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feat: add stats/strided/mskmidrange
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feat: stats/strided/mskmidrange
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lib/node_modules/@stdlib/stats/strided/mskmidrange/README.md
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| <!-- | ||
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| @license Apache-2.0 | ||
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| Copyright (c) 2025 The Stdlib Authors. | ||
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| Licensed under the Apache License, Version 2.0 (the "License"); | ||
| you may not use this file except in compliance with the License. | ||
| 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 | ||
| distributed under the License is distributed on an "AS IS" BASIS, | ||
| WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| See the License for the specific language governing permissions and | ||
| limitations under the License. | ||
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| --> | ||
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| # mskmidrange | ||
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| > Calculate the [mid-range][mid-range] of a strided array according to a mask. | ||
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| <section class="intro"> | ||
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| The [**mid-range**][mid-range], or **mid-extreme**, is the arithmetic mean of the maximum and minimum values in a data set. The measure is the midpoint of the range and a measure of central tendency. | ||
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| </section> | ||
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| <!-- /.intro --> | ||
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| <section class="usage"> | ||
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| ## Usage | ||
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| ```javascript | ||
| var mskmidrange = require( '@stdlib/stats/strided/mskmidrange' ); | ||
| ``` | ||
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| #### mskmidrange( N, x, strideX, mask, strideMask ) | ||
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| Computes the [mid-range][mid-range] of a strided array `x` according to a `mask`. | ||
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| ```javascript | ||
| var x = [ 1.0, -2.0, 4.0, 2.0 ]; | ||
| var mask = [ 0, 0, 1, 0 ]; | ||
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| var v = mskmidrange( x.length, x, 1, mask, 1 ); | ||
| // returns 0.0 | ||
| ``` | ||
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| The function has the following parameters: | ||
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| - **N**: number of indexed elements. | ||
| - **x**: input [`Array`][mdn-array] or [`typed array`][mdn-typed-array]. | ||
| - **strideX**: stride length for `x`. | ||
| - **mask**: mask [`Array`][mdn-array] or [`typed array`][mdn-typed-array]. If a `mask` array element is `0`, the corresponding element in `x` is considered valid and **included** in computation. If a `mask` array element is `1`, the corresponding element in `x` is considered invalid/missing and **excluded** from computation. | ||
| - **strideMask**: stride length for `mask`. | ||
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| The `N` and stride parameters determine which elements in the strided arrays are accessed at runtime. For example, to compute the [mid-range][mid-range] of every other element in `x`, | ||
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| ```javascript | ||
| var x = [ 1.0, 2.0, -7.0, -2.0, 4.0, 3.0, 5.0, 6.0 ]; | ||
| var mask = [ 0, 0, 0, 0, 0, 0, 1, 1 ]; | ||
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| var v = mskmidrange( 4, x, 2, mask, 2 ); | ||
| // returns -1.5 | ||
| ``` | ||
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| Note that indexing is relative to the first index. To introduce offsets, use [`typed array`][mdn-typed-array] views. | ||
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| <!-- eslint-disable stdlib/capitalized-comments --> | ||
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| ```javascript | ||
| var Float64Array = require( '@stdlib/array/float64' ); | ||
| var Uint8Array = require( '@stdlib/array/uint8' ); | ||
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| var x0 = new Float64Array( [ 2.0, 1.0, -2.0, -2.0, 3.0, 4.0, 5.0, 6.0 ] ); | ||
| var x1 = new Float64Array( x0.buffer, x0.BYTES_PER_ELEMENT*1 ); // start at 2nd element | ||
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| var mask0 = new Uint8Array( [ 0, 0, 0, 0, 0, 0, 1, 1 ] ); | ||
| var mask1 = new Uint8Array( mask0.buffer, mask0.BYTES_PER_ELEMENT*1 ); // start at 2nd element | ||
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| var v = mskmidrange( 4, x1, 2, mask1, 2 ); | ||
| // returns 1.0 | ||
| ``` | ||
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| #### mskmidrange.ndarray( N, x, strideX, offsetX, mask, strideMask, offsetMask ) | ||
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| Computes the [mid-range][mid-range] of a strided array according to a `mask` and using alternative indexing semantics. | ||
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| ```javascript | ||
