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131 changes: 131 additions & 0 deletions lib/node_modules/@stdlib/ndarray/base/atleastnd/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.

-->

# atleastnd

> Convert a list of values (scalars and/or ndarrays) to ndarrays having at least a specified number of dimensions.

<section class="intro">

</section>

<!-- /.intro -->

<section class="usage">

## Usage

```javascript
var atleastnd = require( '@stdlib/ndarray/base/atleastnd' );
```

#### atleastnd( ndims, arrays )

Converts a list of values (scalars and/or ndarrays) to ndarrays having at least a specified number of dimensions.

```javascript
var array = require( '@stdlib/ndarray/array' );

var x = array( [ [ [ 1.0, 2.0 ] ], [ [ 3.0, 4.0 ] ] ] );
// returns <ndarray>[ [ [ 1.0, 2.0 ] ], [ [ 3.0, 4.0 ] ] ]

var y = array( [ [ 5.0, 6.0 ], [ 7.0, 8.0 ] ] );
// returns <ndarray>[ [ 5.0, 6.0 ], [ 7.0, 8.0 ] ]

var out = atleastnd( 3, [ x, y ] );
// returns [ <ndarray>, <ndarray> ]
```

The function accepts the following arguments:

- **ndims**: minimum number of dimensions.
- **arrays**: array-like object containing a list of scalars and/or ndarrays.

</section>

<!-- /.usage -->

<section class="notes">

## Notes

- If a provided ndarray has fewer dimensions than `ndims`, the returned ndarray is a view on the input ndarray data buffer. The view is typically **not** contiguous. As more than one element of a returned view may refer to the same memory location, writing to the view may affect multiple elements. If you need to write to the returned ndarray, copy the ndarray **before** performing operations which may mutate elements.

- The returned ndarray is a "base" [ndarray][@stdlib/ndarray/base/ctor], and, thus, the returned [ndarray][@stdlib/ndarray/base/ctor] does not perform bounds checking or afford any of the guarantees of the non-base [ndarray][@stdlib/ndarray/ctor] constructor. The primary intent of this function is to broadcast an ndarray-like object within internal implementations and to do so with minimal overhead.

- If provided a scalar value (i.e., a non-ndarray) and that value

- is a number, the returned ndarray will have the [default][@stdlib/ndarray/defaults] real-valued floating-point data type.
- is a boolean, the returned ndarray will have the [default][@stdlib/ndarray/defaults] boolean data type.
- is a complex number object of a known data type, the data type of the returned ndarray will be the same as the provided value.
- is a complex number object of an unknown data type, the returned ndarray will have the [default][@stdlib/ndarray/defaults] complex-valued floating-point data type.
- is any other value type, the returned ndarray will have a `'generic'` data type.

</section>

<!-- /.notes -->

<section class="examples">

## Examples

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

```javascript
var discreteUniform = require( '@stdlib/random/discrete-uniform' );
var ndarray2array = require( '@stdlib/ndarray/to-array' );
var atleastnd = require( '@stdlib/ndarray/base/atleastnd' );

var x = discreteUniform( [ 2, 2, 2 ], -100, 100 );
// returns <ndarray>

var y = discreteUniform( [ 5, 2 ], -100, 100 );
// returns <ndarray>

var out = atleastnd( 3, [ x, y ] );
// returns [ <ndarray>, <ndarray> ]

console.log( ndarray2array( out[ 0 ] ) );
console.log( ndarray2array( out[ 1 ] ) );
```

</section>

<!-- /.examples -->

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

<section class="related">

</section>

<!-- /.related -->

<section class="links">

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

[@stdlib/ndarray/base/ctor]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/ndarray/base/ctor

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

</section>

<!-- /.links -->
103 changes: 103 additions & 0 deletions lib/node_modules/@stdlib/ndarray/base/atleastnd/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.
*/

'use strict';

// MODULES //

var bench = require( '@stdlib/bench' );
var Float64Array = require( '@stdlib/array/float64' );
var ndarrayBase = require( '@stdlib/ndarray/base/ctor' );
var ndarray = require( '@stdlib/ndarray/ctor' );
var isndarrayLike = require( '@stdlib/assert/is-ndarray-like' );
var format = require( '@stdlib/string/format' );
var pkg = require( './../package.json' ).name;
var atleastnd = require( './../lib' );


// MAIN //

bench( format( '%s::base_ndarray:ndims=2', pkg ), function benchmark( b ) {
var values;
var buffer;
var offset;
var dtype;
var order;
var out;
var i;

dtype = 'float64';
buffer = new Float64Array( 12 );
offset = 0;
order = 'row-major';

values = [
ndarrayBase( dtype, buffer, [ 3, 2, 2 ], [ 4, 2, 1 ], offset, order ),
ndarrayBase( dtype, buffer, [ 4, 3 ], [ 3, 1 ], offset, order ),
ndarrayBase( dtype, buffer, [ 12 ], [ 1 ], offset, order )
];

b.tic();
for ( i = 0; i < b.iterations; i++ ) {
out = atleastnd( 2, [ 10.0, values[ i%values.length ] ] );
if ( typeof out !== 'object' ) {
b.fail( 'should return an object' );
}
}
b.toc();
if ( !isndarrayLike( out[ 0 ] ) || !isndarrayLike( out[ 1 ] ) ) {
b.fail( 'should return an array of ndarrays' );
}
b.pass( 'benchmark finished' );
b.end();
});

