Files
tidb/pkg/bindinfo/binding_auto.go

368 lines
13 KiB
Go

// Copyright 2025 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,
// 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 bindinfo
import (
"fmt"
"slices"
"strings"
"github.com/pingcap/errors"
"github.com/pingcap/tidb/pkg/parser"
"github.com/pingcap/tidb/pkg/parser/ast"
"github.com/pingcap/tidb/pkg/parser/auth"
"github.com/pingcap/tidb/pkg/planner/core/base"
"github.com/pingcap/tidb/pkg/sessionctx"
"github.com/pingcap/tidb/pkg/util"
"github.com/pingcap/tidb/pkg/util/chunk"
"github.com/pingcap/tidb/pkg/util/intest"
utilparser "github.com/pingcap/tidb/pkg/util/parser"
"go.uber.org/zap"
)
// CalculatePlanDigest is used to get the plan digest of this SQL.
// This function will call the optimizer.
var CalculatePlanDigest func(sctx sessionctx.Context, stmt ast.StmtNode) (planDigest string, err error)
// RecordRelevantOptVarsAndFixes is used to get the relevant optimizer variables for this SQL.
// This function will call the optimizer.
var RecordRelevantOptVarsAndFixes func(sctx sessionctx.Context, stmt ast.StmtNode) (varNames []string, fixIDs []uint64, err error)
// GenBriefPlanWithSCtx generates the plan for the given SQL statement under the given session context.
// This function will call the optimizer, the output is same as "EXPLAIN FORMAT='brief' {SQL}".
// PlanHintStr is a set of hints to reproduce this plan, which is used to create binding.
// PlanText is the results of EXPLAIN of the current plan.
var GenBriefPlanWithSCtx func(sctx sessionctx.Context, stmt ast.StmtNode) (planDigest, planHintStr string, planText [][]string, err error)
// BindingPlanInfo contains the binding info and its corresponding plan execution info, which is used by
// "EXPLAIN EXPLORE <SQL>" to help users understand the historical plans for a specific SQL.
type BindingPlanInfo struct {
*Binding
// Info from StmtStats
Plan string
AvgLatency float64
ExecTimes int64
AvgScanRows float64
AvgReturnedRows float64
LatencyPerReturnRow float64
ScanRowsPerReturnRow float64
// Recommendation
Recommend string
Reason string
}
// BindingPlanEvolution represents a series of APIs that help manage bindings automatically.
type BindingPlanEvolution interface {
// TODO: RecordHistPlansAsBindings records the history plans as bindings for qualified queries.
// ExplorePlansForSQL explores plans for this SQL.
ExplorePlansForSQL(stmtSCtx base.PlanContext, sqlOrDigest string, analyze bool) ([]*BindingPlanInfo, error)
}
type bindingAuto struct {
sPool util.DestroyableSessionPool
planGenerator PlanGenerator
ruleBasedPredictor PlanPerfPredictor
llmPredictor PlanPerfPredictor
}
func newBindingAuto(sPool util.DestroyableSessionPool) BindingPlanEvolution {
return &bindingAuto{
sPool: sPool,
planGenerator: &planGenerator{sPool: sPool},
ruleBasedPredictor: new(ruleBasedPlanPerfPredictor),
llmPredictor: new(llmBasedPlanPerfPredictor),
}
}
// ExplorePlansForSQL explores plans for the specified SQL.
// 1. get historical plan candidates.
// 2. generate new plan candidates.
// 3. score all historical and newly-generated plan candidates and recommend the best one.
func (ba *bindingAuto) ExplorePlansForSQL(stmtSCtx base.PlanContext, sqlOrDigest string, analyze bool) ([]*BindingPlanInfo, error) {
currentDB := stmtSCtx.GetSessionVars().CurrentDB
charset, collation := stmtSCtx.GetSessionVars().GetCharsetInfo()
historicalPlans, err := ba.getBindingPlanInfo(currentDB, sqlOrDigest, charset, collation)
if err != nil {
return nil, err
}
generatedPlans, err := ba.planGenerator.Generate(currentDB, sqlOrDigest, charset, collation)
if err != nil {
return nil, err
}
generatedPlans, err = ba.recordIntoStmtStats(stmtSCtx, generatedPlans)
if err != nil {
return nil, err
}
if analyze {
if err := ba.runToGetExecInfo(generatedPlans); err != nil {
return nil, err
}
}
planCandidates := append(historicalPlans, generatedPlans...)
ok, err := ba.fillRecommendation(planCandidates, ba.ruleBasedPredictor, "rule-based")
if err != nil || ok { // error or hit any rule
return planCandidates, err
}
_, err = ba.fillRecommendation(planCandidates, ba.llmPredictor, "LLM")
return planCandidates, err
}
// recordIntoStmtStats records these plans into information_schema.tidb_statements_stats table for later usage.
