From 2a9ec382564490232bb51ba3eb0ce1313f18022f Mon Sep 17 00:00:00 2001
From: hrshya <harshyadav6078@gmail.com>
Date: Tue, 27 Jan 2026 17:47:38 +0530
Subject: [PATCH 1/3] bench: update random value generation

---
 .../base/dists/t/cdf/benchmark/benchmark.js   |  35 ++-
 .../base/dists/t/ctor/benchmark/benchmark.js  | 233 ++++++++----------
 .../dists/t/entropy/benchmark/benchmark.js    |  16 +-
 .../t/entropy/benchmark/benchmark.native.js   |  19 +-
 .../dists/t/kurtosis/benchmark/benchmark.js   |  16 +-
 .../t/kurtosis/benchmark/benchmark.native.js  |  19 +-
 .../dists/t/logcdf/benchmark/benchmark.js     |  37 ++-
 .../dists/t/logpdf/benchmark/benchmark.js     |  21 +-
 .../t/logpdf/benchmark/benchmark.native.js    |  22 +-
 .../base/dists/t/mean/benchmark/benchmark.js  |  16 +-
 .../t/mean/benchmark/benchmark.native.js      |  19 +-
 .../dists/t/median/benchmark/benchmark.js     |  16 +-
 .../t/median/benchmark/benchmark.native.js    |  19 +-
 .../base/dists/t/mode/benchmark/benchmark.js  |  16 +-
 .../t/mode/benchmark/benchmark.native.js      |  19 +-
 .../base/dists/t/pdf/benchmark/benchmark.js   |  20 +-
 .../dists/t/pdf/benchmark/benchmark.native.js |  15 +-
 .../dists/t/quantile/benchmark/benchmark.js   |  37 ++-
 .../dists/t/skewness/benchmark/benchmark.js   |  16 +-
 .../t/skewness/benchmark/benchmark.native.js  |  19 +-
 .../base/dists/t/stdev/benchmark/benchmark.js |  16 +-
 .../t/stdev/benchmark/benchmark.native.js     |  19 +-
 .../dists/t/variance/benchmark/benchmark.js   |  16 +-
 .../t/variance/benchmark/benchmark.native.js  |  19 +-
 24 files changed, 326 insertions(+), 374 deletions(-)

diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/cdf/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/t/cdf/benchmark/benchmark.js
index 257f89bf7e8f..d817c969f0c8 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/cdf/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/cdf/benchmark/benchmark.js
@@ -21,10 +21,10 @@
 // MODULES //
 
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
-var uniform = require( '@stdlib/random/base/uniform' );
-var discreteUniform = require( '@stdlib/random/base/discrete-uniform' );
+var uniform = require( '@stdlib/random/array/uniform' );
+var discreteUniform = require( '@stdlib/random/array/discrete-uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 var cdf = require( './../lib' );
 
@@ -32,23 +32,21 @@ var cdf = require( './../lib' );
 // MAIN //
 
 bench( pkg, function benchmark( b ) {
-	var len;
+	var opts;
 	var v;
 	var x;
 	var y;
 	var i;
 
-	len = 100;
-	x = new Float64Array( len );
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		x[ i ] = uniform( -100.0, 0.0 );
-		v[ i ] = discreteUniform( 1, 100 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	x = uniform( 100, -100.0, 0.0, opts );
+	v = discreteUniform( 100, 1, 100, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = cdf( x[ i % len ], v[ i % len ] );
+		y = cdf( x[ i % x.length ], v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
@@ -61,26 +59,23 @@ bench( pkg, function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':factory', function benchmark( b ) {
+bench( format( '%s::factory', pkg ), function benchmark( b ) {
 	var mycdf;
-	var len;
 	var v;
 	var x;
 	var y;
 	var i;
 
-	len = 100;
-	x = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		x[ i ] = uniform( -50.0, 50.0 );
-	}
+	x = uniform( 100, -50.0, 50.0, {
+		'dtype': 'float64'
+	});
 
 	v = 3.0;
 	mycdf = cdf.factory( v );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = mycdf( x[ i % len ] );
+		y = mycdf( x[ i % x.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/ctor/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/t/ctor/benchmark/benchmark.js
index d13d5ca974e9..91d7587d5726 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/ctor/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/ctor/benchmark/benchmark.js
@@ -21,31 +21,30 @@
 // MODULES //
 
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
-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;
 var T = require( './../lib' );
 
 
 // MAIN //
 
-bench( pkg+'::instantiation', function benchmark( b ) {
+bench( format( '%s::instantiation', pkg ), function benchmark( b ) {
 	var dist;
-	var len;
+	var opts;
 	var i;
 	var v;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = uniform( EPS, 10.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, EPS, 10.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		dist = new T( v[ i % len ] );
+		dist = new T( v[ i % v.length ] );
 		if ( !( dist instanceof T ) ) {
 			b.fail( 'should return a distribution instance' );
 		}
@@ -58,7 +57,7 @@ bench( pkg+'::instantiation', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+'::get:v', function benchmark( b ) {
+bench( format( '%s::get:v', pkg ), function benchmark( b ) {
 	var dist;
 	var y;
 	var i;
@@ -82,26 +81,25 @@ bench( pkg+'::get:v', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+'::set:v', function benchmark( b ) {
+bench( format( '%s::set:v', pkg ), function benchmark( b ) {
 	var dist;
-	var len;
+	var opts;
 	var y;
 	var i;
 	var v;
 
