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feat: add lapack/base/dlaqge
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<!-- | ||
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@license Apache-2.0 | ||
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Copyright (c) 2024 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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# dlaqge | ||
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> Equilibrate a general `M` by `N` matrix `A` using the row and scaling factors in vectors `R` and `C`. | ||
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<section class = "usage"> | ||
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## Usage | ||
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```javascript | ||
var dlaqge = require( '@stdlib/lapack/base/dlaqge' ); | ||
``` | ||
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#### dlaqge( order, M, N, A, LDA, R, C, rowcnd, colcnd, amax ) | ||
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Equilibrates a general `M` by `N` matrix `A` using the row and scaling factors in vectors `R` and `C`. | ||
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```javascript | ||
var Float64Array = require( '@stdlib/array/float64' ); | ||
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var A = new Float64Array( [ 1.0, 2.0, 3.0, 4.0 ] ); | ||
var R = new Float64Array( [ 1.0, 11.0 ] ); | ||
var C = new Float64Array( [ 1.0, 11.0 ] ); | ||
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var out = dlaqge( 'row-major', 2, 2, A, 2, R, C, 1.0/11.0, 1.0/11.0, 4.0 ); | ||
// out => 'B' | ||
// A => <Float64Array>[ 1.0, 22.0, 33.0, 484.0 ] | ||
``` | ||
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The function has the following parameters: | ||
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- **order**: storage layout. | ||
- **M**: number of rows in `A`. | ||
- **N**: number of columns in `A`. | ||
- **A**: input [`Float64Array`][mdn-float64array]. | ||
- **LDA**: stride of the first dimension of `A` (a.k.a., leading dimension of the matrix `A`). | ||
- **R**: row scale factors. | ||
- **C**: column scale factors. | ||
- **rowcnd**: ratio of the smallest to the largest row scale factor. | ||
- **colcnd**: ratio of the smallest to the largest column scale factor. | ||
- **amax**: absolute value of the largest matrix entry. | ||
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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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<!-- eslint-disable stdlib/capitalized-comments --> | ||
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```javascript | ||
var Float64Array = require( '@stdlib/array/float64' ); | ||
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// Initial arrays... | ||
var A0 = new Float64Array( [ 0.0, 1.0, 2.0, 3.0, 4.0, 5.0 ] ); | ||
var R0 = new Float64Array( [ 0.0, 1.0, 11.0 ] ); | ||
var C0 = new Float64Array( [ 0.0, 1.0, 11.0 ] ); | ||
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// Create offset views... | ||
var A1 = new Float64Array( A0.buffer, A0.BYTES_PER_ELEMENT*1 ); // start at 2nd element | ||
var R1 = new Float64Array( R0.buffer, R0.BYTES_PER_ELEMENT*1 ); // start at 2nd element | ||
var C1 = new Float64Array( C0.buffer, C0.BYTES_PER_ELEMENT*1 ); // start at 2nd element | ||
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var out = dlaqge( 'row-major', 2, 2, A1, 2, R1, C1, 1.0/11.0, 1.0/11.0, 4.0 ); | ||
// A0 => <Float64Array>[ 0.0, 1.0, 22.0, 33.0, 484.0 ] | ||
``` | ||
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#### dlaqge.ndarray( M, N, A, sa1, sa2, oa, R, sr, or, C, sc, oc, rc, cc, ax ) | ||
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Equilibrates a general `M` by `N` matrix `A` using the row and scaling factors in vectors `R` and `C` using alternative indexing semantics. | ||
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```javascript | ||
var Float64Array = require( '@stdlib/array/float64' ); | ||
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var A = new Float64Array( [ 1.0, 2.0, 3.0, 4.0 ] ); | ||
var R = new Float64Array( [ 1.0, 11.0 ] ); | ||
var C = new Float64Array( [ 1.0, 11.0 ] ); | ||
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var out = dlaqge.ndarray( 2, 2, A, 2, 1, 0, R, 1, 0, C, 1, 0, 1.0/11.0, 1.0/11.0, 4.0 ); // eslint-disable-line max-len | ||
// out => 'B' | ||
// A => <Float64Array>[ 1.0, 22.0, 33.0, 484.0 ] | ||
``` | ||
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The function has the following parameters: | ||
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- **M**: number of rows in `A`. | ||
- **N**: number of columns in `A`. | ||
- **A**: input [`Float64Array`][mdn-float64array]. | ||
- **sa1**: stride of the first dimension of `A`. | ||
- **sa2**: stride of the second dimension of `A`. | ||
- **oa**: starting index for `A`. | ||
- **R**: row scale factors. | ||
- **sr**: stride length for `R`. | ||
- **or**: starting index of `R`. | ||
- **C**: row scale factors. | ||
- **sc**: stride length for `C`. | ||
- **oc**: starting index of `C`. | ||
- **rc**: ratio of the smallest to the largest row scale factor. | ||
- **cc**: ratio of the smallest to the largest column scale factor. | ||
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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, | ||
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```javascript | ||
var Float64Array = require( '@stdlib/array/float64' ); | ||
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var A = new Float64Array( [ 0.0, 1.0, 2.0, 3.0, 4.0 ] ); | ||
var R = new Float64Array( [ 0.0, 1.0, 11.0 ] ); | ||
var C = new Float64Array( [ 0.0, 0.0, 1.0, 11.0 ] ); | ||
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var out = dlaqge.ndarray( 2, 2, A, 2, 1, 1, R, 1, 1, C, 1, 2, 1.0/11.0, 1.0/11.0, 4.0 ); // eslint-disable-line max-len | ||
// out => 'B' | ||
// A => <Float64Array>[ 0.0, 1.0, 22.0, 33.0, 484.0 ] | ||
``` | ||
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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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- `dlaqge()` corresponds to the [LAPACK][lapack] routine [`dlaqge`][lapack-dlaqge]. | ||
- The output of function specifies form of equilibration that was done. | ||
- 'N' signifies No equilibration | ||
- 'R' signifies `A` has been premultiplied by `diag(R)` i.e. Row Equilibration | ||