func (ba *bindingAuto) recordIntoStmtStats(stmtSCtx base.PlanContext, plans []*BindingPlanInfo) (reproduciblePlans []*BindingPlanInfo, err error) {
currentUser := stmtSCtx.GetSessionVars().User
reproduciblePlans = make([]*BindingPlanInfo, 0, len(plans))
for _, plan := range plans {
if err := callWithSCtx(ba.sPool, false, func(sctx sessionctx.Context) error {
vars := sctx.GetSessionVars()
defer func(db string, usePlanBaselines, inExplainExplore bool, user *auth.UserIdentity) {
vars.CurrentDB = db
vars.UsePlanBaselines = usePlanBaselines
vars.InExplainExplore = inExplainExplore
vars.User = user
}(vars.CurrentDB, vars.UsePlanBaselines, vars.InExplainExplore, vars.User)
vars.CurrentDB = plan.Binding.Db
vars.UsePlanBaselines = false
vars.InExplainExplore = true
vars.User = currentUser
_, _, err := execRows(sctx, plan.BindSQL)
if err != nil {
return err
}
execInfo, err := ba.getPlanExecInfo(plan.Binding.PlanDigest)
if err != nil {
return err
}
// Due to the flaw of `core.GenHintsFromFlatPlan`, sometimes we might not be able to reproduce the prior
// plan exactly with `plan.Binding.Hint`.
// In this case we can't get any record in `tidb_statements_stats` via its PlanDigest, and since
if execInfo != nil {
reproduciblePlans = append(reproduciblePlans, plan)
}
return nil
}); err != nil {
return nil, err
}
}
return reproduciblePlans, nil
}
// runToGetExecInfo runs these plans to get their execution info.
func (ba *bindingAuto) runToGetExecInfo(plans []*BindingPlanInfo) error {
// TODO: support setting timeout
// TODO: support killing since this process might be very time-consuming.
for _, plan := range plans {
if plan.ExecTimes > 0 {
// already has execution info, no need to run again.
continue
}
if err := callWithSCtx(ba.sPool, false, func(sctx sessionctx.Context) error {
vars := sctx.GetSessionVars()
defer func(db string, usePlanBaselines bool) {
vars.CurrentDB = db
vars.UsePlanBaselines = usePlanBaselines
}(vars.CurrentDB, vars.UsePlanBaselines)
vars.CurrentDB = plan.Binding.Db
vars.UsePlanBaselines = false
_, _, err := execRows(sctx, plan.BindSQL)
if err != nil {
return err
}
// get the execution info from the sctx.
plan.ExecTimes = 1
plan.AvgLatency = float64(vars.GetTotalCostDuration())
if vars.StmtCtx.GetExecDetails().ScanDetail != nil {
plan.AvgScanRows = float64(vars.StmtCtx.GetExecDetails().ScanDetail.ProcessedKeys)
}
plan.AvgReturnedRows = float64(vars.StmtCtx.GetResultRowsCount())
if plan.AvgReturnedRows > 0 {
plan.LatencyPerReturnRow = plan.AvgLatency / plan.AvgReturnedRows
plan.ScanRowsPerReturnRow = plan.AvgScanRows / plan.AvgReturnedRows
}
return nil
}); err != nil {
return err
}
}
return nil
}
// getBindingPlanInfo retrieves the binding plan info for the given SQL or digest.
func (ba *bindingAuto) getBindingPlanInfo(currentDB, sqlOrDigest, charset, collation string) ([]*BindingPlanInfo, error) {
// parse and normalize sqlOrDigest
// if the length is 64 and it has no " ", treat it as a digest.
var whereCond string
sqlOrDigest = strings.TrimSpace(sqlOrDigest)
if len(sqlOrDigest) == 64 && !strings.Contains(sqlOrDigest, " ") {
whereCond = "where sql_digest = %?"
} else {
p := parser.New()
stmtNode, err := p.ParseOneStmt(sqlOrDigest, charset, collation)
if err != nil {
return nil, errors.NewNoStackErrorf("failed to normalize the SQL: %v", err)
}
db := utilparser.GetDefaultDB(stmtNode, currentDB)
sqlOrDigest, _ = NormalizeStmtForBinding(stmtNode, db, false)
whereCond = "where original_sql = %?"
