diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/README.md b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/README.md
new file mode 100644
index 000000000000..65a3f5553567
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/README.md
@@ -0,0 +1,234 @@
+
+
+# squaredHinge
+
+> Compute the [squared hinge loss][squared-hinge-loss].
+
+
+
+The [squared hinge loss][squared-hinge-loss] is defined as
+
+
+
+```math
+\ell(t, y, p) = \begin{cases} (t - yp)^2 & \text{if } yp \leq t \\ 0 & \text{otherwise} \end{cases}
+```
+
+
+
+
+
+
+
+
+
+## Usage
+
+```javascript
+var squaredHinge = require( '@stdlib/ml/base/loss/float64/squared-hinge' );
+```
+
+#### squaredHinge( t, y, p )
+
+Computes the [squared hinge loss][squared-hinge-loss].
+
+```javascript
+var v = squaredHinge( 1.0, 1.0, 0.782 );
+// returns ~0.0475
+
+v = squaredHinge( 1.0, 1.0, -0.999 );
+// returns ~3.996
+```
+
+The function accepts the following arguments:
+
+- **t**: margin threshold.
+- **y**: true target value.
+- **p**: predicted value.
+
+If any argument is `NaN`, the function returns `NaN`.
+
+```javascript
+var v = squaredHinge( NaN, 1.0, 0.782 );
+// returns NaN
+
+v = squaredHinge( 1.0, NaN, 0.782 );
+// returns NaN
+
+v = squaredHinge( 1.0, 1.0, NaN );
+// returns NaN
+
+v = squaredHinge( NaN, NaN, NaN );
+// returns NaN
+```
+
+If `y` is not +1 or -1, the function returns `NaN`.
+
+```javascript
+var v = squaredHinge( 1.0, -0.9, 1.0 );
+// returns NaN
+
+v = squaredHinge( 1.0, 0.453, 0.76 );
+// returns NaN
+```
+
+
+
+
+
+
+
+## Examples
+
+
+
+```javascript
+var uniform = require( '@stdlib/random/array/uniform' );
+var sample = require( '@stdlib/random/sample' );
+var logEachMap = require( '@stdlib/console/log-each-map' );
+var squaredHinge = require( '@stdlib/ml/base/loss/float64/squared-hinge' );
+
+var y = sample( [ -1.0, 1.0 ], {
+ 'size': 100
+});
+var opts = {
+ 'dtype': 'float64'
+};
+var t = uniform( 100, 0.0, 5.0, opts );
+var p = uniform( 100, -5.0, 5.0, opts );
+
+logEachMap( 'squaredHinge(%0.4f, %0.4f, %0.4f) = %0.4f', t, y, p, squaredHinge );
+```
+
+
+
+
+
+
+
+* * *
+
+
+
+## C APIs
+
+
+
+
+
+
+
+
+
+
+
+### Usage
+
+```c
+#include "stdlib/ml/base/loss/float64/squared_hinge.h"
+```
+
+#### stdlib_base_float64_squared_hinge( t, y, p )
+
+Computes the [squared hinge loss][squared-hinge-loss].
+
+```c
+double out = stdlib_base_float64_squared_hinge( 1.0, 1.0, 0.782 );
+// returns ~0.0475
+```
+
+The function accepts the following arguments:
+
+- **t**: `[in] double` margin threshold.
+- **y**: `[in] double` true target value.
+- **p**: `[in] double` predicted value.
+
+```c
+double stdlib_base_float64_squared_hinge( const double t, const double y, const double p );
+```
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+### Examples
+
+```c
+#include "stdlib/ml/base/loss/float64/squared_hinge.h"
+#include
+
+int main( void ) {
+ const double t[] = { 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0 };
+ const double y[] = { -1.0, -1.0, -1.0, -1.0, -1.0, 1.0, 1.0, 1.0, 1.0, 1.0 };
+ const double p[] = { -5.0, -3.89, -2.78, -1.67, -0.56, 0.56, 1.67, 2.78, 3.89, 5.0 };
+
+ double v;
+ int i;
+ for ( i = 0; i < 10; i++ ) {
+ v = stdlib_base_float64_squared_hinge( t[ i ], y[ i ], p[ i ] );
+ printf( "squaredHinge(%lf, %lf, %lf) = %lf\n", t[ i ], y[ i ], p[ i ], v );
+ }
+}
+```
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+[squared-hinge-loss]: https://en.wikipedia.org/wiki/Hinge_loss#Optimization
+
+
+
+
+
+
+
+
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/benchmark/benchmark.js b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/benchmark/benchmark.js
new file mode 100644
index 000000000000..74531abc910f
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/benchmark/benchmark.js
@@ -0,0 +1,59 @@
+/**
+* @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 uniform = require( '@stdlib/random/array/uniform' );
+var sample = require( '@stdlib/random/sample' );
+var isnan = require( '@stdlib/math/base/assert/is-nan' );
+var pkg = require( './../package.json' ).name;
+var squaredHinge = require( './../lib' );
+
+
+// MAIN //
+
+bench( pkg, function benchmark( b ) {
+ var len;
+ var y;
+ var p;
+ var v;
+ var i;
+
+ len = 100;
+ y = sample( [ -1.0, 1.0 ], {
+ 'size': len
+ });
+ p = uniform( len, -2.0, 2.0 );
+
+ b.tic();
+ for ( i = 0; i < b.iterations; i++ ) {
+ v = squaredHinge( 1.0, y[ i%y.length ], p[ i%p.length ] );
+ if ( isnan( v ) ) {
+ b.fail( 'should not return NaN' );
+ }
+ }
+ b.toc();
+ if ( isnan( v ) ) {
+ b.fail( 'should not return NaN' );
+ }
+ b.pass( 'benchmark finished' );
+ b.end();
+});
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/benchmark/benchmark.native.js
new file mode 100644
index 000000000000..606314238156
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/benchmark/benchmark.native.js
