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| 1 | +<!-- |
| 2 | +
|
| 3 | +@license Apache-2.0 |
| 4 | +
|
| 5 | +Copyright (c) 2024 The Stdlib Authors. |
| 6 | +
|
| 7 | +Licensed under the Apache License, Version 2.0 (the "License"); |
| 8 | +you may not use this file except in compliance with the License. |
| 9 | +You may obtain a copy of the License at |
| 10 | +
|
| 11 | + http://www.apache.org/licenses/LICENSE-2.0 |
| 12 | +
|
| 13 | +Unless required by applicable law or agreed to in writing, software |
| 14 | +distributed under the License is distributed on an "AS IS" BASIS, |
| 15 | +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 16 | +See the License for the specific language governing permissions and |
| 17 | +limitations under the License. |
| 18 | +
|
| 19 | +--> |
| 20 | + |
| 21 | +# Student's t Random Numbers |
| 22 | + |
| 23 | +> Fill a strided array with pseudorandom numbers drawn from a [Student's t][@stdlib/random/base/t]-distribution. |
| 24 | +
|
| 25 | +<section class="usage"> |
| 26 | + |
| 27 | +## Usage |
| 28 | + |
| 29 | +```javascript |
| 30 | +var t = require( '@stdlib/random/strided/t' ); |
| 31 | +``` |
| 32 | + |
| 33 | +#### t( N, v, sv, out, so ) |
| 34 | + |
| 35 | +Fills a strided array with pseudorandom numbers drawn from a [Student's t][@stdlib/random/base/t]-distribution. |
| 36 | + |
| 37 | +```javascript |
| 38 | +var Float64Array = require( '@stdlib/array/float64' ); |
| 39 | + |
| 40 | +// Create an array: |
| 41 | +var out = new Float64Array( 10 ); |
| 42 | + |
| 43 | +// Fill the array with pseudorandom numbers: |
| 44 | +t( out.length, [ 2.0 ], 0, out, 1 ); |
| 45 | +``` |
| 46 | + |
| 47 | +The function has the following parameters: |
| 48 | + |
| 49 | +- **N**: number of indexed elements. |
| 50 | +- **v**: rate parameter. |
| 51 | +- **sv**: index increment for `v`. |
| 52 | +- **out**: output array. |
| 53 | +- **so**: index increment for `out`. |
| 54 | + |
| 55 | +The `N` and stride parameters determine which strided array elements are accessed at runtime. For example, to access every other value in `out`, |
| 56 | + |
| 57 | +```javascript |
| 58 | +var out = [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ]; |
| 59 | + |
| 60 | +t( 3, [ 2.0 ], 0, out, 2 ); |
| 61 | +``` |
| 62 | + |
| 63 | +Note that indexing is relative to the first index. To introduce an offset, use [`typed array`][mdn-typed-array] views. |
| 64 | + |
| 65 | +<!-- eslint-disable stdlib/capitalized-comments --> |
| 66 | + |
| 67 | +```javascript |
| 68 | +var Float64Array = require( '@stdlib/array/float64' ); |
| 69 | + |
| 70 | +// Initial array: |
| 71 | +var v0 = new Float64Array( [ 2.0, 2.0, 2.0, 2.0, 2.0, 2.0 ] ); |
| 72 | + |
| 73 | +// Create offset view: |
| 74 | +var v1 = new Float64Array( v0.buffer, v0.BYTES_PER_ELEMENT*3 ); // start at 4th element |
| 75 | + |
| 76 | +// Create an output array: |
| 77 | +var out = new Float64Array( 3 ); |
| 78 | + |
| 79 | +// Fill the output array: |
| 80 | +t( out.length, v1, -1, out, 1 ); |
| 81 | +``` |
| 82 | + |
| 83 | +#### t.ndarray( N, v, sv, ov, out, so, oo ) |
| 84 | + |
| 85 | +Fills a strided array with pseudorandom numbers drawn from a [Student's t][@stdlib/random/base/t]-distribution using alternative indexing semantics. |
| 86 | + |
| 87 | +```javascript |
| 88 | +var Float64Array = require( '@stdlib/array/float64' ); |
| 89 | + |
| 90 | +// Create an array: |
