474 lines
13 KiB
Markdown
474 lines
13 KiB
Markdown
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<!--
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@license Apache-2.0
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Copyright (c) 2018 The Stdlib Authors.
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License.
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-->
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# randu
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> Create a [readable stream][readable-stream] for generating uniformly distributed pseudorandom numbers between `0` and `1`.
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<section class="usage">
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## Usage
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```javascript
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var randomStream = require( '@stdlib/random/streams/randu' );
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```
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<a name="random-stream"></a>
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#### randomStream( \[options] )
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Returns a [readable stream][readable-stream] for generating uniformly distributed pseudorandom numbers between `0` and `1`.
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```javascript
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var inspectStream = require( '@stdlib/streams/node/inspect-sink' );
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var iStream;
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var stream;
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function log( chunk, idx ) {
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console.log( chunk.toString() );
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if ( idx === 10 ) {
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stream.destroy();
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}
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}
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stream = randomStream();
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iStream = inspectStream( log );
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stream.pipe( iStream );
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```
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The function accepts the following `options`:
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- **objectMode**: specifies whether a [stream][stream] should operate in [objectMode][object-mode]. Default: `false`.
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- **encoding**: specifies how `Buffer` objects should be decoded to `strings`. Default: `null`.
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- **highWaterMark**: specifies the maximum number of bytes to store in an internal buffer before ceasing to generate additional pseudorandom numbers.
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- **sep**: separator used to join streamed data. This option is only applicable when a stream is **not** in [objectMode][object-mode]. Default: `'\n'`.
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- **iter**: number of iterations.
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- **name**: name of a supported pseudorandom number generator (PRNG), which will serve as the underlying source of pseudorandom numbers. The following generators are supported:
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- [`mt19937`][@stdlib/random/base/mt19937]: https://www.npmjs.com/package/@stdlib/random/tree/main/base/mt19937
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- [`minstd`][@stdlib/random/base/minstd]: https://www.npmjs.com/package/@stdlib/random/tree/main/base/minstd
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- [`minstd-shuffle`][@stdlib/random/base/minstd-shuffle]: https://www.npmjs.com/package/@stdlib/random/tree/main/base/minstd-shuffle
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Default: [`'mt19937'`][@stdlib/random/base/mt19937].
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- **seed**: pseudorandom number generator seed. Valid seed values vary according to the underlying PRNG.
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- **state**: pseudorandom number generator state. Valid state values vary according to the underlying PRNG. If provided, the function ignores the `seed` option.
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- **copy**: `boolean` indicating whether to copy a provided pseudorandom number generator state. Setting this option to `false` allows sharing state between two or more pseudorandom number generators and/or streams. Setting this option to `true` ensures that a stream generator has exclusive control over its internal state. Default: `true`.
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- **siter**: number of iterations after which to emit the pseudorandom number generator state. This option is useful when wanting to deterministically capture a stream's underlying PRNG state. Default: `1e308`.
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To set [stream][stream] `options`,
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```javascript
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var opts = {
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'objectMode': true,
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'encoding': 'utf8',
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'highWaterMark': 64
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};
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var stream = randomStream( opts );
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```
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By default, the function returns a [stream][stream] which can generate an infinite number of values (i.e., the [stream][stream] will **never** end). To limit the number of generated pseudorandom numbers, set the `iter` option.
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```javascript
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var inspectStream = require( '@stdlib/streams/node/inspect-sink' );
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function log( chunk ) {
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console.log( chunk.toString() );
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}
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var opts = {
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'iter': 10
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};
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var stream = randomStream( opts );
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var iStream = inspectStream( log );
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stream.pipe( iStream );
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```
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By default, when not operating in [objectMode][object-mode], a returned [stream][stream] delineates generated pseudorandom numbers using a newline character. To specify an alternative separator, set the `sep` option.
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```javascript
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var inspectStream = require( '@stdlib/streams/node/inspect-sink' );
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function log( chunk ) {
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console.log( chunk.toString() );
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}
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var opts = {
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'iter': 10,
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'sep': ','
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};
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var stream = randomStream( opts );
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var iStream = inspectStream( log );
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stream.pipe( iStream );
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```
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By default, the underlying pseudorandom number generator is [`mt19937`][@stdlib/random/base/mt19937]. To use a different PRNG, set the `name` option.
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```javascript
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var opts = {
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'name': 'minstd-shuffle'
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};
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var stream = randomStream( opts );
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```
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To seed the underlying pseudorandom number generator, set the `seed` option.