@@ -0,0 +1,69 @@
+/**
+* @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 resolve = require( 'path' ).resolve;
+var bench = require( '@stdlib/bench' );
+var uniform = require( '@stdlib/random/array/uniform' );
+var sample = require( '@stdlib/random/sample' );
+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;
+
+
+// VARIABLES //
+
+var squaredHinge = tryRequire( resolve( __dirname, './../lib/native.js' ) );
+var opts = {
+ 'skip': ( squaredHinge instanceof Error )
+};
+
+
+// MAIN //
+
+bench( format( '%s::native', pkg ), opts, function benchmark( b ) {
+ var len;
+ var y;
+ var p;
+ var v;
+ var i;
+
+ len = 100;
+ y = sample( [ -1.0, 1.0 ], {
+ 'size': len
+ });
+ p = uniform( len, -2.0, 2.0 );
+
+ b.tic();
+ for ( i = 0; i < b.iterations; i++ ) {
+ v = squaredHinge( 1.0, y[ i%y.length ], p[ i%p.length ] );
+ if ( isnan( v ) ) {
+ b.fail( 'should not return NaN' );
+ }
+ }
+ b.toc();
+ if ( isnan( v ) ) {
+ b.fail( 'should not return NaN' );
+ }
+ b.pass( 'benchmark finished' );
+ b.end();
+});
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/benchmark/c/native/Makefile b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/benchmark/c/native/Makefile
new file mode 100644
index 000000000000..979768abbcec
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/benchmark/c/native/Makefile
@@ -0,0 +1,146 @@
+#/
+# @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.
+#/
+
+# 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/ml/base/loss/float64/squared-hinge/benchmark/c/native/benchmark.c b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/benchmark/c/native/benchmark.c
new file mode 100644
index 000000000000..9df84f2ce88b
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/benchmark/c/native/benchmark.c
@@ -0,0 +1,157 @@
+/**
+* @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.
+*/
+
+#include "stdlib/ml/base/loss/float64/squared_hinge.h"
+#include
+#include
+#include
+#include
+#include
+
+#define NAME "squared_hinge"
+#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) );
+}
+
+/**
+* Randomly samples either +1 or -1.
+*
+* @return randomly sampled value (+1 or -1)
+*/
+static double random_sample( void ) {
+ double v = (double)rand() / ( (double)RAND_MAX );
+ if ( v >= 0.5 ) {
+ return 1.0;
+ }
+ return -1.0;
+}
+
+/**
+* Runs a benchmark.
+*
+* @return elapsed time in seconds
+*/
+static double benchmark( void ) {
+ double elapsed;
+ double *p;
+ double *y;
+ double v;
+ double t;
+ int i;
+
+ p = (double *) malloc( 100 * sizeof( double ) );
+ y = (double *) malloc( 100 * sizeof( double ) );
+ for ( i = 0; i < 100; i++ ) {
+ y[ i ] = random_sample();
+ p[ i ] = random_uniform( -2.0, 2.0 );
+ }
+
+ t = tic();
+ for ( i = 0; i < ITERATIONS; i++ ) {
+ v = stdlib_base_float64_squared_hinge( 1.0, y[ i % 100 ], p[ i % 100 ] );
+ if ( v != v ) {
+ printf( "should not return NaN\n" );
+ break;
+ }
+ }
+ elapsed = tic() - t;
+ if ( v != v ) {
+ printf( "should not return NaN\n" );
+ }
+ free( y );
+ free( p );
+ 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::native::%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/ml/base/loss/float64/squared-hinge/binding.gyp b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/binding.gyp
new file mode 100644
index 000000000000..0d6508a12e99
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/binding.gyp
@@ -0,0 +1,170 @@
+# @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.
+
+# 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/ml/base/loss/float64/squared-hinge/docs/repl.txt b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/docs/repl.txt
new file mode 100644
index 000000000000..872241aab6dd
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/docs/repl.txt
@@ -0,0 +1,42 @@
+
+{{alias}}( t, y, p )
+ Computes the squared hinge loss.
+
+ If any argument is `NaN`, the function returns `NaN`.
+
+ If `y` is not +1 or -1, the function returns `NaN`.
+
+ When `t = 1.0`, we get the loss used by SVM.
+
+ Parameters
+ ----------
+ t: number
+ Margin threshold.
+
+ y: number
+ True target value.
+
+ p: number
+ Predicted value.
+
+ Returns
+ -------
+ v: number
+ Squared hinge loss.
+
+ Examples
+ --------
+ > var v = {{alias}}( 1.0, 1.0, 0.782 )
+ ~0.0475
+ > v = {{alias}}( 1.0, 1.0, 0.202 )
+ ~0.6368
+ > v = {{alias}}( 1.0, 1.0, -0.999 )
+ ~3.996
+ > v = {{alias}}( 1.0, -1.0, 0.2 )
+ 1.44
+ > v = {{alias}}( 1.0, 1.0, NaN )
+ NaN
+
+ See Also
+ --------
+
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/docs/types/index.d.ts b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/docs/types/index.d.ts
new file mode 100644
index 000000000000..47ed48342446
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/docs/types/index.d.ts
@@ -0,0 +1,59 @@
+/*
+* @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
+
+/**
+* Compute the squared hinge loss.