-	len = 100;
-	y = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		y[ i ] = uniform( EPS, 10.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	y = uniform( 100, EPS, 10.0, opts );
 
 	v = 5.54;
 	dist = new T( v );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		dist.v = y[ i % len ];
-		if ( dist.v !== y[ i % len ] ) {
+		dist.v = y[ i % y.length ];
+		if ( dist.v !== y[ i % y.length ] ) {
 			b.fail( 'should return set value' );
 		}
 	}
@@ -113,26 +111,25 @@ bench( pkg+'::set:v', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':entropy', function benchmark( b ) {
+bench( format( '%s::entropy', pkg ), function benchmark( b ) {
 	var array;
 	var dist;
-	var len;
+	var opts;
 	var y;
 	var i;
 	var v;
 
-	len = 100;
-	array = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		array[ i ] = uniform( EPS, 10.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	array = uniform( 100, EPS, 10.0, opts );
 
 	v = 5.54;
 	dist = new T( v );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		dist.v = array[ i % len ];
+		dist.v = array[ i % array.length ];
 		y = dist.entropy;
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
@@ -146,26 +143,25 @@ bench( pkg+':entropy', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':kurtosis', function benchmark( b ) {
+bench( format( '%s::kurtosis', pkg ), function benchmark( b ) {
 	var array;
 	var dist;
-	var len;
+	var opts;
 	var y;
 	var i;
 	var v;
 
-	len = 100;
-	array = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		array[ i ] = uniform( 2.0 + EPS, 12.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	array = uniform( 100, 2.0 + EPS, 12.0, opts );
 
 	v = 5.54;
 	dist = new T( v );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		dist.v = array[ i % len ];
+		dist.v = array[ i % array.length ];
 		y = dist.kurtosis;
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
@@ -179,26 +175,25 @@ bench( pkg+':kurtosis', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':mean', function benchmark( b ) {
+bench( format( '%s::mean', pkg ), function benchmark( b ) {
 	var array;
 	var dist;
-	var len;
+	var opts;
 	var y;
 	var i;
 	var v;
 
-	len = 100;
-	array = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		array[ i ] = uniform( 1.0 + EPS, 11.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	array = uniform( 100, 1.0 + EPS, 11.0, opts );
 
 	v = 5.54;
 	dist = new T( v );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		dist.v = array[ i % len ];
+		dist.v = array[ i % array.length ];
 		y = dist.mean;
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
@@ -212,26 +207,25 @@ bench( pkg+':mean', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':median', function benchmark( b ) {
+bench( format( '%s::median', pkg ), function benchmark( b ) {
 	var array;
 	var dist;
-	var len;
+	var opts;
 	var y;
 	var i;
 	var v;
 
-	len = 100;
-	array = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		array[ i ] = uniform( EPS, 10.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	array = uniform( 100, EPS, 10.0, opts );
 
 	v = 5.54;
 	dist = new T( v );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		dist.v = array[ i % len ];
+		dist.v = array[ i % array.length ];
 		y = dist.median;
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
@@ -245,26 +239,25 @@ bench( pkg+':median', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':mode', function benchmark( b ) {
+bench( format( '%s::mode', pkg ), function benchmark( b ) {
 	var array;
 	var dist;
-	var len;
+	var opts;
 	var y;
 	var i;
 	var v;
 
-	len = 100;
-	array = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		array[ i ] = uniform( 1.0 + EPS, 11.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	array = uniform( 100, 1.0 + EPS, 11.0, opts );
 
 	v = 5.54;
 	dist = new T( v );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		dist.v = array[ i % len ];
+		dist.v = array[ i % array.length ];
 		y = dist.mode;
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
@@ -278,26 +271,25 @@ bench( pkg+':mode', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':skewness', function benchmark( b ) {
+bench( format( '%s::skewness', pkg ), function benchmark( b ) {
 	var array;
 	var dist;
-	var len;
+	var opts;
 	var y;
 	var i;
 	var v;
 
-	len = 100;
-	array = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		array[ i ] = uniform( 3.0 + EPS, 13.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	array = uniform( 100, 3.0 + EPS, 13.0, opts );
 
 	v = 5.54;
 	dist = new T( v );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		dist.v = array[ i % len ];
+		dist.v = array[ i % array.length ];
 		y = dist.skewness;
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
@@ -311,26 +303,25 @@ bench( pkg+':skewness', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':stdev', function benchmark( b ) {
+bench( format( '%s::stdev', pkg ), function benchmark( b ) {
 	var array;
 	var dist;
-	var len;
+	var opts;
 	var y;
 	var i;
 	var v;
 
