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feat: add stats/incr/nanrss
#10082
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feat: add stats/incr/nanrss
#10082
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7034bed
feat: added nanrss for nan handling
kanikasharma-18 8839c78
feat: added required changes
kanikasharma-18 c0a7a29
feat: added changes
kanikasharma-18 889b964
feat: added some changes
kanikasharma-18 220ba5e
feat: added ulpdiff
kanikasharma-18 5579dba
fix: address review feedback
Planeshifter 71570c2
fix: add missing equation SVG contents
Planeshifter 9c2d1ff
style: align with base package conventions
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| @@ -0,0 +1,152 @@ | ||
| <!-- | ||
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| @license Apache-2.0 | ||
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| Copyright (c) 2026 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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| # incrnanrss | ||
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| > Compute the [residual sum of squares][residual-sum-of-squares] (RSS) incrementally, ignoring `NaN` values. | ||
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| <section class="intro"> | ||
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| The [**residual sum of squares**][residual-sum-of-squares] (also referred to as the **sum of squared residuals** (SSR) and the **sum of squared errors** (SSE)) is defined as | ||
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| <!-- <equation class="equation" label="eq:residual_sum_of_squares" align="center" raw="\operatorname{RSS} = \sum_{i=0}^{n-1} (y_i - x_i)^2" alt="Equation for the residual sum of squares."> --> | ||
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| ```math | ||
| \mathop{\mathrm{RSS}} = \sum_{i=0}^{n-1} (y_i - x_i)^2 | ||
| ``` | ||
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| <!-- <div class="equation" align="center" data-raw-text="\operatorname{RSS} = \sum_{i=0}^{n-1} (y_i - x_i)^2" data-equation="eq:residual_sum_of_squares"> | ||
| <img src="https://cdn.jsdelivr.net/gh/stdlib-js/stdlib@78799028a150a44d463029bdb62ac870b1c1f9d4/lib/node_modules/@stdlib/stats/incr/rss/docs/img/equation_residual_sum_of_squares.svg" alt="Equation for the residual sum of squares."> | ||
| <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 incrnanrss = require( '@stdlib/stats/incr/nanrss' ); | ||
| ``` | ||
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| #### incrnanrss() | ||
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| Returns an accumulator `function` which incrementally computes the [residual sum of squares][residual-sum-of-squares], ignoring `NaN` values. | ||
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| ```javascript | ||
| var accumulator = incrnanrss(); | ||
| ``` | ||
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| #### accumulator( \[x, y] ) | ||
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| If provided input values `x` and `y`, the accumulator function returns an updated [residual sum of squares][residual-sum-of-squares]. If not provided input values `x` and `y`, the accumulator function returns the current [residual sum of squares][residual-sum-of-squares]. | ||
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| ```javascript | ||
| var accumulator = incrnanrss(); | ||
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| var r = accumulator( 2.0, 3.0 ); | ||
| // returns 1.0 | ||
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| r = accumulator( -1.0, -4.0 ); | ||
| // returns 10.0 | ||
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| r = accumulator( -3.0, 5.0 ); | ||
| // returns 74.0 | ||
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| r = accumulator( NaN, 3.0 ); | ||
| // returns 74.0 | ||
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| r = accumulator(); | ||
| // returns 74.0 | ||
| ``` | ||
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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. | ||
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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 uniform = require( '@stdlib/random/base/uniform' ); | ||
| var bernoulli = require( '@stdlib/random/base/bernoulli' ); | ||
| var incrnanrss = require( '@stdlib/stats/incr/nanrss' ); | ||
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| var accumulator; | ||
| var v1; | ||
| var v2; | ||
| var i; | ||
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| // Initialize an accumulator: | ||
| accumulator = incrnanrss(); | ||
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| // For each simulated datum, update the residual sum of squares... | ||
| for ( i = 0; i < 100; i++ ) { | ||
| v1 = ( bernoulli( 0.8 ) < 1 ) ? NaN : uniform( -50.0, 50.0 ); | ||
| v2 = ( bernoulli( 0.8 ) < 1 ) ? NaN : uniform( -50.0, 50.0 ); | ||
| accumulator( v1, v2 ); | ||
| } | ||
