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arrow_test.js
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var arrow = require('apache-arrow')
var duckdb = require('duckdb');
var assert = require('assert');
const parquet_file_path = "data/parquet-testing/lineitem_sf0_01.parquet";
// Wrapper for tests, materializes whole stream
const arrow_ipc_stream = async (conn, sql) => {
const result_stream = await conn.arrowIPCStream(sql);
return await result_stream.toArray();
}
// Wrapper for tests
const arrow_ipc_materialized = async (conn, sql) => {
return await new Promise((resolve, reject) => {
conn.arrowIPCAll(sql, function (err, result) {
if (err) {
reject(err)
}
resolve(result);
})
});
}
const to_ipc_functions = {
'streaming': arrow_ipc_stream,
'materialized': arrow_ipc_materialized,
}
function getDatabase() {
return new duckdb.Database(':memory:', {"allow_unsigned_extensions":"true"});
}
function getConnection(db, done) {
let conn = new duckdb.Connection(db);
conn.exec(`LOAD '${process.env.ARROW_EXTENSION_BINARY_PATH}';`, function (err) {
if (err) throw err;
done();
});
return conn
}
describe(`Arrow IPC`, () => {
let db;
let conn;
before((done) => {
db = getDatabase();
conn = getConnection(db, () => done())
});
it(`Basic examples`, async () => {
const range_size = 130000;
const query = `SELECT * FROM range(0,${range_size}) tbl(i)`;
const arrow_table_expected = new arrow.Table({
i: new arrow.Vector([arrow.makeData({ type: new arrow.Int32, data: Array.from(new Array(range_size), (x, i) => i) })]),
});
// Can use Arrow to read from stream directly
const result_stream = await db.arrowIPCStream(query);
const reader = await arrow.RecordBatchReader.from(result_stream);
const table = await arrow.tableFromIPC(reader);
const array_from_arrow = table.toArray();
assert.deepEqual(array_from_arrow, arrow_table_expected.toArray());
// Can also fully materialize stream first, then pass to Arrow
const result_stream2 = await db.arrowIPCStream(query);
const reader2 = await arrow.RecordBatchReader.from(result_stream2.toArray());
const table2 = await arrow.tableFromIPC(reader2);
const array_from_arrow2 = table2.toArray();
assert.deepEqual(array_from_arrow2, arrow_table_expected.toArray());
// Can also fully materialize in DuckDB first (allowing parallel execution)
const result_materialized = await new Promise((resolve, reject) => {
db.arrowIPCAll(query, function (err, result) {
if (err) {
reject(err)
}
resolve(result);
})
});
const reader3 = await arrow.RecordBatchReader.from(result_materialized);
const table3 = await arrow.tableFromIPC(reader3);
const array_from_arrow3 = table3.toArray();
assert.deepEqual(array_from_arrow3, arrow_table_expected.toArray());
// Scanning materialized IPC buffers from DuckDB
db.register_buffer("ipc_table", result_materialized, true);
await new Promise((resolve, reject) => {
db.arrowIPCAll(`SELECT * FROM ipc_table`, function (err, result) {
if (err) {
reject(err);
}
assert.deepEqual(result, result_materialized);
resolve()
});
});
});
// Ensure we handle empty result properly
for (const [name, fun] of Object.entries(to_ipc_functions)) {
it(`Empty results (${name})`, async () => {
const range_size = 130000;
const query = `SELECT * FROM range(0,${range_size}) tbl(i) where i > ${range_size}`;
let ipc_buffers = await fun(conn, query);
const reader = await arrow.RecordBatchReader.from(ipc_buffers);
const table = await arrow.tableFromIPC(reader);
