gorm-cursor-paginator
A paginator doing cursor-based pagination based on GORM
This doc is for v2, which uses GORM v2. If you are using GORM v1, please checkout v1 doc.
Features
- Query extendable.
- Multiple paging keys.
- Pagination across custom types (e.g. JSON)
- Paging rule customization for each key.
- GORM
column
tag supported. - Error handling enhancement.
- Exporting
cursor
module for advanced usage.
Installation
go get -u github.com/pilagod/gorm-cursor-paginator/v2
Usage By Example
import (
"github.com/pilagod/gorm-cursor-paginator/v2/paginator"
)
Given an User
model for example:
type User struct {
ID int
JoinedAt time.Time `gorm:"column:created_at"`
}
We first need to create a paginator.Paginator
for User
, here are some useful patterns:
-
Configure by paginator.Option
, those functions with With
prefix are factories for paginator.Option
:
func CreateUserPaginator(
cursor paginator.Cursor,
order *paginator.Order,
limit *int,
) *paginator.Paginator {
opts := []paginator.Option{
&paginator.Config{
Keys: []string{"ID", "JoinedAt"},
Limit: 10,
Order: paginator.ASC,
},
}
if limit != nil {
opts = append(opts, paginator.WithLimit(*limit))
}
if order != nil {
opts = append(opts, paginator.WithOrder(*order))
}
if cursor.After != nil {
opts = append(opts, paginator.WithAfter(*cursor.After))
}
if cursor.Before != nil {
opts = append(opts, paginator.WithBefore(*cursor.Before))
}
return paginator.New(opts...)
}
-
Configure by setters on paginator.Paginator
:
func CreateUserPaginator(
cursor paginator.Cursor,
order *paginator.Order,
limit *int,
) *paginator.Paginator {
p := paginator.New(
&paginator.Config{
Keys: []string{"ID", "JoinedAt"},
Limit: 10,
Order: paginator.ASC,
},
)
if order != nil {
p.SetOrder(*order)
}
if limit != nil {
p.SetLimit(*limit)
}
if cursor.After != nil {
p.SetAfterCursor(*cursor.After)
}
if cursor.Before != nil {
p.SetBeforeCursor(*cursor.Before)
}
return p
}
-
Configure by paginator.Rule
for fine grained setting for each key:
Please refer to Specification for details of paginator.Rule
.
func CreateUserPaginator(/* ... */) {
p := paginator.New(
&paginator.Config{
Rules: []paginator.Rule{
{
Key: "ID",
},
{
Key: "JoinedAt",
Order: paginator.DESC,
SQLRepr: "users.created_at",
NULLReplacement: "1970-01-01",
},
},
Limit: 10,
Order: paginator.ASC,
},
)
return p
}
After knowing how to setup the paginator, we can start paginating User
with GORM:
func FindUsers(db *gorm.DB, query Query) ([]User, paginator.Cursor, error) {
var users []User
stmt := db.
Select().
Joins().
Where()
p := CreateUserPaginator()
result, cursor, err := p.Paginate(stmt, &users)
if err != nil {
return nil, paginator.Cursor{}, err
}
if result.Error != nil {
return nil, paginator.Cursor{}, result.Error
}
return users, cursor, nil
}
The second value returned from paginator.Paginator.Paginate
is a paginator.Cursor
struct, which is same as cursor.Cursor
struct:
type Cursor struct {
After *string `json:"after" query:"after"`
Before *string `json:"before" query:"before"`
}
That's all! Enjoy paginating in the GORM world. :tada:
For more paginating examples, please checkout example/main.go and paginator/paginator_paginate_test.go
For manually encoding/decoding cursor exmaples, please check out cursor/encoding_test.go
Specification
paginator.Paginator
Default options used by paginator when not specified:
When cursor uses more than one key/rule, paginator instances by default generate SQL that is compatible with almost all database management systems. But this query can be very inefficient and can result in a lot of database scans even when proper indices are in place. By enabling the AllowTupleCmp
option, paginator will emit a slightly different SQL query when all cursor keys are ordered in the same way.
