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support join reorder. (pingcap#1522)
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// Copyright 2016 PingCAP, 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, | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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package plan | ||
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import ( | ||
"sort" | ||
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"github.com/ngaut/log" | ||
"github.com/pingcap/tidb/ast" | ||
"github.com/pingcap/tidb/expression" | ||
) | ||
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// tryToGetJoinGroup tries to fetch a whole join group, which all joins is cartesian join. | ||
func tryToGetJoinGroup(j *Join) ([]LogicalPlan, bool) { | ||
if j.reordered || !j.cartesianJoin { | ||
return nil, false | ||
} | ||
lChild := j.GetChildByIndex(0).(LogicalPlan) | ||
rChild := j.GetChildByIndex(1).(LogicalPlan) | ||
if nj, ok := lChild.(*Join); ok { | ||
plans, valid := tryToGetJoinGroup(nj) | ||
return append(plans, rChild), valid | ||
} | ||
return []LogicalPlan{lChild, rChild}, true | ||
} | ||
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func findColumnIndexByGroup(groups []LogicalPlan, col *expression.Column) int { | ||
for i, plan := range groups { | ||
idx := plan.GetSchema().GetIndex(col) | ||
if idx != -1 { | ||
return i | ||
} | ||
} | ||
log.Errorf("Unknown columns %s, from id %s, position %d", col.ToString(), col.FromID, col.Position) | ||
return -1 | ||
} | ||
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type joinReOrderSolver struct { | ||
graph []edgeList | ||
group []LogicalPlan | ||
visited []bool | ||
resultJoin LogicalPlan | ||
groupRank []*rankInfo | ||
allocator *idAllocator | ||
} | ||
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type edgeList []*rankInfo | ||
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func (l edgeList) Len() int { | ||
return len(l) | ||
} | ||
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func (l edgeList) Less(i, j int) bool { | ||
return l[i].rate < l[j].rate | ||
} | ||
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func (l edgeList) Swap(i, j int) { | ||
l[i], l[j] = l[j], l[i] | ||
} | ||
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type rankInfo struct { | ||
nodeID int | ||
rate float64 | ||
} | ||
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func (e *joinReOrderSolver) Less(i, j int) bool { | ||
return e.groupRank[i].rate < e.groupRank[j].rate | ||
} | ||
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func (e *joinReOrderSolver) Swap(i, j int) { | ||
e.groupRank[i], e.groupRank[j] = e.groupRank[j], e.groupRank[i] | ||
} | ||
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func (e *joinReOrderSolver) Len() int { | ||
return len(e.groupRank) | ||
} | ||
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// reorderJoin implements a simple join reorder algorithm. It will extract all the equal conditions and compose them to a graph. | ||
// Then walk through the graph and pick the nodes connected by some edges to compose a join tree. | ||
// We will pick the node with least result set as early as possible. | ||
func (e *joinReOrderSolver) reorderJoin(group []LogicalPlan, conds []expression.Expression) { | ||
e.graph = make([]edgeList, len(group)) | ||
e.group = group | ||
e.visited = make([]bool, len(group)) | ||
e.resultJoin = nil | ||