+*
+* ## Notes
+*
+* - If `y` is not +1 or -1, the function returns `NaN`.
+* - When `t = 1.0`, we get the loss used by SVM.
+*
+* @param t - margin threshold
+* @param y - true target value
+* @param p - predicted value
+* @returns squared hinge loss
+*
+* @example
+* var v = squaredHinge( 1.0, 1.0, 0.782 );
+* // returns ~0.0475
+*
+* @example
+* var v = squaredHinge( 1.0, 1.0, 0.202 );
+* // returns ~0.6368
+*
+* @example
+* var v = squaredHinge( 1.0, 1.0, -0.999 );
+* // returns ~3.996
+*
+* @example
+* var v = squaredHinge( 1.0, -1.0, 0.2 );
+* // returns 1.44
+*
+* @example
+* var v = squaredHinge( 1.0, -1.0, -1.5 );
+* // returns 0.0
+*/
+declare function squaredHinge( t: number, y: number, p: number ): number;
+
+
+// EXPORTS //
+
+export = squaredHinge;
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/docs/types/test.ts b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/docs/types/test.ts
new file mode 100644
index 000000000000..7744847fe402
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/docs/types/test.ts
@@ -0,0 +1,71 @@
+/*
+* @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 squaredHinge = require( './index' );
+
+
+// TESTS //
+
+// The function returns a number...
+{
+ squaredHinge( 1.0, 1.0, 0.782 ); // $ExpectType number
+}
+
+// The compiler throws an error if the function is provided a first argument which is not a number...
+{
+ squaredHinge( true, 1.0, 0.782 ); // $ExpectError
+ squaredHinge( false, 1.0, 0.782 ); // $ExpectError
+ squaredHinge( null, 1.0, 0.782 ); // $ExpectError
+ squaredHinge( undefined, 1.0, 0.782 ); // $ExpectError
+ squaredHinge( '5', 1.0, 0.782 ); // $ExpectError
+ squaredHinge( [], 1.0, 0.782 ); // $ExpectError
+ squaredHinge( {}, 1.0, 0.782 ); // $ExpectError
+ squaredHinge( ( x: number ): number => x, 1.0, 0.782 ); // $ExpectError
+}
+
+// The compiler throws an error if the function is provided a second argument which is not a number...
+{
+ squaredHinge( 1.0, true, 0.782 ); // $ExpectError
+ squaredHinge( 1.0, false, 0.782 ); // $ExpectError
+ squaredHinge( 1.0, null, 0.782 ); // $ExpectError
+ squaredHinge( 1.0, undefined, 0.782 ); // $ExpectError
+ squaredHinge( 1.0, '5', 0.782 ); // $ExpectError
+ squaredHinge( 1.0, [], 0.782 ); // $ExpectError
+ squaredHinge( 1.0, {}, 0.782 ); // $ExpectError
+ squaredHinge( 1.0, ( x: number ): number => x, 0.782 ); // $ExpectError
+}
+
+// The compiler throws an error if the function is provided a third argument which is not a number...
+{
+ squaredHinge( 1.0, 1.0, true ); // $ExpectError
+ squaredHinge( 1.0, 1.0, false ); // $ExpectError
+ squaredHinge( 1.0, 1.0, null ); // $ExpectError
+ squaredHinge( 1.0, 1.0, undefined ); // $ExpectError
+ squaredHinge( 1.0, 1.0, '5' ); // $ExpectError
+ squaredHinge( 1.0, 1.0, [] ); // $ExpectError
+ squaredHinge( 1.0, 1.0, {} ); // $ExpectError
+ squaredHinge( 1.0, 1.0, ( x: number ): number => x ); // $ExpectError
+}
+
+// The compiler throws an error if the function is provided an unsupported number of arguments...
+{
+ squaredHinge(); // $ExpectError
+ squaredHinge( 1.0 ); // $ExpectError
+ squaredHinge( 1.0, 0.900 ); // $ExpectError
+ squaredHinge( 1.0, 0.900, 0.787, 0.7873 ); // $ExpectError
+}
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/examples/c/Makefile b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/examples/c/Makefile
new file mode 100644
index 000000000000..c8f8e9a1517b
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/examples/c/Makefile
@@ -0,0 +1,146 @@
+#/
+# @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.
+#/
+
+# 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/ml/base/loss/float64/squared-hinge/examples/c/example.c b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/examples/c/example.c
new file mode 100644
index 000000000000..4301088839c6
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/examples/c/example.c
@@ -0,0 +1,33 @@
+/**
+* @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.
