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@apache-arrow/es5-esm
Advanced tools
Arrow is a set of technologies that enable big data systems to process and transfer data quickly.
apache-arrow
from NPMnpm install apache-arrow
or yarn add apache-arrow
(read about how we package apache-arrow below)
Apache Arrow is a columnar memory layout specification for encoding vectors and table-like containers of flat and nested data. The Arrow spec aligns columnar data in memory to minimize cache misses and take advantage of the latest SIMD (Single input multiple data) and GPU operations on modern processors.
Apache Arrow is the emerging standard for large in-memory columnar data (Spark, Pandas, Drill, Graphistry, ...). By standardizing on a common binary interchange format, big data systems can reduce the costs and friction associated with cross-system communication.
Check out our API documentation to learn more about how to use Apache Arrow's JS implementation. You can also learn by example by checking out some of the following resources:
import { readFileSync } from 'fs';
import { Table } from 'apache-arrow';
const arrow = readFileSync('simple.arrow');
const table = Table.from([arrow]);
console.log(table.toString());
/*
foo, bar, baz
1, 1, aa
null, null, null
3, null, null
4, 4, bbb
5, 5, cccc
*/
import { readFileSync } from 'fs';
import { Table } from 'apache-arrow';
const table = Table.from([
'latlong/schema.arrow',
'latlong/records.arrow'
].map((file) => readFileSync(file)));
console.log(table.toString());
/*
origin_lat, origin_lon
35.393089294433594, -97.6007308959961
35.393089294433594, -97.6007308959961
35.393089294433594, -97.6007308959961
29.533695220947266, -98.46977996826172
29.533695220947266, -98.46977996826172
*/
import {
Table,
FloatVector,
DateVector
} from 'apache-arrow';
const LENGTH = 2000;
const rainAmounts = Float32Array.from(
{ length: LENGTH },
() => Number((Math.random() * 20).toFixed(1)));
const rainDates = Array.from(
{ length: LENGTH },
(_, i) => new Date(Date.now() - 1000 * 60 * 60 * 24 * i));
const rainfall = Table.new(
[FloatVector.from(rainAmounts), DateVector.from(rainDates)],
['precipitation', 'date']
);
fetch
import { Table } from "apache-arrow";
const table = await Table.from(fetch(("/simple.arrow")));
console.log(table.toString());
import { readFileSync } from 'fs';
import { Table } from 'apache-arrow';
const table = Table.from([
'latlong/schema.arrow',
'latlong/records.arrow'
].map(readFileSync));
const column = table.getColumn('origin_lat');
// Copy the data into a TypedArray
const typed = column.toArray();
assert(typed instanceof Float32Array);
for (let i = -1, n = column.length; ++i < n;) {
assert(column.get(i) === typed[i]);
}
import MapD from 'rxjs-mapd';
import { Table } from 'apache-arrow';
const port = 9091;
const host = `localhost`;
const db = `mapd`;
const user = `mapd`;
const password = `HyperInteractive`;
MapD.open(host, port)
.connect(db, user, password)
.flatMap((session) =>
// queryDF returns Arrow buffers
session.queryDF(`
SELECT origin_city
FROM flights
WHERE dest_city ILIKE 'dallas'
LIMIT 5`
).disconnect()
)
.map(([schema, records]) =>
// Create Arrow Table from results
Table.from([schema, records]))
.map((table) =>
// Stringify the table to CSV with row numbers
table.toString({ index: true }))
.subscribe((csvStr) =>
console.log(csvStr));
/*
Index, origin_city
0, Oklahoma City
1, Oklahoma City
2, Oklahoma City
3, San Antonio
4, San Antonio
*/
See DEVELOP.md
Even if you do not plan to contribute to Apache Arrow itself or Arrow integrations in other projects, we'd be happy to have you involved:
We prefer to receive contributions in the form of GitHub pull requests. Please send pull requests against the github.com/apache/arrow repository.
If you are looking for some ideas on what to contribute, check out the JIRA issues for the Apache Arrow project. Comment on the issue and/or contact dev@arrow.apache.org with your questions and ideas.
If you’d like to report a bug but don’t have time to fix it, you can still post it on JIRA, or email the mailing list dev@arrow.apache.org
apache-arrow
is written in TypeScript, but the project is compiled to multiple JS versions and common module formats.
The base apache-arrow
package includes all the compilation targets for convenience, but if you're conscientious about your node_modules
footprint, we got you.
The targets are also published under the @apache-arrow
namespace:
npm install apache-arrow # <-- combined es5/UMD, es2015/CommonJS/ESModules/UMD, and TypeScript package
npm install @apache-arrow/ts # standalone TypeScript package
npm install @apache-arrow/es5-cjs # standalone es5/CommonJS package
npm install @apache-arrow/es5-esm # standalone es5/ESModules package
npm install @apache-arrow/es5-umd # standalone es5/UMD package
npm install @apache-arrow/es2015-cjs # standalone es2015/CommonJS package
npm install @apache-arrow/es2015-esm # standalone es2015/ESModules package
npm install @apache-arrow/es2015-umd # standalone es2015/UMD package
npm install @apache-arrow/esnext-cjs # standalone esNext/CommonJS package
npm install @apache-arrow/esnext-esm # standalone esNext/ESModules package
npm install @apache-arrow/esnext-umd # standalone esNext/UMD package
The JS community is a diverse group with a varied list of target environments and tool chains. Publishing multiple packages accommodates projects of all stripes.
If you think we missed a compilation target and it's a blocker for adoption, please open an issue.
Full list of broader Apache Arrow committers.
Full list of broader Apache Arrow projects & organizations.
Apache Arrow 0.13.0 (2019-04-01)
FAQs
Apache Arrow columnar in-memory format
The npm package @apache-arrow/es5-esm receives a total of 47 weekly downloads. As such, @apache-arrow/es5-esm popularity was classified as not popular.
We found that @apache-arrow/es5-esm demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 0 open source maintainers collaborating on the project.
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