-	len = 100;
-	array = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		array[ i ] = uniform( 1.0 + EPS, 11.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	array = uniform( 100, 1.0 + EPS, 11.0, opts );
 
 	v = 5.54;
 	dist = new T( v );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		dist.v = array[ i % len ];
+		dist.v = array[ i % array.length ];
 		y = dist.stdev;
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
@@ -344,26 +335,25 @@ bench( pkg+':stdev', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':variance', function benchmark( b ) {
+bench( format( '%s::variance', pkg ), function benchmark( b ) {
 	var array;
 	var dist;
-	var len;
+	var opts;
 	var y;
 	var i;
 	var v;
 
-	len = 100;
-	array = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		array[ i ] = uniform( 1.0 + EPS, 11.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	array = uniform( 100, 1.0 + EPS, 11.0, opts );
 
 	v = 5.54;
 	dist = new T( v );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		dist.v = array[ i % len ];
+		dist.v = array[ i % array.length ];
 		y = dist.variance;
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
@@ -377,26 +367,25 @@ bench( pkg+':variance', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':cdf', function benchmark( b ) {
+bench( format( '%s::cdf', pkg ), function benchmark( b ) {
 	var dist;
-	var len;
+	var opts;
 	var x;
 	var y;
 	var i;
 	var v;
 
-	len = 100;
-	x = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		x[ i ] = uniform( 0.0, 1.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	x = uniform( 100, 0.0, 1.0, opts );
 
 	v = 5.54;
 	dist = new T( v );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = dist.cdf( x[ i % len ] );
+		y = dist.cdf( x[ i % x.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
@@ -409,26 +398,25 @@ bench( pkg+':cdf', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':logcdf', function benchmark( b ) {
+bench( format( '%s::logcdf', pkg ), function benchmark( b ) {
 	var dist;
-	var len;
+	var opts;
 	var x;
 	var y;
 	var i;
 	var v;
 
-	len = 100;
-	x = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		x[ i ] = uniform( 0.0, 1.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	x = uniform( 100, 0.0, 1.0, opts );
 
 	v = 5.54;
 	dist = new T( v );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = dist.logcdf( x[ i % len ] );
+		y = dist.logcdf( x[ i % x.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
@@ -441,26 +429,25 @@ bench( pkg+':logcdf', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':logpdf', function benchmark( b ) {
+bench( format( '%s::logpdf', pkg ), function benchmark( b ) {
 	var dist;
-	var len;
+	var opts;
 	var x;
 	var y;
 	var i;
 	var v;
 
-	len = 100;
-	x = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		x[ i ] = uniform( 0.0, 1.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	x = uniform( 100, 0.0, 1.0, opts );
 
 	v = 5.54;
 	dist = new T( v );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = dist.logpdf( x[ i % len ] );
+		y = dist.logpdf( x[ i % x.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
@@ -473,26 +460,25 @@ bench( pkg+':logpdf', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':pdf', function benchmark( b ) {
+bench( format( '%s::pdf', pkg ), function benchmark( b ) {
 	var dist;
-	var len;
+	var opts;
 	var x;
 	var y;
 	var i;
 	var v;
 
-	len = 100;
-	x = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		x[ i ] = uniform( 0.0, 1.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	x = uniform( 100, 0.0, 1.0, opts );
 
 	v = 5.54;
 	dist = new T( v );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = dist.pdf( x[ i % len ] );
+		y = dist.pdf( x[ i % x.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
@@ -505,26 +491,25 @@ bench( pkg+':pdf', function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':quantile', function benchmark( b ) {
+bench( format( '%s::quantile', pkg ), function benchmark( b ) {
 	var dist;
-	var len;
+	var opts;
 	var x;
 	var y;
 	var i;
 	var v;
 
-	len = 100;
-	x = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		x[ i ] = uniform( 0.0, 1.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	x = uniform( 100, 0.0, 1.0, opts );
 
 	v = 5.54;
 	dist = new T( v );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = dist.quantile( x[ i % len ] );
+		y = dist.quantile( x[ i % x.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/entropy/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/t/entropy/benchmark/benchmark.js
index 90943379c2f3..1a09564172d0 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/entropy/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/entropy/benchmark/benchmark.js
@@ -21,8 +21,7 @@
 // MODULES //
 
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
-var uniform = require( '@stdlib/random/base/uniform' );
+var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var pkg = require( './../package.json' ).name;
 var entropy = require( './../lib' );
@@ -31,20 +30,19 @@ var entropy = require( './../lib' );
 // MAIN //
 
 bench( pkg, function benchmark( b ) {
-	var len;
+	var opts;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = uniform( 1.0, 20.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, 1.0, 20.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = entropy( v[ i % len ] );
+		y = entropy( v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/entropy/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/t/entropy/benchmark/benchmark.native.js
index b7ff8c6d6388..fd7f0736966f 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/entropy/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/entropy/benchmark/benchmark.native.js
@@ -22,10 +22,10 @@
 
