[−][src]Crate eyros

eyros

eyros (εύρος) is a multi-dimensional interval database.

The database is based on bkd and interval trees.

high batch-write performance (expect 100,000s to 1,000,000s writes per second on modest hardware)
designed for peer-to-peer distribution and query-driven sparse replication
compiles to web assembly for use in the browser
good for geospatial and time-series data

eyros operates on scalar (x) or interval (min,max) coordinates for each dimension. There are 2 operations: batched write (for inserting and deleting) and query by bounding box. All features that intersect the bounding box are returned in the query results.

This is an early release missing important features such as atomicity and concurrency. The data format is still in flux and will likely change in the future, requiring data migrations.

fixed example

This example generates 800 random features in 3 dimensions: x, y, and time with a u32 value payload. The x and y dimensions are both intervals with a minimum and maximum f32 and time is a scalar f32.

After the data is written to the database, all features with an x interval that overlaps (-0.5,0.3), a y interval that overlaps (-0.8,-0.5), and a time scalar that is between 0.0 and 100.0 are printed to stdout.

use eyros::{DB,Row};
use rand::random;
use failure::Error;
use random_access_disk::RandomAccessDisk;
use std::path::PathBuf;

type P = ((f32,f32),(f32,f32),f32);
type V = u32;

fn main() -> Result<(),Error> {
  let mut db: DB<_,_,((f32,f32),(f32,f32),f32),u32> = DB::open(storage)?;
  let polygons: Vec<Row<P,V>> = (0..800).map(|_| {
    let xmin: f32 = random::<f32>()*2.0-1.0;
    let xmax: f32 = xmin + random::<f32>().powf(64.0)*(1.0-xmin);
    let ymin: f32 = random::<f32>()*2.0-1.0;
    let ymax: f32 = ymin + random::<f32>().powf(64.0)*(1.0-ymin);
    let time: f32 = random::<f32>()*1000.0;
    let value: u32 = random();
    let point = ((xmin,xmax),(ymin,ymax),time);
    Row::Insert(point, value)
  }).collect();
  db.batch(&polygons)?;

  let bbox = ((-0.5,-0.8,0.0),(0.3,-0.5,100.0));
  for result in db.query(&bbox)? {
    println!("{:?}", result?);
  }
  Ok(())
}

fn storage(name:&str) -> Result<RandomAccessDisk,Error> {
  let mut p = PathBuf::from("/tmp/eyros-db/");
  p.push(name);
  Ok(RandomAccessDisk::builder(p)
    .auto_sync(false)
    .build()?)
}

The output from this program is of the form (coords, value, location):

$ cargo run --example polygons -q
(((-0.014986515, -0.014986515), (-0.5801666, -0.5801663), 45.314373), 1518966744, (0, 200))
(((-0.0892005, -0.015534878), (-0.65783, -0.65783), 3.6987066), 66257667, (0, 267))
(((0.1931547, 0.1931547), (-0.6388786, -0.60205233), 67.85113), 2744609531, (0, 496))
(((-0.28907382, -0.26248854), (-0.7761978, -0.77617484), 55.273056), 3622408505, (0, 651))
(((-0.080417514, -0.080417514), (-0.60076225, -0.5929384), 29.592216), 722871034, (0, 784))
(((0.14104307, 0.14104307), (-0.539363, -0.539363), 31.965792), 2866780128, (0, 933))
(((-0.12689173, -0.12689173), (-0.56708515, -0.56643564), 65.072), 1858542500, (0, 983))
(((-0.12520671, -0.1250745), (-0.6836084, -0.6836084), 93.58209), 3942792215, (0, 1019))
(((0.026417613, 0.026417613), (-0.786397, -0.786397), 61.52451), 1197187917, (0, 1102))
(((-0.18799019, -0.18799017), (-0.50418067, -0.50418067), 82.93134), 2811117540, (0, 1199))
(((-0.34033966, -0.34033966), (-0.53603613, -0.53603613), 91.07471), 302136936, (0, 1430))
(((-0.008744121, 0.54438573), (-0.73665094, -0.73665094), 69.67532), 719725479, (0, 1504))
(((-0.38071227, -0.38071224), (-0.75237143, -0.75237143), 72.245895), 2200140390, (0, 1628))
(((0.020396352, 0.020396352), (-0.7957357, -0.77274036), 40.785194), 2166765724, (0, 1708))
(((0.117452025, 0.117452025), (-0.7027955, -0.7026706), 82.033394), 2451987859, (0, 1886))
(((-0.11418259, -0.11418259), (-0.74327374, -0.74327374), 28.591274), 4283568770, (0, 1983))
(((-0.19130886, -0.19130856), (-0.7012402, -0.7012042), 2.1106005), 4226013993, (0, 2048))
(((-0.3000791, -0.3000791), (-0.7601782, -0.7601782), 24.528027), 2776778380, (0, 2349))

