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feat: add ndarray/base/find
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b97de57
feat: add ndarray/base/find
headlessNode dcab5b7
feat: add nd kernels
headlessNode 66764f1
docs: fix return value
headlessNode 12a4b61
fix: lint errors
headlessNode 76a9ba1
fix: lint error
headlessNode 44f5cba
fix: lint error
headlessNode fa9ef2a
fix: lint errors
headlessNode d650d02
bench: make consistent & worst case scenario
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chore: make consistent
headlessNode f7fe883
test: add tests upto 2d
headlessNode a776c3b
refactor: add sentinel cases
headlessNode c9734b5
test: add 3d tests
headlessNode 79eb09a
refactor: use as sentinel
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docs: apply code review suggestions
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bench: apply suggestions from code review
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refactor: apply suggestions from code review
headlessNode 4768153
feat: add 4d kernels
headlessNode f2ee3dc
feat: add 5d kernels
headlessNode f75fe1b
feat: add 6d kernels
headlessNode 85b845d
feat: add 7d kernels
headlessNode d7f8d34
feat: add 8d kernels
headlessNode 2abe234
feat: add 9d kernels
headlessNode eecb8c9
feat: add 10d kernels
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bench: add benchmarks upto 5d
headlessNode 3a31376
bench: add 6d benchmarks
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bench: add 7d benchmarks
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bench: add 8d benchmarks
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bench: add 9d benchmarks
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bench: add 10d benchmarks
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bench: add 11d benchmarks
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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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# find | ||
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> Return the first element in an ndarray which pass a test implemented by a predicate function. | ||
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<section class="intro"> | ||
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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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<!-- eslint-disable no-redeclare --> | ||
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```javascript | ||
var find = require( '@stdlib/ndarray/base/find' ); | ||
``` | ||
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<!-- eslint-enable no-redeclare --> | ||
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#### find( arrays, predicate\[, thisArg] ) | ||
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Returns the first element in an ndarray which pass a test implemented by a predicate function. | ||
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<!-- eslint-disable max-len --> | ||
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```javascript | ||
var Float64Array = require( '@stdlib/array/float64' ); | ||
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function clbk( value ) { | ||
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return value % 2.0 === 0.0; | ||
} | ||
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// Create a data buffer: | ||
var xbuf = new Float64Array( [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0 ] ); | ||
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// Define the shape of the input array: | ||
var shape = [ 3, 1, 2 ]; | ||
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// Define the array strides: | ||
var sx = [ 4, 4, 1 ]; | ||
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// Define the index offset: | ||
var ox = 0; | ||
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// Create the sentinel value ndarray-like object: | ||
var sentinelValue = { | ||
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'dtype': 'float64', | ||
'data': new Float64Array( [ NaN ] ), | ||
'shape': [], | ||
'strides': [ 0 ], | ||
'offset': 0, | ||
'order': 'row-major' | ||
}; | ||
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// Create the input ndarray-like object: | ||
var x = { | ||
'dtype': 'float64', | ||
'data': xbuf, | ||
'shape': shape, | ||
'strides': sx, | ||
'offset': ox, | ||
'order': 'row-major' | ||
}; | ||
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// Perform reduction: | ||
var out = find( [ x, sentinelValue ], clbk ); | ||
// returns 2.0 | ||
``` | ||
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The function accepts the following arguments: | ||
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- **arrays**: array-like object containing an input ndarray and a zero-dimensional sentinel value ndarray. | ||
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- **predicate**: predicate function. | ||
- **thisArg**: predicate function execution context (_optional_). | ||
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Each provided ndarray should be an object with the following properties: | ||
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- **dtype**: data type. | ||
- **data**: data buffer. | ||
- **shape**: dimensions. | ||
- **strides**: stride lengths. | ||
- **offset**: index offset. | ||
- **order**: specifies whether an ndarray is row-major (C-style) or column major (Fortran-style). | ||
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The predicate function is provided the following arguments: | ||
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- **value**: current array element. | ||
- **indices**: current array element indices. | ||
- **arr**: the input ndarray. | ||
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To set the predicate function execution context, provide a `thisArg`. | ||
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<!-- eslint-disable no-invalid-this, max-len --> | ||
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```javascript | ||
var Float64Array = require( '@stdlib/array/float64' ); | ||
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function clbk( value ) { | ||
this.count += 1; | ||
return value % 2.0 === 0.0; | ||
} | ||
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// Create a data buffer: | ||
var xbuf = new Float64Array( [ 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0, 10.0, 11.0, 12.0 ] ); | ||
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// Define the shape of the input array: | ||
var shape = [ 3, 1, 2 ]; | ||
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// Define the array strides: | ||
var sx = [ 4, 4, 1 ]; | ||