| 91 | +var out = new Float64Array( 10 ); |
| 92 | + |
| 93 | +// Fill the array with pseudorandom numbers: |
| 94 | +t.ndarray( out.length, [ 2.0 ], 0, 0, out, 1, 0 ); |
| 95 | +``` |
| 96 | + |
| 97 | +The function has the following additional parameters: |
| 98 | + |
| 99 | +- **ov**: starting index for `v`. |
| 100 | +- **oo**: starting index for `out`. |
| 101 | + |
| 102 | +While [`typed array`][mdn-typed-array] views mandate a view offset based on the underlying `buffer`, the offset parameters support indexing semantics based on starting indices. For example, to access every other value in `out` starting from the second value, |
| 103 | + |
| 104 | +```javascript |
| 105 | +var out = [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ]; |
| 106 | + |
| 107 | +t.ndarray( 3, [ 2.0 ], 0, 0, out, 2, 1 ); |
| 108 | +``` |
| 109 | + |
| 110 | +#### t.factory( \[options] ) |
| 111 | + |
| 112 | +Returns a function for filling strided arrays with pseudorandom numbers drawn from a [Student's t][@stdlib/random/base/t]-distribution. |
| 113 | + |
| 114 | +```javascript |
| 115 | +var Float64Array = require( '@stdlib/array/float64' ); |
| 116 | + |
| 117 | +var random = t.factory(); |
| 118 | +// returns <Function> |
| 119 | + |
| 120 | +// Create an array: |
| 121 | +var out = new Float64Array( 10 ); |
| 122 | + |
| 123 | +// Fill the array with pseudorandom numbers: |
| 124 | +random( out.length, [ 2.0 ], 0, out, 1 ); |
| 125 | +``` |
| 126 | + |
| 127 | +The function accepts the following `options`: |
| 128 | + |
| 129 | +- **prng**: pseudorandom number generator for generating uniformly distributed pseudorandom numbers on the interval `[0,1)`. If provided, the function **ignores** both the `state` and `seed` options. In order to seed the underlying pseudorandom number generator, one must seed the provided `prng` (assuming the provided `prng` is seedable). |
| 130 | +- **seed**: pseudorandom number generator seed. |
| 131 | +- **state**: a [`Uint32Array`][@stdlib/array/uint32] containing pseudorandom number generator state. If provided, the function ignores the `seed` option. |
| 132 | +- **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. Setting this option to `true` ensures that an underlying generator has exclusive control over its internal state. Default: `true`. |
| 133 | + |
| 134 | +To use a custom PRNG as the underlying source of uniformly distributed pseudorandom numbers, set the `prng` option. |
| 135 | + |
| 136 | +```javascript |
| 137 | +var Float64Array = require( '@stdlib/array/float64' ); |
| 138 | +var minstd = require( '@stdlib/random/base/minstd' ); |
| 139 | + |
| 140 | +var opts = { |
| 141 | + 'prng': minstd.normalized |
| 142 | +}; |
| 143 | +var random = t.factory( opts ); |
| 144 | + |
| 145 | +var out = new Float64Array( 10 ); |
| 146 | +random( out.length, [ 2.0 ], 0, out, 1 ); |
| 147 | +``` |
| 148 | + |
| 149 | +To seed the underlying pseudorandom number generator, set the `seed` option. |
| 150 | + |
| 151 | +```javascript |
| 152 | +var Float64Array = require( '@stdlib/array/float64' ); |
| 153 | + |
| 154 | +var opts = { |
| 155 | + 'seed': 12345 |
| 156 | +}; |
| 157 | +var random = t.factory( opts ); |
| 158 | + |
| 159 | +var out = new Float64Array( 10 ); |
| 160 | +random( out.length, [ 2.0 ], 0, out, 1 ); |
| 161 | +``` |
| 162 | + |
| 163 | +* * * |
| 164 | + |
| 165 | +#### random.PRNG |
| 166 | + |