const arr = table.toArray();
assert.deepEqual(arr, []);
});
}
})
for (const [name, fun] of Object.entries(to_ipc_functions)) {
describe(`DuckDB <-> Arrow IPC (${name})`, () => {
const total = 1000;
let db;
let conn;
before((done) => {
db = getDatabase();
conn = getConnection(db, () => done())
});
it(`Buffers are not garbage collected`, async () => {
let ipc_buffers = await fun(conn, 'SELECT * FROM range(1001, 2001) tbl(i)');
// Now to scan the buffer, we first need to register it
conn.register_buffer(`ipc_table_${name}`, ipc_buffers, true);
// Delete JS reference to arrays
ipc_buffers = 0;
// Run GC to ensure file is deleted
if (global.gc) {
global.gc();
} else {
throw "should run with --expose-gc";
}
// Spray memory overwriting hopefully old buffer
let spray_results = [];
for (let i = 0; i < 3000; i++) {
spray_results.push(await fun(db, 'SELECT * FROM range(2001, 3001) tbl(i)'));
}
// Now we can query the ipc buffer using DuckDB by providing an object with an alias and the materialized ipc buffers
await new Promise((resolve, reject) => {
conn.all(`SELECT avg(i) as average, count(1) as total
FROM ipc_table_${name};`, function (err, result) {
if (err) {
reject(err);
}
assert.deepEqual(result, [{average: 1500.5, total: 1000}]);
resolve();
});
});
});
it(`Round-trip int column`, async () => {
// Now we fetch the ipc stream object and construct the RecordBatchReader
const ipc_buffers = await fun(db, 'SELECT * FROM range(1001, 2001) tbl(i)');
// Now to scan the buffer, we first need to register it
conn.register_buffer("ipc_table", ipc_buffers, true, (err) => {
assert(!err);
});
// Now we can query the ipc buffer using DuckDB by providing an object with an alias and the materialized ipc buffers
await new Promise((resolve, reject) => {
conn.all(`SELECT avg(i) as average, count(1) as total
FROM ipc_table;`, function (err, result) {
if (err) {
reject(err)
}
assert.deepEqual(result, [{average: 1500.5, total: 1000}]);
resolve();
});
});
});
it(`Joining 2 IPC buffers in DuckDB`, async () => {
// Insert first table
const ipc_buffers1 = await fun(db, 'SELECT * FROM range(1, 3) tbl(i)');
// Insert second table
const ipc_buffers2 = await fun(db, 'SELECT * FROM range(2, 4) tbl(i)');
// Register buffers for scanning from DuckDB
conn.register_buffer("table1", ipc_buffers1, true, (err) => {
assert(!err);
});
conn.register_buffer("table2", ipc_buffers2, true, (err) => {
assert(!err);
});
await new Promise((resolve, reject) => {
conn.all(`SELECT *
FROM table1
JOIN table2 ON table1.i = table2.i;`, function (err, result) {
if (err) {
reject(err);
}
assert.deepEqual(result, [{i: 2}]);
resolve()
});
});
});
})
}
describe('[Benchmark] Arrow IPC Single Int Column (50M tuples)',() => {
// Config
const column_size = 50*1000*1000;
let db;
let conn;
before((done) => {
db = getDatabase();
conn = getConnection(db, () => {
conn.run("CREATE TABLE test AS select * FROM range(0,?) tbl(i);", column_size, (err) => {
if (err) throw err;
done()
});
})
});
it('DuckDB table -> DuckDB table', (done) => {
conn.run('CREATE TABLE copy_table AS SELECT * FROM test', (err) => {
assert(!err);
done();
});
});
it('DuckDB table -> Stream IPC buffer', async () => {
const result = await conn.arrowIPCStream('SELECT * FROM test');
const ipc_buffers = await result.toArray();
const reader = await arrow.RecordBatchReader.from(ipc_buffers);
const table = arrow.tableFromIPC(reader);
assert.equal(table.numRows, column_size);
});