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// Define the index offset: | ||
var ox = 0; | ||
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// Create the sentinel value ndarray-like object: | ||
var sentinelValue = { | ||
'dtype': 'float64', | ||
'data': new Float64Array( [ NaN ] ), | ||
'shape': [], | ||
'strides': [ 0 ], | ||
'offset': 0, | ||
'order': 'row-major' | ||
}; | ||
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// Create the input ndarray-like object: | ||
var x = { | ||
'dtype': 'float64', | ||
'data': xbuf, | ||
'shape': shape, | ||
'strides': sx, | ||
'offset': ox, | ||
'order': 'row-major' | ||
}; | ||
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var ctx = { | ||
'count': 0 | ||
}; | ||
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// Test elements: | ||
var out = find( [ x, sentinelValue ], clbk, ctx ); | ||
// returns 2.0 | ||
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var count = ctx.count; | ||
// returns 2 | ||
``` | ||
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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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- For very high-dimensional ndarrays which are non-contiguous, one should consider copying the underlying data to contiguous memory before performing the operation in order to achieve better performance. | ||
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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 discreteUniform = require( '@stdlib/random/array/discrete-uniform' ); | ||
var Float64Array = require( '@stdlib/array/float64' ); | ||
var ndarray2array = require( '@stdlib/ndarray/base/to-array' ); | ||
var find = require( '@stdlib/ndarray/base/find' ); | ||
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function clbk( value ) { | ||
return value % 2.0 === 0.0; | ||
} | ||
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var x = { | ||
'dtype': 'float64', | ||
'data': discreteUniform( 10, 0.0, 10.0, { | ||
'dtype': 'float64' | ||
}), | ||
'shape': [ 5, 2 ], | ||
'strides': [ 2, 1 ], | ||
'offset': 0, | ||
'order': 'row-major' | ||
}; | ||
console.log( ndarray2array( x.data, x.shape, x.strides, x.offset, x.order ) ); | ||
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var sv = { | ||
'dtype': 'float64', | ||
'data': new Float64Array( [ NaN ] ), | ||
'shape': [], | ||
'strides': [ 0 ], | ||
'offset': 0, | ||
'order': x.order | ||
}; | ||
console.log( 'Sentinel Value: %d', sv.data[ 0 ] ); | ||
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var out = find( [ x, sv ], clbk ); | ||
console.log( out ); | ||
``` | ||
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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 class="links"> | ||
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<!-- <related-links> --> | ||
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<!-- </related-links> --> | ||
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</section> | ||
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<!-- /.links --> |
143 changes: 143 additions & 0 deletions
143
lib/node_modules/@stdlib/ndarray/base/find/benchmark/benchmark.1d_columnmajor.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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/* eslint-disable stdlib/no-redeclare */ | ||
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// MODULES // | ||
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var bench = require( '@stdlib/bench' ); | ||
var isInteger = require( '@stdlib/math/base/assert/is-integer' ); | ||
var pow = require( '@stdlib/math/base/special/pow' ); | ||
var discreteUniform = require( '@stdlib/random/array/discrete-uniform' ); | ||
var shape2strides = require( '@stdlib/ndarray/base/shape2strides' ); | ||
var pkg = require( './../package.json' ).name; | ||
var find = require( './../lib' ); | ||
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// VARIABLES // | ||
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var types = [ 'float64' ]; | ||
var order = 'column-major'; | ||
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// FUNCTIONS // | ||
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/** | ||
* Callback function. | ||
* | ||
* @param {*} value - ndarray element | ||
* @returns {boolean} result | ||
*/ | ||
function clbk( value ) { | ||
return value < 0.0; | ||
} | ||
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/** | ||
* Creates a benchmark function. | ||
* | ||
* @private | ||
* @param {PositiveInteger} len - ndarray length | ||
* @param {NonNegativeIntegerArray} shape - ndarray shape | ||
* @param {string} xtype - ndarray data type | ||
* @returns {Function} benchmark function | ||
*/ | ||
function createBenchmark( len, shape, xtype ) { | ||
var sv; | ||
var x; | ||
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x = discreteUniform( len, 1, 100 ); | ||
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x = { | ||
'dtype': xtype, | ||
'data': x, | ||
'shape': shape, | ||
'strides': shape2strides( shape, order ), | ||
'offset': 0, | ||
'order': order | ||
}; | ||
sv = { | ||
'dtype': xtype, | ||
'data': [ NaN ], | ||
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|
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'shape': [], | ||
'strides': [ 0 ], | ||
'offset': 0, | ||
'order': order | ||
}; | ||
return benchmark; | ||
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/** | ||
* Benchmark function. | ||
* | ||
* @private | ||
* @param {Benchmark} b - benchmark instance | ||
*/ | ||
function benchmark( b ) { | ||
var out; | ||
var i; | ||
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b.tic(); | ||
for ( i = 0; i < b.iterations; i++ ) { | ||
out = find( [ x, sv ], clbk ); | ||
if ( isInteger( out ) ) { | ||
b.fail( 'should not return an integer' ); | ||
} | ||
} | ||
b.toc(); | ||
if ( isInteger( out ) ) { | ||
b.fail( 'should not return an integer' ); | ||
} | ||
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 sh; | ||
var t1; | ||
var f; | ||
var i; | ||
var j; | ||
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min = 1; // 10^min | ||
max = 6; // 10^max | ||
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for ( j = 0; j < types.length; j++ ) { | ||
t1 = types[ j ]; | ||
for ( i = min; i <= max; i++ ) { | ||
len = pow( 10, i ); | ||
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sh = [ len ]; | ||
f = createBenchmark( len, sh, t1 ); | ||
bench( pkg+':ndims='+sh.length+',len='+len+',shape=['+sh.join(',')+'],xorder='+order+',xtype='+t1, f ); | ||
} | ||
} | ||
} | ||
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main(); |
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