| var x = [ 1.0, -2.0, 4.0, 2.0 ]; | ||
| var mask = [ 0, 0, 1, 0 ]; | ||
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| var v = mskmidrange.ndarray( x.length, x, 1, 0, mask, 1, 0 ); | ||
| // returns 0.0 | ||
| ``` | ||
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| The function has the following additional parameters: | ||
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| - **offsetX**: starting index for `x`. | ||
| - **offsetMask**: starting index for `mask`. | ||
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| 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 calculate the [mid-range][mid-range] of every other value in `x` starting from the second value | ||
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| ```javascript | ||
| var x = [ 2.0, 1.0, -2.0, -2.0, 3.0, 4.0, 5.0, 6.0 ]; | ||
| var mask = [ 0, 0, 0, 0, 0, 0, 1, 1 ]; | ||
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| var v = mskmidrange.ndarray( 4, x, 2, 1, mask, 2, 1 ); | ||
| // returns 1.0 | ||
| ``` | ||
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| </section> | ||
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| <!-- /.usage --> | ||
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| <section class="notes"> | ||
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| ## Notes | ||
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| - If `N <= 0`, both functions return `NaN`. | ||
| - Depending on the environment, the typed versions ([`dmskmidrange`][@stdlib/stats/strided/dmskmidrange], [`smskmidrange`][@stdlib/stats/strided/smskmidrange], etc.) are likely to be significantly more performant. | ||
| - Both functions support array-like objects having getter and setter accessors for array element access (e.g., [`@stdlib/array/base/accessor`][@stdlib/array/base/accessor]). | ||
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| </section> | ||
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| <!-- /.notes --> | ||
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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 | ||
| var uniform = require( '@stdlib/random/array/uniform' ); | ||
| var bernoulli = require( '@stdlib/random/array/bernoulli' ); | ||
| var mskmidrange = require( '@stdlib/stats/strided/mskmidrange' ); | ||
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| var x = uniform( 10, -50.0, 50.0, { | ||
| 'dtype': 'float64' | ||
| }); | ||
| console.log( x ); | ||
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| var mask = bernoulli( x.length, 0.2, { | ||
| 'dtype': 'uint8' | ||
| }); | ||
| console.log( mask ); | ||
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| var v = mskmidrange( x.length, x, 1, mask, 1 ); | ||
| console.log( v ); | ||
| ``` | ||
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| </section> | ||
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| <!-- /.examples --> | ||
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| <!-- Section for related `stdlib` packages. Do not manually edit this section, as it is automatically populated. --> | ||
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| <section class="related"> | ||
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| * * * | ||
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| ## See Also | ||
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| - <span class="package-name">[`@stdlib/stats/strided/dmskmidrange`][@stdlib/stats/strided/dmskmidrange]</span><span class="delimiter">: </span><span class="description">calculate the mid-range of a double-precision floating-point strided array according to a mask.</span> | ||
| - <span class="package-name">[`@stdlib/stats/strided/midrange`][@stdlib/stats/strided/midrange]</span><span class="delimiter">: </span><span class="description">calculate the mid-range of a strided array.</span> | ||
| - <span class="package-name">[`@stdlib/stats/strided/mskmax`][@stdlib/stats/strided/mskmax]</span><span class="delimiter">: </span><span class="description">calculate the maximum value of a strided array according to a mask.</span> | ||
| - <span class="package-name">[`@stdlib/stats/strided/mskmin`][@stdlib/stats/strided/mskmin]</span><span class="delimiter">: </span><span class="description">calculate the minimum value of a strided array according to a mask.</span> | ||
| - <span class="package-name">[`@stdlib/stats/strided/nanmidrange`][@stdlib/stats/strided/nanmidrange]</span><span class="delimiter">: </span><span class="description">calculate the mid-range of a strided array, ignoring NaN values.</span> | ||
| - <span class="package-name">[`@stdlib/stats/strided/smskmidrange`][@stdlib/stats/strided/smskmidrange]</span><span class="delimiter">: </span><span class="description">calculate the mid-range of a single-precision floating-point strided array according to a mask.</span> | ||
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| </section> | ||
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| <!-- /.related --> | ||
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| <!-- Section for all links. Make sure to keep an empty line after the `section` element and another before the `/section` close. --> | ||
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| <section class="links"> | ||