+*/
+
+#include "stdlib/ml/base/loss/float64/squared_hinge.h"
+#include
+
+int main( void ) {
+ const double t[] = { 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0 };
+ const double y[] = { -1.0, -1.0, -1.0, -1.0, -1.0, 1.0, 1.0, 1.0, 1.0, 1.0 };
+ const double p[] = { -5.0, -3.89, -2.78, -1.67, -0.56, 0.56, 1.67, 2.78, 3.89, 5.0 };
+
+ double v;
+ int i;
+ for ( i = 0; i < 10; i++ ) {
+ v = stdlib_base_float64_squared_hinge( t[ i ], y[ i ], p[ i ] );
+ printf( "squaredHinge(%lf, %lf, %lf) = %lf\n", t[ i ], y[ i ], p[ i ], v );
+ }
+}
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/examples/index.js b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/examples/index.js
new file mode 100644
index 000000000000..d9932f26d419
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/examples/index.js
@@ -0,0 +1,35 @@
+/**
+* @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 uniform = require( '@stdlib/random/array/uniform' );
+var sample = require( '@stdlib/random/sample' );
+var logEachMap = require( '@stdlib/console/log-each-map' );
+var squaredHinge = require( './../lib' );
+
+var y = sample( [ -1.0, 1.0 ], {
+ 'size': 100
+});
+var opts = {
+ 'dtype': 'float64'
+};
+var t = uniform( 100, 0.0, 5.0, opts );
+var p = uniform( 100, -5.0, 5.0, opts );
+
+logEachMap( 'squaredHinge(%0.4f, %0.4f, %0.4f) = %0.4f', t, y, p, squaredHinge );
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/include.gypi b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/include.gypi
new file mode 100644
index 000000000000..bee8d41a2caf
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/include.gypi
@@ -0,0 +1,53 @@
+# @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.
+
+# 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': [
+ ' 0.0 ) {
+ return z * z;
+ }
+ return 0.0;
+}
+
+
+// EXPORTS //
+
+module.exports = squaredHinge;
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/lib/native.js b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/lib/native.js
new file mode 100644
index 000000000000..1d6bcc5b2b71
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/lib/native.js
@@ -0,0 +1,64 @@
+/**
+* @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 addon = require( './../src/addon.node' );
+
+
+// MAIN //
+
+/**
+* Computes the squared hinge loss.
+*
+* @private
+* @param {number} t - margin threshold
+* @param {number} y - true target value
+* @param {number} p - predicted value
+* @returns {number} squared hinge loss
+*
+* @example
+* var v = squaredHinge( 1.0, 1.0, 0.782 );
+* // returns ~0.0475
+*
+* @example
+* var v = squaredHinge( 1.0, 1.0, 0.202 );
+* // returns ~0.6368
+*
+* @example
+* var v = squaredHinge( 1.0, 1.0, -0.999 );
+* // returns ~3.996
+*
+* @example
+* var v = squaredHinge( 1.0, -1.0, 0.2 );
+* // returns 1.44
+*
+* @example
+* var v = squaredHinge( 1.0, -1.0, -1.5 );
+* // returns 0.0
+*/
+function squaredHinge( t, y, p ) {
+ return addon( t, y, p );
+}
+
+
+// EXPORTS //
+
+module.exports = squaredHinge;
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/manifest.json b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/manifest.json
new file mode 100644
index 000000000000..6164498d65ea
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/manifest.json
@@ -0,0 +1,75 @@
+{
+ "options": {
+ "task": "build"
+ },
+ "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",
+ "src": [
+ "./src/main.c"
+ ],
+ "include": [
+ "./include"
+ ],
+ "libraries": [],
+ "libpath": [],
+ "dependencies": [
+ "@stdlib/math/base/napi/ternary",
+ "@stdlib/math/base/assert/is-nan",
+ "@stdlib/constants/float64/nan"
+ ]
+ },
+ {
+ "task": "benchmark",
+ "src": [
+ "./src/main.c"
+ ],
+ "include": [
+ "./include"
+ ],
+ "libraries": [],
+ "libpath": [],
+ "dependencies": [
+ "@stdlib/math/base/assert/is-nan",
+ "@stdlib/constants/float64/nan"
+ ]
+ },
+ {
+ "task": "examples",
+ "src": [
+ "./src/main.c"
+ ],
+ "include": [
+ "./include"
+ ],
+ "libraries": [],
+ "libpath": [],
+ "dependencies": [
+ "@stdlib/math/base/assert/is-nan",
+ "@stdlib/constants/float64/nan"
+ ]
+ }
+ ]
+}
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/package.json b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/package.json
new file mode 100644
index 000000000000..2aeda097090b
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/package.json
@@ -0,0 +1,67 @@
+{
+ "name": "@stdlib/ml/base/loss/float64/squared-hinge",
+ "version": "0.0.0",
+ "description": "Compute the squared hinge loss.",
+ "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",
+ "gypfile": true,
+ "directories": {
+ "benchmark": "./benchmark",
+ "doc": "./docs",
+ "example": "./examples",
+ "include": "./include",
+ "lib": "./lib",
+ "src": "./src",
+ "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",
+ "machine learning",
+ "ml",
+ "loss",
+ "float64",
+ "hinge",
+ "squared hinge loss",
+ "double-precision",
+ "double",
+ "dbl"
+ ],
+ "__stdlib__": {}
+}
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/src/Makefile b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/src/Makefile
new file mode 100644
index 000000000000..2caf905cedbe
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/src/Makefile
@@ -0,0 +1,70 @@
+#/
+# @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.
+#/
+
+# 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/ml/base/loss/float64/squared-hinge/src/addon.c b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/src/addon.c
new file mode 100644
index 000000000000..dbfdd9a40c7f
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/src/addon.c
@@ -0,0 +1,22 @@
+/**
+* @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.
