diff --git a/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/README.md b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/README.md
new file mode 100644
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--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/README.md
@@ -0,0 +1,119 @@
+
+
+# str2enum
+
+> Return the enumeration constant associated with a KMeans distance metric string.
+
+
+
+
+
+
+
+
+
+
+
+## Usage
+
+```javascript
+var str2enum = require( '@stdlib/ml/base/cluster/kmeans/metric-str2enum' );
+```
+
+#### str2enum( metric )
+
+Returns the enumeration constant associated with a KMeans distance metric string.
+
+```javascript
+var v = str2enum( 'cosine' );
+// returns
+```
+
+If unable to resolve an enumeration constant, the function returns `null`.
+
+```javascript
+var v = str2enum( 'beep' );
+// returns null
+```
+
+
+
+
+
+
+
+
+
+## Notes
+
+- Downstream consumers of this function should **not** rely on specific integer values (e.g., `SQEUCLIDEAN == 0`). Instead, the function should be used in an opaque manner.
+
+
+
+
+
+
+
+
+
+## Examples
+
+
+
+```javascript
+var str2enum = require( '@stdlib/ml/base/cluster/kmeans/metric-str2enum' );
+
+var v = str2enum( 'cosine' );
+// returns
+
+v = str2enum( 'sqeuclidean' );
+// returns
+```
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/benchmark/benchmark.js b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/benchmark/benchmark.js
new file mode 100644
index 000000000000..e28f652d9084
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/benchmark/benchmark.js
@@ -0,0 +1,56 @@
+/**
+* @license Apache-2.0
+*
+* Copyright (c) 2026 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 bench = require( '@stdlib/bench' );
+var isInteger = require( '@stdlib/assert/is-integer' ).isPrimitive;
+var pkg = require( './../package.json' ).name;
+var str2enum = require( './../lib' );
+
+
+// MAIN //
+
+bench( pkg, function benchmark( b ) {
+ var values;
+ var out;
+ var i;
+
+ values = [
+ 'sqeuclidean',
+ 'cosine',
+ 'cityblock',
+ 'correlation'
+ ];
+
+ b.tic();
+ for ( i = 0; i < b.iterations; i++ ) {
+ out = str2enum( values[ i%values.length ] );
+ if ( typeof out !== 'number' ) {
+ b.fail( 'should return a number' );
+ }
+ }
+ b.toc();
+ if ( !isInteger( out ) ) {
+ b.fail( 'should return an integer' );
+ }
+ b.pass( 'benchmark finished' );
+ b.end();
+});
diff --git a/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/docs/repl.txt b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/docs/repl.txt
new file mode 100644
index 000000000000..1c3671674e2c
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/docs/repl.txt
@@ -0,0 +1,27 @@
+
+{{alias}}( metric )
+ Returns the enumeration constant associated with a KMeans distance metric
+ string.
+
+ Downstream consumers of this function should *not* rely on specific integer
+ values (e.g., `SQEUCLIDEAN == 0`). Instead, the function should be used in an
+ opaque manner.
+
+ Parameters
+ ----------
+ metric: string
+ Distance metric.
+
+ Returns
+ -------
+ out: integer|null
+ Enumeration constant.
+
+ Examples
+ --------
+ > var out = {{alias}}( 'cosine' )
+
+
+ See Also
+ --------
+
diff --git a/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/docs/types/index.d.ts b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/docs/types/index.d.ts
new file mode 100644
index 000000000000..590d96e085d0
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/docs/types/index.d.ts
@@ -0,0 +1,40 @@
+/*
+* @license Apache-2.0
+*
+* Copyright (c) 2026 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.
+*/
+
+// TypeScript Version: 4.1
+
+/**
+* Returns the enumeration constant associated with a KMeans distance metric string.
+*
+* ## Notes
+*
+* - Downstream consumers of this function should **not** rely on specific integer values (e.g., `SQEUCLIDEAN == 0`). Instead, the function should be used in an opaque manner.
+*
+* @param metric - distance metric string
+* @returns enumeration constant
+*
+* @example
+* var v = str2enum( 'cosine' );
+* // returns
+*/
+declare function str2enum( metric: string ): number | null;
+
+
+// EXPORTS //
+
+export = str2enum;
diff --git a/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/docs/types/test.ts b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/docs/types/test.ts
new file mode 100644
index 000000000000..d51fc88a52c0
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/docs/types/test.ts
@@ -0,0 +1,39 @@
+/*
+* @license Apache-2.0
+*
+* Copyright (c) 2026 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.
+*/
+
+import str2enum = require( './index' );
+
+
+// TESTS //
+
+// The function returns a number or null...
+{
+ str2enum( 'cosine' ); // $ExpectType number | null
+}
+
+// The compiler throws an error if not provided a string...
+{
+ str2enum( 10 ); // $ExpectError
+ str2enum( true ); // $ExpectError
+ str2enum( false ); // $ExpectError
+ str2enum( null ); // $ExpectError
+ str2enum( undefined ); // $ExpectError
+ str2enum( [] ); // $ExpectError
+ str2enum( {} ); // $ExpectError
+ str2enum( ( x: number ): number => x ); // $ExpectError
+}
diff --git a/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/examples/index.js b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/examples/index.js
new file mode 100644
index 000000000000..e00bd0a188bd
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/examples/index.js
@@ -0,0 +1,29 @@
+/**
+* @license Apache-2.0
+*
+* Copyright (c) 2026 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';
+
+var str2enum = require( './../lib' );
+
+var v = str2enum( 'cosine' );
+console.log( v );
+// =>
+
+v = str2enum( 'sqeuclidean' );
+console.log( v );
+// =>
diff --git a/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/lib/index.js b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/lib/index.js
new file mode 100644
index 000000000000..5e0aad9b7fc4
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/lib/index.js
@@ -0,0 +1,40 @@
+/**
+* @license Apache-2.0
+*
+* Copyright (c) 2026 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';
+
+/**
+* Return the enumeration constant associated with a KMeans distance metric string.
