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parallelize.go
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parallelize.go
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// Copyright 2020-2021 Dolthub, 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 analyzer
import (
"os"
"strconv"
"github.com/go-kit/kit/metrics/discard"
"github.com/gabereiser/go-mysql-server/sql"
"github.com/gabereiser/go-mysql-server/sql/plan"
"github.com/gabereiser/go-mysql-server/sql/transform"
)
func init() {
// check for single-threaded feature flag
if v, ok := os.LookupEnv(singleThreadFlag); ok && v != "" {
SingleThreadFeatureFlag = true
}
}
const (
singleThreadFlag = "GMS_SINGLE_THREAD"
)
var (
// ParallelQueryCounter describes a metric that accumulates
// number of parallel queries monotonically.
ParallelQueryCounter = discard.NewCounter()
SingleThreadFeatureFlag = false
)
func shouldParallelize(node sql.Node, scope *Scope) bool {
if SingleThreadFeatureFlag {
return false
}
// Don't parallelize subqueries, this can blow up the execution graph quickly
if !scope.IsEmpty() {
return false
}
if tc, ok := node.(*plan.TransactionCommittingNode); ok {
return shouldParallelize(tc.Child(), scope)
}
// Do not try to parallelize DDL or descriptive operations
return !plan.IsNoRowNode(node)
}
func parallelize(ctx *sql.Context, a *Analyzer, node sql.Node, scope *Scope, sel RuleSelector) (sql.Node, transform.TreeIdentity, error) {
if a.Parallelism <= 1 || !node.Resolved() {
return node, transform.SameTree, nil
}
proc, ok := node.(*plan.QueryProcess)
if (ok && !shouldParallelize(proc.Child(), nil)) || !shouldParallelize(node, scope) {
return node, transform.SameTree, nil
}
node, same, err := transform.NodeWithCtx(node, nil, func(c transform.Context) (sql.Node, transform.TreeIdentity, error) {
if !isParallelizable(c.Node) {
return c.Node, transform.SameTree, nil
} else if _, ok := c.Parent.(*plan.Max1Row); ok {
return c.Node, transform.SameTree, nil
}
ParallelQueryCounter.With("parallelism", strconv.Itoa(a.Parallelism)).Add(1)
return plan.NewExchange(a.Parallelism, c.Node), transform.NewTree, nil
})
if err != nil {
return nil, transform.SameTree, err
}
if same {
return node, transform.SameTree, nil
}
return transform.Node(node, removeRedundantExchanges)
}
// removeRedundantExchanges removes all the exchanges except for the topmost
// of all.
func removeRedundantExchanges(node sql.Node) (sql.Node, transform.TreeIdentity, error) {
exchange, ok := node.(*plan.Exchange)
if !ok {
return node, transform.SameTree, nil
}
var seenIta bool
child, same, err := transform.Node(exchange.Child, func(node sql.Node) (sql.Node, transform.TreeIdentity, error) {
if exchange, ok := node.(*plan.Exchange); ok {
return exchange.Child, transform.NewTree, nil
} else if ita, ok := node.(*plan.IndexedTableAccess); ok {
if !ita.IsStatic() {
// do not parallelize lookup join
// todo(max): more graceful top-down exchange application
seenIta = true
}
}
return node, transform.SameTree, nil
})
if err != nil {
return nil, transform.SameTree, err
}
if seenIta {
return child, transform.NewTree, nil
}
if same {
return node, transform.SameTree, nil
}
node, err = exchange.WithChildren(child)
return node, transform.NewTree, err
}
func isParallelizable(node sql.Node) bool {
var parallelizable = true
var tableSeen bool
var lastWasTable bool
transform.Inspect(node, func(node sql.Node) bool {
if node == nil {
return true
}
lastWasTable = false
if plan.IsBinary(node) {
parallelizable = false
return false
}
switch node := node.(type) {
// These are the only unary nodes that can be parallelized. Any other
// unary nodes will not.
case *plan.TableAlias, *plan.Exchange:
// Some nodes may have subquery expressions that make them unparallelizable
case *plan.Project, *plan.Filter:
for _, e := range node.(sql.Expressioner).Expressions() {
sql.Inspect(e, func(e sql.Expression) bool {
if q, ok := e.(*plan.Subquery); ok {
subqueryParallelizable := true
transform.Inspect(q.Query, func(node sql.Node) bool {
if node == nil {
return true
}
subqueryParallelizable = isParallelizable(node)
return subqueryParallelizable
})
if !subqueryParallelizable {
parallelizable = false
}
return true
}
return true
})
}
// IndexedTablesAccess already uses an index for lookups, so parallelizing it won't help in most cases (and can
// blow up the query execution graph)
case *plan.IndexedTableAccess:
parallelizable = false
return false
// Foreign keys expect specific nodes as children and face issues when they're swapped with Exchange nodes
case *plan.ForeignKeyHandler:
parallelizable = false
return false
case *plan.JSONTable:
parallelizable = false
return false
case *plan.RecursiveCte:
parallelizable = false
return false
case sql.Table:
lastWasTable = true
tableSeen = true
case *plan.JoinNode:
if node.Op.IsFullOuter() {
parallelizable = false
lastWasTable = true
tableSeen = true
return false
}
default:
parallelizable = false
}
return true
})
return parallelizable && tableSeen && lastWasTable
}