From 4d2120e47c6dfbf317e2759274af6bcd5988f5f2 Mon Sep 17 00:00:00 2001
From: Nishchay Rajput <nishchayr@iitbhilai.ac.in>
Date: Mon, 27 Jan 2025 10:45:07 +0530
Subject: [PATCH 1/3] feat: add C implementation for
 @stdlib/stats/base/dists/levy/entropy

---
type: pre_commit_static_analysis_report
description: Results of running static analysis checks when committing changes.
report:
  - task: lint_filenames
    status: passed
  - task: lint_editorconfig
    status: passed
  - task: lint_markdown
    status: passed
  - task: lint_package_json
    status: passed
  - task: lint_repl_help
    status: na
  - task: lint_javascript_src
    status: passed
  - task: lint_javascript_cli
    status: na
  - task: lint_javascript_examples
    status: na
  - task: lint_javascript_tests
    status: passed
  - task: lint_javascript_benchmarks
    status: passed
  - task: lint_python
    status: na
  - task: lint_r
    status: na
  - task: lint_c_src
    status: missing_dependencies
  - task: lint_c_examples
    status: missing_dependencies
  - task: lint_c_benchmarks
    status: missing_dependencies
  - task: lint_c_tests_fixtures
    status: na
  - task: lint_shell
    status: na
  - task: lint_typescript_declarations
    status: na
  - task: lint_typescript_tests
    status: na
  - task: lint_license_headers
    status: passed
---
---
 .../stats/base/dists/levy/entropy/README.md   |  95 ++++++++++
 .../dists/levy/entropy/benchmark/benchmark.js |  14 +-
 .../entropy/benchmark/benchmark.native.js     |  71 ++++++++
 .../dists/levy/entropy/benchmark/c/Makefile   | 146 +++++++++++++++
 .../levy/entropy/benchmark/c/benchmark.c      | 141 +++++++++++++++
 .../stats/base/dists/levy/entropy/binding.gyp | 170 ++++++++++++++++++
 .../dists/levy/entropy/examples/c/Makefile    | 146 +++++++++++++++
 .../dists/levy/entropy/examples/c/example.c   |  40 +++++
 .../base/dists/levy/entropy/include.gypi      |  53 ++++++
 .../stdlib/stats/base/dists/levy/entropy.h    |  38 ++++
 .../base/dists/levy/entropy/lib/native.js     |  63 +++++++
 .../base/dists/levy/entropy/manifest.json     |  89 +++++++++
 .../base/dists/levy/entropy/package.json      |   3 +
 .../base/dists/levy/entropy/src/Makefile      |  70 ++++++++
 .../stats/base/dists/levy/entropy/src/addon.c |  23 +++
 .../stats/base/dists/levy/entropy/src/main.c  |  47 +++++
 .../dists/levy/entropy/test/test.native.js    | 114 ++++++++++++
 17 files changed, 1320 insertions(+), 3 deletions(-)
 create mode 100644 lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.native.js
 create mode 100644 lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/c/Makefile
 create mode 100644 lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/c/benchmark.c
 create mode 100644 lib/node_modules/@stdlib/stats/base/dists/levy/entropy/binding.gyp
 create mode 100644 lib/node_modules/@stdlib/stats/base/dists/levy/entropy/examples/c/Makefile
 create mode 100644 lib/node_modules/@stdlib/stats/base/dists/levy/entropy/examples/c/example.c
 create mode 100644 lib/node_modules/@stdlib/stats/base/dists/levy/entropy/include.gypi
 create mode 100644 lib/node_modules/@stdlib/stats/base/dists/levy/entropy/include/stdlib/stats/base/dists/levy/entropy.h
 create mode 100644 lib/node_modules/@stdlib/stats/base/dists/levy/entropy/lib/native.js
 create mode 100644 lib/node_modules/@stdlib/stats/base/dists/levy/entropy/manifest.json
 create mode 100644 lib/node_modules/@stdlib/stats/base/dists/levy/entropy/src/Makefile
 create mode 100644 lib/node_modules/@stdlib/stats/base/dists/levy/entropy/src/addon.c
 create mode 100644 lib/node_modules/@stdlib/stats/base/dists/levy/entropy/src/main.c
 create mode 100644 lib/node_modules/@stdlib/stats/base/dists/levy/entropy/test/test.native.js

diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/README.md b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/README.md
index 39c1847c7a82..d79fbc66ddc3 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/README.md
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/README.md
@@ -133,6 +133,101 @@ for ( i = 0; i < 10; i++ ) {
 
 <!-- /.examples -->
 
+<!-- C interface documentation. -->
+
+* * *
+
+<section class="c">
+
+## C APIs
+
+<!-- Section to include introductory text. Make sure to keep an empty line after the intro `section` element and another before the `/section` close. -->
+
+<section class="intro">
+
+</section>
+
+<!-- /.intro -->
+
+<!-- C usage documentation. -->
+
+<section class="usage">
+
+### Usage
+
+```c
+#include "stdlib/stats/base/dists/levy/entropy.h"
+```
+
+#### stdlib_base_dists_levy_entropy( mu, c )
+
+Returns the [entropy][entropy] for a [Lévy][levy-distribution] distribution with location parameter `mu` and scale parameter `c`.
+
+```c
+double out = stdlib_base_dists_levy_entropy( 0.0, 1.0 );
+// returns ~3.324
+```
+
+The function accepts the following arguments:
+
+-   **mu**: `[in] double` location parameter.
+-   **c**: `[in] double` scale parameter.
+
+```c
+double stdlib_base_dists_levy_entropy( const double mu, const double c );
+```
+
+</section>
+
+<!-- /.usage -->
+
+<!-- C API usage notes. Make sure to keep an empty line after the `section` element and another before the `/section` close. -->
+
+<section class="notes">
+
+</section>
+
+<!-- /.notes -->
+
+<!-- C API usage examples. -->
+
+<section class="examples">
+
+### Examples
+
+```c
+#include "stdlib/stats/base/dists/levy/entropy.h"
+#include <stdlib.h>
+#include <stdio.h>
+
+static double random_uniform( const double min, const double max ) {
+    double v = (double)rand() / ( (double)RAND_MAX + 1.0 );
+    return min + ( v*(max-min) );
+}
+
+int main( void ) {
+    double mu;
+    double c;
+    double y;
+    int i;
+
+    for ( i = 0; i < 25; i++ ) {
+        mu = random_uniform( -5.0, 5.0 );
+        c = random_uniform( 0.0, 20.0 );
+        y = stdlib_base_dists_levy_entropy( mu, c );
+        printf( "mu = %lf; c = %lf; h(X;µ,c) = %lf\n", mu, c, y );
+    }
+}
+```
+
+</section>
+
+<!-- /.examples -->
+
+</section>
+
+<!-- /.c -->
+
 <!-- Section to include cited references. If references are included, add a horizontal rule *before* the section. Make sure to keep an empty line after the `section` element and another before the `/section` close. -->
 
