-
-
Notifications
You must be signed in to change notification settings - Fork 1.2k
feat: add lapack/base/dgetf2
#12897
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Open
iampratik13
wants to merge
4
commits into
stdlib-js:develop
Choose a base branch
from
iampratik13:lapack/dgetf2
base: develop
Could not load branches
Branch not found: {{ refName }}
Loading
Could not load tags
Nothing to show
Loading
Are you sure you want to change the base?
Some commits from the old base branch may be removed from the timeline,
and old review comments may become outdated.
Open
feat: add lapack/base/dgetf2
#12897
Changes from all commits
Commits
File filter
Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
There are no files selected for viewing
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,263 @@ | ||
| <!-- | ||
|
|
||
| @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. | ||
|
|
||
| --> | ||
|
|
||
| # dgetf2 | ||
|
|
||
| > Compute the LU factorization of a general $M$-by-$N$ matrix $A$ using partial pivoting with row interchanges. | ||
|
|
||
| <section class="intro"> | ||
|
|
||
| The `dgetf2` routine computes an LU factorization of a general $M$-by-$N$ matrix $A$ using partial pivoting with row interchanges. The factorization has the form: | ||
|
|
||
| ```math | ||
| A = P L U | ||
| ``` | ||
|
|
||
| where $P$ is a permutation matrix, $L$ is lower unit triangular (with ones on the diagonal), and $U$ is upper triangular. | ||
|
|
||
| </section> | ||
|
|
||
| <!-- /.intro --> | ||
|
|
||
| <section class="usage"> | ||
|
|
||
| ## Usage | ||
|
|
||
| ```javascript | ||
| var dgetf2 = require( '@stdlib/lapack/base/dgetf2' ); | ||
| ``` | ||
|
|
||
| #### dgetf2( order, M, N, A, LDA, IPIV ) | ||
|
|
||
| Computes an `LU` factorization of a general $M$-by-$N$ matrix $A$ using partial pivoting with row interchanges. | ||
|
|
||
| ```javascript | ||
| var Float64Array = require( '@stdlib/array/float64' ); | ||
| var Int32Array = require( '@stdlib/array/int32' ); | ||
|
|
||
| var A = new Float64Array( [ 2.0, 1.0, 4.0, 6.0 ] ); | ||
| var IPIV = new Int32Array( 2 ); | ||
|
|
||
| var info = dgetf2( 'row-major', 2, 2, A, 2, IPIV ); | ||
| // returns 0 | ||
| ``` | ||
|
|
||
| The function has the following parameters: | ||
|
|
||
| - **order**: storage layout (`'row-major'` or `'column-major'`). | ||
| - **M**: number of rows in matrix `A`. | ||
| - **N**: number of columns in matrix `A`. | ||
| - **A**: the input matrix $A$ as a [`Float64Array`][@stdlib/array/float64]. `A` is overwritten by the factors $L$ and $U$ from the factorization. | ||
| - **LDA**: stride of the first dimension of `A` (leading dimension of the matrix `A` if column-major, or stride between rows if row-major). | ||
| - **IPIV**: pivot indices as an [`Int32Array`][@stdlib/array/int32]. Pivot indices are 0-based. Should have at least $\min(M, N)$ elements. | ||
|
|
||
| Note that indexing is relative to the first index. To introduce an offset, use [`typed array`][mdn-typed-array] views. | ||
|
|
||
| <!-- eslint-disable stdlib/capitalized-comments --> | ||
|
|
||
| ```javascript | ||
| var Float64Array = require( '@stdlib/array/float64' ); | ||
| var Int32Array = require( '@stdlib/array/int32' ); | ||
|
|
||
| // Initial arrays: | ||
| var A0 = new Float64Array( [ 0.0, 2.0, 1.0, 4.0, 6.0 ] ); | ||
| var IPIV0 = new Int32Array( [ 0, 0, 0 ] ); | ||
|
|
||
| // Create offset views: | ||
| var A1 = new Float64Array( A0.buffer, A0.BYTES_PER_ELEMENT*1 ); // start at 2nd element | ||
| var IPIV1 = new Int32Array( IPIV0.buffer, IPIV0.BYTES_PER_ELEMENT*1 ); // start at 2nd element | ||
|
|
||
| var info = dgetf2( 'row-major', 2, 2, A1, 2, IPIV1 ); | ||
| // returns 0 | ||
