cc-backend/init-db.go
Lou Knauer 236f51ba9a Massive speedup in job table initialization
It went from taking like 15 minutes on a ramdisk to taking 430 seconds
on my SSD (~900000 jobs inserted).

- Create indexes after inserts so that they do not need to be updated continually
- Use prepared statements for the job insert
- Bundle 200 job inserts into a single transaction
2021-10-20 09:30:50 +02:00

215 lines
5.0 KiB
Go

package main
import (
"bufio"
"database/sql"
"encoding/json"
"fmt"
"os"
"path/filepath"
"strings"
"time"
"github.com/jmoiron/sqlx"
)
func initDB(db *sqlx.DB, archive string) error {
starttime := time.Now()
fmt.Println("Building database...")
// Basic database structure:
_, err := db.Exec(`
DROP TABLE IF EXISTS job;
DROP TABLE IF EXISTS tag;
DROP TABLE IF EXISTS jobtag;
CREATE TABLE job (
id INTEGER PRIMARY KEY,
job_id TEXT,
user_id TEXT,
project_id TEXT,
cluster_id TEXT,
start_time TIMESTAMP,
duration INTEGER,
job_state TEXT,
num_nodes INTEGER,
node_list TEXT,
metadata TEXT,
flops_any_avg REAL,
mem_bw_avg REAL,
net_bw_avg REAL,
file_bw_avg REAL,
load_avg REAL);
CREATE TABLE tag (
id INTEGER PRIMARY KEY,
tag_type TEXT,
tag_name TEXT);
CREATE TABLE jobtag (
job_id INTEGER,
tag_id INTEGER,
PRIMARY KEY (job_id, tag_id),
FOREIGN KEY (job_id) REFERENCES job (id) ON DELETE CASCADE ON UPDATE NO ACTION,
FOREIGN KEY (tag_id) REFERENCES tag (id) ON DELETE CASCADE ON UPDATE NO ACTION);`)
if err != nil {
return err
}
entries0, err := os.ReadDir(archive)
if err != nil {
return err
}
insertstmt, err := db.Prepare(`INSERT INTO job
(job_id, user_id, project_id, cluster_id, start_time, duration, job_state, num_nodes, node_list, metadata, flops_any_avg, mem_bw_avg, net_bw_avg, file_bw_avg, load_avg)
VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?);`)
if err != nil {
return err
}
var tx *sql.Tx = nil
var i int = 0
tags := make(map[string]int64)
for _, entry0 := range entries0 {
entries1, err := os.ReadDir(filepath.Join(archive, entry0.Name()))
if err != nil {
return err
}
for _, entry1 := range entries1 {
if !entry1.IsDir() {
continue
}
entries2, err := os.ReadDir(filepath.Join(archive, entry0.Name(), entry1.Name()))
if err != nil {
return err
}
for _, entry2 := range entries2 {
// Bundle 200 inserts into one transaction for better performance:
if i%200 == 0 {
if tx != nil {
if err := tx.Commit(); err != nil {
return err
}
}
tx, err = db.Begin()
if err != nil {
return err
}
insertstmt = tx.Stmt(insertstmt)
fmt.Printf("%d jobs inserted...\r", i)
}
if err = loadJob(tx, insertstmt, tags, filepath.Join(archive, entry0.Name(), entry1.Name(), entry2.Name())); err != nil {
return err
}
i += 1
}
}
}
if err := tx.Commit(); err != nil {
return err
}
// Create indexes after inserts so that they do not
// need to be continually updated.
if _, err := db.Exec(`
CREATE INDEX job_by_user ON job (user_id);
CREATE INDEX job_by_starttime ON job (start_time);`); err != nil {
return err
}
fmt.Printf("A total of %d jobs have been registered in %.3f seconds.\n", i, time.Since(starttime).Seconds())
return nil
}
type JobMetaFile struct {
JobId string `json:"job_id"`
UserId string `json:"user_id"`
ProjectId string `json:"project_id"`
ClusterId string `json:"cluster_id"`
NumNodes int `json:"num_nodes"`
JobState string `json:"job_state"`
StartTime int64 `json:"start_time"`
Duration int64 `json:"duration"`
Nodes []string `json:"nodes"`
Tags []struct {
Name string `json:"name"`
Type string `json:"type"`
} `json:"tags"`
Statistics map[string]struct {
Unit string `json:"unit"`
Avg float64 `json:"avg"`
Min float64 `json:"min"`
Max float64 `json:"max"`
} `json:"statistics"`
}
func loadJob(tx *sql.Tx, stmt *sql.Stmt, tags map[string]int64, path string) error {
f, err := os.Open(filepath.Join(path, "meta.json"))
if err != nil {
return err
}
defer f.Close()
var job JobMetaFile
if err := json.NewDecoder(bufio.NewReader(f)).Decode(&job); err != nil {
return err
}
flopsAnyAvg := loadJobStat(&job, "flops_any")
memBwAvg := loadJobStat(&job, "mem_bw")
netBwAvg := loadJobStat(&job, "net_bw")
fileBwAvg := loadJobStat(&job, "file_bw")
loadAvg := loadJobStat(&job, "load_one")
res, err := stmt.Exec(job.JobId, job.UserId, job.ProjectId, job.ClusterId, job.StartTime, job.Duration, job.JobState,
job.NumNodes, strings.Join(job.Nodes, ","), nil, flopsAnyAvg, memBwAvg, netBwAvg, fileBwAvg, loadAvg)
if err != nil {
return err
}
id, err := res.LastInsertId()
if err != nil {
return err
}
for _, tag := range job.Tags {
tagstr := tag.Name + ":" + tag.Type
tagId, ok := tags[tagstr]
if !ok {
res, err := tx.Exec(`INSERT INTO tag (tag_name, tag_type) VALUES (?, ?)`, tag.Name, tag.Type)
if err != nil {
return err
}
tagId, err = res.LastInsertId()
if err != nil {
return err
}
tags[tagstr] = tagId
}
if _, err := tx.Exec(`INSERT INTO jobtag (job_id, tag_id) VALUES (?, ?)`, id, tagId); err != nil {
return err
}
}
return nil
}
func loadJobStat(job *JobMetaFile, metric string) sql.NullFloat64 {
val := sql.NullFloat64{Valid: false}
if stats, ok := job.Statistics[metric]; ok {
val.Valid = true
val.Float64 = stats.Avg
}
return val
}