 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 format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 
 
@@ -39,21 +39,20 @@ var opts = {
 
 // MAIN //
 
-bench( pkg+'::native', opts, function benchmark( b ) {
-	var len;
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
+	var opts;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = uniform( 1.0, 20.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, 1.0, 20.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = entropy( v[ i % len ] );
+		y = entropy( v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/kurtosis/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/t/kurtosis/benchmark/benchmark.js
index bb80598164a2..086ba1e3897f 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/kurtosis/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/kurtosis/benchmark/benchmark.js
@@ -21,8 +21,7 @@
 // MODULES //
 
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
-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 pkg = require( './../package.json' ).name;
@@ -32,20 +31,19 @@ var kurtosis = require( './../lib' );
 // MAIN //
 
 bench( pkg, function benchmark( b ) {
-	var len;
+	var opts;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = uniform( 2.0 + EPS, 22.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, 2.0 + EPS, 22.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = kurtosis( v[ i % len ] );
+		y = kurtosis( v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/kurtosis/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/t/kurtosis/benchmark/benchmark.native.js
index a4192d2c4b82..5b0fa7bc6863 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/kurtosis/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/kurtosis/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 randu = require( '@stdlib/random/base/randu' );
+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;
 
 
@@ -40,21 +40,20 @@ var opts = {
 
 // MAIN //
 
-bench( pkg+'::native', opts, function benchmark( b ) {
-	var len;
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
+	var opts;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = ( randu() * 20.0 ) + 2.0 + EPS;
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, 2.0 + EPS, 20.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = kurtosis( v[ i % len ] );
+		y = kurtosis( v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/logcdf/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/t/logcdf/benchmark/benchmark.js
index 7b0f044b4de1..3925c21a6a05 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/logcdf/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/logcdf/benchmark/benchmark.js
@@ -21,10 +21,10 @@
 // MODULES //
 
 var bench = require( '@stdlib/bench' );
-var uniform = require( '@stdlib/random/base/uniform' );
-var discreteUniform = require( '@stdlib/random/base/discrete-uniform' );
-var Float64Array = require( '@stdlib/array/float64' );
+var uniform = require( '@stdlib/random/array/uniform' );
+var discreteUniform = require( '@stdlib/random/array/discrete-uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 var logcdf = require( './../lib' );
 
@@ -32,23 +32,21 @@ var logcdf = require( './../lib' );
 // MAIN //
 
 bench( pkg, function benchmark( b ) {
-	var len;
+	var opts;
 	var v;
 	var x;
 	var y;
 	var i;
 
-	len = 100;
-	x = new Float64Array( len );
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		x[ i ] = uniform( -100.0, 0.0 );
-		v[ i ] = discreteUniform( 1, 100 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	x = uniform( 100, -100.0, 0.0, opts );
+	v = discreteUniform( 100, 1, 100, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = logcdf( x[ i % len ], v[ i % len ] );
+		y = logcdf( x[ i % x.length ], v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
@@ -61,26 +59,25 @@ bench( pkg, function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':factory', function benchmark( b ) {
+bench( format( '%s::factory', pkg ), function benchmark( b ) {
 	var mycdf;
-	var len;
+	var opts;
 	var v;
 	var x;
 	var y;
 	var i;
 
-	len = 100;
-	x = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		x[ i ] = uniform( -50.0, 50.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	x = uniform( 100, -50.0, 50.0, opts );
 
 	v = 3.0;
 	mycdf = logcdf.factory( v );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = mycdf( x[ i % len ] );
+		y = mycdf( x[ i % x.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/logpdf/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/t/logpdf/benchmark/benchmark.js
index 41d440b2c0a5..1456f621db4b 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/logpdf/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/logpdf/benchmark/benchmark.js
@@ -21,10 +21,9 @@
 // MODULES //
 
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
 var uniform = require( '@stdlib/random/array/uniform' );
-var randu = require( '@stdlib/random/base/randu' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 var logpdf = require( './../lib' );
 
@@ -32,23 +31,21 @@ var logpdf = require( './../lib' );
 // MAIN //
 
 bench( pkg, function benchmark( b ) {
-	var len;
+	var opts;
 	var x;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	x = new Float64Array( len );
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		x[ i ] = ( randu() * 20.0 ) - 10.0;
-		v[ i ] = ( randu() * 100.0 ) + 1.0; // degrees of freedom > 0
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	x = uniform( 100, -10.0, 10.0, opts );
+	v = uniform( 100, 1.0, 100.0, opts ); // degrees of freedom > 0
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = logpdf( x[ i % len ], v[ i % len ] );
+		y = logpdf( x[ i % x.length ], v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
@@ -61,7 +58,7 @@ bench( pkg, function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg + ':factory', function benchmark( b ) {
+bench( format( '%s::factory', pkg ), function benchmark( b ) {
 	var mylogpdf;
 	var v;
 	var x;
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/logpdf/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/t/logpdf/benchmark/benchmark.native.js
index f082ad4a7fd2..9d7638f6baa8 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/logpdf/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/logpdf/benchmark/benchmark.native.js
@@ -22,10 +22,10 @@
 
 var resolve = require( 'path' ).resolve;
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
-var randu = require( '@stdlib/random/base/randu' );
+var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var tryRequire = require( '@stdlib/utils/try-require' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 
 