For example, let us assume we have the following code:
paginator.New(
paginator.WithKeys([]string{"CreatedAt", "ID"}),
paginator.WithAfter(after),
paginator.WithLimit(3),
).Paginate(db, &result)
The query that hits our database in this case would look something like this:
SELECT *
FROM orders
WHERE orders.created_at > $1
OR orders.created_at = $2 AND orders.id > $3
ORDER BY orders.created_at ASC, orders.id ASC
LIMIT 4
Even if we index our table on (created_at, id)
columns, some database engines will still perform at least full index scan to get to the items we need. And this is the primary use case for tuple comparison optimization. If we enable optimization, our code would look something like this:
paginator.New(
paginator.WithKeys([]string{"CreatedAt", "ID"}),
paginator.WithAfter(after),
paginator.WithLimit(3),
paginator.WithAllowTupleCmp(paginate.TRUE),
).Paginate(db, &result)
The query that hits our database now looks something like this:
SELECT *
FROM orders
WHERE (orders.created_at, orders.id) > ($1, $2)
ORDER BY orders.created_at ASC, orders.id ASC
LIMIT 4
In this case, if we have index on (created_at, id)
columns, most DB engines will know how to optimize this query into a simple initial index lookup + scan, making cursor overhead negligible.
paginator.Rule
-
Key
: Field name in target model struct.
-
Order
: Order for this key only.
-
SQLRepr
: SQL representation used in raw SQL query.
This is especially useful when you have JOIN
or table alias in your SQL query. If SQLRepr
is not specified, paginator will get table name from model, plus table key derived by below rules to form the SQL query:
- Find GORM tag
column
on struct field. - If tag not found, convert struct field name to snake case.
-
SQLType
: SQL type used for type casting in the raw SQL query.
This is especially useful when working with custom types (e.g. JSON).
-
NULLReplacement
(v2.2.0): Replacement for NULL value when paginating by nullable column.
If you paginate by nullable column, you will encounter NULLS { FIRST | LAST } problems. This option let you decide how to order rows with NULL value. For instance, we can set this value to 1970-01-01
for a nullable date
column, to ensure rows with NULL date will be placed at head when order is ASC, or at tail when order is DESC.
-
CustomType
: Extra information needed only when paginating across custom types (e.g. JSON). To support custom type pagination, the type needs to implement the CustomType
interface:
type CustomType interface {
GetCustomTypeValue(meta interface{}) (interface{}, error)
}
and provide the following information:
-
Meta
: meta attribute inside the custom type. The paginator will pass this meta attribute to the GetCustomTypeValue
function, which should return the actual value corresponding to the meta attribute. For JSON, meta would contain the JSON key of the element inside JSON to be used for pagination.
-
Type
: GoLang type of the meta attribute.
Also, when paginating across custom types, it is expected that the SQLRepr
& SQLType
are set. SQLRepr
should contain the SQL query to get the meta attribute value, while SQLType
should be used for type casting if needed. Check examples of JSON custom type and custom type setting.
Changelog
v2.6.1
v2.6.0
- Add flag
AllowTupleCmp
to enable SQL tuple comparison for performance optimization of composite cursors (#62), credit to @tadeboro.
v2.5.0
- Export
GetCursorEncoder
& GetCursorDecoder
on paginator.Paginator
(#59).
v2.4.2
- Support
NULLReplacement
for custom types (#58), credit to @zitnik.
v2.4.1
- Cast
NULLReplacement
when SQLType
is specified (#52), credit to @jpugliesi.
v2.4.0
v2.3.0
There are some adjustments to the signatures of cursor.NewEncoder
and cursor.NewDecoder
. Be careful when upgrading if you use them directly.
v2.2.0
v2.1.0
v2.0.1
- Fix order flip bug when paginating backward, credit to @sylviamoss.
License
© Cyan Ho (pilagod), 2018-NOW
Released under the MIT License