+*/
+
+#include "stdlib/ml/base/loss/float64/squared_hinge.h"
+#include "stdlib/math/base/napi/ternary.h"
+
+STDLIB_MATH_BASE_NAPI_MODULE_DDD_D( stdlib_base_float64_squared_hinge )
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/src/main.c b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/src/main.c
new file mode 100644
index 000000000000..1f13172c79a3
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/src/main.c
@@ -0,0 +1,48 @@
+/**
+* @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.
+*/
+
+#include "stdlib/ml/base/loss/float64/squared_hinge.h"
+#include "stdlib/math/base/assert/is_nan.h"
+#include "stdlib/constants/float64/nan.h"
+
+/**
+* Computes the squared hinge loss.
+*
+* @param t margin threshold
+* @param y true target value
+* @param p predicted value
+* @return squared hinge loss
+*
+* @example
+* double out = stdlib_base_float64_squared_hinge( 1.0, -1.0, 0.2 );
+* // returns 1.44
+*/
+double stdlib_base_float64_squared_hinge( const double t, const double y, const double p ) {
+ double z;
+ if (
+ stdlib_base_is_nan( t ) || stdlib_base_is_nan( y ) || stdlib_base_is_nan( p ) ||
+ ( y != -1.0 && y != 1.0 )
+ ) {
+ return STDLIB_CONSTANT_FLOAT64_NAN;
+ }
+ z = t - ( y*p );
+ if ( z > 0.0 ) {
+ return z * z;
+ }
+ return 0.0;
+}
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/REQUIRE b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/REQUIRE
new file mode 100644
index 000000000000..7c8193c06e65
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/REQUIRE
@@ -0,0 +1,2 @@
+julia 1.4.2
+JSON 0.21.0
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/runner.jl b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/runner.jl
new file mode 100644
index 000000000000..c5b7b4eb728e
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/runner.jl
@@ -0,0 +1,93 @@
+#!/usr/bin/env julia
+#
+# @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 JSON
+
+"""
+ gen( t, y, p, name )
+
+Generate fixture data and write to file.
+
+# Arguments
+
+* `t`: margin threshold
+* `y`: response domain
+* `p`: prediction domain
+* `name::AbstractString`: output filename
+
+# Examples
+
+``` julia
+julia> t = range( 0.0, stop=5.0, length=2001 );
+julia> y = rand( [-1.0, 1.0], 2001 )
+julia> p = range( -1000.0, 1000.0, 2001 );
+julia> gen( t, y, p, "data.json" );
+```
+"""
+function gen( t, y, p, name )
+ t = collect( Float64, t );
+ p = collect( Float64, p );
+
+ z = t .- p .* y;
+ v = ifelse.( z .> 0, z .* z, 0.0 );
+
+ # Store data to be written to file as a collection:
+ data = Dict([
+ ("t", t),
+ ("y", y),
+ ("p", p),
+ ("expected", v)
+ ]);
+
+ # Based on the script directory, create an output filepath:
+ filepath = joinpath( dir, name );
+
+ # Write the data to the output filepath as JSON:
+ outfile = open( filepath, "w" );
+ write( outfile, JSON.json(data) );
+ write( outfile, "\n" );
+ close( outfile );
+end
+
+# Get the filename:
+file = @__FILE__;
+
+# Extract the directory in which this file resides:
+dir = dirname(file);
+
+t = range( 0.0, stop=5.0, length=503 );
+
+# Positive tiny values:
+y = rand( [ -1.0, 1.0 ], 503 )
+p = range( 0.0, stop=1e-20, length=503 );
+gen( t, y, p, "tiny_positive.json" );
+
+# Small positive values:
+y = rand( [ -1.0, 1.0 ], 503 )
+p = range( 0.0, stop=2.0, length=503 );
+gen( t, y, p, "small_positive.json" );
+
+# Negative tiny values:
+y = rand( [ -1.0, 1.0 ], 503 )
+p = range( -1e-20, stop=0.0, length=503 );
+gen( t, y, p, "tiny_negative.json" );
+
+# Small negative values:
+y = rand( [ -1.0, 1.0 ], 503 )
+p = range( -2.0, stop=0.0, length=503 );
+gen( t, y, p, "small_negative.json" );
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/small_negative.json b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/small_negative.json
new file mode 100644
index 000000000000..0af87ce897b1
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/small_negative.json
@@ -0,0 +1 @@
+{"t":[0,0.0099601593625498,0.0199203187250996,0.029880478087649404,0.0398406374501992,0.049800796812749,0.05976095617529881,0.0697211155378486,0.0796812749003984,0.08964143426294821,0.099601593625498,0.10956175298804781,0.11952191235059761,0.1294820717131474,0.1394422310756972,0.14940239043824702,0.1593625498007968,0.1693227091633466,0.17928286852589642,0.1892430278884462,0.199203187250996,0.20916334661354583,0.21912350597609562,0.2290836653386454,0.23904382470119523,0.24900398406374502,0.2589641434262948,0.2689243027888446,0.2788844621513944,0.28884462151394424,0.29880478087649404,0.30876494023904383,0.3187250996015936,0.3286852589641434,0.3386454183266932,0.34860557768924305,0.35856573705179284,0.36852589641434264,0.3784860557768924,0.3884462151394422,0.398406374501992,0.40836653386454186,0.41832669322709165,0.42828685258964144,0.43824701195219