 <section class="references">
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.js
index 3a70c9419df9..b617a4ab6d70 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.js
@@ -23,6 +23,7 @@
 var bench = require( '@stdlib/bench' );
 var randu = require( '@stdlib/random/base/randu' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
+var Float64Array = require( '@stdlib/array/float64' );
 var EPS = require( '@stdlib/constants/float64/eps' );
 var pkg = require( './../package.json' ).name;
 var entropy = require( './../lib' );
@@ -31,16 +32,23 @@ var entropy = require( './../lib' );
 // MAIN //
 
 bench( pkg, function benchmark( b ) {
+	var len;
 	var mu;
 	var c;
 	var y;
 	var i;
 
+	len = 100;
+	mu = new Float64Array( len );
+	c = new Float64Array( len );
+	for ( i = 0; i < len; i++ ) {
+		mu[ i ] = ( randu() * 100.0 ) - 50.0;
+		c[ i ] = ( randu() * 20.0 ) + EPS;
+	}
+
 	b.tic();
 	for ( i = 0; i < b.iterations; i++ ) {
-		mu = ( randu()*100.0 ) - 50.0;
-		c = ( randu()*20.0 ) + EPS;
-		y = entropy( mu, c );
+		y = entropy( mu[ i % len ], c[ i % len ] );
 		if ( isnan( y ) ) {
 			b.fail( 'should not return NaN' );
 		}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.native.js
new file mode 100644
index 000000000000..d76d03988044
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.native.js
@@ -0,0 +1,71 @@
+/**
+* @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.
+*/
+
+'use strict';
+
+// MODULES //
+
+var resolve = require( 'path' ).resolve;
+var bench = require( '@stdlib/bench' );
+var Float64Array = require( '@stdlib/array/float64' );
+var randu = require( '@stdlib/random/base/randu' );
+var EPS = require( '@stdlib/constants/float64/eps' );
+var isnan = require( '@stdlib/math/base/assert/is-nan' );
+var tryRequire = require( '@stdlib/utils/try-require' );
+var pkg = require( './../package.json' ).name;
+
+
+// VARIABLES //
+
+var entropy = tryRequire( resolve( __dirname, './../lib/native.js' ) );
+var opts = {
+	'skip': ( entropy instanceof Error )
+};
+
+
+// MAIN //
+
+bench( pkg+'::native', opts, function benchmark( b ) {
+	var len;
+	var mu;
+	var c;
+	var y;
+	var i;
+
+	len = 100;
+	mu = new Float64Array( len );
+	c = new Float64Array( len );
+	for ( i = 0; i < len; i++ ) {
+		mu[ i ] = ( randu() * 100.0 ) - 50.0;
+		c[ i ] = ( randu() * 20.0 ) + EPS;
+	}
+
+	b.tic();
+	for ( i = 0; i < b.iterations; i++ ) {
+		y = entropy( mu[ i % len ], c[ i % len ] );
+		if ( isnan( y ) ) {
+			b.fail( 'should not return NaN' );
+		}
+	}
+	b.toc();
+	if ( isnan( y ) ) {
+		b.fail( 'should not return NaN' );
+	}
+	b.pass( 'benchmark finished' );
+	b.end();
+});
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/c/Makefile b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/c/Makefile
new file mode 100644
index 000000000000..a4bd7b38fd74
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/c/Makefile
@@ -0,0 +1,146 @@
+#/
+# @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.
+#/
+
+# VARIABLES #
+
+ifndef VERBOSE
+	QUIET := @
+else
+	QUIET :=
+endif
+
+# Determine the OS ([1][1], [2][2]).
+#
+# [1]: https://en.wikipedia.org/wiki/Uname#Examples
+# [2]: http://stackoverflow.com/a/27776822/2225624
+OS ?= $(shell uname)
+ifneq (, $(findstring MINGW,$(OS)))
+	OS := WINNT
+else
+ifneq (, $(findstring MSYS,$(OS)))
+	OS := WINNT
+else
+ifneq (, $(findstring CYGWIN,$(OS)))
+	OS := WINNT
+else
+ifneq (, $(findstring Windows_NT,$(OS)))
+	OS := WINNT
+endif
+endif
+endif
+endif
+
+# Define the program used for compiling C source files:
+ifdef C_COMPILER
+	CC := $(C_COMPILER)
+else
+	CC := gcc
+endif
+
+# Define the command-line options when compiling C files:
+CFLAGS ?= \
+	-std=c99 \
+	-O3 \
+	-Wall \
+	-pedantic
+
+# Determine whether to generate position independent code ([1][1], [2][2]).
+#
+# [1]: https://gcc.gnu.org/onlinedocs/gcc/Code-Gen-Options.html#Code-Gen-Options
+# [2]: http://stackoverflow.com/questions/5311515/gcc-fpic-option
+ifeq ($(OS), WINNT)
+	fPIC ?=
+else
+	fPIC ?= -fPIC
+endif
+
+# List of includes (e.g., `-I /foo/bar -I /beep/boop/include`):
+INCLUDE ?=
+
+# List of source files:
+SOURCE_FILES ?=
+
+# List of libraries (e.g., `-lopenblas -lpthread`):
+LIBRARIES ?=
+
+# List of library paths (e.g., `-L /foo/bar -L /beep/boop`):
+LIBPATH ?=
+
+# List of C targets:
+c_targets := benchmark.out
+
+
+# RULES #
+
+#/
+# Compiles source files.
+#
+# @param {string} [C_COMPILER] - C compiler (e.g., `gcc`)
+# @param {string} [CFLAGS] - C compiler options
+# @param {(string|void)} [fPIC] - compiler flag determining whether to generate position independent code (e.g., `-fPIC`)
+# @param {string} [INCLUDE] - list of includes (e.g., `-I /foo/bar -I /beep/boop/include`)
+# @param {string} [SOURCE_FILES] - list of source files
+# @param {string} [LIBPATH] - list of library paths (e.g., `-L /foo/bar -L /beep/boop`)
+# @param {string} [LIBRARIES] - list of libraries (e.g., `-lopenblas -lpthread`)
+#
+# @example
+# make
+#
+# @example
+# make all
+#/
+all: $(c_targets)
+
+.PHONY: all
+
+#/
+# Compiles C source files.
+#
+# @private
+# @param {string} CC - C compiler (e.g., `gcc`)
+# @param {string} CFLAGS - C compiler options
+# @param {(string|void)} fPIC - compiler flag determining whether to generate position independent code (e.g., `-fPIC`)
+# @param {string} INCLUDE - list of includes (e.g., `-I /foo/bar`)
+# @param {string} SOURCE_FILES - list of source files
+# @param {string} LIBPATH - list of library paths (e.g., `-L /foo/bar`)
+# @param {string} LIBRARIES - list of libraries (e.g., `-lopenblas`)
+#/
+$(c_targets): %.out: %.c
+	$(QUIET) $(CC) $(CFLAGS) $(fPIC) $(INCLUDE) -o $@ $(SOURCE_FILES) $< $(LIBPATH) -lm $(LIBRARIES)
+
+#/
+# Runs compiled benchmarks.
+#
+# @example
+# make run
+#/
+run: $(c_targets)
+	$(QUIET) ./$<
+
+.PHONY: run
+
+#/
+# Removes generated files.
+#
+# @example
+# make clean
+#/
+clean:
+	$(QUIET) -rm -f *.o *.out
+
+.PHONY: clean
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/c/benchmark.c b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/c/benchmark.c
new file mode 100644
index 000000000000..dfbb5cacc4bf
