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feat:add stats/incr/nanmsumabs2
gkbishnoi07 adce8ac
update example/index.js
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solved eslint issue
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solved eslint issue
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solving eslint issue
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updated benchmark.js and readme.md
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lib/node_modules/@stdlib/stats/incr/nanmsumabs2/README.md
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<!-- | ||
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@license Apache-2.0 | ||
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Copyright (c) 2025 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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# incrnanmsumabs2 | ||
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> Compute a moving sum of squared absolute values incrementally, ignoring NaN values. | ||
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<section class="intro"> | ||
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For a window of size `W`, the moving sum of squared absolute values is defined as | ||
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<!-- <equation class="equation" label="eq:moving_sum_squared_absolute_values" align="center" raw="s = \sum_{i=0}^{W-1} x_i^2" alt="Equation for the moving sum of squared absolute values."> --> | ||
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```math | ||
s = \sum_{\substack{i=0\\x_i \neq \mathrm{NaN}}}^{W-1} x_i^2 | ||
``` | ||
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<!-- <div class="equation" align="center" data-raw-text="s = \sum_{\substack{i=0\\x_i \neq \mathrm{NaN}}}^{W-1} x_i^2" data-equation="eq:moving_sum_squared_absolute_values"> | ||
<img src="" alt="Equation for the moving sum of squared absolute values, ignoring NaN values."> | ||
<br> | ||
</div> --> | ||
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<!-- </equation> --> | ||
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</section> | ||
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<!-- /.intro --> | ||
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<section class="usage"> | ||
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## Usage | ||
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```javascript | ||
var incrnanmsumabs2 = require( '@stdlib/stats/incr/nanmsumabs2' ); | ||
``` | ||
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#### incrnanmsumabs2( window ) | ||
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Returns an accumulator `function` which incrementally computes a moving sum of squared absolute values, ignoring `NaN` values. The `window` parameter defines the number of values over which to compute the moving sum. | ||
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```javascript | ||
var accumulator = incrnanmsumabs2( 3 ); | ||
``` | ||
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#### accumulator( \[x] ) | ||
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If provided an input value `x`, the accumulator function returns an updated sum. If not provided an input value `x`, the accumulator function returns the current sum. | ||
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```javascript | ||
var accumulator = incrnanmsumabs2( 3 ); | ||
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var sum = accumulator(); | ||
// returns null | ||
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// Fill the window... | ||
sum = accumulator( 2.0 ); // [2.0] | ||
// returns 4.0 | ||
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sum = accumulator( -1.0 ); // [2.0, -1.0] | ||
// returns 5.0 | ||
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sum = accumulator( NaN ); // [2.0, -1.0, NaN] | ||
// returns 5.0 | ||
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sum = accumulator( 3.0 ); // [2.0, -1.0, 3.0] | ||
// returns 14.0 | ||
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// Window begins sliding... | ||
sum = accumulator( -7.0 ); // [-1.0, 3.0, -7.0] | ||
// returns 59.0 | ||
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sum = accumulator( NaN ); // [3.0, -7.0, NaN] | ||
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// returns 59.0 | ||
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sum = accumulator(); | ||
// returns 59.0 | ||
``` | ||
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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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- Input values are **not** type checked. If non-numeric inputs are possible, you are advised to type check and handle accordingly **before** passing the value to the accumulator function. | ||
- `NaN` values are ignored. | ||
- As `W` values (excluding `NaN` values) are needed to fill the window buffer, the first `W-1` returned values are calculated from smaller sample sizes. Until the window is full, each returned value is calculated from all provided values (excluding `NaN` values). | ||
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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 randu = require( '@stdlib/random/base/randu' ); | ||
var incrnanmsumabs2 = require( '@stdlib/stats/incr/nanmsumabs2' ); | ||
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var accumulator; | ||
var v; | ||
var i; | ||
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// Initialize an accumulator: | ||
accumulator = incrnanmsumabs2( 5 ); | ||
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// For each simulated datum, update the moving sum... | ||
for ( i = 0; i < 100; i++ ) { | ||
if ( randu() < 0.2 ) { | ||
v = NaN; | ||
} else { | ||
v = ( randu()*100.0 ) - 50.0; | ||
} | ||
accumulator( v ); | ||
} | ||
console.log( accumulator() ); | ||
``` | ||
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</section> | ||
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<!-- /.examples --> | ||
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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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* * * | ||
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## See Also | ||
