NodeJS, promises, streams - processing large CSV files
Find below a complete application that correctly executes the same kind of task as you want: It reads a file as a stream, parses it as a CSV and inserts each row into the database.
const fs = require('fs');
const promise = require('bluebird');
const csv = require('csv-parse');
const pgp = require('pg-promise')({promiseLib: promise});
const cn = "postgres://postgres:password@localhost:5432/test_db";
const rs = fs.createReadStream('primes.csv');
const db = pgp(cn);
function receiver(_, data) {
function source(index) {
if (index < data.length) {
// here we insert just the first column value that contains a prime number;
return this.none('insert into primes values($1)', data[index][0]);
}
}
return this.sequence(source);
}
db.task(t => {
return pgp.spex.stream.read.call(t, rs.pipe(csv()), receiver);
})
.then(data => {
console.log('DATA:', data);
}
.catch(error => {
console.log('ERROR:', error);
});
Note that the only thing I changed: using library csv-parse
instead of csv
, as a better alternative.
Added use of method stream.read from the spex library, which properly serves a Readable stream for use with promises.
I found a slightly better way of doing the same thing; with more control. This is a minimal skeleton with precise parallelism control. With parallel value as one all records are processed in sequence without having the entire file in memory, we can increase parallel value for faster processing.
const csv = require('csv');
const csvParser = require('csv-parser')
const fs = require('fs');
const readStream = fs.createReadStream('IN');
const writeStream = fs.createWriteStream('OUT');
const transform = csv.transform({ parallel: 1 }, (record, done) => {
asyncTask(...) // return Promise
.then(result => {
// ... do something when success
return done(null, record);
}, (err) => {
// ... do something when error
return done(null, record);
})
}
);
readStream
.pipe(csvParser())
.pipe(transform)
.pipe(csv.stringify())
.pipe(writeStream);
This allows doing an async task for each record.
To return a promise instead we can return with an empty promise, and complete it when stream finishes.
.on('end',function() {
//do something wiht csvData
console.log(csvData);
});
You might want to look at promise-streams
var ps = require('promise-streams');
passedStream
.pipe(csv.parse({trim: true}))
.pipe(ps.map({concurrent: 4}, row => processRowDataWhichMightBeAsyncAndReturnPromise(row)))
.wait().then(_ => {
console.log("All done!");
});
Works with backpressure and everything.