint64(math.Ceil(float64(len(elements)) / float64(blockSize)))
sqrtDec.blocks = make([]Q, numBlocks)
for i := uint64(0); i < uint64(len(elements)); i++ {
if i%blockSize == 0 {
sqrtDec.blocks[i/blockSize] = sqrtDec.querySingleElement(elements[i])
} else {
sqrtDec.blocks[i/blockSize] = sqrtDec.unionQ(sqrtDec.blocks[i/blockSize], sqrtDec.querySingleElement(elements[i]))
}
}
sqrtDec.blockSize = blockSize
return sqrtDec
}

// Assumption: start < end (non included). Both are valid
func (s *SqrtDecompositionSimple[E, Q]) Query(start uint64, end uint64) Q {
firstIndexNextBlock := ((start / s.blockSize) + 1) * s.blockSize
q := s.querySingleElement(s.elements[start])
if firstIndexNextBlock > end { // if in same block
start++
for start < end {
q = s.unionQ(q, s.querySingleElement(s.elements[start]))
start++
}
} else {
// left side
start++
for start < firstIndexNextBlock {
q = s.unionQ(q, s.querySingleElement(s.elements[start]))
start++
}

//middle part
endBlock := end / s.blockSize
for i := firstIndexNextBlock / s.blockSize; i < endBlock; i++ {
q = s.unionQ(q, s.blocks[i])
}

// right part
for i := endBlock * s.blockSize; i < end; i++ {
q = s.unionQ(q, s.querySingleElement(s.elements[i]))
}
}
return q
}

// Assumption: index is valid
func (s *SqrtDecompositionSimple[E, Q]) Update(index uint64, newElement E) {
i := index / s.blockSize
s.blocks[i] = s.updateQ(s.blocks[i], s.elements[index], newElement)
s.elements[index] = newElement
}
79 changes: 79 additions & 0 deletions structure/sqrtdecompositionsimple/sqrtdecompositionsimple_test.go
Original file line number Diff line number Diff line change
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package sqrtdecompositionsimple
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import (
"testing"
)

// Query interval
type query struct {
firstIndex uint64
lastIndex uint64
}

type update struct {
index uint64
value int
}

func TestSqrtSqrtDecompositionSimple(t *testing.T) {
var sqrtSqrtDecompositionSimpleTestData = []struct {
description string
array []int
updates []update
queries []query
expected []int
}{
{
description: "test 1-sized array",
array: []int{1},
queries: []query{{0, 1}},
expected: []int{1},
},
{
description: "test array with size 5",
array: []int{1, 2, 3, 4, 5},
queries: []query{{0, 5}, {0, 2}, {2, 4}},
expected: []int{15, 3, 7},
},
{
description: "test array with size 5 and updates",
array: []int{1, 2, 3, 4, 5},
updates: []update{{index: 1, value: 3},
{index: 2, value: 4}},
queries: []query{{0, 5}, {0, 2}, {2, 4}},
expected: []int{17, 4, 8},
},
{
description: "test array with size 11 and updates",
array: []int{1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1},
updates: []update{{index: 2, value: 2},
{index: 3, value: 3},
{index: 6, value: 6}},
queries: []query{{3, 5}, {7, 8}, {3, 7}, {0, 10}},
expected: []int{4, 1, 11, 18},
},
}
for _, test := range sqrtSqrtDecompositionSimpleTestData {
t.Run(test.description, func(t *testing.T) {
s := NewSqrtDecompositionSimple(test.array,
func(e int) int { return e },
func(q1, q2 int) int { return q1 + q2 },
func(q, a, b int) int { return q - a + b },
)

for i := 0; i < len(test.updates); i++ {
s.Update(test.updates[i].index, test.updates[i].value)
}

for i := 0; i < len(test.queries); i++ {
result := s.Query(test.queries[i].firstIndex, test.queries[i].lastIndex)

if result != test.expected[i] {
t.Logf("FAIL: %s", test.description)
t.Fatalf("Expected result: %d\nFound: %d\n", test.expected[i], result)
}
}

})
}
}