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/*
* Copyright 2016 Dgraph Labs, Inc.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package algo
import (
"fmt"
"math/rand"
"sort"
"github.com/dgraph-io/dgraph/task"
"github.com/stretchr/testify/require"
func newList(data []uint64) *task.List {
return &task.List{data}
input := []*task.List{
newList([]uint64{55}),
require.Equal(t, MergeSorted(input).Uids, []uint64{55})
input := []*task.List{
newList([]uint64{1, 3, 6, 8, 10}),
newList([]uint64{2, 4, 5, 7, 15}),
require.Equal(t, MergeSorted(input).Uids,
input := []*task.List{
newList([]uint64{1, 3, 6, 8, 10}),
newList([]uint64{}),
require.Equal(t, MergeSorted(input).Uids, []uint64{1, 3, 6, 8, 10})
input := []*task.List{
newList([]uint64{}),
newList([]uint64{1, 3, 6, 8, 10}),
require.Equal(t, MergeSorted(input).Uids, []uint64{1, 3, 6, 8, 10})
input := []*task.List{
newList([]uint64{}),
newList([]uint64{}),
require.Empty(t, MergeSorted(input).Uids)
input := []*task.List{
newList([]uint64{11, 13, 16, 18, 20}),
newList([]uint64{12, 14, 15, 15, 16, 16, 17, 25}),
newList([]uint64{1, 2}),
require.Equal(t, MergeSorted(input).Uids,
input := []*task.List{
newList([]uint64{5, 6, 7}),
newList([]uint64{3, 4}),
newList([]uint64{1, 2}),
newList([]uint64{}),
require.Equal(t, MergeSorted(input).Uids, []uint64{1, 2, 3, 4, 5, 6, 7})
require.Empty(t, MergeSorted(input).Uids)
input := []*task.List{
newList([]uint64{1, 1, 1}),
require.Equal(t, MergeSorted(input).Uids, []uint64{1})
input := []*task.List{
newList([]uint64{1, 2, 3, 3, 6}),
newList([]uint64{4, 8, 9}),
require.Equal(t, MergeSorted(input).Uids, []uint64{1, 2, 3, 4, 6, 8, 9})
input := []*task.List{
newList([]uint64{1, 2, 3}),
newList([]uint64{2, 3, 4, 5}),
require.Equal(t, IntersectSorted(input).Uids, []uint64{2, 3})
input := []*task.List{
newList([]uint64{1, 2, 3}),
require.Equal(t, IntersectSorted(input).Uids, []uint64{1, 2, 3})
require.Empty(t, IntersectSorted(input).Uids)
input := []*task.List{
newList([]uint64{100, 101}),
require.Equal(t, IntersectSorted(input).Uids, []uint64{100, 101})
input := []*task.List{
newList([]uint64{1, 2, 3}),
newList([]uint64{2, 3, 4, 5}),
newList([]uint64{4, 5, 6}),
require.Empty(t, IntersectSorted(input).Uids)
func TestIntersectSorted6(t *testing.T) {
input := []*task.List{
newList([]uint64{10, 12, 13}),
newList([]uint64{2, 3, 4, 13}),
newList([]uint64{4, 5, 6}),
}
require.Empty(t, IntersectSorted(input).Uids)
func TestSubSorted1(t *testing.T) {
input := []*task.List{
newList([]uint64{1, 2, 3}),
newList([]uint64{2, 3, 4, 5}),
}
Difference(input[0], input[1])
require.Equal(t, []uint64{1}, input[0].Uids)
}
func TestSubSorted6(t *testing.T) {
input := []*task.List{
newList([]uint64{10, 12, 13}),
newList([]uint64{2, 3, 4, 13}),
}
Difference(input[0], input[1])
require.Equal(t, []uint64{10, 12}, input[0].Uids)
}
u := newList([]uint64{1, 2, 3})
v := newList([]uint64{})
IntersectWith(u, v)
require.Empty(t, u.Uids)
u := newList([]uint64{1, 2, 3})
v := newList([]uint64{1, 2, 3, 4, 5})
IntersectWith(u, v)
require.Equal(t, []uint64{1, 2, 3}, u.Uids)
u := newList([]uint64{1, 2, 3})
v := newList([]uint64{2})
IntersectWith(u, v)
require.Equal(t, []uint64{2}, u.Uids)
require.Equal(t, []uint64{2}, v.Uids)
u := newList([]uint64{1, 2, 3})
v := newList([]uint64{0, 5})
IntersectWith(u, v)
require.Empty(t, u.Uids)
require.Equal(t, []uint64{0, 5}, v.Uids)
u := newList([]uint64{1, 2, 3})
v := newList([]uint64{3, 5})
IntersectWith(u, v)
require.Equal(t, []uint64{3}, u.Uids)
func TestUIDListIntersectDupFirst(t *testing.T) {
