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feat: add stats/base/ndarray/meankbn
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3b1803f
feat(stats/base/ndarray): add meankbn wrapper (improved Kahan–Babuska…
Bureir 5d3c0d6
docs(ndarray/meankbn): rewrite README to match project conventions
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docs/chore(ndarray/meankbn): align README, index.js, and example with…
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chore(ndarray/meankbn): normalize package.json and address review fee…
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docs(ndarray/meankbn): fix module header & JSDoc example to match con…
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42 changes: 42 additions & 0 deletions
42
lib/node_modules/@stdlib/stats/base/ndarray/meankbn/README.md
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# @stdlib/stats/base/ndarray/meankbn | ||
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> Compute the arithmetic mean of a one-dimensional ndarray using the improved Kahan–Babuška algorithm. | ||
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## Usage | ||
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```javascript | ||
var ndarray = require( '@stdlib/ndarray/base/ctor' ); | ||
var Float64Array = require( '@stdlib/array/float64' ); | ||
var meankbn = require( '@stdlib/stats/base/ndarray/meankbn' ); | ||
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var buf = new Float64Array( [ 1.0, 3.0, 4.0, 2.0 ] ); | ||
var x = new ndarray( 'float64', buf, [ buf.length ], [ 1 ], 0, 'row-major' ); | ||
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// ndarray variants accept an array like of ndarrays: | ||
var v = meankbn( [ x ] ); | ||
// returns 2.5 | ||
``` | ||
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## Notes | ||
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- If provided an empty vector, the function returns `NaN`. | ||
- Supports non-unit and negative strides and non-zero offsets. | ||
- Thin wrapper around `@stdlib/stats/strided/meankbn`. | ||
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## Examples | ||
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```javascript | ||
var ndarray = require( '@stdlib/ndarray/base/ctor' ); | ||
var Float64Array = require( '@stdlib/array/float64' ); | ||
var meankbn = require( '@stdlib/stats/base/ndarray/meankbn' ); | ||
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var buf = new Float64Array( [ 1.0, 3.0, 4.0, 2.0 ] ); | ||
var x = new ndarray( 'float64', buf, [ buf.length ], [ 1 ], 0, 'row-major' ); | ||
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console.log( meankbn( [ x ] ) ); | ||
``` | ||
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## See Also | ||
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- `@stdlib/stats/base/ndarray/mean` | ||
- `@stdlib/stats/strided/meankbn` |
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102
lib/node_modules/@stdlib/stats/base/ndarray/meankbn/benchmark/benchmark.js
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/** | ||
* @license Apache-2.0 | ||
* | ||
* Copyright (c) 2025 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 ndarray = require( '@stdlib/ndarray/base/ctor' ); | ||
var pkg = require( './../package.json' ).name; | ||
var mean = require( './../lib' ); | ||
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// VARIABLES // | ||
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var options = { | ||
'dtype': 'generic' | ||
}; | ||
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// FUNCTIONS // | ||
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/** | ||
* Creates a benchmark function. | ||
* | ||
* @private | ||
* @param {PositiveInteger} len - array length | ||
* @returns {Function} benchmark function | ||
*/ | ||
function createBenchmark( len ) { | ||
var xbuf; | ||
var x; | ||
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xbuf = uniform( len, -10.0, 10.0, options ); | ||
x = new ndarray( options.dtype, xbuf, [ len ], [ 1 ], 0, 'row-major' ); | ||
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return benchmark; | ||
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function benchmark( b ) { | ||
var v; | ||
var i; | ||
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b.tic(); | ||
for ( i = 0; i < b.iterations; i++ ) { | ||
v = mean( [ x ] ); | ||
if ( isnan( v ) ) { | ||
b.fail( 'should not return NaN' ); | ||
} | ||
} | ||
b.toc(); | ||
if ( isnan( v ) ) { | ||
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( pkg+':len='+len, f ); | ||
} | ||
} | ||
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main(); |
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42
...odules/@stdlib/stats/base/ndarray/meankbn/docs/img/equation_arithmetic_mean.svg
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31 changes: 31 additions & 0 deletions
31
lib/node_modules/@stdlib/stats/base/ndarray/meankbn/docs/repl.txt
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{{alias}}( arrays ) | ||
Computes the arithmetic mean of a one-dimensional ndarray. | ||
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If provided an empty ndarray, the function returns `NaN`. | ||
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Parameters | ||
---------- | ||
arrays: ArrayLikeObject<ndarray> | ||
Array-like object containing a one-dimensional input ndarray. | ||