@@ -39,24 +39,22 @@ var opts = {
 
 // MAIN //
 
-bench( pkg + '::native', opts, function benchmark( b ) {
-	var len;
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
+	var opts;
 	var x;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	x = new Float64Array( len );
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		x[ i ] = ( randu() * 20.0 ) - 10.0;
-		v[ i ] = ( randu() * 100.0 ) + 1.0; // degrees of freedom > 0
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	x = uniform( 100, -10.0, 10.0, opts );
+	v = uniform( 100, 1.0, 100.0, opts ); // degrees of freedom > 0
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = logpdf( x[ i % len ], v[ i % len ] );
+		y = logpdf( x[ i % x.length ], v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/mean/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/t/mean/benchmark/benchmark.js
index 70194cdea9d5..947302cfdf58 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/mean/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/mean/benchmark/benchmark.js
@@ -21,8 +21,7 @@
 // MODULES //
 
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
-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 pkg = require( './../package.json' ).name;
@@ -32,20 +31,19 @@ var mean = require( './../lib' );
 // MAIN //
 
 bench( pkg, function benchmark( b ) {
-	var len;
+	var opts;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = uniform( 1.0+EPS, 100.0 ); // degrees of freedom > 1
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, 1.0+EPS, 100.0, opts ); // degrees of freedom > 1
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = mean( v[ i % len ] );
+		y = mean( v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/mean/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/t/mean/benchmark/benchmark.native.js
index 24e72caaa382..2960129786ae 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/mean/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/mean/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 uniform = require( '@stdlib/random/base/uniform' );
+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( '@stdlib/stats/base/dists/t/mean/package.json' ).name;
 
 
@@ -40,21 +40,20 @@ var opts = {
 
 // MAIN //
 
-bench( pkg + '::native', opts, function benchmark( b ) {
-	var len;
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
+	var opts;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = uniform( 1.0+EPS, 100.0 ); // degrees of freedom > 1
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, 1.0+EPS, 100.0, opts ); // degrees of freedom > 1
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = mean( v[ i % len ] );
+		y = mean( v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/median/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/t/median/benchmark/benchmark.js
index 383435c7b9bf..7fc90afeb149 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/median/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/median/benchmark/benchmark.js
@@ -21,8 +21,7 @@
 // MODULES //
 
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
-var uniform = require( '@stdlib/random/base/uniform' );
+var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var pkg = require( './../package.json' ).name;
 var median = require( './../lib' );
@@ -31,20 +30,19 @@ var median = require( './../lib' );
 // MAIN //
 
 bench( pkg, function benchmark( b ) {
-	var len;
+	var opts;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = uniform( 0.0, 100.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, 0.0, 100.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = median( v[ i % len ] );
+		y = median( v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/median/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/t/median/benchmark/benchmark.native.js
index 206d81954c99..4972eb768f00 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/median/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/median/benchmark/benchmark.native.js
@@ -22,10 +22,10 @@
 
 var resolve = require( 'path' ).resolve;
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
-var uniform = require( '@stdlib/random/base/uniform' );
+var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var tryRequire = require( '@stdlib/utils/try-require' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 
 
@@ -39,21 +39,20 @@ var opts = {
 
 // MAIN //
 
-bench( pkg + '::native', opts, function benchmark( b ) {
-	var len;
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
+	var opts;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = uniform( 0.0, 100.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, 0.0, 100.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = median( v[ i % len ] );
+		y = median( v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/mode/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/t/mode/benchmark/benchmark.js
index ee9a5d46128c..4e80c5a4537b 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/mode/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/mode/benchmark/benchmark.js
@@ -21,8 +21,7 @@
 // MODULES //
 
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
-var uniform = require( '@stdlib/random/base/uniform' );
+var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var pkg = require( './../package.json' ).name;
 var mode = require( './../lib' );
@@ -31,20 +30,19 @@ var mode = require( './../lib' );
 // MAIN //
 
 bench( pkg, function benchmark( b ) {
-	var len;
+	var opts;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = uniform( 0.0, 100.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, 0.0, 100.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = mode( v[ i % len ] );
+		y = mode( v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/mode/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/t/mode/benchmark/benchmark.native.js
index 15e15ab082d9..ed24d667c4d7 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/mode/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/mode/benchmark/benchmark.native.js
@@ -22,10 +22,10 @@
 
 var resolve = require( 'path' ).resolve;
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
-var randu = require( '@stdlib/random/base/randu' );
+var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var tryRequire = require( '@stdlib/utils/try-require' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 
 