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/c/benchmark.c
@@ -0,0 +1,141 @@
+/**
+* @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.
+*/
+
+#include "stdlib/stats/base/dists/levy/entropy.h"
+#include "stdlib/constants/float64/eps.h"
+#include <stdlib.h>
+#include <stdio.h>
+#include <math.h>
+#include <time.h>
+#include <sys/time.h>
+
+#define NAME "levy-entropy"
+#define ITERATIONS 1000000
+#define REPEATS 3
+
+/**
+* Prints the TAP version.
+*/
+static void print_version( void ) {
+	printf( "TAP version 13\n" );
+}
+
+/**
+* Prints the TAP summary.
+*
+* @param total     total number of tests
+* @param passing   total number of passing tests
+*/
+static void print_summary( int total, int passing ) {
+	printf( "#\n" );
+	printf( "1..%d\n", total ); // TAP plan
+	printf( "# total %d\n", total );
+	printf( "# pass  %d\n", passing );
+	printf( "#\n" );
+	printf( "# ok\n" );
+}
+
+/**
+* Prints benchmarks results.
+*
+* @param elapsed   elapsed time in seconds
+*/
+static void print_results( double elapsed ) {
+	double rate = (double)ITERATIONS / elapsed;
+	printf( "  ---\n" );
+	printf( "  iterations: %d\n", ITERATIONS );
+	printf( "  elapsed: %0.9f\n", elapsed );
+	printf( "  rate: %0.9f\n", rate );
+	printf( "  ...\n" );
+}
+
+/**
+* Returns a clock time.
+*
+* @return clock time
+*/
+static double tic( void ) {
+	struct timeval now;
+	gettimeofday( &now, NULL );
+	return (double)now.tv_sec + (double)now.tv_usec/1.0e6;
+}
+
+/**
+* Generates a random number on the interval [min,max).
+*
+* @param min    minimum value (inclusive)
+* @param max    maximum value (exclusive)
+* @return       random number
+*/
+static double random_uniform( const double min, const double max ) {
+	double v = (double)rand() / ( (double)RAND_MAX + 1.0 );
+	return min + ( v*(max-min) );
+}
+
+/**
+* Runs a benchmark.
+*
+* @return elapsed time in seconds
+*/
+static double benchmark( void ) {
+	double elapsed;
+	double mu[ 100 ];
+	double c[ 100 ];
+	double y;
+	double t;
+	int i;
+
+	for ( i = 0; i < 100; i++ ) {
+		mu[ i ] = random_uniform( -50.0, 50.0 );
+		c[ i ] = random_uniform( STDLIB_CONSTANT_FLOAT64_EPS, 20.0 );
+	}
+
+	t = tic();
+	for ( i = 0; i < ITERATIONS; i++ ) {
+		y = stdlib_base_dists_levy_entropy( mu[ i%100 ], c[ i%100 ] );
+		if ( y != y ) {
+			printf( "should not return NaN\n" );
+			break;
+		}
+	}
+	elapsed = tic() - t;
+	if ( y != y ) {
+		printf( "should not return NaN\n" );
+	}
+	return elapsed;
+}
+
+/**
+* Main execution sequence.
+*/
+int main( void ) {
+	double elapsed;
+	int i;
+
+	// Use the current time to seed the random number generator:
+	srand( time( NULL ) );
+
+	print_version();
+	for ( i = 0; i < REPEATS; i++ ) {
+		printf( "# c::%s\n", NAME );
+		elapsed = benchmark();
+		print_results( elapsed );
+		printf( "ok %d benchmark finished\n", i+1 );
+	}
+	print_summary( REPEATS, REPEATS );
+}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/binding.gyp b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/binding.gyp
new file mode 100644
index 000000000000..68a1ca11d160
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/binding.gyp
@@ -0,0 +1,170 @@
+# @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.
+
+# A `.gyp` file for building a Node.js native add-on.
+#
+# [1]: https://gyp.gsrc.io/docs/InputFormatReference.md
+# [2]: https://gyp.gsrc.io/docs/UserDocumentation.md
+{
+  # List of files to include in this file:
+  'includes': [
+    './include.gypi',
+  ],
+
+  # Define variables to be used throughout the configuration for all targets:
+  'variables': {
+    # Target name should match the add-on export name:
+    'addon_target_name%': 'addon',
+
+    # Set variables based on the host OS:
+    'conditions': [
+      [
+        'OS=="win"',
+        {
+          # Define the object file suffix:
+          'obj': 'obj',
+        },
+        {
+          # Define the object file suffix:
+          'obj': 'o',
+        }
+      ], # end condition (OS=="win")
+    ], # end conditions
+  }, # end variables
+
+  # Define compile targets:
+  'targets': [
+
+    # Target to generate an add-on:
+    {
+      # The target name should match the add-on export name:
+      'target_name': '<(addon_target_name)',
+
+      # Define dependencies:
+      'dependencies': [],
+
+      # Define directories which contain relevant include headers:
+      'include_dirs': [
+        # Local include directory:
+        '<@(include_dirs)',
+      ],
+
+      # List of source files:
+      'sources': [
+        '<@(src_files)',
+      ],
+
+      # Settings which should be applied when a target's object files are used as linker input:
+      'link_settings': {
+        # Define libraries:
+        'libraries': [
+          '<@(libraries)',
+        ],
+
+        # Define library directories:
+        'library_dirs': [
+          '<@(library_dirs)',
+        ],
+      },
+
+      # C/C++ compiler flags:
+      'cflags': [
+        # Enable commonly used warning options:
+        '-Wall',
+
+        # Aggressive optimization:
+        '-O3',
+      ],
+
+      # C specific compiler flags:
+      'cflags_c': [
+        # Specify the C standard to which a program is expected to conform:
+        '-std=c99',
+      ],
+
+      # C++ specific compiler flags:
+      'cflags_cpp': [
+        # Specify the C++ standard to which a program is expected to conform:
+        '-std=c++11',
+      ],
+
+      # Linker flags:
+      'ldflags': [],
+
+      # Apply conditions based on the host OS:
+      'conditions': [
+        [
+          'OS=="mac"',
+          {
+            # Linker flags:
+            'ldflags': [
+              '-undefined dynamic_lookup',
+              '-Wl,-no-pie',
+              '-Wl,-search_paths_first',
+            ],
+          },
+        ], # end condition (OS=="mac")
+        [
+          'OS!="win"',
+          {
+            # C/C++ flags:
+            'cflags': [
+              # Generate platform-independent code:
+              '-fPIC',
+            ],
+          },
+        ], # end condition (OS!="win")
+      ], # end conditions