it('DuckDB table -> Materialized IPC buffer', (done) => {
conn.arrowIPCAll('SELECT * FROM test', (err,res) => {
done();
});
});
});
describe('Buffer registration',() => {
let db;
let conn1;
let conn2;
before((done) => {
db = new duckdb.Database(':memory:', {"allow_unsigned_extensions":"true"});
conn1 = new duckdb.Connection(db);
conn2 = new duckdb.Connection(db);
done();
});
before((done) => {
db = getDatabase();
conn1 = getConnection(db, () => {
conn2 = getConnection(db, () => done());
})
});
it('Buffers can only be overwritten with force flag', async () => {
const arrow_buffer = await arrow_ipc_materialized(conn1, "SELECT 1337 as a");
conn1.register_buffer('arrow_buffer', arrow_buffer, true, (err) => {
assert(!err);
})
await new Promise((resolve, reject) => {
try {
conn1.register_buffer('arrow_buffer', arrow_buffer, false);
reject("Expected query to fail");
} catch (err) {
assert(err.message.includes('Buffer with this name already exists and force_register is not enabled'));
resolve();
}
});
});
it('Existing tables are silently shadowed by registered buffers', async () => {
// Unregister, in case other test has registered this
conn1.unregister_buffer('arrow_buffer', (err) => {
assert(!err);
});
conn1.run('CREATE TABLE arrow_buffer AS SELECT 7 as a;', (err) => {
assert(!err);
});
conn1.all('SELECT * FROM arrow_buffer;', (err, result) => {
assert(!err);
assert.deepEqual(result, [{'a': 7}]);
});
const arrow_buffer = await arrow_ipc_materialized(conn1, "SELECT 1337 as b");
conn1.register_buffer('arrow_buffer', arrow_buffer, true, (err) => {
assert(!err);
})
conn1.all('SELECT * FROM arrow_buffer;', (err, result) => {
assert(!err);
assert.deepEqual(result, [{'b': 1337}]);
});
conn1.unregister_buffer('arrow_buffer', (err) => {
assert(!err);
});
conn1.all('SELECT * FROM arrow_buffer;', (err, result) => {
assert(!err);
assert.deepEqual(result, [{'a': 7}]);
});
await new Promise((resolve, reject) => {
// Cleanup
conn1.run('DROP TABLE arrow_buffer;', (err) => {
if (err) reject(err);
resolve();
});
});
});
it('Registering buffers should only be visible within current connection', async () => {
const arrow_buffer1 = await arrow_ipc_materialized(conn1, "SELECT 1337 as a");
const arrow_buffer2 = await arrow_ipc_materialized(conn2, "SELECT 42 as b");
conn1.register_buffer('arrow_buffer', arrow_buffer1, true, (err) => {
assert(!err);
})
conn2.register_buffer('arrow_buffer', arrow_buffer2, true, (err) => {
assert(!err);
})
conn1.all('SELECT * FROM arrow_buffer;', (err, result) => {
assert(!err);
assert.deepEqual(result, [{'a': 1337}]);
});
conn2.all('SELECT * FROM arrow_buffer;', (err, result) => {
assert(!err);
assert.deepEqual(result, [{'b': 42}]);
});
conn1 = 0;
conn2.all('SELECT * FROM arrow_buffer;', (err, result) => {
assert(!err);
assert.deepEqual(result, [{'b': 42}]);
});
conn2.unregister_buffer('arrow_buffer', (err) => {
assert(!err);
})
await new Promise((resolve, reject) => {
conn2.all('SELECT * FROM arrow_buffer;', (err, result) => {
if (!err) {
reject("Expected error");
}
assert(err.message.includes('Catalog Error: Table with name arrow_buffer does not exist!'));
resolve();
});
});
});
});
describe('[Benchmark] Arrow IPC TPC-H lineitem.parquet', () => {
const sql = "SELECT sum(l_extendedprice * l_discount) AS revenue FROM lineitem WHERE l_shipdate >= CAST('1994-01-01' AS date) AND l_shipdate < CAST('1995-01-01' AS date) AND l_discount BETWEEN 0.05 AND 0.07 AND l_quantity < 24"
