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feat: add blas/ext/base/gaxpby
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6ced61b
feat: add `blas/ext/base/gaxpby`
anandkaranubc b33b9ab
chore: use same example
anandkaranubc 442fc40
Merge branch 'develop' into feat/gaxpby
anandkaranubc 0e0dc31
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196
lib/node_modules/@stdlib/blas/ext/base/gaxpby/README.md
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| <!-- | ||
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| @license Apache-2.0 | ||
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| Copyright (c) 2026 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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| # gaxpby | ||
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| > Multiply a strided array `x` by a constant and add the result to a strided array `y` multiplied by a constant. | ||
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| <section class="intro"> | ||
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| This BLAS extension implements the operation | ||
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| <!-- <equation class="equation" label="eq:axpby" align="center" raw="\mathbf{y} = \alpha \mathbf{x} + \beta \mathbf{y}" alt="Equation for axpby operation."> --> | ||
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| ```math | ||
| \mathbf{y} = \alpha \mathbf{x} + \beta \mathbf{y} | ||
| ``` | ||
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| <!-- </equation> --> | ||
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| This API is complementary to the package [`@stdlib/blas/base/gaxpy`][@stdlib/blas/base/gaxpy] and is a common BLAS extension in libraries such as Intel MKL, OpenBLAS, and others. | ||
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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 gaxpby = require( '@stdlib/blas/ext/base/gaxpby' ); | ||
| ``` | ||
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| #### gaxpby( N, alpha, x, strideX, beta, y, strideY ) | ||
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| Multiplies a strided array `x` by a constant and adds the result to a strided array `y` multiplied by a constant. | ||
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| ```javascript | ||
| var x = [ 1.0, 2.0, 3.0, 4.0, 5.0 ]; | ||
| var y = [ 2.0, 3.0, 4.0, 5.0, 6.0 ]; | ||
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| gaxpby( x.length, 5.0, x, 1, 2.0, y, 1 ); | ||
| // y => [ 9.0, 16.0, 23.0, 30.0, 37.0 ] | ||
| ``` | ||
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| The function has the following parameters: | ||
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| - **N**: number of indexed elements. | ||
| - **alpha**: first scalar constant. | ||
| - **x**: input [`Array`][mdn-array] or [`typed array`][mdn-typed-array]. | ||
| - **strideX**: stride length for `x`. | ||
| - **beta**: second scalar constant. | ||
| - **y**: output [`Array`][mdn-array] or [`typed array`][mdn-typed-array]. | ||
| - **strideY**: stride length for `y`. | ||
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| The `N` and stride parameters determine which elements in the strided arrays are accessed at runtime. For example, to multiply every other element in `x` by `alpha` and add to every other element in `y` multiplied by `beta`: | ||
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| ```javascript | ||
| var x = [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0 ]; | ||
| var y = [ 7.0, 8.0, 9.0, 10.0, 11.0, 12.0 ]; | ||
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| gaxpby( 3, 5.0, x, 2, 2.0, y, 2 ); | ||
| // y => [ 19.0, 8.0, 33.0, 10.0, 47.0, 12.0 ] | ||
| ``` | ||
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| Note that indexing is relative to the first index. To introduce an offset, use [`typed array`][mdn-typed-array] views. | ||
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| ```javascript | ||
| var Float64Array = require( '@stdlib/array/float64' ); | ||
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| // Initial arrays... | ||
| var x0 = new Float64Array( [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0 ] ); | ||
| var y0 = new Float64Array( [ 7.0, 8.0, 9.0, 10.0, 11.0, 12.0 ] ); | ||
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| // Create offset views... | ||
| var x1 = new Float64Array( x0.buffer, x0.BYTES_PER_ELEMENT*1 ); // start at 2nd element | ||
| var y1 = new Float64Array( y0.buffer, y0.BYTES_PER_ELEMENT*2 ); // start at 3rd element | ||
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| gaxpby( 3, 5.0, x1, 1, 2.0, y1, 1 ); | ||
| // y0 => <Float64Array>[ 7.0, 8.0, 28.0, 35.0, 42.0, 12.0 ] | ||
| ``` | ||
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| #### gaxpby.ndarray( N, alpha, x, strideX, offsetX, beta, y, strideY, offsetY ) | ||