u := newList([]uint64{1, 1, 2, 3})
v := newList([]uint64{1, 2})
IntersectWith(u, v)
require.Equal(t, []uint64{1, 2}, u.Uids)
}
func TestUIDListIntersectDupBoth(t *testing.T) {
u := newList([]uint64{1, 1, 2, 3, 5})
v := newList([]uint64{1, 1, 2, 4})
IntersectWith(u, v)
require.Equal(t, []uint64{1, 1, 2}, u.Uids)
}
func TestUIDListIntersectDupSecond(t *testing.T) {
u := newList([]uint64{1, 2, 3, 5})
v := newList([]uint64{1, 1, 2, 4})
IntersectWith(u, v)
require.Equal(t, []uint64{1, 2}, u.Uids)
l := []uint64{1, 2, 3, 4, 5}
u := newList(l)
ApplyFilter(u, func(a uint64, idx int) bool { return (l[idx] % 2) == 1 })
require.Equal(t, []uint64{1, 3, 5}, u.Uids)
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// sort interface for []uint64
type uint64Slice []uint64
func (xs uint64Slice) Len() int {
return len(xs)
}
func (xs uint64Slice) Less(i, j int) bool {
return xs[i] < xs[j]
}
func (xs uint64Slice) Swap(i, j int) {
xs[i], xs[j] = xs[j], xs[i]
}
// Benchmarks for IntersectWith
// random data : u and v having data within range [0, limit)
// where limit = N * sizeof-list ; for different N
func runIntersectRandom(arrSz int, limit int64, b *testing.B) {
u1, v1 := make([]uint64, arrSz, arrSz), make([]uint64, arrSz, arrSz)
for i := 0; i < arrSz; i++ {
u1[i] = uint64(rand.Int63n(limit))
v1[i] = uint64(rand.Int63n(limit))
}
sort.Sort(uint64Slice(u1))
sort.Sort(uint64Slice(v1))
u := newList(u1)
v := newList(v1)
ucopy := make([]uint64, len(u1), len(u1))
copy(ucopy, u1)
b.ResetTimer()
for k := 0; k < b.N; k++ {
IntersectWith(u, v)
u.Uids = u.Uids[:arrSz]
copy(u.Uids, ucopy)
}
}
func BenchmarkListIntersectRandom(b *testing.B) {
randomTests := func(sz int, overlap float64) {
b.Run(fmt.Sprintf(":random:size=%d:overlap=%.2f:", sz, overlap),
func(b *testing.B) {
runIntersectRandom(sz, int64(float64(sz)/overlap), b)
})
}
randomTests(500, 0.3)
randomTests(10000, 0.3)
randomTests(1000000, 0.3)
randomTests(500, 0.1)
randomTests(10000, 0.1)
randomTests(1000000, 0.1)
randomTests(500, 0.01)
randomTests(10000, 0.01)
randomTests(1000000, 0.01)
}
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func BenchmarkListIntersectRatio(b *testing.B) {
randomTests := func(sz int, overlap float64) {
sz1 := sz
sz2 := sz
rs := []int{1, 10, 50, 100, 500, 1000, 10000, 100000, 1000000}
for _, r := range rs {
sz1 = sz
sz2 = sz * r
if sz2 > 1000000 {
break
}
u1, v1 := make([]uint64, sz1, sz1), make([]uint64, sz2, sz2)
limit := int64(float64(sz) / overlap)
for i := 0; i < sz1; i++ {
u1[i] = uint64(rand.Int63n(limit))
}
for i := 0; i < sz2; i++ {
v1[i] = uint64(rand.Int63n(limit))
}
sort.Sort(uint64Slice(u1))
sort.Sort(uint64Slice(v1))
u := &task.List{u1}
v := &task.List{v1}
ucopy := make([]uint64, len(u1), len(u1))
copy(ucopy, u1)
b.Run(fmt.Sprintf(":IntersectWith:ratio=%d:size=%d:overlap=%.2f:", r, sz, overlap),
func(b *testing.B) {
for k := 0; k < b.N; k++ {
u.Uids = u.Uids[:sz1]
copy(u.Uids, ucopy)
IntersectWith(u, v)
}
})
}
}
randomTests(10, 0.01)
randomTests(100, 0.01)
randomTests(1000, 0.01)
randomTests(10000, 0.01)
randomTests(100000, 0.01)
randomTests(1000000, 0.01)
randomTests(10, 0.1)
randomTests(100, 0.1)
randomTests(1000, 0.1)
randomTests(10000, 0.1)
randomTests(100000, 0.1)
randomTests(1000000, 0.1)
randomTests(10, 0.4)
randomTests(100, 0.4)
randomTests(1000, 0.4)
randomTests(10000, 0.4)
randomTests(100000, 0.4)
randomTests(1000000, 0.4)
randomTests(10, 0.8)
randomTests(100, 0.8)
randomTests(1000, 0.8)
randomTests(10000, 0.8)
randomTests(100000, 0.8)
randomTests(1000000, 0.8)
}