# Packages
# README
IndexMap
This is a fork from github.com/yah01/indexmap. So many thanks to yah01 from Shanghai.
Although the base from yah01 is working very well, it wasn't a full thread safe version.
The base version was extended by Harald Mueller.
A map (hash table) is often created with $ID \to Object$ to search for data (structured in tables). The map-type but is limited to search for data using only an ID. In order to search data using any field without a SQL database. The IndexMap data structure can achieve it
Installation
Get the IndexMap package:
go get -u "github.com/haraldLmueller/indexmap"
Import the IndexMap package:
import "github.com/haraldLmueller/indexmap"
Get Started
First, to create a IndexMap with primary index:
type Person struct {
ID int64
Name string
Age int
City string
Like []string
}
persons := indexmap.NewIndexMap(indexmap.NewPrimaryIndex(func(value *Person) int64 {
return value.ID
}))
Now, it works just like the common map type with the possibility of adding an index to search for a person using another field:
persons.AddIndex("name", indexmap.NewSecondaryIndex(func(value *Person) []any {
return []any{value.Name}
}))
It must provide a way to extract keys for the inserted objects, all keys must be comparable.
The insertion, updates all indexes automatically:
ashe := &Person{
ID: 1,
Name: "Ashe",
Age: 39,
City: "San Francisco",
Like: []string{"Bob", "Cassidy"},
}
bob := &Person{
ID: 2,
Name: "Bob",
Age: 18,
City: "San Francisco",
}
cassidy := &Person{
ID: 3,
Name: "Cassidy",
Age: 40,
City: "Shanghai",
Like: []string{"Ashe", "Bob"},
}
persons.Insert(ashe)
persons.Insert(bob)
persons.Insert(cassidy)
Adding index after inserting data also works:
persons.AddIndex("city", indexmap.NewSecondaryIndex(func(value *Person) []any {
return []any{value.City}
}))
// Like is a "contain" index
persons.AddIndex("like", indexmap.NewSecondaryIndex(func(value *Person) []any {
like := make([]any, 0, len(value.Like))
for i := range value.Like {
like = append(like, value.Like[i])
}
return like
}))
And search for data using the primary index or an added index:
fmt.Println("Search with ID or Name:")
fmt.Printf("%+v\n", persons.Get(ashe.ID))
fmt.Printf("%+v\n", persons.GetBy("name", ashe.Name))
fmt.Println("\nSearch persons come from San Francisco:")
for _, person := range persons.GetAllBy("city", "San Francisco") {
fmt.Printf("%+v\n", person)
}
fmt.Println("\nSearch persons like Bob")
for _, person := range persons.GetAllBy("like", "Bob") {
fmt.Printf("%+v\n", person)
}
which outputs:
Search with ID or Name:
&{ID:1 Name:Ashe Age:39 City:San Francisco Like:[Bob Cassidy]}
&{ID:1 Name:Ashe Age:39 City:San Francisco Like:[Bob Cassidy]}
Search persons come from San Francisco:
&{ID:1 Name:Ashe Age:39 City:San Francisco Like:[Bob Cassidy]}
&{ID:2 Name:Bob Age:18 City:San Francisco Like:[]}
Search persons like Bob
&{ID:3 Name:Cassidy Age:40 City:Shanghai Like:[Ashe Bob]}
&{ID:1 Name:Ashe Age:39 City:San Francisco Like:[Bob Cassidy]}
Document
Update Value
Inserting different values using the same key, works like the normal map type. The last one overwrites the value, but for an inserted value modifying it from the outside may confuse the index. It must modify an internal value using Update()/UpdateBy()
:
// DO NOT:
person := persons.GetBy("name", "Ashe")
person.City = "Shanghai"
persons.Insert(person)
// Modify the internal value with Update()/UpdateBy()
persons.UpdateBy("name", "Ashe", func(value *Person) (*Person, bool) {
if value.City == "Shanghai" {
return value, false
}
value.City = "Shanghai"
return value, true
})
Serialize & Deserialize
An IndexMap can be serialized to JSON, the result is the same as serializing a normal map type. It doesn't contain the index information, resulting in an unrecoverable map (indexes cannot be recovered):
// Serialize
imapData, err := json.Marshal(imap)
// Deserialize
// You have to create an IndexMap with primary index,
// it's acceptable to add secondary index after deserializing
imap := NewIndexMap(NewPrimaryIndex(func(value *Person) int64 {
return value.ID
}))
err := json.Unmarshal(imapData, &imap)
Iterate
As well as sync.Map, IndexMap can iterate using the Range()
method:
imap.Range(func(key int64, value *Person) bool {
fmt.Printf("key=%v, value=%+v\n", key, value)
return true
})
Additionally, a useful method to get all keys and values:
keys, values := imap.Collect()
Performance
Let $n$ be the number of elements inserted, $m$ be the number of indexes:
Operation | Complexity |
---|---|
Get | $O(1)$ |
GetBy | $O(1)$ |
Insert | $O(m)$ |
Update | $O(m)$ |
Remove | $O(m)$ |
AddIndex | $O(n)$ |
The more indexes, the slower the write operations.
Benchmarks
Version 1.2.0
goos: linux
goarch: amd64
pkg: github.com/haraldLmueller/indexmap
cpu: Intel(R) Celeron(R) N4100 CPU @ 1.10GHz
BenchmarkInsertOnlyPrimaryInt-4 813411 1755 ns/op 151 B/op 3 allocs/op
BenchmarkParallelInsertOnlyPrimaryInt-4 984680 2012 ns/op 183 B/op 3 allocs/op
BenchmarkNativeMap-4 1000000 1675 ns/op 181 B/op 3 allocs/op
BenchmarkNativeSyncMap-4 792746 2461 ns/op 225 B/op 7 allocs/op
BenchmarkParallelNativeSyncMap-4 796434 2591 ns/op 227 B/op 7 allocs/op
BenchmarkUpdateNoIndexedValue-4 507723 2270 ns/op 129 B/op 8 allocs/op
BenchmarkUpdatePrimaryIndexedValue-4 549063 2111 ns/op 129 B/op 8 allocs/op
BenchmarkUpdateOneSecondaryIndexedValue-4 438856 2356 ns/op 129 B/op 8 allocs/op
BenchmarkUpdateTwoSecondaryIndexedValue-4 500124 2311 ns/op 129 B/op 8 allocs/op
BenchmarkUpdatePrimaryAndTwoSecondaryIndexedValue-4 547125 2197 ns/op 130 B/op 8 allocs/op