e.groupRank = make([]*rankInfo, len(group)) | ||
for i := 0; i < len(e.groupRank); i++ { | ||
e.groupRank[i] = &rankInfo{ | ||
nodeID: i, | ||
rate: 1.0, | ||
} | ||
} | ||
for _, cond := range conds { | ||
if f, ok := cond.(*expression.ScalarFunction); ok { | ||
if f.FuncName.L == ast.EQ { | ||
lCol, lok := f.Args[0].(*expression.Column) | ||
rCol, rok := f.Args[1].(*expression.Column) | ||
if lok && rok && !lCol.Correlated && !rCol.Correlated { | ||
lID := findColumnIndexByGroup(group, lCol) | ||
rID := findColumnIndexByGroup(group, rCol) | ||
if lID != rID { | ||
e.graph[lID] = append(e.graph[lID], &rankInfo{nodeID: rID}) | ||
e.graph[rID] = append(e.graph[rID], &rankInfo{nodeID: lID}) | ||
continue | ||
} | ||
} | ||
} | ||
id := -1 | ||
rate := 1.0 | ||
cols, _ := extractColumn(f, nil, nil) | ||
for _, col := range cols { | ||
idx := findColumnIndexByGroup(group, col) | ||
if id == -1 { | ||
switch f.FuncName.L { | ||
case ast.EQ: | ||
rate *= 0.1 | ||
case ast.LT, ast.LE, ast.GE, ast.GT: | ||
rate *= 0.3 | ||
// TODO: Estimate it more precisely in future. | ||
default: | ||
rate *= 0.9 | ||
} | ||
id = idx | ||
} else { | ||
id = -1 | ||
break | ||
} | ||
} | ||
if id != -1 { | ||
e.groupRank[id].rate *= rate | ||
} | ||
} | ||
} | ||
for _, node := range e.graph { | ||
for _, edge := range node { | ||
edge.rate = e.groupRank[edge.nodeID].rate | ||
} | ||
} | ||
sort.Sort(e) | ||
for _, edge := range e.graph { | ||
sort.Sort(edge) | ||
} | ||
var cartesianJoinGroup []LogicalPlan | ||
for j := 0; j < len(e.groupRank); j++ { | ||
i := e.groupRank[j].nodeID | ||
if !e.visited[i] { | ||
e.resultJoin = e.group[i] | ||
e.walkGraphAndComposeJoin(i) | ||
cartesianJoinGroup = append(cartesianJoinGroup, e.resultJoin) | ||
} | ||
} | ||
e.makeBushyJoin(cartesianJoinGroup) | ||
} | ||
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// Make cartesian join as bushy tree. | ||
func (e *joinReOrderSolver) makeBushyJoin(cartesianJoinGroup []LogicalPlan) { | ||
for len(cartesianJoinGroup) > 1 { | ||
resultJoinGroup := make([]LogicalPlan, 0, len(cartesianJoinGroup)) | ||
for i := 0; i < len(cartesianJoinGroup); i += 2 { | ||
if i+1 == len(cartesianJoinGroup) { | ||
resultJoinGroup = append(resultJoinGroup, cartesianJoinGroup[i]) | ||
break | ||
} | ||
resultJoinGroup = append(resultJoinGroup, e.newJoin(cartesianJoinGroup[i], cartesianJoinGroup[i+1])) | ||
} | ||
cartesianJoinGroup = resultJoinGroup | ||
} | ||
e.resultJoin = cartesianJoinGroup[0] | ||
} | ||
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func (e *joinReOrderSolver) newJoin(lChild, rChild LogicalPlan) *Join { | ||
join := &Join{ | ||
JoinType: InnerJoin, | ||
reordered: true, | ||
baseLogicalPlan: newBaseLogicalPlan(Jn, e.allocator), | ||
} | ||
join.initID() | ||
join.SetChildren(lChild, rChild) | ||
join.SetSchema(append(lChild.GetSchema().DeepCopy(), rChild.GetSchema().DeepCopy()...)) | ||
lChild.SetParents(join) | ||
rChild.SetParents(join) | ||
return join | ||
} | ||
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// walkGraph implements a dfs algorithm. Each time it picks a edge with lowest rate, which has been sorted before. | ||
func (e *joinReOrderSolver) walkGraphAndComposeJoin(u int) { | ||
e.visited[u] = true | ||
for _, edge := range e.graph[u] { | ||
v := edge.nodeID | ||
if !e.visited[v] { | ||
e.resultJoin = e.newJoin(e.resultJoin, e.group[v]) | ||
e.walkGraphAndComposeJoin(v) | ||
} | ||
} | ||
} |
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