123,0.448207171314741,0.4581673306772908,0.4681274900398406,0.47808764940239046,0.48804780876494025,0.49800796812749004,0.5079681274900398,0.5179282868525896,0.5278884462151394,0.5378486055776892,0.547808764940239,0.5577689243027888,0.5677290836653387,0.5776892430278885,0.5876494023904383,0.5976095617529881,0.6075697211155379,0.6175298804780877,0.6274900398406374,0.6374501992031872,0.647410358565737,0.6573705179282868,0.6673306772908366,0.6772908366533864,0.6872509960159362,0.6972111553784861,0.7071713147410359,0.7171314741035857,0.7270916334661355,0.7370517928286853,0.7470119521912351,0.7569721115537849,0.7669322709163346,0.7768924302788844,0.7868525896414342,0.796812749003984,0.8067729083665338,0.8167330677290837,0.8266932270916335,0.8366533864541833,0.8466135458167331,0.8565737051792829,0.8665338645418327,0.8764940239043825,0.8864541832669323,0.896414342629482,0.9063745019920318,0.9163346613545816,0.9262948207171314,0.9362549800796812,0.9462151394422311,0.9561752988047809,0.9661354581673307,0.9760956175298805,0.9860557768924303,0.9960159362549801,1.0059760956175299,1.0159362549800797,1.0258964143426295,1.0358565737051793,1.045816733067729,1.0557768924302788,1.0657370517928286,1.0756972111553784,1.0856573705179282,1.095617529880478,1.1055776892430278,1.1155378486055776,1.1254980079681276,1.1354581673306774,1.1454183266932272,1.155378486055777,1.1653386454183268,1.1752988047808766,1.1852589641434264,1.1952191235059761,1.205179282868526,1.2151394422310757,1.2250996015936255,1.2350597609561753,1.245019920318725,1.254980079681275,1.2649402390438247,1.2749003984063745,1.2848605577689243,1.294820717131474,1.3047808764940239,1.3147410358565736,1.3247011952191234,1.3346613545816732,1.344621513944223,1.3545816733067728,1.3645418326693226,1.3745019920318724,1.3844621513944224,1.3944223107569722,1.404382470119522,1.4143426294820718,1.4243027888446216,1.4342629482071714,1.4442231075697212,1.454183266932271,1.4641434262948207,1.4741035856573705,1.4840637450199203,1.4940239043824701,1.50398406374502,1.5139442231075697,1.5239043824701195,1.5338645418326693,1.543824701195219,1.5537848605577689,1.5637450199203187,1.5737051792828685,1.5836653386454183,1.593625498007968,1.6035856573705178,1.6135458167330676,1.6235059760956174,1.6334661354581674,1.6434262948207172,1.653386454183267,1.6633466135458168,1.6733067729083666,1.6832669322709164,1.6932270916334662,1.703187250996016,1.7131474103585658,1.7231075697211156,1.7330677290836654,1.7430278884462151,1.752988047808765,1.7629482071713147,1.7729083665338645,1.7828685258964143,1.792828685258964,1.802788844621514,1.8127490039840637,1.8227091633466135,1.8326693227091633,1.842629482071713,1.8525896414342629,1.8625498007968126,1.8725099601593624,1.8824701195219125,1.8924302788844622,1.902390438247012,1.9123505976095618,1.9223107569721116,1.9322709163346614,1.9422310756972112,1.952191235059761,1.9621513944223108,1.9721115537848606,1.9820717131474104,1.9920318725099602,2.00199203187251,2.0119521912350598,2.0219123505976095,2.0318725099601593,2.041832669322709,2.051792828685259,2.0617529880478087,2.0717131474103585,2.0816733067729083,2.091633466135458,2.101593625498008,2.1115537848605577,2.1215139442231075,2.1314741035856573,2.141434262948207,2.151394422310757,2.1613545816733066,2.1713147410358564,2.181274900398406,2.191235059760956,2.201195219123506,2.2111553784860556,2.2211155378486054,2.231075697211155,2.241035856573705,2.250996015936255,2.260956175298805,2.270916334661355,2.2808764940239046,2.2908366533864544,2.300796812749004,2.310756972111554,2.3207171314741037,2.3306772908366535,2.3406374501992033,2.350597609561753,2.360557768924303,2.3705179282868527,2.3804780876494025,2.3904382470119523,2.400398406374502,2.410358565737052,2.4203187250996017,2.4302788844621515,2.4402390438247012,2.450199203187251,2.460159362549801,2.4701195219123506,2.4800796812749004,2.49003984063745,2.5,2.50996015936255,2.5199203187250996,2.5298804780876494,2.539840637450199,2.549800796812749,2.5597609561752988,2.5697211155378485,2.5796812749003983,2.589641434262948,2.599601593625498,2.6095617529880477,2.6195219123505975,2.6294820717131473,2.639442231075697,2.64940239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diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/small_positive.json b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/small_positive.json
new file mode 100644
index 000000000000..5e6d629f6998
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/small_positive.json
@@ -0,0 +1 @@
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diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/tiny_negative.json b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/tiny_negative.json
new file mode 100644
index 000000000000..e0ff8b8ad237