| ``` | ||
|
|
||
| #### dgetf2.ndarray( M, N, A, sa1, sa2, oa, IPIV, si, oi ) | ||
|
|
||
| Computes an `LU` factorization of a general $M$-by-$N$ matrix $A$ using partial pivoting with row interchanges and alternative indexing semantics. | ||
|
|
||
| ```javascript | ||
| var Float64Array = require( '@stdlib/array/float64' ); | ||
| var Int32Array = require( '@stdlib/array/int32' ); | ||
|
|
||
| var A = new Float64Array( [ 2.0, 1.0, 4.0, 6.0 ] ); | ||
| var IPIV = new Int32Array( 2 ); | ||
|
|
||
| var info = dgetf2.ndarray( 2, 2, A, 2, 1, 0, IPIV, 1, 0 ); | ||
| // returns 0 | ||
| ``` | ||
|
|
||
| The function has the following additional parameters: | ||
|
|
||
| - **sa1**: row stride of `A`. | ||
| - **sa2**: column stride of `A`. | ||
| - **oa**: starting index of `A`. | ||
| - **si**: stride length for `IPIV`. | ||
| - **oi**: starting index of `IPIV`. | ||
|
|
||
|
Member
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Same comment. |
||
| 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, | ||
|
|
||
| <!-- eslint-disable max-len --> | ||
|
|
||
| ```javascript | ||
| var Float64Array = require( '@stdlib/array/float64' ); | ||
| var Int32Array = require( '@stdlib/array/int32' ); | ||
|
|
||
| var A = new Float64Array( [ 0.0, 2.0, 1.0, 4.0, 6.0 ] ); | ||
| var IPIV = new Int32Array( 3 ); | ||
|
|
||
| var info = dgetf2.ndarray( 2, 2, A, 2, 1, 1, IPIV, 1, 1 ); | ||
| // returns 0 | ||
| ``` | ||
|
|
||
| </section> | ||
|
|
||
| <!-- /.usage --> | ||
|
|
||
| <section class="notes"> | ||
|
|
||
| ## Notes | ||
|
|
||
| - Both functions mutate the input arrays `A` and `IPIV`. | ||
|
|
||
| - Both functions return a status code indicating success or failure. The status code indicates the following conditions: | ||
|
|
||
| - `0`: factorization was successful. | ||
| - `>0`: $U(k, k)$ is exactly zero (where $k$ equals the status code value minus one when using zero-based indexing). The factorization has been completed, but the factor $U$ is exactly singular, and division by zero will occur if it is used to solve a system of equations. | ||
|
|
||
| - `dgetf2()` corresponds to the [LAPACK][LAPACK] routine [`dgetf2`][lapack-dgetf2]. | ||
|
|
||
| </section> | ||
|
|
||
| <!-- /.notes --> | ||
|
|
||
| <section class="examples"> | ||
|
|
||
| ## Examples | ||
|
|
||
| ```javascript | ||
| var Float64Array = require( '@stdlib/array/float64' ); | ||
| var Int32Array = require( '@stdlib/array/int32' ); | ||
| var dgetf2 = require( '@stdlib/lapack/base/dgetf2' ); | ||
|
|
||
| var A = new Float64Array( [ 2.0, 1.0, 4.0, 6.0 ] ); | ||
| var IPIV = new Int32Array( 2 ); | ||
|
|
||
| var info = dgetf2( 'row-major', 2, 2, A, 2, IPIV ); | ||
| console.log( A ); | ||
| // => <Float64Array>[ 4.0, 6.0, 0.5, -2.0 ] | ||
|
|
||
| console.log( IPIV ); | ||
| // => <Int32Array>[ 1, 1 ] | ||
|
|
||
| console.log( info ); | ||
| // => 0 | ||
| ``` | ||
|
|
||
| </section> | ||
|
|
||
| <!-- /.examples --> | ||
|
|
||
| <!-- C interface documentation. --> | ||
|
|
||
| * * * | ||
|
|
||
| <section class="c"> | ||
|
|
||
| ## C APIs | ||
|
|
||
| <!-- Section to include introductory text. Make sure to keep an empty line after the intro `section` element and another before the `/section` close. --> | ||
|
|
||
| <section class="intro"> | ||
|
|
||
| </section> | ||
|
|
||
| <!-- /.intro --> | ||
|
|
||
| <!-- C usage documentation. --> | ||
|
|
||
| <section class="usage"> | ||
|
|
||
| ### Usage | ||
|
|
||
| ```c | ||
| TODO | ||
| ``` | ||
|
|
||
| #### TODO | ||
|
|
||
| TODO. | ||
|
|
||
| ```c | ||
| TODO | ||
| ``` | ||
|
|
||
| TODO | ||
|
|
||
| ```c | ||
| TODO | ||
| ``` | ||
|
|
||
| </section> | ||
|
|
||
| <!-- /.usage --> | ||
|
|
||