| 167 | +The underlying pseudorandom number generator. |
| 168 | + |
| 169 | +```javascript |
| 170 | +var prng = t.PRNG; |
| 171 | +// returns <Function> |
| 172 | +``` |
| 173 | + |
| 174 | +#### t.seed |
| 175 | + |
| 176 | +The value used to seed the underlying pseudorandom number generator. |
| 177 | + |
| 178 | +```javascript |
| 179 | +var seed = t.seed; |
| 180 | +// returns <Uint32Array> |
| 181 | +``` |
| 182 | + |
| 183 | +If the `factory` method is provided a PRNG for uniformly distributed numbers, the associated property value on the returned function is `null`. |
| 184 | + |
| 185 | +```javascript |
| 186 | +var minstd = require( '@stdlib/random/base/minstd-shuffle' ).normalized; |
| 187 | + |
| 188 | +var random = t.factory({ |
| 189 | + 'prng': minstd |
| 190 | +}); |
| 191 | +// returns <Function> |
| 192 | + |
| 193 | +var seed = random.seed; |
| 194 | +// returns null |
| 195 | +``` |
| 196 | + |
| 197 | +#### t.seedLength |
| 198 | + |
| 199 | +Length of underlying pseudorandom number generator seed. |
| 200 | + |
| 201 | +```javascript |
| 202 | +var len = t.seedLength; |
| 203 | +// returns <number> |
| 204 | +``` |
| 205 | + |
| 206 | +If the `factory` method is provided a PRNG for uniformly distributed numbers, the associated property value on the returned function is `null`. |
| 207 | + |
| 208 | +```javascript |
| 209 | +var minstd = require( '@stdlib/random/base/minstd-shuffle' ).normalized; |
| 210 | + |
| 211 | +var random = t.factory({ |
| 212 | + 'prng': minstd |
| 213 | +}); |
| 214 | +// returns <Function> |
| 215 | + |
| 216 | +var len = random.seedLength; |
| 217 | +// returns null |
| 218 | +``` |
| 219 | + |
| 220 | +#### t.state |
| 221 | + |
| 222 | +Writable property for getting and setting the underlying pseudorandom number generator state. |
| 223 | + |
| 224 | +```javascript |
| 225 | +var state = t.state; |
| 226 | +// returns <Uint32Array> |
| 227 | +``` |
| 228 | + |
| 229 | +If the `factory` method is provided a PRNG for uniformly distributed numbers, the associated property value on the returned function is `null`. |
| 230 | + |
| 231 | +```javascript |
| 232 | +var minstd = require( '@stdlib/random/base/minstd-shuffle' ).normalized; |
| 233 | + |
| 234 | +var random = t.factory({ |
| 235 | + 'prng': minstd |
| 236 | +}); |
| 237 | +// returns <Function> |
| 238 | + |
| 239 | +var state = random.state; |
| 240 | +// returns null |
| 241 | +``` |
| 242 | + |
| 243 | +#### t.stateLength |
| 244 | + |
| 245 | +Length of underlying pseudorandom number generator state. |
| 246 | + |
| 247 | +```javascript |
| 248 | +var len = t.stateLength; |
| 249 | +// returns <number> |
| 250 | +``` |
| 251 | + |
| 252 | +If the `factory` method is provided a PRNG for uniformly distributed numbers, the associated property value on the returned function is `null`. |
| 253 | + |
| 254 | +```javascript |
| 255 | +var minstd = require( '@stdlib/random/base/minstd-shuffle' ).normalized; |
| 256 | + |
| 257 | +var random = t.factory({ |
| 258 | + 'prng': minstd |
| 259 | +}); |
| 260 | +// returns <Function> |
| 261 | + |
| 262 | +var len = random.stateLength; |
| 263 | +// returns null |
| 264 | +``` |
| 265 | + |
| 266 | +#### t.byteLength |
| 267 | + |
| 268 | +Size (in bytes) of underlying pseudorandom number generator state. |
| 269 | + |
| 270 | +```javascript |
| 271 | +var sz = t.byteLength; |
| 272 | +// returns <number> |
| 273 | +``` |
| 274 | + |
