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table_schema_cache.go
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table_schema_cache.go
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package ghostferry
import (
sqlorig "database/sql"
"errors"
"fmt"
"strings"
sql "github.com/Shopify/ghostferry/sqlwrapper"
sq "github.com/Masterminds/squirrel"
"github.com/go-mysql-org/go-mysql/schema"
"github.com/sirupsen/logrus"
)
var ignoredDatabases = map[string]bool{
"mysql": true,
"information_schema": true,
"performance_schema": true,
"sys": true,
}
// A comparable and lightweight type that stores the schema and table name.
type TableIdentifier struct {
SchemaName string
TableName string
}
func NewTableIdentifierFromSchemaTable(table *TableSchema) TableIdentifier {
return TableIdentifier{
SchemaName: table.Schema,
TableName: table.Name,
}
}
// This is a wrapper on schema.Table with some custom information we need.
type TableSchema struct {
*schema.Table
CompressedColumnsForVerification map[string]string // Map of column name => compression type
IgnoredColumnsForVerification map[string]struct{} // Set of column name
ForcedIndexForVerification string // Forced index name
PaginationKeyColumn *schema.TableColumn
PaginationKeyIndex int
rowMd5Query string
}
// This query returns the MD5 hash for a row on this table. This query is valid
// for both the source and the target shard.
//
// Any compressed columns specified via CompressedColumnsForVerification are
// excluded in this checksum and the raw data is returned directly.
//
// Any columns specified in IgnoredColumnsForVerification are excluded from the
// checksum and the raw data will not be returned.
//
// Note that the MD5 hash should consists of at least 1 column: the paginationKey column.
// This is to say that there should never be a case where the MD5 hash is
// derived from an empty string.
func (t *TableSchema) FingerprintQuery(schemaName, tableName string, numRows int) string {
var forceIndex string
columnsToSelect := make([]string, 2+len(t.CompressedColumnsForVerification))
columnsToSelect[0] = QuoteField(t.GetPaginationColumn().Name)
columnsToSelect[1] = t.RowMd5Query()
i := 2
for columnName, _ := range t.CompressedColumnsForVerification {
columnsToSelect[i] = QuoteField(columnName)
i += 1
}
if t.ForcedIndexForVerification != "" {
forceIndex = fmt.Sprintf(" FORCE INDEX (%s)", t.ForcedIndexForVerification)
}
return fmt.Sprintf(
"SELECT %s FROM %s%s WHERE %s IN (%s)",
strings.Join(columnsToSelect, ","),
QuotedTableNameFromString(schemaName, tableName),
forceIndex,
columnsToSelect[0],
strings.Repeat("?,", numRows-1)+"?",
)
}
func (t *TableSchema) RowMd5Query() string {
if t.rowMd5Query != "" {
return t.rowMd5Query
}
columns := make([]schema.TableColumn, 0, len(t.Columns))
for _, column := range t.Columns {
_, isCompressed := t.CompressedColumnsForVerification[column.Name]
_, isIgnored := t.IgnoredColumnsForVerification[column.Name]
if isCompressed || isIgnored {
continue
}
columns = append(columns, column)
}
hashStrs := make([]string, len(columns))
for i, column := range columns {
// Magic string that's unlikely to be a real record. For a history of this
// issue, refer to https://github.com/Shopify/ghostferry/pull/137
hashStrs[i] = fmt.Sprintf("MD5(COALESCE(%s, 'NULL_PBj}b]74P@JTo$5G_null'))", normalizeAndQuoteColumn(column))
}
t.rowMd5Query = fmt.Sprintf("MD5(CONCAT(%s)) AS __ghostferry_row_md5", strings.Join(hashStrs, ","))
return t.rowMd5Query
}
type TableSchemaCache map[string]*TableSchema
func fullTableName(schemaName, tableName string) string {
return fmt.Sprintf("%s.%s", schemaName, tableName)
}
func QuotedTableName(table *TableSchema) string {
return QuotedTableNameFromString(table.Schema, table.Name)
}
func QuotedTableNameFromString(database, table string) string {
return fmt.Sprintf("`%s`.`%s`", database, table)
}
func MaxPaginationKeys(db *sql.DB, tables []*TableSchema, logger *logrus.Entry) (map[*TableSchema]uint64, []*TableSchema, error) {
tablesWithData := make(map[*TableSchema]uint64)
emptyTables := make([]*TableSchema, 0, len(tables))
for _, table := range tables {
logger := logger.WithField("table", table.String())
maxPaginationKey, maxPaginationKeyExists, err := maxPaginationKey(db, table)
if err != nil {