const answer = [{revenue: 1193053.2253}];
let db;
let conn;
before((done) => {
db = getDatabase();
conn = getConnection(db, () => done())
});
it('Parquet -> DuckDB Streaming-> Arrow IPC -> DuckDB Query', async () => {
const ipc_buffers = await arrow_ipc_stream(conn, 'SELECT * FROM "' + parquet_file_path + '"');
const query = sql.replace("lineitem", "my_arrow_ipc_stream");
conn.register_buffer("my_arrow_ipc_stream", ipc_buffers, true, (err) => {
assert(!err);
});
await new Promise((resolve, reject) => {
conn.all(query, function (err, result) {
if (err) {
reject(err)
}
assert.deepEqual(result, answer);
resolve();
})
});
});
it('Parquet -> DuckDB Materialized -> Arrow IPC -> DuckDB' , async () => {
const ipc_buffers = await arrow_ipc_materialized(conn, 'SELECT * FROM "' + parquet_file_path + '"');
const query = sql.replace("lineitem", "my_arrow_ipc_stream_2");
conn.register_buffer("my_arrow_ipc_stream_2", ipc_buffers, true, (err) => {
assert(!err);
});
await new Promise((resolve, reject) => {
conn.all(query, function (err, result) {
if (err) {
reject(err)
} else {
assert.deepEqual(result, answer);
resolve();
}
})
});
});
it('Parquet -> DuckDB', async () => {
await new Promise((resolve, reject) => {
conn.run('CREATE TABLE load_parquet_directly AS SELECT * FROM "' + parquet_file_path + '";', (err) => {
if (err) {
reject(err)
}
resolve()
});
});
const query = sql.replace("lineitem", "load_parquet_directly");
const result = await new Promise((resolve, reject) => {
conn.all(query, function (err, result) {
if (err) {
reject(err);
}
resolve(result)
});
});
assert.deepEqual(result, answer);
});
});
for (const [name, fun] of Object.entries(to_ipc_functions)) {
describe(`Arrow IPC TPC-H lineitem SF0.01 (${name})`, () => {
// `table_name` in these queries will be replaced by either the parquet file directly, or the ipc buffer
const queries = [
"select count(*) from table_name LIMIT 10",
"select sum(l_orderkey) as sum_orderkey FROM table_name",
"select * from table_name",
"select l_orderkey from table_name WHERE l_orderkey=2 LIMIT 2",
"select l_extendedprice from table_name",
"select l_extendedprice from table_name WHERE l_extendedprice > 53468 and l_extendedprice < 53469 LIMIT 2",
"select count(l_orderkey) from table_name where l_commitdate > '1996-10-28'",
"SELECT sum(l_extendedprice * l_discount) AS revenue FROM table_name WHERE l_shipdate >= CAST('1994-01-01' AS date) AND l_shipdate < CAST('1995-01-01' AS date) AND l_discount BETWEEN 0.05 AND 0.07 AND l_quantity < 24"
];
let db;
let conn;
before((done) => {
db = getDatabase();
conn = getConnection(db, () => done())
});
for (const query of queries) {
it(` ${query}`, async () => {
// First do query directly on parquet file
const expected_value = await new Promise((resolve, reject) => {
conn.all(query.replace("table_name", `'${parquet_file_path}'`), function (err, result) {
if (err) {
reject(err);
}
resolve(result);
});
});
// Copy parquet file completely into Arrow IPC format
const ipc_buffers = await fun(conn, 'SELECT * FROM "' + parquet_file_path + '"');
// Register the ipc buffers as table in duckdb, using force to override the previously registered buffers
conn.register_buffer("table_name", ipc_buffers, true, (err) => {
assert(!err);
});
await new Promise((resolve, reject) => {
conn.all(query, function (err, result) {
if (err) {
reject(err)
}
assert.deepEqual(result, expected_value, `Query failed: ${query}`);
resolve();
})
});
});
}
})
}