Gorm Sharding
Gorm Sharding plugin using SQL parser and replace for splits large tables into smaller ones, redirects Query into sharding tables. Give you a high performance database access.
Gorm Sharding 是一个高性能的数据库分表中间件。
它基于 Conn 层做 SQL 拦截、AST 解析、分表路由、自增主键填充,带来的额外开销极小。对开发者友好、透明,使用上与普通 SQL、Gorm 查询无差别,只需要额外注意一下分表键条件。
Features
- Non-intrusive design. Load the plugin, specify the config, and all done.
- Lighting-fast. No network based middlewares, as fast as Go.
- Multiple database (PostgreSQL, MySQL) support.
- Integrated primary key generator (Snowflake, PostgreSQL Sequence, Custom, ...).
Install
go get -u gorm.io/sharding
Usage
Config the sharding middleware, register the tables which you want to shard.
import (
"fmt"
"gorm.io/driver/postgres"
"gorm.io/gorm"
"gorm.io/sharding"
)
db, err := gorm.Open(postgres.New(postgres.Config{DSN: "postgres://localhost:5432/sharding-db?sslmode=disable"))
db.Use(sharding.Register(sharding.Config{
ShardingKey: "user_id",
NumberOfShards: 64,
PrimaryKeyGenerator: sharding.PKSnowflake,
}, "orders", Notification{}, AuditLog{}))
// This case for show up give notifications, audit_logs table use same sharding rule.
Use the db session as usual. Just note that the query should have the Sharding Key
when operate sharding tables.
// Gorm create example, this will insert to orders_02
db.Create(&Order{UserID: 2})
// sql: INSERT INTO orders_2 ...
// Show have use Raw SQL to insert, this will insert into orders_03
db.Exec("INSERT INTO orders(user_id) VALUES(?)", int64(3))
// This will throw ErrMissingShardingKey error, because there not have sharding key presented.
db.Create(&Order{Amount: 10, ProductID: 100})
fmt.Println(err)
// Find, this will redirect query to orders_02
var orders []Order
db.Model(&Order{}).Where("user_id", int64(2)).Find(&orders)
fmt.Printf("%#v\n", orders)
// Raw SQL also supported
db.Raw("SELECT * FROM orders WHERE user_id = ?", int64(3)).Scan(&orders)
fmt.Printf("%#v\n", orders)
// This will throw ErrMissingShardingKey error, because WHERE conditions not included sharding key
err = db.Model(&Order{}).Where("product_id", "1").Find(&orders).Error
fmt.Println(err)
// Update and Delete are similar to create and query
db.Exec("UPDATE orders SET product_id = ? WHERE user_id = ?", 2, int64(3))
err = db.Exec("DELETE FROM orders WHERE product_id = 3").Error
fmt.Println(err) // ErrMissingShardingKey
The full example is here.
🚨 NOTE: Gorm config
PrepareStmt: true
is not supported for now.🚨 NOTE: Default snowflake generator in multiple nodes may result conflicted primary key, use your custom primary key generator, or regenerate a primary key when conflict occurs.
Primary Key
When you sharding tables, you need consider how the primary key generate.
Recommend options:
Use Snowflake
Built-in Snowflake primary key generator.
db.Use(sharding.Register(sharding.Config{
ShardingKey: "user_id",
NumberOfShards: 64,
PrimaryKeyGenerator: sharding.PKSnowflake,
}, "orders")
Use PostgreSQL Sequence
There has built-in PostgreSQL sequence primary key implementation in Gorm Sharding, you just configure PrimaryKeyGenerator: sharding.PKPGSequence
to use.
You don't need create sequence manually, Gorm Sharding check and create when the PostgreSQL sequence does not exists.
This sequence name followed gorm_sharding_${table_name}_id_seq
, for example orders
table, the sequence name is gorm_sharding_orders_id_seq
.
db.Use(sharding.Register(sharding.Config{
ShardingKey: "user_id",
NumberOfShards: 64,
PrimaryKeyGenerator: sharding.PKPGSequence,
}, "orders")
Combining with dbresolver
🚨 NOTE: Use dbresolver first.
dsn := "host=localhost user=gorm password=gorm dbname=gorm port=5432 sslmode=disable"
dsnRead := "host=localhost user=gorm password=gorm dbname=gorm-slave port=5432 sslmode=disable"
conn := postgres.Open(dsn)
connRead := postgres.Open(dsnRead)
db, err := gorm.Open(conn, &gorm.Config{})
dbRead, err := gorm.Open(conn, &gorm.Config{})
db.Use(dbresolver.Register(dbresolver.Config{
Replicas: []gorm.Dialector{dbRead.Dialector},
}))
db.Use(sharding.Register(sharding.Config{
ShardingKey: "user_id",
NumberOfShards: 64,
PrimaryKeyGenerator: sharding.PKSnowflake,
}))
Sharding process
This graph show up how Gorm Sharding works.
graph TD
first("SELECT * FROM orders WHERE user_id = ? AND status = ?
args = [100, 1]")
first--->gorm(["Gorm Query"])
subgraph "Gorm"
gorm--->gorm_query
gorm--->gorm_exec
gorm--->gorm_queryrow
gorm_query["connPool.QueryContext(sql, args)"]
gorm_exec[/"connPool.ExecContext"/]
gorm_queryrow[/"connPool.QueryRowContext"/]
end
subgraph "database/sql"
gorm_query-->conn(["Conn"])
gorm_exec-->conn(["Conn"])
gorm_queryrow-->conn(["Conn"])
ExecContext[/"ExecContext"/]
QueryContext[/"QueryContext"/]
QueryRowContext[/"QueryRowContext"/]
conn-->ExecContext
conn-->QueryRowContext
conn-->QueryContext
end
subgraph sharding ["Sharding"]
QueryContext-->router-->| Format to get full SQL string |format_sql-->| Parser to AST |parse-->check_table
router[["router(sql, args)<br>"]]
format_sql>"sql = SELECT * FROM orders WHERE user_id = 100 AND status = 1"]
check_table{"Check sharding rules<br>by table name"}
check_table-->| Exist |process_ast
check_table_1{{"Return Raw SQL"}}
not_match_error[/"Return Error<br>SQL query must has sharding key"\]
parse[["ast = sqlparser.Parse(sql)"]]
check_table-.->| Not exist |check_table_1
process_ast(("Sharding rules"))
get_new_table_name[["Use value in WhereValue (100) for get sharding table index<br>orders + (100 % 16)<br>Sharding Table = orders_4"]]
new_sql{{"SELECT * FROM orders_4 WHERE user_id = 100 AND status = 1"}}
process_ast-.->| Not match ShardingKey |not_match_error
process_ast-->| Match ShardingKey |match_sharding_key-->| Get table name |get_new_table_name-->| Replace TableName to get new SQL |new_sql
end
subgraph database [Database]
orders_other[("orders_0, orders_1 ... orders_3")]
orders_4[(orders_4)]
orders_last[("orders_5 ... orders_15")]
other_tables[(Other non-sharding tables<br>users, stocks, topics ...)]
new_sql-->| Sharding Query | orders_4
check_table_1-.->| None sharding Query |other_tables
end
orders_4-->result
other_tables-.->result
result[/Query results\]
License
MIT license.
Original fork from Longbridge.