bench( format( '%s::ndarray:ndims=2', pkg ), function benchmark( b ) {
var values;
var buffer;
var offset;
var dtype;
var order;
var out;
var i;

dtype = 'float64';
buffer = new Float64Array( 12 );
offset = 0;
order = 'row-major';

values = [
ndarray( dtype, buffer, [ 3, 2, 2 ], [ 4, 2, 1 ], offset, order ),
ndarray( dtype, buffer, [ 4, 3 ], [ 3, 1 ], offset, order ),
ndarray( dtype, buffer, [ 12 ], [ 1 ], offset, order )
];

b.tic();
for ( i = 0; i < b.iterations; i++ ) {
out = atleastnd( 2, [ 10.0, values[ i%values.length ] ] );
if ( typeof out !== 'object' ) {
b.fail( 'should return an object' );
}
}
b.toc();
if ( !isndarrayLike( out[ 0 ] ) || !isndarrayLike( out[ 1 ] ) ) {
b.fail( 'should return an array of ndarrays' );
}
b.pass( 'benchmark finished' );
b.end();
});
29 changes: 29 additions & 0 deletions lib/node_modules/@stdlib/ndarray/base/atleastnd/docs/repl.txt
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{{alias}}( ndims, arrays )
Converts a list of values (scalars and/or ndarrays) to ndarrays having at
least a specified number of dimensions.

Parameters
----------
ndims: number
Minimum number of dimensions.

arrays: ArrayLikeObject
List of scalars and/or ndarrays.

Returns
-------
out: Array<ndarray>
List of ndarrays.

Examples
--------
> var x = {{alias:@stdlib/ndarray/array}}( [ [ 1, 2 ], [ 3, 4 ] ] )
<ndarray>[ [ 1, 2 ], [ 3, 4 ] ]
> var y = {{alias:@stdlib/ndarray/array}}( [ 5, 6, 7, 8 ] )
<ndarray>[ 5, 6, 7, 8 ]
> var out = {{alias}}( 3, [ x, y ] )
[ <ndarray>, <ndarray> ]

See Also
--------
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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.
*/

// TypeScript Version: 4.1

/// <reference types="@stdlib/types"/>

import { ArrayLike } from '@stdlib/types/array';
import { ndarray } from '@stdlib/types/ndarray';

/**
* Converts a list of values (scalars and/or ndarrays) to ndarrays having at least a specified number of dimensions.
*
* @param ndims - minimum number of dimensions
* @param arrays - array-like object containing a list of scalars and/or ndarrays
* @returns an array of ndarrays
*
* @example
* var array = require( '@stdlib/ndarray/array' );
*
* var x = array( [ [ [ 1.0, 2.0 ] ], [ [ 3.0, 4.0 ] ] ] );
* // returns <ndarray>[ [ [ 1.0, 2.0 ] ], [ [ 3.0, 4.0 ] ] ]
*
* var y = array( [ [ 5.0, 6.0 ], [ 7.0, 8.0 ] ] );
* // returns <ndarray>[ [ 5.0, 6.0 ], [ 7.0, 8.0 ] ]
*
* var out = atleastnd( 3, [ x, y ] );
* // returns [ <ndarray>, <ndarray> ]
*/
declare function atleastnd( ndims: number, arrays: ArrayLike<any> ): Array<ndarray>;

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// EXPORTS //

export = atleastnd;
67 changes: 67 additions & 0 deletions lib/node_modules/@stdlib/ndarray/base/atleastnd/docs/types/test.ts
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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.
*/

import zeros = require( '@stdlib/ndarray/zeros' );
import atleastnd = require( './index' );


// TESTS //

// The function returns an array of ndarrays...
{
const x = zeros( [ 2, 2 ] );
const y = zeros( [ 2, 2, 2 ] );

atleastnd( 3, [ x ] ); // $ExpectType ndarray[]
atleastnd( 3, [ x, y ] ); // $ExpectType ndarray[]
atleastnd( 3, [ x, y, x ] ); // $ExpectType ndarray[]
}

// The compiler throws an error if the function is provided a first argument which is not a number...
{
const x = zeros( [ 2, 2 ] );
const y = zeros( [ 2, 2, 2 ] );

atleastnd( '5', [ x, y ] ); // $ExpectError
atleastnd( true, [ x, y ] ); // $ExpectError
atleastnd( false, [ x, y ] ); // $ExpectError
atleastnd( null, [ x, y ] ); // $ExpectError
atleastnd( {}, [ x, y ] ); // $ExpectError
atleastnd( [ '5' ], [ x, y ] ); // $ExpectError
atleastnd( ( x: number ): number => x, [ x, y ] ); // $ExpectError
}

// The compiler throws an error if the function is provided a second argument which is not an array ...
{
atleastnd( 3, 5 ); // $ExpectError
atleastnd( 3, true ); // $ExpectError
atleastnd( 3, false ); // $ExpectError
atleastnd( 3, null ); // $ExpectError
atleastnd( 3, {} ); // $ExpectError
atleastnd( 3, ( x: number ): number => x ); // $ExpectError
}

// The compiler throws an error if the function is provided an unsupported number of arguments...
{
const x = zeros( [ 2, 2 ] );
const y = zeros( [ 2, 2, 2 ] );

atleastnd(); // $ExpectError
atleastnd( 3 ); // $ExpectError
atleastnd( 3, [ x, y ], {} ); // $ExpectError
}
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