@@ -39,21 +39,20 @@ var opts = {
 
 // MAIN //
 
-bench( pkg + '::native', opts, function benchmark( b ) {
-	var len;
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
+	var opts;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = ( randu() * 100.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, 0.0, 100.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = mode( v[ i % len ] );
+		y = mode( v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/pdf/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/t/pdf/benchmark/benchmark.js
index 742a5706ac64..86188e512cb5 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/pdf/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/pdf/benchmark/benchmark.js
@@ -23,6 +23,7 @@
 var bench = require( '@stdlib/bench' );
 var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 var pdf = require( './../lib' );
 
@@ -30,19 +31,21 @@ var pdf = require( './../lib' );
 // MAIN //
 
 bench( pkg, function benchmark( b ) {
-	var len;
+	var opts;
 	var x;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	x = uniform( len, -10.0, 10.0 );
-	v = uniform( len, 0.1, 10.0 );
+	opts = {
+		'dtype': 'float64'
+	};
+	x = uniform( 100, -10.0, 10.0, opts );
+	v = uniform( 100, 0.1, 10.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = pdf( x[ i % len ], v[ i % len ] );
+		y = pdf( x[ i % x.length ], v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
@@ -55,7 +58,7 @@ bench( pkg, function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':factory', function benchmark( b ) {
+bench( format( '%s::factory', pkg ), function benchmark( b ) {
 	var mypdf;
 	var v;
 	var x;
@@ -64,7 +67,10 @@ bench( pkg+':factory', function benchmark( b ) {
 
 	v = 2.0;
 	mypdf = pdf.factory( v );
-	x = uniform( 100, -2.0, 2.0 );
+
+	x = uniform( 100, -2.0, 2.0, {
+		'dtype': 'float64'
+	});
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/pdf/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/t/pdf/benchmark/benchmark.native.js
index 507736a6f825..40383ae47ac9 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/pdf/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/pdf/benchmark/benchmark.native.js
@@ -25,6 +25,7 @@ var bench = require( '@stdlib/bench' );
 var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var tryRequire = require( '@stdlib/utils/try-require' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 
 
@@ -38,20 +39,22 @@ var opts = {
 
 // MAIN //
 
-bench( pkg + '::native', opts, function benchmark( b ) {
-	var len;
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
+	var opts;
 	var x;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	x = uniform( len, -10.0, 10.0 );
-	v = uniform( len, 0.1, 10.0 );
+	opts = {
+		'dtype': 'float64'
+	};
+	x = uniform( 100, -10.0, 10.0, opts );
+	v = uniform( 100, 0.1, 10.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = pdf( x[ i % len ], v[ i % len ] );
+		y = pdf( x[ i % x.length ], v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/quantile/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/t/quantile/benchmark/benchmark.js
index 7e89300efe22..e4aafc545bbb 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/quantile/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/quantile/benchmark/benchmark.js
@@ -21,10 +21,10 @@
 // MODULES //
 
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
-var uniform = require( '@stdlib/random/base/uniform' );
-var discreteUniform = require( '@stdlib/random/base/discrete-uniform' );
+var uniform = require( '@stdlib/random/array/uniform' );
+var discreteUniform = require( '@stdlib/random/array/discrete-uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 var quantile = require( './../lib' );
 
@@ -32,23 +32,21 @@ var quantile = require( './../lib' );
 // MAIN //
 
 bench( pkg, function benchmark( b ) {
-	var len;
+	var opts;
 	var v;
 	var p;
 	var y;
 	var i;
 
-	len = 100;
-	p = new Float64Array( len );
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		p[ i ] = uniform( 0.0, 1.0 );
-		v[ i ] = discreteUniform( 1, 100 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	p = uniform( 100, 0.0, 1.0, opts );
+	v = discreteUniform( 100, 1, 100, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = quantile( p[ i % len ], v[ i % len ] );
+		y = quantile( p[ i % p.length ], v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
@@ -61,26 +59,23 @@ bench( pkg, function benchmark( b ) {
 	b.end();
 });
 
-bench( pkg+':factory', function benchmark( b ) {
+bench( format( '%s::factory', pkg ), function benchmark( b ) {
 	var myquantile;
-	var len;
 	var v;
 	var p;
 	var y;
 	var i;
 
-	len = 100;
-	p = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		p[ i ] = uniform( 0.0, 1.0 );
-	}
-
 	v = 3.0;
 	myquantile = quantile.factory( v );
 
+	p = uniform( 100, 0.0, 1.0, {
+		'dtype': 'float64'
+	});
+
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = myquantile( p[ i % len ] );
+		y = myquantile( p[ i % p.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/skewness/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/t/skewness/benchmark/benchmark.js
index 6596cfff5545..0fd519bea1d3 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/skewness/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/skewness/benchmark/benchmark.js
@@ -21,8 +21,7 @@
 // MODULES //
 
