@ -2,6 +2,7 @@
import { isLinksOrLTAR , RelationTypes } from 'nocodb-sdk' ;
import sizeof from 'object-sizeof' ;
import { Logger } from '@nestjs/common' ;
import PQueue from 'p-queue' ;
import type { BulkDataAliasService } from '~/services/bulk-data-alias.service' ;
import type { TablesService } from '~/services/tables.service' ;
import type { AirtableBase } from 'airtable/lib/airtable_base' ;
@ -10,11 +11,12 @@ import type { Source } from '~/models';
const logger = new Logger ( 'BaseModelSqlv2' ) ;
const BULK_DATA_BATCH_COUNT = 20 ; // check size for every 10 0 records
const BULK_DATA_BATCH_SIZE = 5 0 * 1024 ; // in bytes
const BULK_LINK_BATCH_COUNT = 1000 ; // process 10 00 links at a time
const BULK_PARALLEL_PROCESS = 2 ;
const BULK_DATA_BATCH_COUNT = 20 ; // check size for every 2 0 records
const BULK_DATA_BATCH_SIZE = 2 0 * 1024 ; // in bytes
const BULK_LINK_BATCH_COUNT = 200 ; // process 2 00 links at a time
const BULK_PARALLEL_PROCESS = 5 ;
const STREAM_BUFFER_LIMIT = 200 ;
const QUEUE_BUFFER_LIMIT = 50 ;
interface AirtableImportContext {
bulkDataService : BulkDataAliasService ;
@ -31,6 +33,8 @@ async function readAllData({
table : { title? : string } ;
fields ? ;
atBase : AirtableBase ;
dataStream : Readable ;
counter ? : { streamingCounter : number } ;
logBasic ? : ( string ) = > void ;
logDetailed ? : ( string ) = > void ;
logWarning ? : ( string ) = > void ;
@ -127,18 +131,25 @@ export async function importData({
services : AirtableImportContext ;
} ) : Promise < EntityMap > {
try {
// returns EntityMap which allows us to stream data
const records : EntityMap = await readAllData ( {
const counter = {
streamingCounter : 0 ,
} ;
const dataStream = new Readable ( {
read() { } ,
} ) ;
dataStream . pause ( ) ;
readAllData ( {
table ,
atBase ,
logDetailed ,
logBasic ,
} ) ;
await new Promise ( async ( resolve ) = > {
const readable = records . getStream ( ) ;
const allRecordsCount = await records . getCount ( ) ;
const promises = [ ] ;
return new Promise ( async ( resolve ) = > {
const queue = new PQueue ( { concurrency : BULK_PARALLEL_PROCESS } ) ;
const ltarPromise = importLTARData ( {
table ,
@ -150,6 +161,7 @@ export async function importData({
syncDB ,
source ,
services ,
queue ,
logBasic ,
logDetailed ,
logWarning ,
@ -163,18 +175,15 @@ export async function importData({
let importedCount = 0 ;
let tempCount = 0 ;
// we keep track of active process to pause and resume the stream as we have async calls within the stream and we don't want to load all data in memory
let activeProcess = 0 ;
readable . on ( 'data' , async ( record ) = > {
promises . push (
dataStream . on ( 'data' , async ( record ) = > {
counter . streamingCounter -- ;
record = JSON . parse ( record ) ;
queue . add (
( ) = >
new Promise ( async ( resolve ) = > {
try {
activeProcess ++ ;
if ( activeProcess >= BULK_PARALLEL_PROCESS ) readable . pause ( ) ;
const { id : rid , . . . fields } = record ;
const r = await nocoBaseDataProcessing_v2 ( sDB , table , {
const r = await nocoBaseDataProcessing_v2 ( syncDB , table , {
id : rid ,
fields ,
} ) ;
@ -183,8 +192,6 @@ export async function importData({
if ( tempCount >= BULK_DATA_BATCH_COUNT ) {
if ( sizeof ( tempData ) >= BULK_DATA_BATCH_SIZE ) {
readable . pause ( ) ;
let insertArray = tempData . splice ( 0 , tempData . length ) ;
await services . bulkDataService . bulkDataInsert ( {
@ -199,37 +206,37 @@ export async function importData({
logBasic (
` :: Importing ' ${
table . title
} ' data : : $ { importedCount } - $ { Math . min (
importedCount + insertArray . length ,
allRecordsCount ,
) } ` ,
} ' data : : $ { importedCount } - $ {
importedCount + insertArray . length
} ` ,
) ;
importedCount += insertArray . length ;
insertArray = [ ] ;
readable . resume ( ) ;
}
tempCount = 0 ;
}
activeProcess -- ;
