From f33bc04644d0dd23e225559276d01fc178d98c98 Mon Sep 17 00:00:00 2001
From: hrshya <harshyadav6078@gmail.com>
Date: Mon, 2 Feb 2026 15:54:45 +0530
Subject: [PATCH 1/2] bench: refactor to use string interpolation in
 stats/base/dists/betaprime

---
 .../betaprime/cdf/benchmark/benchmark.js      |  3 +-
 .../betaprime/ctor/benchmark/benchmark.js     | 29 ++++++++++---------
 .../kurtosis/benchmark/benchmark.native.js    |  3 +-
 .../betaprime/logcdf/benchmark/benchmark.js   |  3 +-
 .../betaprime/logpdf/benchmark/benchmark.js   |  3 +-
 .../logpdf/benchmark/benchmark.native.js      |  2 +-
 .../mean/benchmark/benchmark.native.js        |  3 +-
 .../mode/benchmark/benchmark.native.js        |  3 +-
 .../betaprime/pdf/benchmark/benchmark.js      |  3 +-
 .../pdf/benchmark/benchmark.native.js         |  3 +-
 .../betaprime/quantile/benchmark/benchmark.js |  3 +-
 .../skewness/benchmark/benchmark.native.js    |  3 +-
 .../stdev/benchmark/benchmark.native.js       |  3 +-
 .../variance/benchmark/benchmark.native.js    | 22 +++++++-------
 14 files changed, 48 insertions(+), 38 deletions(-)

diff --git a/lib/node_modules/@stdlib/stats/base/dists/betaprime/cdf/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/betaprime/cdf/benchmark/benchmark.js
index 53d988efbbe8..81c787393123 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/betaprime/cdf/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/betaprime/cdf/benchmark/benchmark.js
@@ -24,6 +24,7 @@ var bench = require( '@stdlib/bench' );
 var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var EPS = require( '@stdlib/constants/float64/eps' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 var cdf = require( './../lib' );
 
@@ -60,7 +61,7 @@ bench( pkg, function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':factory', function benchmark( b ) {
+bench( format( '%s::factory', pkg ), function benchmark( b ) {
 	var mycdf;
 	var alpha;
 	var beta;
diff --git a/lib/node_modules/@stdlib/stats/base/dists/betaprime/ctor/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/betaprime/ctor/benchmark/benchmark.js
index 5ed003e8b62d..c250e73e46a8 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/betaprime/ctor/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/betaprime/ctor/benchmark/benchmark.js
@@ -24,13 +24,14 @@ var bench = require( '@stdlib/bench' );
 var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var EPS = require( '@stdlib/constants/float64/eps' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 var BetaPrime = require( './../lib' );
 
