time-to-botec

Benchmark sampling in different programming languages
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README.md (5863B)


      1 <!--
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      3 @license Apache-2.0
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      5 Copyright (c) 2020 The Stdlib Authors.
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      7 Licensed under the Apache License, Version 2.0 (the "License");
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      9 You may obtain a copy of the License at
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     11    http://www.apache.org/licenses/LICENSE-2.0
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     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
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     19 -->
     20 
     21 # nanmskrange
     22 
     23 > Calculate the [range][range] of a strided array according to a mask, ignoring `NaN` values.
     24 
     25 <section class="intro">
     26 
     27 The [**range**][range] is defined as the difference between the maximum and minimum values.
     28 
     29 </section>
     30 
     31 <!-- /.intro -->
     32 
     33 <section class="usage">
     34 
     35 ## Usage
     36 
     37 ```javascript
     38 var nanmskrange = require( '@stdlib/stats/base/nanmskrange' );
     39 ```
     40 
     41 #### nanmskrange( N, x, strideX, mask, strideMask )
     42 
     43 Computes the [range][range] of a strided array `x` according to a `mask`, ignoring `NaN` values.
     44 
     45 ```javascript
     46 var x = [ 1.0, -2.0, 4.0, 2.0, NaN ];
     47 var mask = [ 0, 0, 1, 0, 0 ];
     48 
     49 var v = nanmskrange( x.length, x, 1, mask, 1 );
     50 // returns 4.0
     51 ```
     52 
     53 The function has the following parameters:
     54 
     55 -   **N**: number of indexed elements.
     56 -   **x**: input [`Array`][mdn-array] or [`typed array`][mdn-typed-array].
     57 -   **strideX**: index increment for `x`.
     58 -   **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.
     59 -   **strideMask**: index increment for `mask`.
     60 
     61 The `N` and `stride` parameters determine which elements are accessed at runtime. For example, to compute the [range][range] of every other element in `x`,
     62 
     63 ```javascript
     64 var floor = require( '@stdlib/math/base/special/floor' );
     65 
     66 var x = [ 1.0, 2.0, -7.0, -2.0, 4.0, 3.0, 5.0, 6.0 ];
     67 var mask = [ 0, 0, 0, 0, 0, 0, 1, 1 ];
     68 var N = floor( x.length / 2 );
     69 
     70 var v = nanmskrange( N, x, 2, mask, 2 );
     71 // returns 11.0
     72 ```
     73 
     74 Note that indexing is relative to the first index. To introduce offsets, use [`typed array`][mdn-typed-array] views.
     75 
     76 <!-- eslint-disable stdlib/capitalized-comments -->
     77 
     78 ```javascript
     79 var Float64Array = require( '@stdlib/array/float64' );
     80 var Uint8Array = require( '@stdlib/array/uint8' );
     81 var floor = require( '@stdlib/math/base/special/floor' );
     82 
     83 var x0 = new Float64Array( [ 2.0, 1.0, -2.0, -2.0, 3.0, 4.0, 5.0, 6.0 ] );
     84 var x1 = new Float64Array( x0.buffer, x0.BYTES_PER_ELEMENT*1 ); // start at 2nd element
     85 
     86 var mask0 = new Uint8Array( [ 0, 0, 0, 0, 0, 0, 1, 1 ] );
     87 var mask1 = new Uint8Array( mask0.buffer, mask0.BYTES_PER_ELEMENT*1 ); // start at 2nd element
     88 
     89 var N = floor( x0.length / 2 );
     90 
     91 var v = nanmskrange( N, x1, 2, mask1, 2 );
     92 // returns 6.0
     93 ```
     94 
     95 #### nanmskrange.ndarray( N, x, strideX, offsetX, mask, strideMask, offsetMask )
     96 
     97 Computes the [range][range] of a strided array according to a `mask`, ignoring `NaN` values and using alternative indexing semantics.
     98 
     99 ```javascript
    100 var x = [ 1.0, -2.0, 4.0, 2.0, NaN ];
    101 var mask = [ 0, 0, 1, 0, 0 ];
    102 
    103 var v = nanmskrange.ndarray( x.length, x, 1, 0, mask, 1, 0 );
    104 // returns 4.0
    105 ```
    106 
    107 The function has the following additional parameters:
    108 
    109 -   **offsetX**: starting index for `x`.
    110 -   **offsetMask**: starting index for `mask`.
    111 
    112 While [`typed array`][mdn-typed-array] views mandate a view offset based on the underlying `buffer`, the `offset` parameter supports indexing semantics based on a starting index. For example, to calculate the [range][range] for every other value in `x` starting from the second value
    113 
    114 ```javascript
    115 var floor = require( '@stdlib/math/base/special/floor' );
    116 
    117 var x = [ 2.0, 1.0, -2.0, -2.0, 3.0, 4.0, 5.0, 6.0 ];
    118 var mask = [ 0, 0, 0, 0, 0, 0, 1, 1 ];
    119 var N = floor( x.length / 2 );
    120 
    121 var v = nanmskrange.ndarray( N, x, 2, 1, mask, 2, 1 );
    122 // returns 6.0
    123 ```
    124 
    125 </section>
    126 
    127 <!-- /.usage -->
    128 
    129 <section class="notes">
    130 
    131 ## Notes
    132 
    133 -   If `N <= 0`, both functions return `NaN`.
    134 -   Depending on the environment, the typed versions ([`dnanmskrange`][@stdlib/stats/base/dnanmskrange], [`snanmskrange`][@stdlib/stats/base/snanmskrange], etc.) are likely to be significantly more performant.
    135 
    136 </section>
    137 
    138 <!-- /.notes -->
    139 
    140 <section class="examples">
    141 
    142 ## Examples
    143 
    144 <!-- eslint no-undef: "error" -->
    145 
    146 ```javascript
    147 var randu = require( '@stdlib/random/base/randu' );
    148 var round = require( '@stdlib/math/base/special/round' );
    149 var Float64Array = require( '@stdlib/array/float64' );
    150 var Uint8Array = require( '@stdlib/array/uint8' );
    151 var nanmskrange = require( '@stdlib/stats/base/nanmskrange' );
    152 
    153 var mask;
    154 var x;
    155 var i;
    156 
    157 x = new Float64Array( 10 );
    158 mask = new Uint8Array( x.length );
    159 for ( i = 0; i < x.length; i++ ) {
    160     if ( randu() < 0.2 ) {
    161         mask[ i ] = 1;
    162     } else {
    163         mask[ i ] = 0;
    164     }
    165     if ( randu() < 0.1 ) {
    166         x[ i ] = NaN;
    167     } else {
    168         x[ i ] = round( (randu()*100.0) - 50.0 );
    169     }
    170 }
    171 console.log( x );
    172 console.log( mask );
    173 
    174 var v = nanmskrange( x.length, x, 1, mask, 1 );
    175 console.log( v );
    176 ```
    177 
    178 </section>
    179 
    180 <!-- /.examples -->
    181 
    182 <section class="links">
    183 
    184 [range]: https://en.wikipedia.org/wiki/Range_%28statistics%29
    185 
    186 [mdn-array]: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array
    187 
    188 [mdn-typed-array]: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/TypedArray
    189 
    190 [@stdlib/stats/base/dnanmskrange]: https://www.npmjs.com/package/@stdlib/stats/tree/main/base/dnanmskrange
    191 
    192 [@stdlib/stats/base/snanmskrange]: https://www.npmjs.com/package/@stdlib/stats/tree/main/base/snanmskrange
    193 
    194 </section>
    195 
    196 <!-- /.links -->