+    }, # end target <(addon_target_name)
+
+    # Target to copy a generated add-on to a standard location:
+    {
+      'target_name': 'copy_addon',
+
+      # Declare that the output of this target is not linked:
+      'type': 'none',
+
+      # Define dependencies:
+      'dependencies': [
+        # Require that the add-on be generated before building this target:
+        '<(addon_target_name)',
+      ],
+
+      # Define a list of actions:
+      'actions': [
+        {
+          'action_name': 'copy_addon',
+          'message': 'Copying addon...',
+
+          # Explicitly list the inputs in the command-line invocation below:
+          'inputs': [],
+
+          # Declare the expected outputs:
+          'outputs': [
+            '<(addon_output_dir)/<(addon_target_name).node',
+          ],
+
+          # Define the command-line invocation:
+          'action': [
+            'cp',
+            '<(PRODUCT_DIR)/<(addon_target_name).node',
+            '<(addon_output_dir)/<(addon_target_name).node',
+          ],
+        },
+      ], # end actions
+    }, # end target copy_addon
+  ], # end targets
+}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/examples/c/Makefile b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/examples/c/Makefile
new file mode 100644
index 000000000000..25ced822f96a
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/examples/c/Makefile
@@ -0,0 +1,146 @@
+#/
+# @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.
+#/
+
+# VARIABLES #
+
+ifndef VERBOSE
+	QUIET := @
+else
+	QUIET :=
+endif
+
+# Determine the OS ([1][1], [2][2]).
+#
+# [1]: https://en.wikipedia.org/wiki/Uname#Examples
+# [2]: http://stackoverflow.com/a/27776822/2225624
+OS ?= $(shell uname)
+ifneq (, $(findstring MINGW,$(OS)))
+	OS := WINNT
+else
+ifneq (, $(findstring MSYS,$(OS)))
+	OS := WINNT
+else
+ifneq (, $(findstring CYGWIN,$(OS)))
+	OS := WINNT
+else
+ifneq (, $(findstring Windows_NT,$(OS)))
+	OS := WINNT
+endif
+endif
+endif
+endif
+
+# Define the program used for compiling C source files:
+ifdef C_COMPILER
+	CC := $(C_COMPILER)
+else
+	CC := gcc
+endif
+
+# Define the command-line options when compiling C files:
+CFLAGS ?= \
+	-std=c99 \
+	-O3 \
+	-Wall \
+	-pedantic
+
+# Determine whether to generate position independent code ([1][1], [2][2]).
+#
+# [1]: https://gcc.gnu.org/onlinedocs/gcc/Code-Gen-Options.html#Code-Gen-Options
+# [2]: http://stackoverflow.com/questions/5311515/gcc-fpic-option
+ifeq ($(OS), WINNT)
+	fPIC ?=
+else
+	fPIC ?= -fPIC
+endif
+
+# List of includes (e.g., `-I /foo/bar -I /beep/boop/include`):
+INCLUDE ?=
+
+# List of source files:
+SOURCE_FILES ?=
+
+# List of libraries (e.g., `-lopenblas -lpthread`):
+LIBRARIES ?=
+
+# List of library paths (e.g., `-L /foo/bar -L /beep/boop`):
+LIBPATH ?=
+
+# List of C targets:
+c_targets := example.out
+
+
+# RULES #
+
+#/
+# Compiles source files.
+#
+# @param {string} [C_COMPILER] - C compiler (e.g., `gcc`)
+# @param {string} [CFLAGS] - C compiler options
+# @param {(string|void)} [fPIC] - compiler flag determining whether to generate position independent code (e.g., `-fPIC`)
+# @param {string} [INCLUDE] - list of includes (e.g., `-I /foo/bar -I /beep/boop/include`)
+# @param {string} [SOURCE_FILES] - list of source files
+# @param {string} [LIBPATH] - list of library paths (e.g., `-L /foo/bar -L /beep/boop`)
+# @param {string} [LIBRARIES] - list of libraries (e.g., `-lopenblas -lpthread`)
+#
+# @example
+# make
+#
+# @example
+# make all
+#/
+all: $(c_targets)
+
+.PHONY: all
+
+#/
+# Compiles C source files.
+#
+# @private
+# @param {string} CC - C compiler (e.g., `gcc`)
+# @param {string} CFLAGS - C compiler options
+# @param {(string|void)} fPIC - compiler flag determining whether to generate position independent code (e.g., `-fPIC`)
+# @param {string} INCLUDE - list of includes (e.g., `-I /foo/bar`)
+# @param {string} SOURCE_FILES - list of source files
+# @param {string} LIBPATH - list of library paths (e.g., `-L /foo/bar`)
+# @param {string} LIBRARIES - list of libraries (e.g., `-lopenblas`)
+#/
+$(c_targets): %.out: %.c
+	$(QUIET) $(CC) $(CFLAGS) $(fPIC) $(INCLUDE) -o $@ $(SOURCE_FILES) $< $(LIBPATH) -lm $(LIBRARIES)
+
+#/
+# Runs compiled examples.
+#
+# @example
+# make run
+#/
+run: $(c_targets)
+	$(QUIET) ./$<
+
+.PHONY: run
+
+#/
+# Removes generated files.
+#
+# @example
+# make clean
+#/
+clean:
+	$(QUIET) -rm -f *.o *.out
+
+.PHONY: clean
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/examples/c/example.c b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/examples/c/example.c
new file mode 100644
index 000000000000..0b9a829981dd
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/examples/c/example.c
@@ -0,0 +1,40 @@
+/**
+* @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.
+*/
+
+#include "stdlib/stats/base/dists/levy/entropy.h"
+#include <stdlib.h>
+#include <stdio.h>
+
+static double random_uniform( const double min, const double max ) {
+	double v = (double)rand() / ( (double)RAND_MAX + 1.0 );
+	return min + ( v*(max-min) );
+}
+
+int main( void ) {
+	double mu;
+	double c;
+	double y;
+	int i;
+
+	for ( i = 0; i < 25; i++ ) {
+		mu = random_uniform( -5.0, 5.0 );
+		c = random_uniform( 0.0, 20.0 );
+		y = stdlib_base_dists_levy_entropy( mu, c );
+		printf( "mu = %lf; c = %lf; h(X;µ,c) = %lf\n", mu, c, y );
+	}
+}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/include.gypi b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/include.gypi
new file mode 100644
index 000000000000..ecfaf82a3279
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/include.gypi
@@ -0,0 +1,53 @@
+# @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.
+
+# A GYP include file for building a Node.js native add-on.
+#
+# Main documentation:
+#
+# [1]: https://gyp.gsrc.io/docs/InputFormatReference.md
+# [2]: https://gyp.gsrc.io/docs/UserDocumentation.md
+{
+  # Define variables to be used throughout the configuration for all targets:
+  'variables': {
+    # Source directory:
+    'src_dir': './src',
+
+    # Include directories:
+    'include_dirs': [