| 275 | +If the `factory` method is provided a PRNG for uniformly distributed numbers, the associated property value on the returned function is `null`. |
| 276 | + |
| 277 | +```javascript |
| 278 | +var minstd = require( '@stdlib/random/base/minstd-shuffle' ).normalized; |
| 279 | + |
| 280 | +var random = t.factory({ |
| 281 | + 'prng': minstd |
| 282 | +}); |
| 283 | +// returns <Function> |
| 284 | + |
| 285 | +var sz = random.byteLength; |
| 286 | +// returns null |
| 287 | +``` |
| 288 | + |
| 289 | +</section> |
| 290 | + |
| 291 | +<!-- /.usage --> |
| 292 | + |
| 293 | +<section class="notes"> |
| 294 | + |
| 295 | +* * * |
| 296 | + |
| 297 | +## Notes |
| 298 | + |
| 299 | +- If `N <= 0`, both `t` and `t.ndarray` leave the output array unchanged. |
| 300 | +- Both `t` and `t.ndarray` support array-like objects having getter and setter accessors for array element access. |
| 301 | + |
| 302 | +</section> |
| 303 | + |
| 304 | +<!-- /.notes --> |
| 305 | + |
| 306 | +<section class="examples"> |
| 307 | + |
| 308 | +* * * |
| 309 | + |
| 310 | +## Examples |
| 311 | + |
| 312 | +<!-- eslint no-undef: "error" --> |
| 313 | + |
| 314 | +```javascript |
| 315 | +var zeros = require( '@stdlib/array/zeros' ); |
| 316 | +var zeroTo = require( '@stdlib/array/zero-to' ); |
| 317 | +var logEach = require( '@stdlib/console/log-each' ); |
| 318 | +var t = require( '@stdlib/random/strided/t' ); |
| 319 | + |
| 320 | +// Specify a PRNG seed: |
| 321 | +var opts = { |
| 322 | + 'seed': 1234 |
| 323 | +}; |
| 324 | + |
| 325 | +// Create a seeded PRNG: |
| 326 | +var rand1 = t.factory( opts ); |
| 327 | + |
| 328 | +// Create an array: |
| 329 | +var x1 = zeros( 10, 'float64' ); |
| 330 | + |
| 331 | +// Fill the array with pseudorandom numbers: |
| 332 | +rand1( x1.length, [ 2.0 ], 0, x1, 1 ); |
| 333 | + |
| 334 | +// Create another function for filling strided arrays: |
| 335 | +var rand2 = t.factory( opts ); |
| 336 | +// returns <Function> |
| 337 | + |
| 338 | +// Create a second array: |
| 339 | +var x2 = zeros( 10, 'generic' ); |
| 340 | + |
| 341 | +// Fill the array with the same pseudorandom numbers: |
| 342 | +rand2( x2.length, [ 2.0 ], 0, x2, 1 ); |
| 343 | + |
| 344 | +// Create a list of indices: |
| 345 | +var idx = zeroTo( x1.length, 'generic' ); |
| 346 | + |
| 347 | +// Print the array contents: |
| 348 | +logEach( 'x1[%d] = %.2f; x2[%d] = %.2f', idx, x1, idx, x2 ); |
| 349 | +``` |
| 350 | + |
| 351 | +</section> |
| 352 | + |
| 353 | +<!-- /.examples --> |
| 354 | + |
| 355 | +<!-- Section for related `stdlib` packages. Do not manually edit this section, as it is automatically populated. --> |
| 356 | + |
| 357 | +<section class="related"> |
| 358 | + |
| 359 | +</section> |
| 360 | + |
| 361 | +<!-- /.related --> |
| 362 | + |
| 363 | +<!-- Section for all links. Make sure to keep an empty line after the `section` element and another before the `/section` close. --> |
| 364 | + |
| 365 | +<section class="links"> |
| 366 | + |
| 367 | +[mdn-typed-array]: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/TypedArray |
| 368 | + |
| 369 | +[@stdlib/random/base/t]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/random/base/t |
| 370 | + |
| 371 | +[@stdlib/array/uint32]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/array/uint32 |
| 372 | + |
| 373 | +</section> |
| 374 | + |
| 375 | +<!-- /.links --> |
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