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
-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 pkg = require( './../package.json' ).name;
@@ -32,20 +31,19 @@ var skewness = require( './../lib' );
 // MAIN //
 
 bench( pkg, function benchmark( b ) {
-	var len;
+	var opts;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = uniform( 3.0 + EPS, 23.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, 3.0 + EPS, 20.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = skewness( v[ i % len ] );
+		y = skewness( v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/skewness/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/t/skewness/benchmark/benchmark.native.js
index 6f4e6625561b..ba11221b01ba 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/skewness/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/skewness/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 randu = require( '@stdlib/random/base/randu' );
+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;
 
 
@@ -40,21 +40,20 @@ var opts = {
 
 // MAIN //
 
-bench( pkg+'::native', opts, function benchmark( b ) {
-	var len;
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
+	var opts;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = ( randu() * 20.0 ) + 3.0 + EPS;
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, 3.0 + EPS, 20.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = skewness( v[ i % len ] );
+		y = skewness( v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/stdev/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/t/stdev/benchmark/benchmark.js
index 87602370f4d5..459f3044b661 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/stdev/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/stdev/benchmark/benchmark.js
@@ -21,8 +21,7 @@
 // MODULES //
 
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
-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 pkg = require( './../package.json' ).name;
@@ -32,20 +31,19 @@ var stdev = require( './../lib' );
 // MAIN //
 
 bench( pkg, function benchmark( b ) {
-	var len;
+	var opts;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = uniform( 1.0 + EPS, 21.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, 1.0 + EPS, 21.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = stdev( v[ i % len ] );
+		y = stdev( v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/stdev/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/t/stdev/benchmark/benchmark.native.js
index 566a871ac3e0..9d597025c646 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/stdev/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/stdev/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 randu = require( '@stdlib/random/base/randu' );
+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;
 
 
@@ -40,21 +40,20 @@ var opts = {
 
 // MAIN //
 
-bench( pkg+'::native', opts, function benchmark( b ) {
-	var len;
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
+	var opts;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = ( randu() * 20.0 ) + 1.0 + EPS;
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, 1.0 + EPS, 20.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = stdev( v[ i % len ] );
+		y = stdev( v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/variance/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/t/variance/benchmark/benchmark.js
index 9b8bb6617127..33b772521618 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/variance/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/variance/benchmark/benchmark.js
@@ -21,8 +21,7 @@
 // MODULES //
 
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
-var uniform = require( '@stdlib/random/base/uniform' );
+var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var pkg = require( './../package.json' ).name;
 var variance = require( './../lib' );
@@ -31,20 +30,19 @@ var variance = require( './../lib' );
 // MAIN //
 
 bench( pkg, function benchmark( b ) {
-	var len;
+	var opts;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = uniform( 2.1, 100.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, 2.1, 100.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = variance( v[ i % len ] );
+		y = variance( v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/variance/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/t/variance/benchmark/benchmark.native.js
index d7501fb7a3fc..2372be901231 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/variance/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/variance/benchmark/benchmark.native.js
@@ -22,10 +22,10 @@
 
 var resolve = require( 'path' ).resolve;
 var bench = require( '@stdlib/bench' );
-var Float64Array = require( '@stdlib/array/float64' );
-var uniform = require( '@stdlib/random/base/uniform' );
+var uniform = require( '@stdlib/random/array/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var tryRequire = require( '@stdlib/utils/try-require' );
+var format = require( '@stdlib/string/format' );
 var pkg = require( './../package.json' ).name;
 
 
@@ -39,21 +39,20 @@ var opts = {
 
 // MAIN //
 
-bench( pkg + '::native', opts, function benchmark( b ) {
-	var len;
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
+	var opts;
 	var v;
 	var y;
 	var i;
 
-	len = 100;
-	v = new Float64Array( len );
-	for ( i = 0; i < len; i++ ) {
-		v[ i ] = uniform( 2.1, 100.0 );
-	}
+	opts = {
+		'dtype': 'float64'
+	};
+	v = uniform( 100, 2.1, 100.0, opts );
 
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		y = variance( v[ i % len ] );
+		y = variance( v[ i % v.length ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}

From 2e9e708c0bb1be866e7c9241658b969e66c3ee36 Mon Sep 17 00:00:00 2001
From: Harsh <149176984+hrshya@users.noreply.github.com>
Date: Tue, 27 Jan 2026 17:57:58 +0530
Subject: [PATCH 2/3] fix: resolves lint issues

Signed-off-by: Harsh <149176984+hrshya@users.noreply.github.com>
---
 .../stats/base/dists/t/mean/benchmark/benchmark.native.js       | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/mean/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/t/mean/benchmark/benchmark.native.js
index 2960129786ae..ceb6bc6b8507 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/mean/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/mean/benchmark/benchmark.native.js
@@ -27,7 +27,7 @@ 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( '@stdlib/stats/base/dists/t/mean/package.json' ).name;
+var pkg = require( './../package.json' ).name;
 
 
 // VARIABLES //

From 8013fad8c3f7245838e2f8041f14b4a230664d8a Mon Sep 17 00:00:00 2001
From: Harsh <149176984+hrshya@users.noreply.github.com>
Date: Wed, 28 Jan 2026 17:22:38 +0530
Subject: [PATCH 3/3] fix: use single colon for direct property access

