time-to-botec

Benchmark sampling in different programming languages
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README.md (5590B)


      1 <!--
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      3 @license Apache-2.0
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      5 Copyright (c) 2018 The Stdlib Authors.
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      7 Licensed under the Apache License, Version 2.0 (the "License");
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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.
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     20 
     21 # gaxpy
     22 
     23 > Multiply `x` by a constant `alpha` and add the result to `y`.
     24 
     25 <section class="usage">
     26 
     27 ## Usage
     28 
     29 ```javascript
     30 var gaxpy = require( '@stdlib/blas/base/gaxpy' );
     31 ```
     32 
     33 #### gaxpy( N, alpha, x, strideX, y, strideY )
     34 
     35 Multiplies `x` by a constant `alpha` and adds the result to `y`.
     36 
     37 ```javascript
     38 var x = [ 1.0, 2.0, 3.0, 4.0, 5.0 ];
     39 var y = [ 1.0, 1.0, 1.0, 1.0, 1.0 ];
     40 var alpha = 5.0;
     41 
     42 gaxpy( x.length, alpha, x, 1, y, 1 );
     43 // y => [ 6.0, 11.0, 16.0, 21.0, 26.0 ]
     44 ```
     45 
     46 The function has the following parameters:
     47 
     48 -   **N**: number of indexed elements.
     49 -   **alpha**: `numeric` constant.
     50 -   **x**: input [`array`][mdn-array] or [`typed array`][mdn-typed-array].
     51 -   **strideX**: index increment for `x`.
     52 -   **y**: input [`array`][mdn-array] or [`typed array`][mdn-typed-array].
     53 -   **strideY**: index increment for `y`.
     54 
     55 The `N` and `stride` parameters determine which elements in `x` and `y` are accessed at runtime. For example, to multiply every other value in `x` by `alpha` and add the result to the first `N` elements of `y` in reverse order,
     56 
     57 ```javascript
     58 var floor = require( '@stdlib/math/base/special/floor' );
     59 
     60 var x = [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0 ];
     61 var y = [ 1.0, 1.0, 1.0, 1.0, 1.0, 1.0 ];
     62 
     63 var alpha = 5.0;
     64 var N = floor( x.length / 2 );
     65 
     66 gaxpy( N, alpha, x, 2, y, -1 );
     67 // y => [ 26.0, 16.0, 6.0, 1.0, 1.0, 1.0 ]
     68 ```
     69 
     70 Note that indexing is relative to the first index. To introduce an offset, use [`typed array`][mdn-typed-array] views.
     71 
     72 <!-- eslint-disable stdlib/capitalized-comments -->
     73 
     74 ```javascript
     75 var Float64Array = require( '@stdlib/array/float64' );
     76 var floor = require( '@stdlib/math/base/special/floor' );
     77 
     78 // Initial arrays...
     79 var x0 = new Float64Array( [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0 ] );
     80 var y0 = new Float64Array( [ 7.0, 8.0, 9.0, 10.0, 11.0, 12.0 ] );
     81 
     82 // Create offset views...
     83 var x1 = new Float64Array( x0.buffer, x0.BYTES_PER_ELEMENT*1 ); // start at 2nd element
     84 var y1 = new Float64Array( y0.buffer, y0.BYTES_PER_ELEMENT*3 ); // start at 4th element
     85 
     86 var N = floor( x0.length / 2 );
     87 
     88 gaxpy( N, 5.0, x1, -2, y1, 1 );
     89 // y0 => <Float64Array>[ 7.0, 8.0, 9.0, 40.0, 31.0, 22.0 ]
     90 ```
     91 
     92 #### gaxpy.ndarray( N, alpha, x, strideX, offsetX, y, strideY, offsetY )
     93 
     94 Multiplies `x` by a constant `alpha` and adds the result to `y` using alternative indexing semantics.
     95 
     96 ```javascript
     97 var x = [ 1.0, 2.0, 3.0, 4.0, 5.0 ];
     98 var y = [ 1.0, 1.0, 1.0, 1.0, 1.0 ];
     99 var alpha = 5.0;
    100 
    101 gaxpy.ndarray( x.length, alpha, x, 1, 0, y, 1, 0 );
    102 // y => [ 6.0, 11.0, 16.0, 21.0, 26.0 ]
    103 ```
    104 
    105 The function has the following additional parameters:
    106 
    107 -   **offsetX**: starting index for `x`.
    108 -   **offsetY**: starting index for `y`.
    109 
    110 While [`typed array`][mdn-typed-array] views mandate a view offset based on the underlying `buffer`, the `offsetX` and `offsetY` parameters support indexing semantics based on starting indices. For example, to multiply every other value in `x` by a constant `alpha` starting from the second value and add to the last `N` elements in `y` where `x[i] -> y[n]`, `x[i+2] -> y[n-1]`,...,
    111 
    112 ```javascript
    113 var floor = require( '@stdlib/math/base/special/floor' );
    114 
    115 var x = [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0 ];
    116 var y = [ 7.0, 8.0, 9.0, 10.0, 11.0, 12.0 ];
    117 
    118 var alpha = 5.0;
    119 var N = floor( x.length / 2 );
    120 
    121 gaxpy.ndarray( N, alpha, x, 2, 1, y, -1, y.length-1 );
    122 // y => [ 7.0, 8.0, 9.0, 40.0, 31.0, 22.0 ]
    123 ```
    124 
    125 </section>
    126 
    127 <!-- /.usage -->
    128 
    129 <section class="notes">
    130 
    131 ## Notes
    132 
    133 -   If `N <= 0` or `alpha == 0`, both functions return `y` unchanged.
    134 -   `gaxpy()` corresponds to the [BLAS][blas] level 1 function [`daxpy`][daxpy] with the exception that this implementation works with any array type, not just Float64Arrays. Depending on the environment, the typed versions ([`daxpy`][@stdlib/blas/base/daxpy], [`saxpy`][@stdlib/blas/base/saxpy], 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 gaxpy = require( '@stdlib/blas/base/gaxpy' );
    150 
    151 var x;
    152 var y;
    153 var i;
    154 
    155 x = [];
    156 y = [];
    157 for ( i = 0; i < 10; i++ ) {
    158     x.push( round( randu()*100.0 ) );
    159     y.push( round( randu()*10.0 ) );
    160 }
    161 console.log( x );
    162 console.log( y );
    163 
    164 gaxpy.ndarray( x.length, 5.0, x, 1, 0, y, -1, y.length-1 );
    165 console.log( y );
    166 ```
    167 
    168 </section>
    169 
    170 <!-- /.examples -->
    171 
    172 <section class="links">
    173 
    174 [blas]: http://www.netlib.org/blas
    175 
    176 [daxpy]: http://www.netlib.org/lapack/explore-html/de/da4/group__double__blas__level1.html
    177 
    178 [mdn-array]: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array
    179 
    180 [mdn-typed-array]: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/TypedArray
    181 
    182 [@stdlib/blas/base/daxpy]: https://www.npmjs.com/package/@stdlib/blas/tree/main/base/daxpy
    183 
    184 [@stdlib/blas/base/saxpy]: https://www.npmjs.com/package/@stdlib/blas/tree/main/base/saxpy
    185 
    186 </section>
    187 
    188 <!-- /.links -->