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| Multiplies a strided array `x` by a constant and adds the result to a strided array `y` multiplied by a constant using alternative indexing semantics. | ||
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| ```javascript | ||
| var x = [ 1.0, 2.0, 3.0, 4.0, 5.0 ]; | ||
| var y = [ 2.0, 3.0, 4.0, 5.0, 6.0 ]; | ||
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| gaxpby.ndarray( x.length, 5.0, x, 1, 0, 2.0, y, 1, 0 ); | ||
| // y => [ 9.0, 16.0, 23.0, 30.0, 37.0 ] | ||
| ``` | ||
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| The function has the following additional parameters: | ||
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| - **offsetX**: starting index for `x`. | ||
| - **offsetY**: starting index for `y`. | ||
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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 multiply the last three elements of `x` by `alpha` and add to the last three elements of `y` multiplied by `beta`: | ||
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| ```javascript | ||
| var x = [ 1.0, 2.0, 3.0, 4.0, 5.0 ]; | ||
| var y = [ 6.0, 7.0, 8.0, 9.0, 10.0 ]; | ||
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| gaxpby.ndarray( 3, 5.0, x, 1, x.length-3, 2.0, y, 1, y.length-3 ); | ||
| // y => [ 6.0, 7.0, 31.0, 38.0, 45.0 ] | ||
| ``` | ||
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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 `y` unchanged. | ||
| - 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 discreteUniform = require( '@stdlib/random/array/discrete-uniform' ); | ||
| var gaxpby = require( '@stdlib/blas/ext/base/gaxpby' ); | ||
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| var x = discreteUniform( 10, -100, 100, { | ||
| 'dtype': 'float64' | ||
| }); | ||
| console.log( x ); | ||
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| var y = discreteUniform( 10, -100, 100, { | ||
| 'dtype': 'float64' | ||
| }); | ||
| console.log( y ); | ||
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| gaxpby( x.length, 5.0, x, 1, 2.0, y, 1 ); | ||
| console.log( y ); | ||
| ``` | ||
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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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| </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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| [mdn-array]: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array | ||
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| [mdn-typed-array]: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/TypedArray | ||
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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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| [@stdlib/blas/base/gaxpy]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/blas/base/gaxpy | ||
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| <!-- <related-links> --> | ||
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| <!-- </related-links> --> | ||
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| </section> | ||
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| <!-- /.links --> | ||
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104
lib/node_modules/@stdlib/blas/ext/base/gaxpby/benchmark/benchmark.js
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| /** | ||
| * @license Apache-2.0 | ||
| * | ||
| * Copyright (c) 2026 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 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 gaxpby = require( './../lib/main.js' ); | ||
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| // VARIABLES // | ||
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| var options = { | ||
| 'dtype': 'generic' | ||
| }; | ||
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| // FUNCTIONS // | ||
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| /** | ||
| * Create a benchmark function. | ||
| * | ||
| * @private | ||
| * @param {PositiveInteger} len - array length | ||
| * @returns {Function} benchmark function | ||
| */ | ||
| function createBenchmark( len ) { | ||
| var x = uniform( len, -100, 100, options ); | ||
| var y = uniform( len, -100, 100, options ); | ||
| return benchmark; | ||
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| /** | ||
| * Benchmark function. | ||
| * | ||
| * @private | ||
| * @param {Benchmark} b - benchmark instance | ||
| */ | ||
| function benchmark( b ) { | ||
| var z; | ||
| var i; | ||
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| b.tic(); | ||
| for ( i = 0; i < b.iterations; i++ ) { | ||
| z = gaxpby( x.length, 5.0, x, 1, 3.0, y, 1 ); | ||
| if ( isnan( z[ i%x.length ] ) ) { | ||
| b.fail( 'should not return NaN' ); | ||
| } | ||
| } | ||
| b.toc(); | ||
| if ( isnan( z[ i%x.length ] ) ) { | ||
| 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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