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- <span class="package-name">[`@stdlib/stats/incr/msumabs2`][@stdlib/stats/incr/msumabs2]</span><span class="delimiter">: </span><span class="description">compute a moving sum of squared absolute values incrementally.</span> | ||
- <span class="package-name">[`@stdlib/stats/incr/nanmmeanabs2`][@stdlib/stats/incr/nanmmeanabs2]</span><span class="delimiter">: </span><span class="description">compute a moving arithmetic mean of squared absolute values incrementally, ignoring NaN values.</span> | ||
- <span class="package-name">[`@stdlib/stats/incr/nanmsumabs`][@stdlib/stats/incr/nanmsumabs]</span><span class="delimiter">: </span><span class="description">compute a moving sum of absolute values incrementally, ignoring NaN values.</span> | ||
- <span class="package-name">[`@stdlib/stats/incr/nansumabs2`][@stdlib/stats/incr/nansumabs2]</span><span class="delimiter">: </span><span class="description">compute a sum of squared absolute values incrementally, ignoring NaN values.</span> | ||
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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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<!-- <related-links> --> | ||
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[@stdlib/stats/incr/msumabs2]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/incr/msumabs2 | ||
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[@stdlib/stats/incr/nanmmeanabs2]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/incr/nanmmeanabs2 | ||
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[@stdlib/stats/incr/nanmsumabs]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/incr/nanmsumabs | ||
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[@stdlib/stats/incr/nansumabs2]: https://github.com/stdlib-js/stdlib/tree/develop/lib/node_modules/%40stdlib/stats/incr/nansumabs2 | ||
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<!-- </related-links> --> | ||
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</section> | ||
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<!-- /.links --> |
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89
lib/node_modules/@stdlib/stats/incr/nanmsumabs2/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 randu = require( '@stdlib/random/base/randu' ); | ||
var pkg = require( '@stdlib/stats/incr/nanmsumabs2/package.json' ).name; | ||
var incrnanmsumabs2 = require( '@stdlib/stats/incr/nanmsumabs2/lib' ); | ||
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// MAIN // | ||
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bench( pkg, function benchmark( b ) { | ||
var f; | ||
var i; | ||
b.tic(); | ||
for ( i = 0; i < b.iterations; i++ ) { | ||
f = incrnanmsumabs2( (i%5)+1 ); | ||
if ( typeof f !== 'function' ) { | ||
b.fail( 'should return a function' ); | ||
} | ||
} | ||
b.toc(); | ||
if ( typeof f !== 'function' ) { | ||
b.fail( 'should return a function' ); | ||
} | ||
b.pass( 'benchmark finished' ); | ||
b.end(); | ||
}); | ||
bench( pkg+'::accumulator', function benchmark( b ) { | ||
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var acc; | ||
var v; | ||
var i; | ||
acc = incrnanmsumabs2( 5 ); | ||
b.tic(); | ||
for ( i = 0; i < b.iterations; i++ ) { | ||
v = acc( randu()-0.5 ); | ||
if ( v !== v ) { | ||
b.fail( 'should not return NaN' ); | ||
} | ||
} | ||
b.toc(); | ||
if ( v !== v ) { | ||
b.fail( 'should not return NaN' ); | ||
} | ||
b.pass( 'benchmark finished' ); | ||
b.end(); | ||
}); | ||
bench( pkg+'::accumulator,includes_nan', function benchmark( b ) { | ||
var acc; | ||
var v; | ||
var i; | ||
acc = incrnanmsumabs2( 5 ); | ||
b.tic(); | ||
for ( i = 0; i < b.iterations; i++ ) { | ||
if ( i % 10 === 0 ) { | ||
v = acc( NaN ); | ||
} else { | ||
v = acc( randu()-0.5 ); | ||
} | ||
if ( v !== v && i % 10 !== 0 ) { | ||
b.fail( 'should not return NaN' ); | ||
} | ||
} | ||
b.toc(); | ||
if ( v !== v && b.iterations % 10 !== 0 ) { | ||
b.fail( 'should not return NaN' ); | ||
} | ||
b.pass( 'benchmark finished' ); | ||
b.end(); | ||
}); |
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37
...stats/incr/nanmsumabs2/docs/img/equation_moving_sum_squared_absolute_values.svg
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lib/node_modules/@stdlib/stats/incr/nanmsumabs2/docs/repl.text
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{{alias}}( W ) | ||
Returns an accumulator function which incrementally computes a moving sum of | ||
squared absolute values, ignoring NaN values. | ||
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The `W` parameter defines the number of values over which to compute the | ||
moving sum. | ||
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If provided a value, the accumulator function returns an updated moving sum. | ||
If not provided a value, the accumulator function returns the current moving | ||
sum. | ||
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As `W` values are needed to fill the window buffer, the first `W-1` returned | ||
values are calculated from smaller sample sizes. Until the window is full, | ||
each returned value is calculated from all provided values. | ||
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NaN values are ignored. If the window consists solely of NaN values, the | ||
function returns the current sum. | ||
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Parameters | ||
---------- | ||
W: integer | ||
Window size. | ||
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Returns | ||
------- | ||
acc: Function | ||
Accumulator function. | ||
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Examples | ||
-------- | ||
> var accumulator = {{alias}}( 3 ); | ||
> var s = accumulator() | ||
null | ||
> s = accumulator( 2.0 ) | ||
4.0 | ||
> s = accumulator( -5.0 ) | ||
29.0 | ||
> s = accumulator( NaN ) | ||
29.0 | ||
> s = accumulator( 3.0 ) | ||
34.0 | ||
> s = accumulator() | ||
34.0 | ||
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See Also | ||
-------- | ||
@stdlib/stats/incr/msumabs2: compute a moving sum of squared absolute values incrementally. | ||
@stdlib/stats/incr/nansum: compute a sum incrementally, ignoring NaN values. | ||
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