| <!-- C API usage notes. Make sure to keep an empty line after the `section` element and another before the `/section` close. --> | ||
|
|
||
| <section class="notes"> | ||
|
|
||
| </section> | ||
|
|
||
| <!-- /.notes --> | ||
|
|
||
| <!-- C API usage examples. --> | ||
|
|
||
| <section class="examples"> | ||
|
|
||
| ### Examples | ||
|
|
||
| ```c | ||
| TODO | ||
| ``` | ||
|
|
||
| </section> | ||
|
|
||
| <!-- /.examples --> | ||
|
|
||
| </section> | ||
|
|
||
| <!-- /.c --> | ||
|
|
||
| <!-- Section for all links. --> | ||
|
|
||
| <section class="links"> | ||
|
|
||
| [lapack]: https://www.netlib.org/lapack/explore-html/ | ||
|
|
||
| [lapack-dgetf2]: https://www.netlib.org/lapack/explore-html/db/d4e/group__getf2_ga5f8f2998bad179dcee6a58d00599dba8.html#ga5f8f2998bad179dcee6a58d00599dba8 | ||
|
|
||
| [@stdlib/array/float64]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/array/float64 | ||
|
|
||
| [@stdlib/array/int32]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/array/int32 | ||
|
|
||
| [mdn-typed-array]: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/TypedArray | ||
|
|
||
| </section> | ||
|
|
||
| <!-- /.links --> | ||
107 changes: 107 additions & 0 deletions
107
lib/node_modules/@stdlib/lapack/base/dgetf2/benchmark/benchmark.js
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,107 @@ | ||
| /** | ||
| * @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. | ||
| */ | ||
|
|
||
| 'use strict'; | ||
|
|
||
| // MODULES // | ||
|
|
||
| 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 Int32Array = require( '@stdlib/array/int32' ); | ||
| var format = require( '@stdlib/string/format' ); | ||
| var pkg = require( './../package.json' ).name; | ||
| var dgetf2 = require( './../lib/dgetf2.js' ); | ||
|
|
||
|
|
||
| // FUNCTIONS // | ||
|
|
||
| /** | ||
| * Creates a benchmark function. | ||
| * | ||
| * @private | ||
| * @param {PositiveInteger} N - number of elements along each dimension | ||
| * @returns {Function} benchmark function | ||
| */ | ||
| function createBenchmark( N ) { | ||
| var opts; | ||
| var IPIV; | ||
| var A; | ||
|
|
||
| opts = { | ||
| 'dtype': 'float64' | ||
| }; | ||
|
|
||
| A = uniform( N*N, -10.0, 10.0, opts ); | ||
| IPIV = new Int32Array( N ); | ||
| return benchmark; | ||
|
|
||
| /** | ||
| * Benchmark function. | ||
| * | ||
| * @private | ||
| * @param {Benchmark} b - benchmark instance | ||
| */ | ||
| function benchmark( b ) { | ||
| var z; | ||
| var i; | ||
|
|
||
| b.tic(); | ||
| for ( i = 0; i < b.iterations; i++ ) { | ||
| z = dgetf2( 'column-major', N, N, A, N, IPIV ); | ||
| if ( isnan( z ) ) { | ||
| b.fail( 'should not return NaN' ); | ||
| } | ||
| } | ||
| b.toc(); | ||
| if ( isnan( z ) ) { | ||
| b.fail( 'should not return NaN' ); | ||
| } | ||
| b.pass( 'benchmark finished' ); | ||
| b.end(); | ||
| } | ||
| } | ||
|
|
||
|
|
||
| // MAIN // | ||
|
|
||
| /** | ||
| * Main execution sequence. | ||
| * | ||
| * @private | ||
| */ | ||
| function main() { | ||
| var min; | ||
| var max; | ||
| var N; | ||
| var f; | ||
| var i; | ||
|
|
||
| min = 1; // 10^min | ||
| max = 6; // 10^max | ||
|
|
||
| for ( i = min; i <= max; i++ ) { | ||
| N = floor( pow( pow( 10, i ), 1.0/2.0 ) ); | ||
| f = createBenchmark( N ); | ||
| bench( format( '%s:order=column-major,size=%d', pkg, N*N ), f ); | ||
| } | ||
| } | ||
|
|
||
| main(); |
Oops, something went wrong.
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
You've left out additional examples. Any reason why?
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
I overlooked that in the initial implementation. The offset examples have now been restored for both the standard and ndarray interfaces.