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/tiny_negative.json
@@ -0,0 +1 @@
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diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/tiny_positive.json b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/tiny_positive.json
new file mode 100644
index 000000000000..6204739903ce
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/fixtures/julia/tiny_positive.json
@@ -0,0 +1 @@
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3416929889998,19.82200679354296,19.910795066744967,19.99978174949604,20.088966841796157,20.178350343645338,20.267932255043576,20.357712575990856,20.4476913064872,20.537868446532595,20.62824399612705,20.718817955270552,20.809590323963114,20.900561102204726,20.9917302899954,21.08309788733512,21.174663894223904,21.266428310661734,21.358391136648628,21.450552372184568,21.542912017269572,21.63547007190362,21.72822653608673,21.82118140981889,21.914334693100113,22.00768638593038,22.101236488309713,22.19498500023809,22.28893192171553,22.38307725274202,22.47742099331757,22.571963143442165,22.666703703115825,22.76164267233853,22.856780051110302,22.95211583943112,23.047650037300997,23.14338264471992,23.239313661687913,23.335443088204947,23.431770924271046,23.52829716988619,23.625021825050396,23.721944889763652,23.819066364025968,23.916386247837334,24.01390454119776,24.111621244107234,24.20953635656577,24.30764987857335,24.405961810129998,24.504472151235692,24.603180901890447,24.702088062094248,24.801193631847113,24.900497611149024,25]}
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/test.js b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/test.js
new file mode 100644
index 000000000000..2d7b2e770b8c
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/test.js
@@ -0,0 +1,150 @@
+/**
+* @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 isnan = require( '@stdlib/math/base/assert/is-nan' );
+var isAlmostSameValue = require( '@stdlib/number/float64/base/assert/is-almost-same-value' );
+var squaredHinge = require( './../lib' );
+
+
+// FIXTURES //
+
+var tinyPositive = require( './fixtures/julia/tiny_positive.json' );
+var smallPositive = require( './fixtures/julia/small_positive.json' );
+var tinyNegative = require( './fixtures/julia/tiny_negative.json' );
+var smallNegative = require( './fixtures/julia/small_negative.json' );
+
+
+// TESTS //
+
+tape( 'main export is a function', function test( t ) {
+ t.ok( true, __filename );
+ t.strictEqual( typeof squaredHinge, 'function', 'main export is a function' );
+ t.end();
+});
+
+tape( 'the function computes the squared hinge loss for tiny positive values', function test( t ) {
+ var expected;
+ var th;
+ var y;
+ var p;
+ var v;
+ var i;
+
+ th = tinyPositive.t;
+ y = tinyPositive.y;
+ p = tinyPositive.p;
+ expected = tinyPositive.expected;
+ for ( i = 0; i < y.length; i++ ) {
+ v = squaredHinge( th[ i ], y[ i ], p[ i ] );
+ t.strictEqual( isAlmostSameValue( v, expected[ i ], 0 ), true, 'returns expected value' );
+ }
+ t.end();
+});
+
+tape( 'the function computes the squared hinge loss for small positive values', function test( t ) {
+ var expected;
+ var th;
+ var y;
+ var p;
+ var v;
+ var i;
+
+ th = smallPositive.t;
+ y = smallPositive.y;
+ p = smallPositive.p;
+ expected = smallPositive.expected;
+ for ( i = 0; i < y.length; i++ ) {
+ v = squaredHinge( th[ i ], y[ i ], p[ i ] );
+ t.strictEqual( isAlmostSameValue( v, expected[ i ], 0 ), true, 'returns expected value' );
+ }
+ t.end();
+});
+
+tape( 'the function computes the squared hinge loss for tiny negative values', function test( t ) {
+ var expected;
+ var th;
+ var y;
+ var p;
+ var v;
+ var i;
+
+ th = tinyNegative.t;
+ y = tinyNegative.y;
+ p = tinyNegative.p;
+ expected = tinyNegative.expected;
+ for ( i = 0; i < y.length; i++ ) {
+ v = squaredHinge( th[ i ], y[ i ], p[ i ] );
+ t.strictEqual( isAlmostSameValue( v, expected[ i ], 0 ), true, 'returns expected value' );
+ }
+ t.end();
+});
+
+tape( 'the function computes the squared hinge loss for small negative values', function test( t ) {
+ var expected;
+ var th;
+ var y;
+ var p;
+ var v;
+ var i;
+
+ th = smallNegative.t;
+ y = smallNegative.y;
+ p = smallNegative.p;
+ expected = smallNegative.expected;
+ for ( i = 0; i < y.length; i++ ) {
+ v = squaredHinge( th[ i ], y[ i ], p[ i ] );
+ t.strictEqual( isAlmostSameValue( v, expected[ i ], 0 ), true, 'returns expected value' );
+ }
+ t.end();
+});
+
+tape( 'the function returns `NaN` if provided `NaN`', function test( t ) {
+ var v;
+
+ v = squaredHinge( NaN, 1.0, 0.782 );
+ t.strictEqual( isnan( v ), true, 'returns expected value' );
+
+ v = squaredHinge( 1.0, NaN, 0.782 );
+ t.strictEqual( isnan( v ), true, 'returns expected value' );
+
+ v = squaredHinge( 1.0, 1.0, NaN );