| 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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| </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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| [residual-sum-of-squares]: https://en.wikipedia.org/wiki/Residual_sum_of_squares | ||
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| <!-- <related-links> --> | ||
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| <!-- </related-links> --> | ||
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| </section> | ||
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| <!-- /.links --> | ||
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70 changes: 70 additions & 0 deletions
70
lib/node_modules/@stdlib/stats/incr/nanrss/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. | ||
| */ | ||
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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 format = require( '@stdlib/string/format' ); | ||
| var pkg = require( './../package.json' ).name; | ||
| var incrnanrss = require( './../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 = incrnanrss(); | ||
| 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(); | ||
| }); | ||
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| bench( format( '%s::accumulator', pkg ), function benchmark( b ) { | ||
| var acc; | ||
| var v; | ||
| var i; | ||
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| acc = incrnanrss(); | ||
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| b.tic(); | ||
| for ( i = 0; i < b.iterations; i++ ) { | ||
| v = acc( randu()-0.5, 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(); | ||
| }); |
52 changes: 52 additions & 0 deletions
52
...modules/@stdlib/stats/incr/nanrss/docs/img/equation_residual_sum_of_squares.svg
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,34 @@ | ||
|
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| {{alias}}() | ||
| Returns an accumulator function which incrementally computes the residual | ||
| sum of squares (RSS), ignoring `NaN` values. | ||
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| If provided input values, the accumulator function returns an updated | ||
| residual sum of squares. If not provided input values, the accumulator | ||
| function returns the current residual sum of squares. | ||
|
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| If provided `NaN`, the value is ignored, and the accumulator function | ||
| returns the current residual sum of squares. | ||
|
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| Returns | ||
| ------- | ||
| acc: Function | ||
| Accumulator function. | ||
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| Examples | ||
| -------- | ||
| > var accumulator = {{alias}}(); | ||
| > var r = accumulator() | ||
| null | ||
| > r = accumulator( 2.0, 3.0 ) | ||
| 1.0 | ||
| > r = accumulator( NaN, 3.0 ) | ||
| 1.0 | ||
| > r = accumulator( -5.0, 2.0 ) | ||
| 50.0 | ||
| > r = accumulator() | ||
| 50.0 | ||
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| See Also | ||
| -------- | ||
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67 changes: 67 additions & 0 deletions
67
lib/node_modules/@stdlib/stats/incr/nanrss/docs/types/index.d.ts
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,67 @@ | ||
| /* | ||
| * @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. | ||
| */ | ||
|
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| // TypeScript Version: 4.1 | ||
|
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| /// <reference types="@stdlib/types"/> | ||
|
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| /** | ||
| * If provided arguments, returns an updated residual sum of squares; otherwise, returns the current residual sum of squares. | ||
| * | ||
| * ## Notes | ||
| * | ||
| * - If provided `NaN`, the value is ignored, and the accumulator function returns the current residual sum of squares. | ||
| * | ||
| * @param x - value | ||
| * @param y - value | ||
| * @returns residual sum of squares | ||
| */ | ||
| type accumulator = ( x?: number, y?: number ) => number | null; | ||
|
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| /** | ||
| * Returns an accumulator function which incrementally computes the residual sum of squares, ignoring `NaN` values. | ||
| * | ||
| * @returns accumulator function | ||
| * | ||
| * @example | ||
| * var accumulator = incrnanrss(); | ||
| * | ||
| * var r = accumulator(); | ||
| * // returns null | ||
| * | ||
| * r = accumulator( 2.0, 3.0 ); | ||
| * // returns 1.0 | ||
| * | ||
| * r = accumulator( -5.0, 2.0 ); | ||
| * // returns 50.0 | ||
| * | ||
| * r = accumulator( NaN, 3.0 ); | ||
| * // returns 50.0 | ||
| * | ||
| * r = accumulator( 5.0, NaN ); | ||
| * // returns 50.0 | ||
| * | ||
| * r = accumulator(); | ||
| * // returns 50.0 | ||
| */ | ||
| declare function incrnanrss(): accumulator; | ||
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| // EXPORTS // | ||
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| export = incrnanrss; |
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