- 'C' signifies `A` has been premultiplied by `diag(C)` i.e. Column Equilibration | ||
- 'B' signifies `A` has been replaced by `diag(R) * A * diag(C)` i.e. both row and column equilibration | ||
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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 Float64Array = require( '@stdlib/array/float64' ); | ||
var dlaqge = require( '@stdlib/lapack/base/dlaqge' ); | ||
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var A = new Float64Array( [ 1.0, 2.0, 3.0, 4.0 ] ); | ||
var R = new Float64Array( [ 1.0, 11.0 ] ); | ||
var C = new Float64Array( [ 1.0, 11.0 ] ); | ||
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var out = dlaqge( 'row-major', 2, 2, A, 2, R, C, 1.0/11.0, 1.0/11.0, 4.0 ); | ||
console.log( out ); | ||
console.log( A ); | ||
``` | ||
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</section> | ||
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<!-- /.examples --> | ||
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<!-- C interface documentation. --> | ||
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* * * | ||
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<section class="c"> | ||
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## C APIs | ||
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<!-- Section to include introductory text. Make sure to keep an empty line after the intro `section` element and another before the `/section` close. --> | ||
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<section class="intro"> | ||
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</section> | ||
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<!-- /.intro --> | ||
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<!-- C usage documentation. --> | ||
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<section class="usage"> | ||
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### Usage | ||
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```c | ||
TODO | ||
``` | ||
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#### TODO | ||
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TODO. | ||
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```c | ||
TODO | ||
``` | ||
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TODO | ||
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```c | ||
TODO | ||
``` | ||
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</section> | ||
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<!-- /.usage --> | ||
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<!-- C API usage notes. Make sure to keep an empty line after the `section` element and another before the `/section` close. --> | ||
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<section class="notes"> | ||
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</section> | ||
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<!-- /.notes --> | ||
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<!-- C API usage examples. --> | ||
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<section class="examples"> | ||
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### Examples | ||
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```c | ||
TODO | ||
``` | ||
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</section> | ||
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<!-- /.examples --> | ||
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</section> | ||
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<!-- /.c --> | ||
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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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[lapack]: https://www.netlib.org/lapack/explore-html/ | ||
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[lapack-dlaqge]: https://www.netlib.org/lapack/explore-html/d3/d21/group__laqge_gad474e329dbefb47f6baeca18ce09e249.html#gad474e329dbefb47f6baeca18ce09e249 | ||
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[mdn-float64array]: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Float64Array | ||
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[mdn-typed-array]: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/TypedArray | ||
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</section> | ||
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<!-- /.links --> |
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116
lib/node_modules/@stdlib/lapack/base/dlaqge/benchmark/benchmark.js
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/** | ||
* @license Apache-2.0 | ||
* | ||
* Copyright (c) 2024 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 floor = require( '@stdlib/math/base/special/floor' ); | ||
var pkg = require( './../package.json' ).name; | ||
var dlaqge = require( './../lib/dlaqge.js' ); | ||
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// FUNCTIONS // | ||
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/** | ||
* Creates a benchmark function. | ||
* | ||
* @private | ||
* @param {PositiveInteger} N - number of elements along each dimension | ||
* @returns {Function} benchmark function | ||
*/ | ||
function createBenchmark( N ) { | ||
var opts; | ||
var A; | ||
var M; | ||
var R; | ||
var C; | ||
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opts = { | ||
'dtype': 'float64' | ||
}; | ||
M = floor( N / 2 ); | ||
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R = uniform( N, -10.0, 10.0, opts ); | ||
C = uniform( N, -10.0, 10.0, opts ); | ||
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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++ ) { | ||
A = uniform( M*N, -10.0, 10.0, opts ); | ||
z = dlaqge( 'row-major', M, N, A, N, R, C, 1.0/11.0, 1.0/11.0, 10.0 ); | ||
if ( isnan( z ) ) { | ||
b.fail( 'should not return NaN' ); | ||
} | ||
if ( isnan( A[ i%A.length ] ) ) { | ||
b.fail( 'should not return NaN' ); | ||
} | ||
} | ||
b.toc(); | ||
if ( isnan( z ) ) { | ||
b.fail( 'should not return NaN' ); | ||
} | ||
if ( isnan( A[ i%A.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 min; | ||
var max; | ||
var N; | ||
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++ ) { | ||
N = floor( pow( pow( 10, i ), 1.0/2.0 ) ); | ||
f = createBenchmark( N ); | ||
bench( pkg+':order=row-major,size='+(N*N), f ); | ||
} | ||
} | ||
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main(); |
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Missing
ax
in this list.