}
bindings, err := readBindingsFromStorage(ba.sPool, whereCond, sqlOrDigest)
if err != nil {
return nil, err
}
// read plan info from information_schema.tidb_statements_stats
bindingPlans := make([]*BindingPlanInfo, 0, len(bindings))
for _, binding := range bindings {
if binding.Status == StatusDeleted {
continue
}
planDigest := binding.PlanDigest
if planDigest == "" {
if err := callWithSCtx(ba.sPool, false, func(sctx sessionctx.Context) error {
planDigest = getBindingPlanDigest(sctx, binding.Db, binding.BindSQL)
return nil
}); err != nil {
bindingLogger().Error("get plan digest failed",
zap.String("bind_sql", binding.BindSQL), zap.Error(err))
continue
}
binding.PlanDigest = planDigest
}
pInfo, err := ba.getPlanExecInfo(planDigest)
if err != nil {
bindingLogger().Error("get plan execution info failed", zap.String("plan_digest", binding.PlanDigest), zap.Error(err))
continue
}
autoBinding := &BindingPlanInfo{Binding: binding}
if pInfo != nil && pInfo.ExecCount > 0 { // pInfo could be nil when stmt_stats' data is incomplete.
autoBinding.Plan = pInfo.Plan
autoBinding.ExecTimes = pInfo.ExecCount
autoBinding.AvgLatency = float64(pInfo.TotalTime) / float64(pInfo.ExecCount)
autoBinding.AvgScanRows = float64(pInfo.ProcessedKeys) / float64(pInfo.ExecCount)
autoBinding.AvgReturnedRows = float64(pInfo.ResultRows) / float64(pInfo.ExecCount)
if autoBinding.AvgReturnedRows > 0 {
autoBinding.LatencyPerReturnRow = autoBinding.AvgLatency / autoBinding.AvgReturnedRows
autoBinding.ScanRowsPerReturnRow = autoBinding.AvgScanRows / autoBinding.AvgReturnedRows
}
}
bindingPlans = append(bindingPlans, autoBinding)
}
return bindingPlans, nil
}
func (*bindingAuto) fillRecommendation(plans []*BindingPlanInfo, predictor PlanPerfPredictor, name string) (bool, error) {
if len(plans) == 0 {
return false, nil
}
scores, explanations, err := predictor.PerfPredicate(plans)
if err != nil {
return false, err
}
maxScore := slices.Max(scores)
if maxScore == 0 {
return false, nil
}
recommended := false
for i := range plans {
if scores[i] == maxScore && !recommended {
plans[i].Recommend = fmt.Sprintf("YES (from %s)", name)
plans[i].Reason = explanations[i]
recommended = true
} else {
plans[i].Recommend = "NO"
}
}
return recommended, nil
}
// getPlanExecInfo gets the plan execution info from information_schema.tidb_statements_stats table.
func (ba *bindingAuto) getPlanExecInfo(planDigest string) (plan *planExecInfo, err error) {
if planDigest == "" {
return nil, nil
}
stmtStatsTable := "information_schema.cluster_tidb_statements_stats"
if intest.InTest { // don't need to access the cluster table in tests.
stmtStatsTable = "information_schema.tidb_statements_stats"
}
stmtQuery := fmt.Sprintf(`select cast(sum(result_rows) as signed), cast(sum(exec_count) as signed),
cast(sum(processed_keys) as signed), cast(sum(total_time) as signed), any_value(plan)
from %v where plan_digest = '%v'`, stmtStatsTable, planDigest)
var rows []chunk.Row
err = callWithSCtx(ba.sPool, false, func(sctx sessionctx.Context) error {
rows, _, err = execRows(sctx, stmtQuery)
return err
})
if err != nil {
return nil, err
}
if len(rows) == 0 || rows[0].IsNull(0) {
// TODO: read data from workload_schema.hist_stmt_stats in this case if it's enabled.
return nil, nil
}
return &planExecInfo{
ResultRows: rows[0].GetInt64(0),
ExecCount: rows[0].GetInt64(1),
ProcessedKeys: rows[0].GetInt64(2),
TotalTime: rows[0].GetInt64(3),
Plan: rows[0].GetString(4),
}, nil
}
// planExecInfo represents the plan info from information_schema.tidb_statements_stats table.
type planExecInfo struct {
Plan string
ResultRows int64
ExecCount int64
ProcessedKeys int64
TotalTime int64
}
// IsSimplePointPlan checks whether the plan is a simple point plan.
// Expose this function for testing.
func IsSimplePointPlan(plan string) bool {
empty := true
// if the plan only contains Point_Get, Batch_Point_Get, Selection and Projection, it's a simple point plan.
lines := strings.Split(plan, "\n")
for _, line := range lines {
line = strings.TrimSpace(line)
if line == "" {
continue
}
empty = false
operatorName := strings.Split(line, " ")[0]
// TODO: these hard-coding lines are a temporary implementation, refactor this part later.
if operatorName == "id" || // the first line with column names
strings.Contains(operatorName, "Point_Get") ||
strings.Contains(operatorName, "Batch_Point_Get") ||
strings.Contains(operatorName, "Selection") ||
strings.Contains(operatorName, "Projection") {
continue
}
return false
}
return !empty
}