+      '<!@(node -e "var arr = require(\'@stdlib/utils/library-manifest\')(\'./manifest.json\',{},{\'basedir\':process.cwd(),\'paths\':\'posix\'}).include; for ( var i = 0; i < arr.length; i++ ) { console.log( arr[ i ] ); }")',
+    ],
+
+    # Add-on destination directory:
+    'addon_output_dir': './src',
+
+    # Source files:
+    'src_files': [
+      '<(src_dir)/addon.c',
+      '<!@(node -e "var arr = require(\'@stdlib/utils/library-manifest\')(\'./manifest.json\',{},{\'basedir\':process.cwd(),\'paths\':\'posix\'}).src; for ( var i = 0; i < arr.length; i++ ) { console.log( arr[ i ] ); }")',
+    ],
+
+    # Library dependencies:
+    'libraries': [
+      '<!@(node -e "var arr = require(\'@stdlib/utils/library-manifest\')(\'./manifest.json\',{},{\'basedir\':process.cwd(),\'paths\':\'posix\'}).libraries; for ( var i = 0; i < arr.length; i++ ) { console.log( arr[ i ] ); }")',
+    ],
+
+    # Library directories:
+    'library_dirs': [
+      '<!@(node -e "var arr = require(\'@stdlib/utils/library-manifest\')(\'./manifest.json\',{},{\'basedir\':process.cwd(),\'paths\':\'posix\'}).libpath; for ( var i = 0; i < arr.length; i++ ) { console.log( arr[ i ] ); }")',
+    ],
+  }, # end variables
+}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/include/stdlib/stats/base/dists/levy/entropy.h b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/include/stdlib/stats/base/dists/levy/entropy.h
new file mode 100644
index 000000000000..0d038119556d
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/include/stdlib/stats/base/dists/levy/entropy.h
@@ -0,0 +1,38 @@
+/**
+* @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.
+*/
+
+#ifndef STDLIB_STATS_BASE_DISTS_LEVY_ENTROPY_H
+#define STDLIB_STATS_BASE_DISTS_LEVY_ENTROPY_H
+
+/*
+* If C++, prevent name mangling so that the compiler emits a binary file having undecorated names, thus mirroring the behavior of a C compiler.
+*/
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+/**
+* Returns the standard deviation for a Lévy distribution with location `mu` and scale `c`.
+*/
+double stdlib_base_dists_levy_entropy( const double mu, const double c );
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif // !STDLIB_STATS_BASE_DISTS_LEVY_ENTROPY_H
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/lib/native.js b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/lib/native.js
new file mode 100644
index 000000000000..1a496271e0cf
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/lib/native.js
@@ -0,0 +1,63 @@
+/**
+* @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.
+*/
+
+'use strict';
+
+// MODULES //
+
+var addon = require( './../src/addon.node' );
+
+
+// MAIN //
+
+/**
+* Returns the differential entropy for a Lévy distribution with location `mu` and scale `c`.
+*
+* @private
+* @param {number} mu - location parameter
+* @param {PositiveNumber} c - scale parameter
+* @returns {PositiveNumber} standard deviation
+*
+* @example
+* var y = entropy( 0.0, 1.0 );
+* // returns ~3.324
+*
+* @example
+* var y = entropy( 5.0, 2.0 );
+* // returns ~4.018
+*
+* @example
+* var y = entropy( NaN, 1.0 );
+* // returns NaN
+*
+* @example
+* var y = entropy( 0.0, NaN );
+* // returns NaN
+*
+* @example
+* var y = entropy( 0.0, 0.0 );
+* // returns NaN
+*/
+function entropy( mu, c ) {
+	return addon( mu, c );
+}
+
+
+// EXPORTS //
+
+module.exports = entropy;
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/manifest.json b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/manifest.json
new file mode 100644
index 000000000000..9ce4cb3fbe4d
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/manifest.json
@@ -0,0 +1,89 @@
+{
+    "options": {
+      "task": "build",
+      "wasm": false
+    },
+    "fields": [
+      {
+        "field": "src",
+        "resolve": true,
+        "relative": true
+      },
+      {
+        "field": "include",
+        "resolve": true,
+        "relative": true
+      },
+      {
+        "field": "libraries",
+        "resolve": false,
+        "relative": false
+      },
+      {
+        "field": "libpath",
+        "resolve": true,
+        "relative": false
+      }
+    ],
+    "confs": [
+      {
+        "task": "build",
+        "wasm": false,
+        "src": [
+          "./src/main.c"
+        ],
+        "include": [
+          "./include"
+        ],
+        "libraries": [],
+        "libpath": [],
+        "dependencies": [
+          "@stdlib/math/base/napi/binary",
+          "@stdlib/math/base/assert/is-nan",
+          "@stdlib/math/base/special/ln",
+          "@stdlib/math/base/special/pow",
+          "@stdlib/constants/float64/eulergamma",
+          "@stdlib/constants/float64/pi"
+        ]
+      },
+      {
+        "task": "benchmark",
+        "wasm": false,
+        "src": [
+          "./src/main.c"
+        ],
+        "include": [
+          "./include"
+        ],
+        "libraries": [],
+        "libpath": [],
+        "dependencies": [
+          "@stdlib/math/base/assert/is-nan",
+          "@stdlib/math/base/special/ln",
+          "@stdlib/math/base/special/pow",
+          "@stdlib/constants/float64/eulergamma",
+          "@stdlib/constants/float64/pi",
+          "@stdlib/constants/float64/eps"
+        ]
+      },
+      {
+        "task": "examples",
+        "wasm": false,
+        "src": [
+          "./src/main.c"
+        ],
+        "include": [
+          "./include"
+        ],
+        "libraries": [],
+        "libpath": [],
+        "dependencies": [
+          "@stdlib/math/base/assert/is-nan",
+          "@stdlib/math/base/special/ln",
+          "@stdlib/math/base/special/pow",
+          "@stdlib/constants/float64/eulergamma",
+          "@stdlib/constants/float64/pi"
+        ]
+      }
+    ]
+  }
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/package.json b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/package.json
index 6e3478a574dd..acbd69faa38a 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/package.json
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/package.json
@@ -14,11 +14,14 @@
     }
   ],
