bench: refactor random number generation in JS benchmarks for stats/base/dists/pareto-type1

[gkbishnoi07]

Resolves #4982

Description

What is the purpose of this pull request?

This pull request:

• Refactors random number generation in JS benchmarks for stats/base/dists/pareto-type1.
• Replaces randu() with uniform() for cleaner and more consistent code.
• Moves the random number generation outside the benchmarking loops to improve efficiency.

Related Issues

Does this pull request have any related issues?

This pull request:

• Resolves [RFC]: Refactor random number generation in JS benchmarks for stats/base/dists/pareto-type1 #4982

Questions

Any questions for reviewers of this pull request?

No.

Other

Any other information relevant to this pull request?

No.

Checklist

Please ensure the following tasks are completed before submitting this pull request.

• Read, understood, and followed the contributing guidelines

[stdlib-bot]

Coverage Report

Package	Statements	Branches	Functions	Lines
stats/base/dists/pareto-type1/cdf	$\color{green}239/239$ $\color{green}+100.00\%$	$\color{green}23/23$ $\color{green}+100.00\%$	$\color{green}3/3$ $\color{green}+100.00\%$	$\color{green}239/239$ $\color{green}+100.00\%$
stats/base/dists/pareto-type1/ctor	$\color{green}438/438$ $\color{green}+100.00\%$	$\color{green}32/32$ $\color{green}+100.00\%$	$\color{green}17/17$ $\color{green}+100.00\%$	$\color{green}438/438$ $\color{green}+100.00\%$
stats/base/dists/pareto-type1/entropy	$\color{green}126/126$ $\color{green}+100.00\%$	$\color{green}8/8$ $\color{green}+100.00\%$	$\color{green}1/1$ $\color{green}+100.00\%$	$\color{green}126/126$ $\color{green}+100.00\%$
stats/base/dists/pareto-type1/kurtosis	$\color{green}128/128$ $\color{green}+100.00\%$	$\color{green}8/8$ $\color{green}+100.00\%$	$\color{green}1/1$ $\color{green}+100.00\%$	$\color{green}128/128$ $\color{green}+100.00\%$
stats/base/dists/pareto-type1/logcdf	$\color{green}243/243$ $\color{green}+100.00\%$	$\color{green}23/23$ $\color{green}+100.00\%$	$\color{green}3/3$ $\color{green}+100.00\%$	$\color{green}243/243$ $\color{green}+100.00\%$
stats/base/dists/pareto-type1/logpdf	$\color{green}251/251$ $\color{green}+100.00\%$	$\color{green}23/23$ $\color{green}+100.00\%$	$\color{green}3/3$ $\color{green}+100.00\%$	$\color{green}251/251$ $\color{green}+100.00\%$
stats/base/dists/pareto-type1/mean	$\color{green}122/122$ $\color{green}+100.00\%$	$\color{green}8/8$ $\color{green}+100.00\%$	$\color{green}1/1$ $\color{green}+100.00\%$	$\color{green}122/122$ $\color{green}+100.00\%$
stats/base/dists/pareto-type1/median	$\color{green}119/119$ $\color{green}+100.00\%$	$\color{green}6/6$ $\color{green}+100.00\%$	$\color{green}1/1$ $\color{green}+100.00\%$	$\color{green}119/119$ $\color{green}+100.00\%$
stats/base/dists/pareto-type1/mode	$\color{green}124/124$ $\color{green}+100.00\%$	$\color{green}8/8$ $\color{green}+100.00\%$	$\color{green}1/1$ $\color{green}+100.00\%$	$\color{green}124/124$ $\color{green}+100.00\%$
stats/base/dists/pareto-type1/pdf	$\color{green}251/251$ $\color{green}+100.00\%$	$\color{green}23/23$ $\color{green}+100.00\%$	$\color{green}3/3$ $\color{green}+100.00\%$	$\color{green}251/251$ $\color{green}+100.00\%$
stats/base/dists/pareto-type1/quantile	$\color{green}235/235$ $\color{green}+100.00\%$	$\color{green}23/23$ $\color{green}+100.00\%$	$\color{green}3/3$ $\color{green}+100.00\%$	$\color{green}235/235$ $\color{green}+100.00\%$
stats/base/dists/pareto-type1/skewness	$\color{green}196/196$ $\color{green}+100.00\%$	$\color{green}10/10$ $\color{green}+100.00\%$	$\color{green}2/2$ $\color{green}+100.00\%$	$\color{green}196/196$ $\color{green}+100.00\%$
stats/base/dists/pareto-type1/stdev	$\color{green}203/203$ $\color{green}+100.00\%$	$\color{green}12/12$ $\color{green}+100.00\%$	$\color{green}2/2$ $\color{green}+100.00\%$	$\color{green}203/203$ $\color{green}+100.00\%$
stats/base/dists/pareto-type1/variance	$\color{green}129/129$ $\color{green}+100.00\%$	$\color{green}10/10$ $\color{green}+100.00\%$	$\color{green}1/1$ $\color{green}+100.00\%$	$\color{green}129/129$ $\color{green}+100.00\%$

The above coverage report was generated for the changes in this PR.

[gkbishnoi07]

@anandkaranubc ready for review

[gkbishnoi07]

@Planeshifter @kgryte please review this PRs

[anandkaranubc]

Some more changes are required. The rest looks good!

[gkbishnoi07]

@anandkaranubc please review

[anandkaranubc]

The PR looks ready to be merged. Thanks for your work on this! Now, you can wait for a maintainer to merge it.

[stdlib-bot]

PR Commit Message

bench: refactor random number generation in JS benchmarks for `stats/base/dists/pareto-type1`

PR-URL: https://github.com/stdlib-js/stdlib/pull/5260
Closes: https://github.com/stdlib-js/stdlib/issues/4982

Co-authored-by: Gopi Kishan <gkishan1kyt@gmail.com>
Reviewed-by: anandkaranubc <anandkaranubc@users.noreply.github.com>

Please review the above commit message and make any necessary adjustments.

[Planeshifter]

Thanks @gkbishnoi07 for your contribution and @anandkaranubc for review! Landing...