+ t.strictEqual( isnan( v ), true, 'returns expected value' );
+
+ v = squaredHinge( NaN, NaN, 0.782 );
+ t.strictEqual( isnan( v ), true, 'returns expected value' );
+
+ v = squaredHinge( NaN, NaN, NaN );
+ t.strictEqual( isnan( v ), true, 'returns expected value' );
+ t.end();
+});
+
+tape( 'the function returns `NaN` if y is not +1 or -1', function test( t ) {
+ var v;
+
+ v = squaredHinge( 1.0, -0.9, 1.0 );
+ t.strictEqual( isnan( v ), true, 'returns expected value' );
+
+ v = squaredHinge( 1.0, 0.453, 0.76 );
+ t.strictEqual( isnan( v ), true, 'returns expected value' );
+ t.end();
+});
diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/test.native.js b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/test.native.js
new file mode 100644
index 000000000000..394722f45bc1
--- /dev/null
+++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge/test/test.native.js
@@ -0,0 +1,159 @@
+/**
+* @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 resolve = require( 'path' ).resolve;
+var tape = require( 'tape' );
+var isnan = require( '@stdlib/math/base/assert/is-nan' );
+var isAlmostSameValue = require( '@stdlib/number/float64/base/assert/is-almost-same-value' );
+var tryRequire = require( '@stdlib/utils/try-require' );
+
+
+// FIXTURES //
+
+var tinyPositive = require( './fixtures/julia/tiny_positive.json' );
+var smallPositive = require( './fixtures/julia/small_positive.json' );
+var tinyNegative = require( './fixtures/julia/tiny_negative.json' );
+var smallNegative = require( './fixtures/julia/small_negative.json' );
+
+
+// VARIABLES //
+
+var squaredHinge = tryRequire( resolve( __dirname, './../lib/native.js' ) );
+var opts = {
+ 'skip': ( squaredHinge instanceof Error )
+};
+
+
+// TESTS //
+
+tape( 'main export is a function', opts, function test( t ) {
+ t.ok( true, __filename );
+ t.strictEqual( typeof squaredHinge, 'function', 'main export is a function' );
+ t.end();
+});
+
+tape( 'the function computes the squared hinge loss for tiny positive values', opts, function test( t ) {
+ var expected;
+ var th;
+ var y;
+ var p;
+ var v;
+ var i;
+
+ th = tinyPositive.t;
+ y = tinyPositive.y;
+ p = tinyPositive.p;
+ expected = tinyPositive.expected;
+ for ( i = 0; i < y.length; i++ ) {
+ v = squaredHinge( th[ i ], y[ i ], p[ i ] );
+ t.strictEqual( isAlmostSameValue( v, expected[ i ], 0 ), true, 'returns expected value' );
+ }
+ t.end();
+});
+
+tape( 'the function computes the squared hinge loss for small positive values', opts, function test( t ) {
+ var expected;
+ var th;
+ var y;
+ var p;
+ var v;
+ var i;
+
+ th = smallPositive.t;
+ y = smallPositive.y;
+ p = smallPositive.p;
+ expected = smallPositive.expected;
+ for ( i = 0; i < y.length; i++ ) {
+ v = squaredHinge( th[ i ], y[ i ], p[ i ] );
+ t.strictEqual( isAlmostSameValue( v, expected[ i ], 0 ), true, 'returns expected value' );
+ }
+ t.end();
+});
+
+tape( 'the function computes the squared hinge loss for tiny negative values', opts, function test( t ) {
+ var expected;
+ var th;
+ var y;
+ var p;
+ var v;
+ var i;
+
+ th = tinyNegative.t;
+ y = tinyNegative.y;
+ p = tinyNegative.p;
+ expected = tinyNegative.expected;
+ for ( i = 0; i < y.length; i++ ) {
+ v = squaredHinge( th[ i ], y[ i ], p[ i ] );
+ t.strictEqual( isAlmostSameValue( v, expected[ i ], 0 ), true, 'returns expected value' );
+ }
+ t.end();
+});
+
+tape( 'the function computes the squared hinge loss for small negative values', opts, function test( t ) {
+ var expected;
+ var th;
+ var y;
+ var p;
+ var v;
+ var i;
+
+ th = smallNegative.t;
+ y = smallNegative.y;
+ p = smallNegative.p;
+ expected = smallNegative.expected;
+ for ( i = 0; i < y.length; i++ ) {
+ v = squaredHinge( th[ i ], y[ i ], p[ i ] );
+ t.strictEqual( isAlmostSameValue( v, expected[ i ], 0 ), true, 'returns expected value' );
+ }
+ t.end();
+});
+
+tape( 'the function returns `NaN` if provided `NaN`', opts, function test( t ) {
+ var v;
+
+ v = squaredHinge( NaN, 1.0, 0.782 );
+ t.strictEqual( isnan( v ), true, 'returns expected value' );
+
+ v = squaredHinge( 1.0, NaN, 0.782 );
+ t.strictEqual( isnan( v ), true, 'returns expected value' );
+
+ v = squaredHinge( 1.0, 1.0, NaN );
+ t.strictEqual( isnan( v ), true, 'returns expected value' );
+
+ v = squaredHinge( NaN, NaN, 0.782 );
+ t.strictEqual( isnan( v ), true, 'returns expected value' );
+
+ v = squaredHinge( NaN, NaN, NaN );
+ t.strictEqual( isnan( v ), true, 'returns expected value' );
+ t.end();
+});
+
+tape( 'the function returns `NaN` if y is not +1 or -1', opts, function test( t ) {
+ var v;
+
+ v = squaredHinge( 1.0, -0.9, 1.0 );
+ t.strictEqual( isnan( v ), true, 'returns expected value' );
+
+ v = squaredHinge( 1.0, 0.453, 0.76 );
+ t.strictEqual( isnan( v ), true, 'returns expected value' );
+ t.end();
+});