   "main": "./lib",
+  "gypfile": true,
   "directories": {
     "benchmark": "./benchmark",
     "doc": "./docs",
     "example": "./examples",
+    "include": "./include",
     "lib": "./lib",
+    "src": "./src",
     "test": "./test"
   },
   "types": "./docs/types",
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/src/Makefile b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/src/Makefile
new file mode 100644
index 000000000000..7733b6180cb4
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/src/Makefile
@@ -0,0 +1,70 @@
+#/
+# @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.
+#/
+
+# VARIABLES #
+
+ifndef VERBOSE
+	QUIET := @
+else
+	QUIET :=
+endif
+
+# Determine the OS ([1][1], [2][2]).
+#
+# [1]: https://en.wikipedia.org/wiki/Uname#Examples
+# [2]: http://stackoverflow.com/a/27776822/2225624
+OS ?= $(shell uname)
+ifneq (, $(findstring MINGW,$(OS)))
+	OS := WINNT
+else
+ifneq (, $(findstring MSYS,$(OS)))
+	OS := WINNT
+else
+ifneq (, $(findstring CYGWIN,$(OS)))
+	OS := WINNT
+else
+ifneq (, $(findstring Windows_NT,$(OS)))
+	OS := WINNT
+endif
+endif
+endif
+endif
+
+
+# RULES #
+
+#/
+# Removes generated files for building an add-on.
+#
+# @example
+# make clean-addon
+#/
+clean-addon:
+	$(QUIET) -rm -f *.o *.node
+
+.PHONY: clean-addon
+
+#/
+# Removes generated files.
+#
+# @example
+# make clean
+#/
+clean: clean-addon
+
+.PHONY: clean
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/src/addon.c b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/src/addon.c
new file mode 100644
index 000000000000..f42c25e3c161
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/src/addon.c
@@ -0,0 +1,23 @@
+/**
+* @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.
+*/
+
+#include "stdlib/stats/base/dists/levy/entropy.h"
+#include "stdlib/math/base/napi/binary.h"
+
+// cppcheck-suppress shadowFunction
+STDLIB_MATH_BASE_NAPI_MODULE_DD_D( stdlib_base_dists_levy_entropy )
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/src/main.c b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/src/main.c
new file mode 100644
index 000000000000..6fc3f1c8a731
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/src/main.c
@@ -0,0 +1,47 @@
+/**
+* @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.
+*/
+
+#include "stdlib/stats/base/dists/levy/entropy.h"
+#include "stdlib/math/base/assert/is_nan.h"
+#include "stdlib/math/base/special/ln.h"
+#include "stdlib/constants/float64/eulergamma.h"
+#include "stdlib/constants/float64/pi.h"
+#include "stdlib/math/base/special/pow.h"
+
+
+/**
+* Returns the entropy for a Lévy distribution with location `mu` and scale `c`.
+*
+* @param mu    location parameter
+* @param c     scale parameter
+* @return      standard deviation
+*
+* @example
+* double y = stdlib_base_levy_entropy( 0.0, 1.0 );
+* // returns ~3.324
+*/
+double stdlib_base_dists_levy_entropy( const double mu, const double c ) {
+	if (
+		stdlib_base_is_nan( mu ) ||
+		stdlib_base_is_nan( c ) ||
+		c <= 0.0
+	) {
+		return 0.0/0.0; // NaN
+	}
+	return ( 1.0 + ( 3 * STDLIB_CONSTANT_FLOAT64_EULERGAMMA ) + stdlib_base_ln( 16.0 * stdlib_base_pow( c, 2.0 ) * STDLIB_CONSTANT_FLOAT64_PI ) ) / 2.0;
+}
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/test/test.native.js b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/test/test.native.js
new file mode 100644
index 000000000000..b7f7a04847a0
--- /dev/null
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/test/test.native.js
@@ -0,0 +1,114 @@
+/**
+* @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.
+*/
+
+'use strict';
+
+// MODULES //
+
+var resolve = require( 'path' ).resolve;
+var tape = require( 'tape' );
+var tryRequire = require( '@stdlib/utils/try-require' );
+var isnan = require( '@stdlib/math/base/assert/is-nan' );
+var abs = require( '@stdlib/math/base/special/abs' );
+var PINF = require( '@stdlib/constants/float64/pinf' );
+var NINF = require( '@stdlib/constants/float64/ninf' );
+var EPS = require( '@stdlib/constants/float64/eps' );
+
+
+// FIXTURES //
+
+var data = require( './fixtures/julia/data.json' );
+
+
+// VARIABLES //
+
+var entropy = tryRequire( resolve( __dirname, './../lib/native.js' ) );
+var opts = {
+	'skip': ( entropy instanceof Error )
+};
+
+
+// TESTS //
+
+tape( 'main export is a function', opts, function test( t ) {
+	t.ok( true, __filename );
+	t.strictEqual( typeof entropy, 'function', 'main export is a function' );
+	t.end();
+});
+
+tape( 'if provided `NaN` for any parameter, the function returns `NaN`', opts, function test( t ) {
+	var y = entropy( NaN, 1.0 );
+	t.equal( isnan( y ), true, 'returns NaN' );
+	y = entropy( 1.0, NaN );
+	t.equal( isnan( y ), true, 'returns NaN' );
+	t.end();
+});
+
+tape( 'if provided a nonpositive `c`, the function returns `NaN`', opts, function test( t ) {
+	var y;
+
+	y = entropy( 2.0, 0.0 );
+	t.equal( isnan( y ), true, 'returns NaN' );
+
+	y = entropy( 2.0, -1.0 );
+	t.equal( isnan( y ), true, 'returns NaN' );
+
+	y = entropy( 2.0, -1.0 );
+	t.equal( isnan( y ), true, 'returns NaN' );
+
+	y = entropy( 1.0, NINF );
+	t.equal( isnan( y ), true, 'returns NaN' );
+
+	y = entropy( PINF, NINF );
+	t.equal( isnan( y ), true, 'returns NaN' );
+
+	y = entropy( NINF, NINF );
+	t.equal( isnan( y ), true, 'returns NaN' );
+
+	y = entropy( NaN, NINF );
+	t.equal( isnan( y ), true, 'returns NaN' );
+
+	t.end();
+});
+
+tape( 'the function returns the differential entropy of a Lévy distribution', opts, function test( t ) {
+	var expected;
+	var delta;
+	var tol;
+	var mu;
+	var c;
+	var y;
+	var i;
+
+	expected = data.expected;
+	mu = data.mu;
+	c = data.c;
+	for ( i = 0; i < mu.length; i++ ) {
+		y = entropy( mu[i], c[i] );
+		if ( expected[i] !== null ) {
+			if ( y === expected[i] ) {
+				t.equal( y, expected[i], 'mu:'+mu[i]+', c: '+c[i]+', y: '+y+', expected: '+expected[i] );
+			} else {
+				delta = abs( y - expected[ i ] );
+				tol = 110.0 * EPS * abs( expected[ i ] );
+				t.ok( delta <= tol, 'within tolerance. mu: '+mu[i]+'. c: '+c[i]+'. y: '+y+'. E: '+expected[ i ]+'. Δ: '+delta+'. tol: '+tol+'.' );
+			}
+		}
+	}
+	t.end();
+});