Signed-off-by: Harsh <149176984+hrshya@users.noreply.github.com>
---
 .../base/dists/t/ctor/benchmark/benchmark.js  | 26 +++++++++----------
 1 file changed, 13 insertions(+), 13 deletions(-)

diff --git a/lib/node_modules/@stdlib/stats/base/dists/t/ctor/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/t/ctor/benchmark/benchmark.js
index 91d7587d5726..b20e1199afb9 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/t/ctor/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/t/ctor/benchmark/benchmark.js
@@ -111,7 +111,7 @@ bench( format( '%s::set:v', pkg ), function benchmark( b ) {
 	b.end();
 });
 
-bench( format( '%s::entropy', pkg ), function benchmark( b ) {
+bench( format( '%s:entropy', pkg ), function benchmark( b ) {
 	var array;
 	var dist;
 	var opts;
@@ -143,7 +143,7 @@ bench( format( '%s::entropy', pkg ), function benchmark( b ) {
 	b.end();
 });
 
-bench( format( '%s::kurtosis', pkg ), function benchmark( b ) {
+bench( format( '%s:kurtosis', pkg ), function benchmark( b ) {
 	var array;
 	var dist;
 	var opts;
@@ -175,7 +175,7 @@ bench( format( '%s::kurtosis', pkg ), function benchmark( b ) {
 	b.end();
 });
 
-bench( format( '%s::mean', pkg ), function benchmark( b ) {
+bench( format( '%s:mean', pkg ), function benchmark( b ) {
 	var array;
 	var dist;
 	var opts;
@@ -207,7 +207,7 @@ bench( format( '%s::mean', pkg ), function benchmark( b ) {
 	b.end();
 });
 
-bench( format( '%s::median', pkg ), function benchmark( b ) {
+bench( format( '%s:median', pkg ), function benchmark( b ) {
 	var array;
 	var dist;
 	var opts;
@@ -239,7 +239,7 @@ bench( format( '%s::median', pkg ), function benchmark( b ) {
 	b.end();
 });
 
-bench( format( '%s::mode', pkg ), function benchmark( b ) {
+bench( format( '%s:mode', pkg ), function benchmark( b ) {
 	var array;
 	var dist;
 	var opts;
@@ -271,7 +271,7 @@ bench( format( '%s::mode', pkg ), function benchmark( b ) {
 	b.end();
 });
 
-bench( format( '%s::skewness', pkg ), function benchmark( b ) {
+bench( format( '%s:skewness', pkg ), function benchmark( b ) {
 	var array;
 	var dist;
 	var opts;
@@ -303,7 +303,7 @@ bench( format( '%s::skewness', pkg ), function benchmark( b ) {
 	b.end();
 });
 
-bench( format( '%s::stdev', pkg ), function benchmark( b ) {
+bench( format( '%s:stdev', pkg ), function benchmark( b ) {
 	var array;
 	var dist;
 	var opts;
@@ -335,7 +335,7 @@ bench( format( '%s::stdev', pkg ), function benchmark( b ) {
 	b.end();
 });
 
-bench( format( '%s::variance', pkg ), function benchmark( b ) {
+bench( format( '%s:variance', pkg ), function benchmark( b ) {
 	var array;
 	var dist;
 	var opts;
@@ -367,7 +367,7 @@ bench( format( '%s::variance', pkg ), function benchmark( b ) {
 	b.end();
 });
 
-bench( format( '%s::cdf', pkg ), function benchmark( b ) {
+bench( format( '%s:cdf', pkg ), function benchmark( b ) {
 	var dist;
 	var opts;
 	var x;
@@ -398,7 +398,7 @@ bench( format( '%s::cdf', pkg ), function benchmark( b ) {
 	b.end();
 });
 
-bench( format( '%s::logcdf', pkg ), function benchmark( b ) {
+bench( format( '%s:logcdf', pkg ), function benchmark( b ) {
 	var dist;
 	var opts;
 	var x;
@@ -429,7 +429,7 @@ bench( format( '%s::logcdf', pkg ), function benchmark( b ) {
 	b.end();
 });
 
-bench( format( '%s::logpdf', pkg ), function benchmark( b ) {
+bench( format( '%s:logpdf', pkg ), function benchmark( b ) {
 	var dist;
 	var opts;
 	var x;
@@ -460,7 +460,7 @@ bench( format( '%s::logpdf', pkg ), function benchmark( b ) {
 	b.end();
 });
 
-bench( format( '%s::pdf', pkg ), function benchmark( b ) {
+bench( format( '%s:pdf', pkg ), function benchmark( b ) {
 	var dist;
 	var opts;
 	var x;
@@ -491,7 +491,7 @@ bench( format( '%s::pdf', pkg ), function benchmark( b ) {
 	b.end();
 });
 
-bench( format( '%s::quantile', pkg ), function benchmark( b ) {
+bench( format( '%s:quantile', pkg ), function benchmark( b ) {
 	var dist;
 	var opts;
 	var x;