logger.WithError(err).Errorf("failed to get max primary key %s", table.GetPaginationColumn().Name)
return tablesWithData, emptyTables, err
}
if !maxPaginationKeyExists {
emptyTables = append(emptyTables, table)
logger.Warn("no data in this table, skipping")
continue
}
tablesWithData[table] = maxPaginationKey
}
return tablesWithData, emptyTables, nil
}
func LoadTables(db *sql.DB, tableFilter TableFilter, columnCompressionConfig ColumnCompressionConfig, columnIgnoreConfig ColumnIgnoreConfig, forceIndexConfig ForceIndexConfig, cascadingPaginationColumnConfig *CascadingPaginationColumnConfig) (TableSchemaCache, error) {
logger := logrus.WithField("tag", "table_schema_cache")
tableSchemaCache := make(TableSchemaCache)
dbnames, err := showDatabases(db)
if err != nil {
logger.WithError(err).Error("failed to show databases")
return tableSchemaCache, err
}
dbnames, err = tableFilter.ApplicableDatabases(dbnames)
if err != nil {
logger.WithError(err).Error("could not apply database filter")
return tableSchemaCache, err
}
// For each database, get a list of tables from it and cache the table's schema
for _, dbname := range dbnames {
dbLog := logger.WithField("database", dbname)
dbLog.Debug("loading tables from database")
tableNames, err := showTablesFrom(db, dbname)
if err != nil {
dbLog.WithError(err).Error("failed to show tables")
return tableSchemaCache, err
}
var tableSchemas []*TableSchema
for _, table := range tableNames {
tableLog := dbLog.WithField("table", table)
tableLog.Debug("fetching table schema")
tableSchema, err := schema.NewTableFromSqlDB(db.DB, dbname, table)
if err != nil {
tableLog.WithError(err).Error("cannot fetch table schema from source db")
return tableSchemaCache, err
}
tableSchemas = append(tableSchemas, &TableSchema{
Table: tableSchema,
CompressedColumnsForVerification: columnCompressionConfig.CompressedColumnsFor(dbname, table),
IgnoredColumnsForVerification: columnIgnoreConfig.IgnoredColumnsFor(dbname, table),
ForcedIndexForVerification: forceIndexConfig.IndexFor(dbname, table),
})
}
tableSchemas, err = tableFilter.ApplicableTables(tableSchemas)
if err != nil {
return tableSchemaCache, nil
}
for _, tableSchema := range tableSchemas {
tableName := tableSchema.Name
tableLog := dbLog.WithField("table", tableName)
tableLog.Debug("caching table schema")
paginationKeyColumn, paginationKeyIndex, err := tableSchema.paginationKeyColumn(cascadingPaginationColumnConfig)
if err != nil {
logger.WithError(err).Error("invalid table")
return tableSchemaCache, err
}
tableSchema.PaginationKeyColumn = paginationKeyColumn
tableSchema.PaginationKeyIndex = paginationKeyIndex
tableSchemaCache[tableSchema.String()] = tableSchema
}
}
logger.WithField("tables", tableSchemaCache.AllTableNames()).Info("table schemas cached")
return tableSchemaCache, nil
}
func (t *TableSchema) findColumnByName(name string) (*schema.TableColumn, int, error) {
for i, column := range t.Columns {
if column.Name == name {
return &column, i, nil
}
}
return nil, -1, NonExistingPaginationKeyColumnError(t.Schema, t.Name, name)
}
// NonExistingPaginationKeyColumnError exported to facilitate black box testing
func NonExistingPaginationKeyColumnError(schema, table, paginationKey string) error {
return fmt.Errorf("Pagination Key `%s` for %s non existent", paginationKey, QuotedTableNameFromString(schema, table))
}
// NonExistingPaginationKeyError exported to facilitate black box testing
func NonExistingPaginationKeyError(schema, table string) error {
return fmt.Errorf("%s has no Primary Key to default to for Pagination purposes. Kindly specify a Pagination Key for this table in the CascadingPaginationColumnConfig", QuotedTableNameFromString(schema, table))
}
// NonNumericPaginationKeyError exported to facilitate black box testing
func NonNumericPaginationKeyError(schema, table, paginationKey string) error {
return fmt.Errorf("Pagination Key `%s` for %s is non-numeric", paginationKey, QuotedTableNameFromString(schema, table))
}
func (t *TableSchema) paginationKeyColumn(cascadingPaginationColumnConfig *CascadingPaginationColumnConfig) (*schema.TableColumn, int, error) {
var err error
var paginationKeyColumn *schema.TableColumn
var paginationKeyIndex int
if paginationColumn, found := cascadingPaginationColumnConfig.PaginationColumnFor(t.Schema, t.Name); found {