 
 // MAIN //
 
-bench( pkg+'::instantiation', function benchmark( b ) {
+bench( format( '%s::instantiation', pkg ), function benchmark( b ) {
 	var alpha;
 	var beta;
 	var dist;
@@ -58,7 +59,7 @@ bench( pkg+'::instantiation', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+'::get:alpha', function benchmark( b ) {
+bench( format( '%s::get:alpha', pkg ), function benchmark( b ) {
 	var alpha;
 	var beta;
 	var dist;
@@ -84,7 +85,7 @@ bench( pkg+'::get:alpha', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+'::set:alpha', function benchmark( b ) {
+bench( format( '%s::set:alpha', pkg ), function benchmark( b ) {
 	var alpha;
 	var beta;
 	var dist;
@@ -116,7 +117,7 @@ bench( pkg+'::set:alpha', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+'::get:beta', function benchmark( b ) {
+bench( format( '%s::get:beta', pkg ), function benchmark( b ) {
 	var alpha;
 	var beta;
 	var dist;
@@ -142,7 +143,7 @@ bench( pkg+'::get:beta', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+'::set:beta', function benchmark( b ) {
+bench( format( '%s::set:beta', pkg ), function benchmark( b ) {
 	var alpha;
 	var beta;
 	var dist;
@@ -174,7 +175,7 @@ bench( pkg+'::set:beta', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':kurtosis', function benchmark( b ) {
+bench( format( '%s:kurtosis', pkg ), function benchmark( b ) {
 	var alpha;
 	var beta;
 	var dist;
@@ -208,7 +209,7 @@ bench( pkg+':kurtosis', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':mean', function benchmark( b ) {
+bench( format( '%s:mean', pkg ), function benchmark( b ) {
 	var alpha;
 	var beta;
 	var dist;
@@ -242,7 +243,7 @@ bench( pkg+':mean', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':mode', function benchmark( b ) {
+bench( format( '%s:mode', pkg ), function benchmark( b ) {
 	var alpha;
 	var beta;
 	var dist;
@@ -276,7 +277,7 @@ bench( pkg+':mode', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':skewness', function benchmark( b ) {
+bench( format( '%s:skewness', pkg ), function benchmark( b ) {
 	var alpha;
 	var beta;
 	var dist;
@@ -310,7 +311,7 @@ bench( pkg+':skewness', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':stdev', function benchmark( b ) {
+bench( format( '%s:stdev', pkg ), function benchmark( b ) {
 	var alpha;
 	var beta;
 	var dist;
@@ -344,7 +345,7 @@ bench( pkg+':stdev', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':cdf', function benchmark( b ) {
+bench( format( '%s:cdf', pkg ), function benchmark( b ) {
 	var alpha;
 	var beta;
 	var dist;
@@ -377,7 +378,7 @@ bench( pkg+':cdf', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':logpdf', function benchmark( b ) {
+bench( format( '%s:logpdf', pkg ), function benchmark( b ) {
 	var alpha;
 	var beta;
 	var dist;
@@ -410,7 +411,7 @@ bench( pkg+':logpdf', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':pdf', function benchmark( b ) {
+bench( format( '%s:pdf', pkg ), function benchmark( b ) {
 	var alpha;
 	var beta;
 	var dist;
@@ -443,7 +444,7 @@ bench( pkg+':pdf', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':quantile', function benchmark( b ) {
+bench( format( '%s:quantile', pkg ), function benchmark( b ) {
 	var alpha;
 	var beta;
 	var dist;
diff --git a/lib/node_modules/@stdlib/stats/base/dists/betaprime/kurtosis/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/betaprime/kurtosis/benchmark/benchmark.native.js
index 3d4622ed2f11..d6411cefe835 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/betaprime/kurtosis/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/betaprime/kurtosis/benchmark/benchmark.native.js
@@ -26,6 +26,7 @@ var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var tryRequire = require( '@stdlib/utils/try-require' );
 var EPS = require( '@stdlib/constants/float64/eps' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 
 
@@ -39,7 +40,7 @@ var opts = {
 
 // MAIN //
 
-bench( pkg+'::native', opts, function benchmark( b ) {
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
 	var alpha;
 	var beta;
 	var opts;
diff --git a/lib/node_modules/@stdlib/stats/base/dists/betaprime/logcdf/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/betaprime/logcdf/benchmark/benchmark.js
index b91d5c6b557d..fe6a545c31c3 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/betaprime/logcdf/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/betaprime/logcdf/benchmark/benchmark.js
@@ -24,6 +24,7 @@ var bench = require( '@stdlib/bench' );
 var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var EPS = require( '@stdlib/constants/float64/eps' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 var logcdf = require( './../lib' );
 
@@ -60,7 +61,7 @@ bench( pkg, function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':factory', function benchmark( b ) {
+bench( format( '%s::factory', pkg ), function benchmark( b ) {
 	var mylogcdf;
 	var alpha;
 	var beta;
diff --git a/lib/node_modules/@stdlib/stats/base/dists/betaprime/logpdf/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/betaprime/logpdf/benchmark/benchmark.js
index f6697fe6ff93..c57a3c7f42fe 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/betaprime/logpdf/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/betaprime/logpdf/benchmark/benchmark.js
@@ -24,6 +24,7 @@ var bench = require( '@stdlib/bench' );
 var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var EPS = require( '@stdlib/constants/float64/eps' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 var logpdf = require( './../lib' );
 