+*
+* @module @stdlib/ml/base/cluster/kmeans/metric-str2enum
+*
+* @example
+* var str2enum = require( '@stdlib/ml/base/cluster/kmeans/metric-str2enum' );
+*
+* var v = str2enum( 'cosine' );
+* // returns
+*/
+
+// MODULES //
+
+var main = require( './main.js' );
+
+
+// EXPORTS //
+
+module.exports = main;
diff --git a/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/lib/main.js b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/lib/main.js
new file mode 100644
index 000000000000..185e6edc644e
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/lib/main.js
@@ -0,0 +1,56 @@
+/**
+* @license Apache-2.0
+*
+* Copyright (c) 2026 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 isNumber = require( '@stdlib/assert/is-number' ).isPrimitive;
+var enumeration = require( '@stdlib/ml/base/cluster/kmeans/metrics' ).enum;
+
+
+// VARIABLES //
+
+var ENUM = enumeration();
+
+
+// MAIN //
+
+/**
+* Returns the enumeration constant associated with a KMeans distance metric string.
+*
+* ## Notes
+*
+* - Downstream consumers of this function should **not** rely on specific integer values (e.g., `SQEUCLIDEAN == 0`). Instead, the function should be used in an opaque manner.
+*
+* @param {string} metric - distance metric string
+* @returns {(integer|null)} integer value or null
+*
+* @example
+* var v = str2enum( 'cosine' );
+* // returns
+*/
+function str2enum( metric ) {
+ var v = ENUM[ metric ];
+ return ( isNumber( v ) ) ? v : null; // note: we include this guard to prevent walking the prototype chain
+}
+
+
+// EXPORTS //
+
+module.exports = str2enum;
diff --git a/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/package.json b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/package.json
new file mode 100644
index 000000000000..b6fa14cb4b54
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/package.json
@@ -0,0 +1,66 @@
+{
+ "name": "@stdlib/ml/base/cluster/kmeans/metric-str2enum",
+ "version": "0.0.0",
+ "description": "Return the enumeration constant associated with a KMeans distance metric string.",
+ "license": "Apache-2.0",
+ "author": {
+ "name": "The Stdlib Authors",
+ "url": "https://github.com/stdlib-js/stdlib/graphs/contributors"
+ },
+ "contributors": [
+ {
+ "name": "The Stdlib Authors",
+ "url": "https://github.com/stdlib-js/stdlib/graphs/contributors"
+ }
+ ],
+ "main": "./lib",
+ "directories": {
+ "benchmark": "./benchmark",
+ "doc": "./docs",
+ "example": "./examples",
+ "lib": "./lib",
+ "test": "./test"
+ },
+ "types": "./docs/types",
+ "scripts": {},
+ "homepage": "https://github.com/stdlib-js/stdlib",
+ "repository": {
+ "type": "git",
+ "url": "git://github.com/stdlib-js/stdlib.git"
+ },
+ "bugs": {
+ "url": "https://github.com/stdlib-js/stdlib/issues"
+ },
+ "dependencies": {},
+ "devDependencies": {},
+ "engines": {
+ "node": ">=0.10.0",
+ "npm": ">2.7.0"
+ },
+ "os": [
+ "aix",
+ "darwin",
+ "freebsd",
+ "linux",
+ "macos",
+ "openbsd",
+ "sunos",
+ "win32",
+ "windows"
+ ],
+ "keywords": [
+ "stdlib",
+ "ml",
+ "machine",
+ "learning",
+ "cluster",
+ "kmeans",
+ "metric",
+ "utilities",
+ "utility",
+ "utils",
+ "util",
+ "enum"
+ ],
+ "__stdlib__": {}
+}
diff --git a/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/test/test.js b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/test/test.js
new file mode 100644
index 000000000000..25a5700780db
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/cluster/kmeans/metric-str2enum/test/test.js
@@ -0,0 +1,68 @@
+/**
+* @license Apache-2.0
+*
+* Copyright (c) 2026 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 tape = require( 'tape' );
+var enum2str = require( '@stdlib/ml/base/cluster/kmeans/metric-enum2str' );
+var str2enum = require( './../lib' );
+
+
+// VARIABLES //
+
+var VALUES = [
+ 'cosine',
+ 'sqeuclidean',
+ 'cityblock',
+ 'correlation'
+];
+
+
+// TESTS //
+
+tape( 'main export is a function', function test( t ) {
+ t.ok( true, __filename );
+ t.strictEqual( typeof str2enum, 'function', 'main export is a function' );
+ t.end();
+});
+
+tape( 'the function returns the enumeration constant associated with a string', function test( t ) {
+ var i;
+ for ( i = 0; i < VALUES.length; i++ ) {
+ t.strictEqual( enum2str( str2enum( VALUES[ i ] ) ), VALUES[ i ], 'returns expected value' );
+ }
+ t.end();
+});
+
+tape( 'the function returns `null` if unable to resolve an enumeration constant', function test( t ) {
+ var values;
+ var i;
+
+ values = [
+ 'beep',
+ 'boop',
+ 'foo',
+ 'bar'
+ ];
+ for ( i = 0; i < values.length; i++ ) {
+ t.strictEqual( str2enum( values[ i ] ), null, 'returns expected value' );
+ }
+ t.end();
+});