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```javascript
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var inspectStream = require( '@stdlib/streams/node/inspect-sink' );
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function log( v ) {
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console.log( v );
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}
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var opts = {
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'name': 'mt19937',
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'objectMode': true,
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'iter': 10,
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'seed': 1234
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};
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var stream = randomStream( opts );
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opts = {
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'objectMode': true
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};
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var iStream = inspectStream( opts, log );
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stream.pipe( iStream );
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```
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To return a [readable stream][readable-stream] with an underlying pseudorandom number generator having a specific initial state, set the `state` option.
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```javascript
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var inspectStream = require( '@stdlib/streams/node/inspect-sink' );
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function log( v ) {
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console.log( v );
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}
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var opts1 = {
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'name': 'mt19937',
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'objectMode': true,
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'iter': 10
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};
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var stream = randomStream( opts1 );
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var opts2 = {
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'objectMode': true
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};
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var iStream = inspectStream( opts2, log );
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// Stream pseudorandom numbers, thus progressing the underlying generator state:
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stream.pipe( iStream );
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// Create a new PRNG stream initialized to the last state of the previous stream:
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var opts3 = {
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'name': 'mt19937',
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'objectMode': true,
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'iter': 10,
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'state': stream.state
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};
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stream = randomStream( opts3 );
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iStream = inspectStream( opts2, log );
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// Stream pseudorandom numbers starting from the last state of the previous stream:
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stream.pipe( iStream );
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```
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##### stream.seed
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The value used to seed the underlying pseudorandom number generator.
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```javascript
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var stream = randomStream();
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var seed = stream.seed;
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```
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##### stream.seedLength
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Length of underlying pseudorandom number generator seed.
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```javascript
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var stream = randomStream();
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var len = stream.seedLength;
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// returns <number>
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```
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##### stream.state
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Writable property for getting and setting the underlying pseudorandom number generator state.
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```javascript
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var stream = randomStream();
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var state = stream.state;
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```
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##### stream.stateLength
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Length of underlying pseudorandom number generator state.
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```javascript
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var stream = randomStream();
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var len = stream.stateLength;
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// returns <number>
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```
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##### stream.byteLength
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Size (in bytes) of underlying pseudorandom number generator state.
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```javascript
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var stream = randomStream();
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var sz = stream.byteLength;
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// returns <number>
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```
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* * *
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#### randomStream.factory( \[options] )
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Returns a `function` for creating [readable streams][readable-stream] which generate uniformly distributed pseudorandom numbers between `0` and `1`.
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```javascript
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var opts = {
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'objectMode': true,
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'encoding': 'utf8',
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'highWaterMark': 64
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};
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var createStream = randomStream.factory( opts );
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```
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The method accepts the same `options` as [`randomStream()`](#random-stream).
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* * *
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#### randomStream.objectMode( \[options] )
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This method is a convenience function to create [streams][stream] which **always** operate in [objectMode][object-mode].
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```javascript
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var inspectStream = require( '@stdlib/streams/node/inspect-sink' );
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function log( v ) {
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console.log( v );
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}
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var opts = {
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'iter': 10
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};
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var stream = randomStream.objectMode( opts );
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opts = {
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'objectMode': true
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};
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var iStream = inspectStream( opts, log );
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stream.pipe( iStream );
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```
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This method accepts the same `options` as [`randomStream()`](#random-stream); however, the method will **always** override the [`objectMode`][object-mode] option in `options`.
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* * *
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### Events
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In addition to the standard [readable stream][readable-stream] events, the following events are supported...
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#### 'state'
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Emitted after internally generating `siter` pseudorandom numbers.
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```javascript
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var opts = {
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'siter': 10 // emit the PRNG state every 10 pseudorandom numbers
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};
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var stream = randomStream( opts );
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stream.on( 'state', onState );
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function onState( state ) {
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// Do something with the emitted state, such as save to file...
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}
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```
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</section>
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<!-- /.usage -->
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* * *
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<section class="notes">
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## Notes
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- **Warning**: the default underlying source of pseudorandom numbers may **change** in the future. If exact reproducibility is required, either explicitly specify a PRNG via the `name` option or use an underlying PRNG directly.
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- If PRNG state is "shared" (meaning a state array was provided during stream creation and **not** copied) and one sets the generator state to a state array having a different length, the underlying PRNG does **not** update the existing shared state and, instead, points to the newly provided state array. In order to synchronize PRNG output according to the new shared state array, the state array for **each** relevant PRNG must be **explicitly** set.
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- If PRNG state is "shared" and one sets the generator state to a state array of the same length, the PRNG state is updated (along with the state of all other PRNGs sharing the PRNG's state array).
