vega-plus-server
Vega-plus extends the Vega dataflow to a client-server architecture to utilize the scalability advantage of DBMSs, we automatically translate Vega transform operators to SQL queries. To offload intensive calculations to the DBMS, combine vega-plus with one of our customized Vega transform that accepts SQL queries and requests data from a database.
Vega-plus-server is a lightweight Node.js Express middleware server that forwards requests from a brower client to a DBMS backend (we now support PostgreSQL and DuckDB). The users can use our DBMS wapper API to load datasets and send queries.
Usage Instructions
Install the package with
yarn add vega-plus-server
Here is a complete example that uses vega-plus-server. The server exposes two routes, /createSql and
/query. The route /createSql is a utility route used during development and testing that creates and
populates a relation from a list of JSON tuples. The /query route forwards an SQL query to a backend database.
// server.ts
import * as bodyParser from 'body-parser';
import {Duck_Db} from './duck_db';
import {Postgres_Db} from './postgres_db'
const cors = require('cors');
const express = require('express');
const app = express();
export function run_app() {
var type = '';
var myArgs = process.argv;
if (myArgs.length > 2 && myArgs[2] == 'pg') {
type = 'pg'
}
else{
type = 'duckdb'
}
var Db;
const port = 3000;
app.use(bodyParser.json({ limit: '50mb' }));
app.use(bodyParser.urlencoded({ limit: '50mb', extended: true }));
app.use(cors());
app.options('*', cors());
var allowCrossDomain = function (req, res, next) {
res.header('Access-Control-Allow-Origin', '*');
res.header('Access-Control-Allow-Methods', 'GET, PUT, POST, DELETE');
res.header('Access-Control-Allow-Headers', 'Content-Type');
next();
}
app.use(allowCrossDomain);
app.listen(port, () => console.log(`server listening on port ${port}`));
if(type=='pg'){
Db = new Postgres_Db()
}
else{
Db = new Duck_Db();
}
function handleError(err: any, res: any) {
console.log('Here')
const msg = err.stack ? err.stack.split('\n')[0] : err;
console.error(msg);
res.status(400).send(msg);
}
app.post('/query', async (req: any, res: any) => {
if (!req.body.query) {
throw 'request body must define query property'
}
try {
var query = req.body.query;
console.log(`running query: ${query}`);
var results =await Db.runQuery(query);
if (type=='pg'){
res.status(200).send(results['rows']);
}
else {
res.status(200).send(results);
}
} catch (err) {
handleError(err, res);
} finally {
console.log("Final");
}
})
app.post('/createSql', async (req: any, res: any) => {
try {
if (!req.body.data) {
throw 'request body must define data property';
}
if (!req.body.name) {
throw 'request body must define name property';
}
var result = await Db.createTable(req.body)
console.log('Table Created')
result = await Db.InsertTable(req.body)
console.log('insert queries complete')
result = 'Success'
res.send({
message: {}
})
} catch (err) {
handleError(err, res);
} finally {
console.log("Final");
}
});
}Copy over and run this server example with
tsc --esModuleInterop server.ts
node server.js pg
Or you can import and use our default server code equavalent to the above example using our run_server() function.
API Reference
# run_server(type: string = "pg")
- type: a string indicating which DBMS to use. We currently support PostgreSQL("pg") and DuckDB("duckdb"). And the defualt type is "pg".
To be continue with the DB wrapper API...