From 58e35844381cb7bdc10440090fd78ea2d4cd8c98 Mon Sep 17 00:00:00 2001
From: Nishchay Rajput <121144841+NishchayRajput@users.noreply.github.com>
Date: Fri, 7 Mar 2025 04:33:53 +0000
Subject: [PATCH 2/3] fix: PR reviewed changes

---
 .../dists/levy/entropy/benchmark/benchmark.native.js     | 6 +++---
 .../include/stdlib/stats/base/dists/levy/entropy.h       | 2 +-
 .../@stdlib/stats/base/dists/levy/entropy/lib/native.js  | 2 +-
 .../@stdlib/stats/base/dists/levy/entropy/manifest.json  | 2 +-
 .../@stdlib/stats/base/dists/levy/entropy/src/main.c     | 9 ++++-----
 5 files changed, 10 insertions(+), 11 deletions(-)

diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.native.js
index d76d03988044..6cb0c3afbb53 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.native.js
@@ -23,7 +23,7 @@
 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/base/uniform' );
 var EPS = require( '@stdlib/constants/float64/eps' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
 var tryRequire = require( '@stdlib/utils/try-require' );
@@ -51,8 +51,8 @@ bench( pkg+'::native', opts, function benchmark( b ) {
 	mu = new Float64Array( len );
 	c = new Float64Array( len );
 	for ( i = 0; i < len; i++ ) {
-		mu[ i ] = ( randu() * 100.0 ) - 50.0;
-		c[ i ] = ( randu() * 20.0 ) + EPS;
+		mu[ i ] = uniform( -50.0, 50.0);
+		c[ i ] = uniform( EPS, 20.0);
 	}
 