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| [mid-range]: https://en.wikipedia.org/wiki/Mid-range | ||
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| [mdn-array]: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array | ||
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| [@stdlib/array/base/accessor]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/array/base/accessor | ||
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| [mdn-typed-array]: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/TypedArray | ||
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| <!-- <related-links> --> | ||
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| [@stdlib/stats/strided/dmskmidrange]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/strided/dmskmidrange | ||
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| [@stdlib/stats/strided/midrange]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/strided/midrange | ||
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| [@stdlib/stats/strided/mskmax]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/strided/mskmax | ||
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| [@stdlib/stats/strided/mskmin]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/strided/mskmin | ||
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| [@stdlib/stats/strided/nanmidrange]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/strided/nanmidrange | ||
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| [@stdlib/stats/strided/smskmidrange]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/strided/smskmidrange | ||
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| <!-- </related-links> --> | ||
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| </section> | ||
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| <!-- /.links --> | ||
99 changes: 99 additions & 0 deletions
99
lib/node_modules/@stdlib/stats/strided/mskmidrange/benchmark/benchmark.js
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| /** | ||
| * @license Apache-2.0 | ||
| * | ||
| * Copyright (c) 2025 The Stdlib Authors. | ||
| * | ||
| * Licensed under the Apache License, Version 2.0 (the "License"); | ||
| * you may not use this file except in compliance with the License. | ||
| * You may obtain a copy of the License at | ||
| * | ||
| * http://www.apache.org/licenses/LICENSE-2.0 | ||
| * | ||
| * Unless required by applicable law or agreed to in writing, software | ||
| * distributed under the License is distributed on an "AS IS" BASIS, | ||
| * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| * See the License for the specific language governing permissions and | ||
| * limitations under the License. | ||
| */ | ||
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| 'use strict'; | ||
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| // MODULES // | ||
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| var bench = require( '@stdlib/bench' ); | ||
| var uniform = require( '@stdlib/random/array/uniform' ); | ||
| var bernoulli = require( '@stdlib/random/array/bernoulli' ); | ||
| var isnan = require( '@stdlib/math/base/assert/is-nan' ); | ||
| var pow = require( '@stdlib/math/base/special/pow' ); | ||
| var format = require( '@stdlib/string/format' ); | ||
| var pkg = require( './../package.json' ).name; | ||
| var mskmidrange = require( './../lib/mskmidrange.js' ); | ||
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| // VARIABLES // | ||
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| var options = { | ||
| 'dtype': 'generic' | ||
| }; | ||
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| // FUNCTIONS // | ||
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| /** | ||
| * Creates a benchmark function. | ||
| * | ||
| * @private | ||
| * @param {PositiveInteger} len - array length | ||
| * @returns {Function} benchmark function | ||
| */ | ||
| function createBenchmark( len ) { | ||
| var mask = bernoulli( len, 0.2, options ); | ||
| var x = uniform( len, -10.0, 10.0, options ); | ||
| return benchmark; | ||
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| function benchmark( b ) { | ||
| var v; | ||
| var i; | ||
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| b.tic(); | ||
| for ( i = 0; i < b.iterations; i++ ) { | ||
| v = mskmidrange( x.length, x, 1, mask, 1 ); | ||
| if ( isnan( v ) ) { | ||
| b.fail( 'should not return NaN' ); | ||
| } | ||
| } | ||
| b.toc(); | ||
| if ( isnan( v ) ) { | ||
| b.fail( 'should not return NaN' ); | ||
| } | ||
| b.pass( 'benchmark finished' ); | ||
| b.end(); | ||
| } | ||
| } | ||
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| // MAIN // | ||
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| /** | ||
| * Main execution sequence. | ||
| * | ||
| * @private | ||
| */ | ||
| function main() { | ||
| var len; | ||
| var min; | ||
| var max; | ||
| var f; | ||
| var i; | ||
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| min = 1; // 10^min | ||
| max = 6; // 10^max | ||
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| for ( i = min; i <= max; i++ ) { | ||
| len = pow( 10, i ); | ||
| f = createBenchmark( len ); | ||
| bench( format( '%s:len=%d', pkg, len ), f ); | ||
| } | ||
| } | ||
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| main(); |
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