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147 changes: 147 additions & 0 deletions lib/node_modules/@stdlib/ml/base/kmeans/results/factory/README.md
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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.

-->

# resultsFactory

> Create a new constructor for creating a k-means clustering results object.

<!-- 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 -->

<!-- Package usage documentation. -->

<section class="usage">

## Usage

```javascript
var resultsFactory = require( '@stdlib/ml/base/kmeans/results/factory' );
```

#### resultsFactory( dtype )

Returns a constructor for creating a k-means clustering results object.

```javascript
var Results = resultsFactory( 'float64' );
// returns <Function>

var r = new Results();
// returns <Results>
```

The function supports the following parameters:

- **dtype**: floating-point data type for storing floating-point results. Must be either `'float64'` or `'float32'`.

</section>

<!-- /.usage -->

<!-- Package usage notes. Make sure to keep an empty line after the `section` element and another before the `/section` close. -->

<section class="notes">

## Notes

- A results object is a [`struct`][@stdlib/dstructs/struct] providing a fixed-width composite data structure for storing k-means clustering results and providing an ABI-stable data layout for JavaScript-C interoperation.

</section>

<!-- /.notes -->

<!-- Package usage examples. -->

<section class="examples">

## Examples

<!-- eslint no-undef: "error" -->

```javascript
var resultsFactory = require( '@stdlib/ml/base/kmeans/results/factory' );

var Results = resultsFactory( 'float64' );
var results = new Results({
'replicates': 4,
'replicate': 2,
'metric': 'sqeuclidean',
'iterations': 10,
'algorithm': 'lloyd',
'inertia': 3.28,
'k': 4,
'samples': 10,
'features': 3
});

var str = results.toString();
console.log( str );

Results = resultsFactory( 'float32' );
results = new Results({
'replicates': 4,
'replicate': 2,
'metric': 'sqeuclidean',
'iterations': 10,
'algorithm': 'lloyd',
'inertia': 3.28,
'k': 4,
'samples': 10,
'features': 3
});

str = results.toString();
console.log( str );
```

</section>

<!-- /.examples -->

<!-- Section to include cited references. If references are included, add a horizontal rule *before* the section. Make sure to keep an empty line after the `section` element and another before the `/section` close. -->

<section class="references">

</section>

<!-- /.references -->

<!-- Section for related `stdlib` packages. Do not manually edit this section, as it is automatically populated. -->

<section class="related">

</section>

<!-- /.related -->

<!-- Section for all links. Make sure to keep an empty line after the `section` element and another before the `/section` close. -->

<section class="links">

[@stdlib/dstructs/struct]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/dstructs/struct

</section>

<!-- /.links -->
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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.
*/

'use strict';

// MODULES //

var bench = require( '@stdlib/bench' );
var isFunction = require( '@stdlib/assert/is-function' );
var isObject = require( '@stdlib/assert/is-object' );
var format = require( '@stdlib/string/format' );
var pkg = require( './../package.json' ).name;
var factory = require( './../lib' );


// MAIN //

bench( pkg, function benchmark( b ) {
var values;
var v;
var i;

values = [
'float64',
'float32'
];

b.tic();
for ( i = 0; i < b.iterations; i++ ) {
v = factory( values[ i%values.length ] );
if ( typeof v !== 'function' ) {
b.fail( 'should return a function' );
}
}
b.toc();
if ( !isFunction( v ) ) {
b.fail( 'should return a function' );
}
b.pass( 'benchmark finished' );
b.end();
});

bench( format( '%s::constructor,new', pkg ), function benchmark( b ) {
var values;
var v;
var i;

values = [
factory( 'float64' ),
factory( 'float32' )
];

b.tic();
for ( i = 0; i < b.iterations; i++ ) {
v = new ( values[ i%values.length ] )();
if ( typeof v !== 'object' ) {
b.fail( 'should return an object' );
}
}
b.toc();
if ( !isObject( v ) ) {
b.fail( 'should return an object' );
}
b.pass( 'benchmark finished' );
b.end();
});

bench( format( '%s::constructor,no_new', pkg ), function benchmark( b ) {
var values;
var v;
var i;

values = [
factory( 'float64' ),
factory( 'float32' )
];

b.tic();
for ( i = 0; i < b.iterations; i++ ) {
v = values[ i%values.length ]();
if ( typeof v !== 'object' ) {
b.fail( 'should return an object' );
}
}
b.toc();
if ( !isObject( v ) ) {
b.fail( 'should return an object' );
}
b.pass( 'benchmark finished' );
b.end();
});
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{{alias}}( dtype )
Returns a constructor for creating a k-means clustering results object.

Parameters
----------
dtype: string
Floating-point data type for storing floating-point results.

Returns
-------
fcn: Function
Constructor.

Examples
--------
> var R = {{alias}}( 'float64' );
> var r = new R();
> r.toString()
<string>

See Also
--------

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