if ( activeProcess < BULK_PARALLEL_PROCESS ) readable . resume ( ) ;
if ( queue . size < QUEUE_BUFFER_LIMIT / 2 ) dataStream . resume ( ) ;
resolve ( true ) ;
} catch ( e ) {
logger . error ( e ) ;
logWarning (
` There were errors on importing ' ${ table . title } ' data :: ${ e } ` ,
) ;
readable . resume ( ) ;
if ( queue . size < QUEUE_BUFFER_LIMIT / 2 ) dataStream . resume ( ) ;
resolve ( true ) ;
}
} ) ,
) ;
if ( queue . size >= QUEUE_BUFFER_LIMIT ) dataStream . pause ( ) ;
} ) ;
readable . on ( 'end' , async ( ) = > {
try {
// ensure all chunks are processed
await Promise . all ( promises ) ;
await queue . onIdle ( ) ;
// insert remaining data
if ( tempData . length > 0 ) {
@ -282,6 +289,7 @@ export async function importLTARData({
syncDB ,
source ,
services ,
queue ,
logBasic = ( _str ) = > { } ,
logDetailed = ( _str ) = > { } ,
logWarning = ( _str ) = > { } ,
@ -301,6 +309,7 @@ export async function importLTARData({
syncDB ;
source : Source ;
services : AirtableImportContext ;
queue : PQueue ;
logBasic : ( string ) = > void ;
logDetailed : ( string ) = > void ;
logWarning : ( string ) = > void ;
@ -366,22 +375,24 @@ export async function importLTARData({
let nestedLinkCnt = 0 ;
let importedCount = 0 ;
let assocTableData = [ ] ;
const assocTableData = { } ;
// extract link data from records
return new Promise ( ( resolve , reject ) = > {
dataStream . on ( 'data' , async ( record ) = > {
record = JSON . parse ( record ) ;
// Iterate over all related M2M associative table
for ( const assocMeta of assocTableMetas ) {
// extract link data from records
await new Promise ( ( resolve ) = > {
const promises = [ ] ;
const readable = allData . getStream ( ) ;
readable . on ( 'data' , async ( record ) = > {
promises . push (
if ( ! assocTableData [ assocMeta . modelMeta . id ] ) {
assocTableData [ assocMeta . modelMeta . id ] = [ ] ;
}
queue . add (
( ) = >
new Promise ( async ( resolve ) = > {
try {
const { id : _atId , . . . rec } = record ;
// todo: use actual alias instead of sanitized
assocTableData . push (
assocTableData [ assocMeta . modelMeta . id ] . push (
. . . (
rec ? . [ atNcAliasRef [ table . id ] [ assocMeta . colMeta . title ] ] || [ ]
) . map ( ( id ) = > ( {
@ -390,19 +401,22 @@ export async function importLTARData({
} ) ) ,
) ;
if ( assocTableData . length >= BULK_LINK_BATCH_COUNT ) {
readable . pause ( ) ;
if (
assocTableData [ assocMeta . modelMeta . id ] . length >=
BULK_LINK_BATCH_COUNT
) {
let insertArray = assocTableData [
assocMeta . modelMeta . id
] . splice ( 0 , assocTableData [ assocMeta . modelMeta . id ] . length ) ;
let insertArray = assocTableData . splice (
0 ,
assocTableData . length ,
) ;
const lastImportedCount = importedCount ;
importedCount += insertArray . length ;
logBasic (
` :: Importing ' ${
table . title
} ' LTAR data : : $ { i mportedCount} - $ {
i mportedCount + insertArray . length
} ' LTAR data : : $ { lastI mportedCount} - $ {
lastI mportedCount + insertArray . length
} ` ,
) ;
@ -415,27 +429,29 @@ export async function importLTARData({
foreign_key_checks : ! ! source . isMeta ( ) ,
} ) ;
importedCount += insertArray . length ;
insertArray = [ ] ;
readable . resume ( ) ;
}
if ( queue . size < QUEUE_BUFFER_LIMIT / 2 ) dataStream . resume ( ) ;
resolve ( true ) ;
} catch ( e ) {
logger . error ( e ) ;
logWarning (
` There were errors on importing ' ${ table . title } ' LTAR data :: ${ e } ` ,
) ;
readable . resume ( ) ;
if ( queue . size < QUEUE_BUFFER_LIMIT / 2 ) dataStream . resume ( ) ;
resolve ( true ) ;
}
} ) ,
) ;
}
if ( queue . size >= QUEUE_BUFFER_LIMIT ) dataStream . pause ( ) ;
} ) ;
readable . on ( 'end' , async ( ) = > {
dataStream . on ( 'end' , async ( ) = > {
try {
// ensure all chunks are processed
await Promise . all ( promises ) ;
await queue . onIdle ( ) ;
// insert remaining data
if ( assocTableData . length >= 0 ) {