The coords and value are the values that were written earlier: in this case, the coords are ((xmin,xmax),(ymin,ymax),time).

The location is used to quickly delete records without needing to perform additional lookups. You'll need to keep the location around from the result of a query when you intend to delete a record. Locations that begin with a 0 are stored in the staging cache, so their location may change after the next write.

mix example

You can also mix and match scalar and interval values for each dimension.

An example of where these mixed types might be useful is storing geographic features to display on a map. Some of the features will be points and some will be lines or polygons which are contained in bounding boxes (intervals).

This example stores 2 dimensional points and regions in the same database, so that bounding box queries will return both types of features.

use eyros::{DB,Row,Mix,Mix2};
use rand::random;
use failure::Error;
use random_access_disk::RandomAccessDisk;
use std::path::PathBuf;

type P = Mix2<f32,f32>;
type V = u32;

fn main() -> Result<(),Error> {
  let mut db: DB<_,_,P,V> = DB::open(storage)?;
  let batch: Vec<Row<P,V>> = (0..1_000).map(|_| {
    let value = random::<u32>();
    if random::<f32>() > 0.5 {
      let xmin: f32 = random::<f32>()*2.0-1.0;
      let xmax: f32 = xmin + random::<f32>().powf(64.0)*(1.0-xmin);
      let ymin: f32 = random::<f32>()*2.0-1.0;
      let ymax: f32 = ymin + random::<f32>().powf(64.0)*(1.0-ymin);
      Row::Insert(Mix2::new(
        Mix::Interval(xmin,xmax),
        Mix::Interval(ymin,ymax)
      ), value)
    } else {
      let x: f32 = random::<f32>()*2.0-1.0;
      let y: f32 = random::<f32>()*2.0-1.0;
      Row::Insert(Mix2::new(
        Mix::Scalar(x),
        Mix::Scalar(y)
      ), value)
    }
  }).collect();
  db.batch(&batch)?;

  let bbox = ((-0.5,-0.8),(0.3,-0.5));
  for result in db.query(&bbox)? {
    println!("{:?}", result?);
  }
  Ok(())
}

fn storage(name:&str) -> Result<RandomAccessDisk,Error> {
  let mut p = PathBuf::from("/tmp/eyros-mix-db/");
  p.push(name);
  Ok(RandomAccessDisk::builder(p)
    .auto_sync(false)
    .build()?)
}

Structs

DB	Top-level database API.
Mix2	Mix coordinate container
Mix3	Mix coordinate container
Mix4	Mix coordinate container
Mix5	Mix coordinate container
Mix6	Mix coordinate container
Mix7	Mix coordinate container
Mix8	Mix coordinate container
QueryIterator	Iterator of `Result<(Point,Value,Location)>` data returned by `db.query()`.
Setup	Builder to configure and instantiate an eyros database.
SetupFields	Struct for reading database properties.

Enums

Mix	The Mix implementations allow you to use scalar or interval values for each dimension. The storage overhead is a one-byte bitfield (for up to 8 dimensions) at the beginning of each record to specify which dimensions in the given record are scalars and which are intervals.
Row	Container to insert or delete data for a `batch()`.

Traits

Point
Scalar	Types representing a single value (as opposed to an interval, which has minimum and maximum values).
Value	Data to use for the payload portion stored at a coordinate.

Functions

order
order_len

Type Definitions

Block
Cursor	Points (scalar or interval) must implement these methods. There's a lot going on here, so you'll most likely want to use one of the built-in implementations rather than write your own.
Location	Stores where a record is stored to avoid additional queries during deletes. Locations are only valid until the next `batch()`. There is no runtime check yet to ensure that batches will invalidate existing locations, so you will need to be careful of this yourself. Otherwise the wrong data could be deleted.