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- In order to capture the PRNG state after a specific number of generated pseudorandom numbers, regardless of internal stream buffering, use the `siter` option in conjunction with a `state` event listener. Attempting to capture the underlying PRNG state after **reading** generated numbers is **not** likely to give expected results, as internal stream buffering will mean more values have been generated than have been read. Thus, the state returned by the `state` property will likely reflect a future PRNG state from the perspective of downstream consumers.
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</section>
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<!-- /.notes -->
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* * *
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<section class="examples">
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## Examples
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<!-- eslint no-undef: "error" -->
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```javascript
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var inspectStream = require( '@stdlib/streams/node/inspect-sink' );
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var randomStream = require( '@stdlib/random/streams/randu' );
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function log( v ) {
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console.log( v.toString() );
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}
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var opts = {
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'objectMode': true,
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'iter': 10
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};
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var stream = randomStream( opts );
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opts = {
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'objectMode': true
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};
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var iStream = inspectStream( opts, log );
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stream.pipe( iStream );
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```
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</section>
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<!-- /.examples -->
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<!-- Section for describing a command-line interface. -->
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* * *
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<section class="cli">
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## CLI
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<!-- CLI usage documentation. -->
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<section class="usage">
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### Usage
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```text
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Usage: random-randu [options]
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Options:
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-h, --help Print this message.
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-V, --version Print the package version.
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--sep sep Separator used to join streamed data. Default: '\n'.
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-n, --iter iterations Number of pseudorandom numbers.
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--name name Pseudorandom number generator name. Default:
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|
'mt19937'.
|
||
|
|
--seed seed Pseudorandom number generator seed.
|
||
|
|
--state filepath Path to a file containing the pseudorandom number
|
||
|
|
generator state.
|
||
|
|
--snapshot filepath Output file path for saving the pseudorandom number
|
||
|
|
generator state upon exit.
|
||
|
|
```
|
||
|
|
|
||
|
|
</section>
|
||
|
|
|
||
|
|
<!-- /.usage -->
|
||
|
|
|
||
|
|
<!-- CLI usage notes. Make sure to keep an empty line after the `section` element and another before the `/section` close. -->
|
||
|
|
|
||
|
|
<section class="notes">
|
||
|
|
|
||
|
|
### Notes
|
||
|
|
|
||
|
|
- In accordance with POSIX convention, a trailing newline is **always** appended to generated output prior to exit.
|
||
|
|
- Specifying a "snapshot" file path is useful when wanting to resume pseudorandom number generation due to, e.g., a downstream failure in an analysis pipeline. Before exiting, the process will store the pseudorandom number generator state in a file specified according to a provided file path. Upon loading a snapshot (state), the process will generate pseudorandom numbers starting from the loaded state, thus avoiding having to seed and replay an entire analysis.
|
||
|
|
|
||
|
|
</section>
|
||
|
|
|
||
|
|
<!-- /.notes -->
|
||
|
|
|
||
|
|
<!-- CLI usage examples. -->
|
||
|
|
|
||
|
|
<section class="examples">
|
||
|
|
|
||
|
|
### Examples
|
||
|
|
|
||
|
|
```bash
|
||
|
|
$ random-randu -n 10 --name mt19937 --seed 1234
|
||
|
|
```
|
||
|
|
|
||
|
|
</section>
|
||
|
|
|
||
|
|
<!-- /.examples -->
|
||
|
|
|
||
|
|
</section>
|
||
|
|
|
||
|
|
<!-- /.cli -->
|
||
|
|
|
||
|
|
<section class="links">
|
||
|
|
|
||
|
|
[stream]: https://nodejs.org/api/stream.html
|
||
|
|
|
||
|
|
[object-mode]: https://nodejs.org/api/stream.html#stream_object_mode
|
||
|
|
|
||
|
|
[readable-stream]: https://nodejs.org/api/stream.html
|
||
|
|
|
||
|
|
[@stdlib/random/base/mt19937]: https://www.npmjs.com/package/@stdlib/random/tree/main/base/mt19937
|
||
|
|
|
||
|
|
[@stdlib/random/base/minstd]: https://www.npmjs.com/package/@stdlib/random/tree/main/base/minstd
|
||
|
|
|
||
|
|
[@stdlib/random/base/minstd-shuffle]: https://www.npmjs.com/package/@stdlib/random/tree/main/base/minstd-shuffle
|
||
|
|
|
||
|
|
</section>
|
||
|
|
|
||
|
|
<!-- /.links -->
|