// Use per-schema, per-table pagination key from config
paginationKeyColumn, paginationKeyIndex, err = t.findColumnByName(paginationColumn)
} else if len(t.PKColumns) == 1 {
// Use Primary Key
paginationKeyIndex = t.PKColumns[0]
paginationKeyColumn = &t.Columns[paginationKeyIndex]
} else if fallbackColumnName, found := cascadingPaginationColumnConfig.FallbackPaginationColumnName(); found {
// Try fallback from config
paginationKeyColumn, paginationKeyIndex, err = t.findColumnByName(fallbackColumnName)
} else {
// No usable pagination key found
err = NonExistingPaginationKeyError(t.Schema, t.Name)
}
if paginationKeyColumn != nil && paginationKeyColumn.Type != schema.TYPE_NUMBER && paginationKeyColumn.Type != schema.TYPE_MEDIUM_INT {
return nil, -1, NonNumericPaginationKeyError(t.Schema, t.Name, paginationKeyColumn.Name)
}
return paginationKeyColumn, paginationKeyIndex, err
}
// GetPaginationColumn retrieves PaginationKeyColumn
func (t *TableSchema) GetPaginationColumn() *schema.TableColumn {
return t.PaginationKeyColumn
}
func (t *TableSchema) GetPaginationKeyIndex() int {
return t.PaginationKeyIndex
}
func (c TableSchemaCache) AsSlice() (tables []*TableSchema) {
for _, tableSchema := range c {
tables = append(tables, tableSchema)
}
return
}
func (c TableSchemaCache) AllTableNames() (tableNames []string) {
for tableName, _ := range c {
tableNames = append(tableNames, tableName)
}
return
}
func (c TableSchemaCache) Get(database, table string) *TableSchema {
return c[fullTableName(database, table)]
}
func TargetToSourceRewrites(databaseRewrites map[string]string) (map[string]string, error) {
targetToSourceRewrites := make(map[string]string)
for sourceVal, targetVal := range databaseRewrites {
if _, exists := targetToSourceRewrites[targetVal]; exists {
return nil, errors.New("duplicate target to source rewrite detected")
}
targetToSourceRewrites[targetVal] = sourceVal
}
return targetToSourceRewrites, nil
}
// Helper to sort a given map of tables with a second list giving a priority.
// If an element is present in the input and the priority lists, the item will
// appear first (in the order of the priority list), all other items appear in
// the order given in the input
func (c TableSchemaCache) GetTableListWithPriority(priorityList []string) (prioritizedTableNames []string) {
// just a fast lookup if the list contains items already
contains := map[string]struct{}{}
if len(priorityList) >= 0 {
for _, tableName := range priorityList {
// ignore tables given in the priority list that we don't know
if _, found := c[tableName]; found {
contains[tableName] = struct{}{}
prioritizedTableNames = append(prioritizedTableNames, tableName)
}
}
}
for tableName, _ := range c {
if _, found := contains[tableName]; !found {
prioritizedTableNames = append(prioritizedTableNames, tableName)
}
}
return
}
func showDatabases(c *sql.DB) ([]string, error) {
rows, err := c.Query("show databases")
if err != nil {
return []string{}, err
}
defer rows.Close()
databases := make([]string, 0)
for rows.Next() {
var database string
err = rows.Scan(&database)
if err != nil {
return databases, err
}
if _, ignored := ignoredDatabases[database]; ignored {
continue
}
databases = append(databases, database)
}
return databases, nil
}
func showTablesFrom(c *sql.DB, dbname string) ([]string, error) {
rows, err := c.Query(fmt.Sprintf("show tables from %s", QuoteField(dbname)))
if err != nil {
return []string{}, err
}
defer rows.Close()
tables := make([]string, 0)
for rows.Next() {
var table string
err = rows.Scan(&table)
if err != nil {
return tables, err
}
tables = append(tables, table)
}
return tables, nil
}
func maxPaginationKey(db *sql.DB, table *TableSchema) (uint64, bool, error) {
primaryKeyColumn := table.GetPaginationColumn()
paginationKeyName := QuoteField(primaryKeyColumn.Name)
query, args, err := sq.
Select(paginationKeyName).
From(QuotedTableName(table)).
OrderBy(fmt.Sprintf("%s DESC", paginationKeyName)).
Limit(1).
ToSql()
if err != nil {
return 0, false, err
}
var maxPaginationKey uint64
err = db.QueryRow(query, args...).Scan(&maxPaginationKey)
switch {
case err == sqlorig.ErrNoRows:
return 0, false, nil
case err != nil:
return 0, false, err
default:
return maxPaginationKey, true, nil
}
}