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rewrite the segment tree implementation, add varous testings
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ideahitme
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Jun 8, 2017
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,33 @@ | ||
package segment | ||
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import ( | ||
"testing" | ||
) | ||
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func BenchmarkSegmentTree(b *testing.B) { | ||
s := new(SegmentTreeSuite) | ||
s.SetupTest() | ||
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tree := NewTree(s.testdata) | ||
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b.ResetTimer() | ||
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for i := 0; i < b.N; i++ { | ||
for _, r := range s.ranges { | ||
tree.RangeMinQuery(r[0], r[1]) | ||
} | ||
} | ||
} | ||
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func BenchmarkNaive(b *testing.B) { | ||
s := new(SegmentTreeSuite) | ||
s.SetupTest() | ||
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b.ResetTimer() | ||
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for i := 0; i < b.N; i++ { | ||
for _, r := range s.ranges { | ||
s.RMQ(r[0], r[1]) | ||
} | ||
} | ||
} |
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,60 @@ | ||
package segment | ||
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import ( | ||
"math" | ||
"math/rand" | ||
"testing" | ||
"time" | ||
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"github.com/stretchr/testify/suite" | ||
) | ||
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type SegmentTreeSuite struct { | ||
suite.Suite | ||
testdata []int | ||
ranges [][]int | ||
} | ||
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func (suite *SegmentTreeSuite) SetupTest() { | ||
rand.Seed(time.Now().UnixNano()) | ||
size := 1 << 15 | ||
numRanges := 1 << 10 | ||
maxValue := 1 << 20 | ||
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testdata := make([]int, size) | ||
for i := 0; i < size; i++ { | ||
testdata[i] = rand.Intn(maxValue) | ||
} | ||
suite.testdata = testdata | ||
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ranges := make([][]int, numRanges) | ||
for i := 0; i < numRanges; i++ { | ||
ranges[i] = make([]int, 2) | ||
left := rand.Intn(size - 1) | ||
ranges[i][0] = left | ||
ranges[i][1] = left + rand.Intn(size-left) | ||
} | ||
suite.ranges = ranges | ||
} | ||
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//dummy implementation of RMQ | ||
func (suite *SegmentTreeSuite) RMQ(left, right int) int { | ||
res := math.MaxInt32 | ||
for i := left; i <= right; i++ { | ||
if res > suite.testdata[i] { | ||
res = suite.testdata[i] | ||
} | ||
} | ||
return res | ||
} | ||
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func (suite *SegmentTreeSuite) TestExtensive() { | ||
tree := NewTree(suite.testdata) | ||
for _, r := range suite.ranges { | ||
suite.Equal(suite.RMQ(r[0], r[1]), tree.RangeMinQuery(r[0], r[1])) | ||
} | ||
} | ||
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func TestExtensive(t *testing.T) { | ||
suite.Run(t, new(SegmentTreeSuite)) | ||
} |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1 +1,76 @@ | ||
package segment | ||
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import ( | ||
"math" | ||
) | ||
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// Tree implementation of segment tree | ||
type Tree struct { | ||
nodes []int //elements of the tree | ||
size int //size number of elements in the original array | ||
} | ||
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// NewTree constructs a segment tree and allows to perform RMQ on provided targetArray | ||
func NewTree(from []int) *Tree { | ||
treeSize := calcTreeSize(len(from)) | ||
nodes := make([]int, treeSize) | ||
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t := &Tree{nodes, len(from)} | ||
t.build(from, 0, 0, len(from)-1) | ||
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return t | ||
} | ||
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func (t *Tree) build(from []int, node, leftBound, rightBound int) { | ||
if leftBound == rightBound { | ||
t.nodes[node] = from[leftBound] | ||
return | ||
} | ||
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bisect := (leftBound + rightBound) / 2 | ||
t.build(from, 2*node+1, leftBound, bisect) | ||
t.build(from, 2*node+2, bisect+1, rightBound) | ||
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leftMin := t.nodes[2*node+1] | ||
rightMin := t.nodes[2*node+2] | ||
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if leftMin < rightMin { | ||
t.nodes[node] = leftMin | ||
} else { | ||
t.nodes[node] = rightMin | ||
} | ||
} | ||
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func calcTreeSize(originalSize int) int { | ||
return 1<<uint(math.Ceil(math.Log2(float64(originalSize)))+1) - 1 | ||
} | ||
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// RangeMinQuery returns minimum element in the [left,right] slice of the original array | ||
func (t *Tree) RangeMinQuery(left, right int) int { | ||
if left > right { | ||
left, right = right, left | ||
} | ||
return (&query{left: left, right: right, nodes: t.nodes}).rangeMinimum(0, 0, t.size-1) | ||
} | ||
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type query struct { | ||
left, right int | ||
nodes []int | ||
} | ||
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func (q *query) rangeMinimum(node, leftBound, rightBound int) int { | ||
if q.left > rightBound || q.right < leftBound { | ||
return math.MaxInt32 | ||
} | ||
if q.left <= leftBound && q.right >= rightBound { | ||
return q.nodes[node] | ||
} | ||
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bisect := (leftBound + rightBound) / 2 | ||
leftMin := q.rangeMinimum(2*node+1, leftBound, bisect) | ||
rightMin := q.rangeMinimum(2*node+2, bisect+1, rightBound) | ||
if leftMin < rightMin { | ||
return leftMin | ||
} | ||
return rightMin | ||
} |
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,30 @@ | ||
package segment | ||
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import ( | ||
"testing" | ||
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"github.com/stretchr/testify/assert" | ||
) | ||
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func TestCalcTreeSize(t *testing.T) { | ||
assert.Equal(t, 15, calcTreeSize(5), "") | ||
assert.Equal(t, 15, calcTreeSize(8), "") | ||
assert.Equal(t, 3, calcTreeSize(2), "") | ||
assert.Equal(t, 1, calcTreeSize(1), "") | ||
assert.Equal(t, 63, calcTreeSize(32), "") | ||
assert.Equal(t, 127, calcTreeSize(33), "") | ||
} | ||
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func TestRangeMinQuery(t *testing.T) { | ||
tree := NewTree([]int{1, 3, 5, 4, 6, 10, 200, -100}) | ||
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assert.Equal(t, 1, tree.RangeMinQuery(0, 0), "") | ||
assert.Equal(t, 3, tree.RangeMinQuery(1, 1), "") | ||
assert.Equal(t, 5, tree.RangeMinQuery(2, 2), "") | ||
assert.Equal(t, 4, tree.RangeMinQuery(3, 3), "") | ||
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assert.Equal(t, -100, tree.RangeMinQuery(1, 7), "") | ||
assert.Equal(t, 3, tree.RangeMinQuery(1, 6), "") | ||
assert.Equal(t, 4, tree.RangeMinQuery(2, 6), "") | ||
assert.Equal(t, -100, tree.RangeMinQuery(7, 7), "") | ||
} |