@@ -60,7 +61,7 @@ bench( pkg, function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':factory', function benchmark( b ) {
+bench( format( '%s::factory', pkg ), function benchmark( b ) {
 	var mylogpdf;
 	var alpha;
 	var beta;
diff --git a/lib/node_modules/@stdlib/stats/base/dists/betaprime/logpdf/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/betaprime/logpdf/benchmark/benchmark.native.js
index d15585849750..e3330e503b99 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/betaprime/logpdf/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/betaprime/logpdf/benchmark/benchmark.native.js
@@ -39,7 +39,7 @@ var opts = {
 
 // MAIN //
 
-bench( pkg+'::native', opts, function benchmark( b ) {
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
 	var alpha;
 	var beta;
 	var opts;
diff --git a/lib/node_modules/@stdlib/stats/base/dists/betaprime/mean/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/betaprime/mean/benchmark/benchmark.native.js
index 0d184900218b..a8a831a0673f 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/betaprime/mean/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/betaprime/mean/benchmark/benchmark.native.js
@@ -26,6 +26,7 @@ var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var tryRequire = require( '@stdlib/utils/try-require' );
 var EPS = require( '@stdlib/constants/float64/eps' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 
 
@@ -39,7 +40,7 @@ var opts = {
 
 // MAIN //
 
-bench( pkg+'::native', opts, function benchmark( b ) {
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
 	var alpha;
 	var beta;
 	var opts;
diff --git a/lib/node_modules/@stdlib/stats/base/dists/betaprime/mode/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/betaprime/mode/benchmark/benchmark.native.js
index 34551660b41b..21f90a275111 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/betaprime/mode/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/betaprime/mode/benchmark/benchmark.native.js
@@ -26,6 +26,7 @@ var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var tryRequire = require( '@stdlib/utils/try-require' );
 var EPS = require( '@stdlib/constants/float64/eps' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 
 
@@ -39,7 +40,7 @@ var opts = {
 
 // MAIN //
 
-bench( pkg+'::native', opts, function benchmark( b ) {
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
 	var alpha;
 	var beta;
 	var opts;
diff --git a/lib/node_modules/@stdlib/stats/base/dists/betaprime/pdf/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/betaprime/pdf/benchmark/benchmark.js
index 7cc3f5b12b94..9f847e99b09c 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/betaprime/pdf/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/betaprime/pdf/benchmark/benchmark.js
@@ -24,6 +24,7 @@ var bench = require( '@stdlib/bench' );
 var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var EPS = require( '@stdlib/constants/float64/eps' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 var pdf = require( './../lib' );
 
@@ -60,7 +61,7 @@ bench( pkg, function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':factory', function benchmark( b ) {
+bench( format( '%s::factory', pkg ), function benchmark( b ) {
 	var mypdf;
 	var alpha;
 	var beta;
diff --git a/lib/node_modules/@stdlib/stats/base/dists/betaprime/pdf/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/betaprime/pdf/benchmark/benchmark.native.js
index 8f2c9254f745..0211dc2f196b 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/betaprime/pdf/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/betaprime/pdf/benchmark/benchmark.native.js
@@ -26,6 +26,7 @@ var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var tryRequire = require( '@stdlib/utils/try-require' );
 var EPS = require( '@stdlib/constants/float64/eps' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 
 
@@ -39,7 +40,7 @@ var opts = {
 
 // MAIN //
 
-bench( pkg+'::native', opts, function benchmark( b ) {
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
 	var alpha;
 	var beta;
 	var opts;
diff --git a/lib/node_modules/@stdlib/stats/base/dists/betaprime/quantile/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/betaprime/quantile/benchmark/benchmark.js
index 511a109442ff..fa45796b0118 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/betaprime/quantile/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/betaprime/quantile/benchmark/benchmark.js
@@ -24,6 +24,7 @@ var bench = require( '@stdlib/bench' );
 var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var EPS = require( '@stdlib/constants/float64/eps' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 var quantile = require( './../lib' );
 