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Returns | ||
------- | ||
out: number | ||
Arithmetic mean. | ||
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Examples | ||
-------- | ||
> var xbuf = [ 1.0, -2.0, 2.0 ]; | ||
> var dt = 'generic'; | ||
> var sh = [ xbuf.length ]; | ||
> var sx = [ 1 ]; | ||
> var ox = 0; | ||
> var ord = 'row-major'; | ||
> var x = new {{alias:@stdlib/ndarray/ctor}}( dt, xbuf, sh, sx, ox, ord ); | ||
> {{alias}}( [ x ] ) | ||
~0.3333 | ||
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See Also | ||
-------- | ||
|
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45
lib/node_modules/@stdlib/stats/base/ndarray/meankbn/docs/types/index.d.ts
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/* | ||
* @license Apache-2.0 | ||
* | ||
* Copyright (c) 2025 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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// TypeScript Version: 4.1 | ||
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/// <reference types="@stdlib/types"/> | ||
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import { ndarray } from '@stdlib/types/ndarray'; | ||
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/** | ||
* Computes the arithmetic mean of a one-dimensional ndarray. | ||
* | ||
* @param arrays - array-like object containing an input ndarray | ||
* @returns arithmetic mean | ||
* | ||
* @example | ||
* var ndarray = require( '@stdlib/ndarray/base/ctor' ); | ||
* | ||
* var xbuf = [ 1.0, 3.0, 4.0, 2.0 ]; | ||
* var x = new ndarray( 'generic', xbuf, [ 4 ], [ 1 ], 0, 'row-major' ); | ||
* | ||
* var v = mean( [ x ] ); | ||
* // returns 2.5 | ||
*/ | ||
declare function mean<T extends ndarray = ndarray>( arrays: [ T ] ): number; | ||
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// EXPORTS // | ||
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export = mean; |
57 changes: 57 additions & 0 deletions
57
lib/node_modules/@stdlib/stats/base/ndarray/meankbn/docs/types/test.ts
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/* | ||
* @license Apache-2.0 | ||
* | ||
* Copyright (c) 2025 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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/* eslint-disable space-in-parens */ | ||
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import zeros = require( '@stdlib/ndarray/zeros' ); | ||
import mean = require( './index' ); | ||
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// TESTS // | ||
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// The function returns a number... | ||
{ | ||
const x = zeros( [ 10 ], { | ||
'dtype': 'generic' | ||
}); | ||
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mean( [ x ] ); // $ExpectType number | ||
} | ||
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// The compiler throws an error if the function is provided a first argument which is not an array of ndarrays... | ||
{ | ||
mean( '10' ); // $ExpectError | ||
mean( 10 ); // $ExpectError | ||
mean( true ); // $ExpectError | ||
mean( false ); // $ExpectError | ||
mean( null ); // $ExpectError | ||
mean( undefined ); // $ExpectError | ||
mean( [] ); // $ExpectError | ||
mean( {} ); // $ExpectError | ||
mean( ( x: number ): number => x ); // $ExpectError | ||
} | ||
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// The compiler throws an error if the function is provided an unsupported number of arguments... | ||
{ | ||
const x = zeros( [ 10 ], { | ||
'dtype': 'generic' | ||
}); | ||
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mean(); // $ExpectError | ||
mean( [ x ], {} ); // $ExpectError | ||
} |
11 changes: 11 additions & 0 deletions
11
lib/node_modules/@stdlib/stats/base/ndarray/meankbn/examples/index.js
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/* eslint-disable no-console */ | ||
'use strict'; | ||
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var ndarray = require( '@stdlib/ndarray/base/ctor' ); | ||
var Float64Array = require( '@stdlib/array/float64' ); | ||
var meankbn = require( '@stdlib/stats/base/ndarray/meankbn' ); | ||
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var buf = new Float64Array( [ 1.0, 3.0, 4.0, 2.0 ] ); | ||
var x = new ndarray( 'float64', buf, [ buf.length ], [ 1 ], 0, 'row-major' ); | ||
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console.log( 'mean: %d', meankbn( [ x ] ) ); |
39 changes: 39 additions & 0 deletions
39
lib/node_modules/@stdlib/stats/base/ndarray/meankbn/index.js
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/** | ||
* @license Apache-2.0 | ||
* | ||
* Copyright (c) 2025 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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/** | ||
* Compute the arithmetic mean of a one-dimensional ndarray using the improved Kahan–Babuška algorithm. | ||
* | ||
* @module @stdlib/stats/base/ndarray/meankbn | ||
* | ||
* @example | ||
* var ndarray = require( '@stdlib/ndarray/base/ctor' ); | ||
* var Float64Array = require( '@stdlib/array/float64' ); | ||
* var meankbn = require( '@stdlib/stats/base/ndarray/meankbn' ); | ||
* | ||
* var buf = new Float64Array( [ 1.0, 3.0, 4.0, 2.0 ] ); | ||
* var x = new ndarray( 'float64', buf, [ buf.length ], [ 1 ], 0, 'row-major' ); | ||
* | ||
* var v = meankbn( [ x ] ); | ||
* // returns 2.5 | ||
*/ | ||
var main = require( './lib' ); | ||
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module.exports = main; |
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