 	b.tic();
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/include/stdlib/stats/base/dists/levy/entropy.h b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/include/stdlib/stats/base/dists/levy/entropy.h
index 0d038119556d..3d94bf1d36d8 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/include/stdlib/stats/base/dists/levy/entropy.h
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/include/stdlib/stats/base/dists/levy/entropy.h
@@ -27,7 +27,7 @@ extern "C" {
 #endif
 
 /**
-* Returns the standard deviation for a Lévy distribution with location `mu` and scale `c`.
+* Returns the differentaial entropy for a Lévy distribution with location `mu` and scale `c`.
 */
 double stdlib_base_dists_levy_entropy( const double mu, const double c );
 
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/lib/native.js b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/lib/native.js
index 1a496271e0cf..54ec4865d8fc 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/lib/native.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/lib/native.js
@@ -31,7 +31,7 @@ var addon = require( './../src/addon.node' );
 * @private
 * @param {number} mu - location parameter
 * @param {PositiveNumber} c - scale parameter
-* @returns {PositiveNumber} standard deviation
+* @returns {PositiveNumber} differential entropy
 *
 * @example
 * var y = entropy( 0.0, 1.0 );
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/manifest.json b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/manifest.json
index 9ce4cb3fbe4d..f2c45e20dc26 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/manifest.json
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/manifest.json
@@ -1,5 +1,5 @@
 {
-    "options": {
+  "options": {
       "task": "build",
       "wasm": false
     },
diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/src/main.c b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/src/main.c
index 6fc3f1c8a731..29cc6d6c604d 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/src/main.c
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/src/main.c
@@ -23,16 +23,15 @@
 #include "stdlib/constants/float64/pi.h"
 #include "stdlib/math/base/special/pow.h"
 
-
 /**
-* Returns the entropy for a Lévy distribution with location `mu` and scale `c`.
+* Returns the differential entropy for a Lévy distribution with location `mu` and scale `c`.
 *
 * @param mu    location parameter
 * @param c     scale parameter
-* @return      standard deviation
+* @return      differential entropy
 *
 * @example
-* double y = stdlib_base_levy_entropy( 0.0, 1.0 );
+* double y = stdlib_base_dists_levy_entropy( 0.0, 1.0 );
 * // returns ~3.324
 */
 double stdlib_base_dists_levy_entropy( const double mu, const double c ) {
@@ -43,5 +42,5 @@ double stdlib_base_dists_levy_entropy( const double mu, const double c ) {
 	) {
 		return 0.0/0.0; // NaN
 	}
-	return ( 1.0 + ( 3 * STDLIB_CONSTANT_FLOAT64_EULERGAMMA ) + stdlib_base_ln( 16.0 * stdlib_base_pow( c, 2.0 ) * STDLIB_CONSTANT_FLOAT64_PI ) ) / 2.0;
+	return ( 1.0 + ( 3.0 * STDLIB_CONSTANT_FLOAT64_EULERGAMMA ) + stdlib_base_ln( 16.0 * stdlib_base_pow( c, 2.0 ) * STDLIB_CONSTANT_FLOAT64_PI ) ) / 2.0;
 }

From bde52a0b4051bb5bb16e7c8812bf0e0cf262adee Mon Sep 17 00:00:00 2001
From: Philipp Burckhardt <pburckhardt@outlook.com>
Date: Fri, 4 Apr 2025 20:15:43 -0400
Subject: [PATCH 3/3] chore: remove duplicated require

Signed-off-by: Philipp Burckhardt <pburckhardt@outlook.com>
---
 .../@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.js | 1 -
 1 file changed, 1 deletion(-)

diff --git a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.js
index c592ec4f32ec..e4b0285f430e 100644
--- a/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.js
+++ b/lib/node_modules/@stdlib/stats/base/dists/levy/entropy/benchmark/benchmark.js
@@ -24,7 +24,6 @@ var bench = require( '@stdlib/bench' );
 var Float64Array = require( '@stdlib/array/float64' );
 var uniform = require( '@stdlib/random/base/uniform' );
 var isnan = require( '@stdlib/math/base/assert/is-nan' );
-var Float64Array = require( '@stdlib/array/float64' );
 var EPS = require( '@stdlib/constants/float64/eps' );
 var pkg = require( './../package.json' ).name;
 var entropy = require( './../lib' );