@@ -60,7 +61,7 @@ bench( pkg, function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':factory', function benchmark( b ) {
+bench( format( '%s::factory', pkg ), function benchmark( b ) {
 	var myQuantile;
 	var alpha;
 	var beta;
diff --git a/lib/node_modules/@stdlib/stats/base/dists/betaprime/skewness/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/betaprime/skewness/benchmark/benchmark.native.js
index 1531407cbbe0..d478cb650e52 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/betaprime/skewness/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/betaprime/skewness/benchmark/benchmark.native.js
@@ -26,6 +26,7 @@ var tryRequire = require( '@stdlib/utils/try-require' );
 var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var EPS = require( '@stdlib/constants/float64/eps' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 
 
@@ -39,7 +40,7 @@ var opts = {
 
 // MAIN //
 
-bench( pkg+'::native', opts, function benchmark( b ) {
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
 	var alpha;
 	var beta;
 	var opts;
diff --git a/lib/node_modules/@stdlib/stats/base/dists/betaprime/stdev/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/betaprime/stdev/benchmark/benchmark.native.js
index 236b7bc1e782..1c684ece10f4 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/betaprime/stdev/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/betaprime/stdev/benchmark/benchmark.native.js
@@ -26,6 +26,7 @@ var tryRequire = require( '@stdlib/utils/try-require' );
 var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var EPS = require( '@stdlib/constants/float64/eps' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 
 
@@ -39,7 +40,7 @@ var opts = {
 
 // MAIN //
 
-bench( pkg+'::native', opts, function benchmark( b ) {
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
 	var alpha;
 	var beta;
 	var opts;
diff --git a/lib/node_modules/@stdlib/stats/base/dists/betaprime/variance/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/betaprime/variance/benchmark/benchmark.native.js
index 38e8eb96bfac..587a72c5c109 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/betaprime/variance/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/betaprime/variance/benchmark/benchmark.native.js
@@ -22,11 +22,11 @@
 
 var resolve = require( 'path' ).resolve;
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
 var tryRequire = require( '@stdlib/utils/try-require' );
-var uniform = require( '@stdlib/random/base/uniform' );
+var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var EPS = require( '@stdlib/constants/float64/eps' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 
 
@@ -40,24 +40,22 @@ var opts = {
 
 // MAIN //
 
-bench( pkg+'::native', opts, function benchmark( b ) {
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
 	var alpha;
 	var beta;
-	var len;
+	var opts;
 	var y;
 	var i;
 
-	len = 100;
-	alpha = new Float64Array( len );
-	beta = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		alpha[ i ] = uniform( EPS, 20.0 );
-		beta[ i ] = uniform( 2.0 + EPS, 20.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	alpha = uniform( 100, EPS, 20.0, opts );
+	beta = uniform( 100, 2.0 + EPS, 20.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = variance( alpha[ i % len ], beta[ i % len ] );
+		y = variance( alpha[ i % alpha.length ], beta[ i % beta.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}

From 8d8f8ae3625cb55551c0243ab7b031ade254e19d Mon Sep 17 00:00:00 2001
From: Harsh <149176984+hrshya@users.noreply.github.com>
Date: Mon, 2 Feb 2026 16:01:30 +0530
Subject: [PATCH 2/2] fix: resolves lint issues

Signed-off-by: Harsh <149176984+hrshya@users.noreply.github.com>
---
 .../base/dists/betaprime/logpdf/benchmark/benchmark.native.js    | 1 +
 1 file changed, 1 insertion(+)

diff --git a/lib/node_modules/@stdlib/stats/base/dists/betaprime/logpdf/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/betaprime/logpdf/benchmark/benchmark.native.js
index e3330e503b99..8f796a1d455f 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/betaprime/logpdf/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/betaprime/logpdf/benchmark/benchmark.native.js
@@ -26,6 +26,7 @@ var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var tryRequire = require( '@stdlib/utils/try-require' );
 var EPS = require( '@stdlib/constants/float64/eps' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;