From 16d16535c53af8415d4f12bc6453de24430e4375 Mon Sep 17 00:00:00 2001 From: nakul-krishnakumar Date: Tue, 5 May 2026 21:18:58 +0530 Subject: [PATCH 1/4] feat: add `ml/base/loss/float64/hinge` --- 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: passed - task: lint_javascript_src status: passed - task: lint_javascript_cli status: na - task: lint_javascript_examples status: passed - 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: passed - task: lint_c_examples status: passed - task: lint_c_benchmarks status: passed - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: passed - task: lint_license_headers status: passed --- --- .../ml/base/loss/float64/hinge/README.md | 201 ++++++++++++++++++ .../loss/float64/hinge/benchmark/benchmark.js | 57 +++++ .../hinge/benchmark/benchmark.native.js | 67 ++++++ .../float64/hinge/benchmark/c/native/Makefile | 146 +++++++++++++ .../hinge/benchmark/c/native/benchmark.c | 150 +++++++++++++ .../ml/base/loss/float64/hinge/binding.gyp | 170 +++++++++++++++ .../ml/base/loss/float64/hinge/docs/repl.txt | 33 +++ .../loss/float64/hinge/docs/types/index.d.ts | 57 +++++ .../loss/float64/hinge/docs/types/test.ts | 58 +++++ .../loss/float64/hinge/examples/c/Makefile | 146 +++++++++++++ .../loss/float64/hinge/examples/c/example.c | 32 +++ .../base/loss/float64/hinge/examples/index.js | 33 +++ .../ml/base/loss/float64/hinge/include.gypi | 53 +++++ .../stdlib/ml/base/loss/float64/hinge.h | 38 ++++ .../ml/base/loss/float64/hinge/lib/index.js | 55 +++++ .../ml/base/loss/float64/hinge/lib/main.js | 70 ++++++ .../ml/base/loss/float64/hinge/lib/native.js | 67 ++++++ .../ml/base/loss/float64/hinge/manifest.json | 78 +++++++ .../ml/base/loss/float64/hinge/package.json | 64 ++++++ .../ml/base/loss/float64/hinge/src/Makefile | 70 ++++++ .../ml/base/loss/float64/hinge/src/addon.c | 34 +++ .../ml/base/loss/float64/hinge/src/main.c | 39 ++++ .../float64/hinge/test/fixtures/julia/REQUIRE | 2 + .../hinge/test/fixtures/julia/runner.jl | 86 ++++++++ .../test/fixtures/julia/small_negative.json | 1 + .../test/fixtures/julia/small_positive.json | 1 + .../test/fixtures/julia/tiny_negative.json | 1 + .../test/fixtures/julia/tiny_positive.json | 1 + .../ml/base/loss/float64/hinge/test/test.js | 128 +++++++++++ .../loss/float64/hinge/test/test.native.js | 137 ++++++++++++ 30 files changed, 2075 insertions(+) create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/README.md create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.native.js create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/Makefile create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/benchmark.c create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/binding.gyp create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/repl.txt create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/index.d.ts create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/test.ts create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/Makefile create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/example.c create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/index.js create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include.gypi create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include/stdlib/ml/base/loss/float64/hinge.h create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/index.js create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/main.js create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/native.js create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/manifest.json create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/package.json create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/Makefile create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/addon.c create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/REQUIRE create mode 100755 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/runner.jl create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/small_negative.json create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/small_positive.json create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/tiny_negative.json create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/tiny_positive.json create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.js create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.native.js diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/README.md b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/README.md new file mode 100644 index 000000000000..cc416947229c --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/README.md @@ -0,0 +1,201 @@ + + +# hinge + +> Compute the [hinge loss][hinge-loss] between two double-precision floating-point number. + +
+ +The [hinge loss][hinge-loss] between `y` and `p` is defined as + + + +```math +g = max(0, 1 - y*p) +``` + + + + +
+ + + +
+ +## Usage + +```javascript +var hinge = require( '@stdlib/ml/base/loss/float64/hinge' ); +``` + +#### hinge( y, p ) + +Computes the [hinge loss][hinge-loss] between two double-precision floating-point number. + +```javascript +var v = hinge( 1.0, 0.782 ); +// returns ~0.218 + +v = hinge( 1.0, -0.9 ); +// returns 1.9 +``` + +
+ + + +
+ +## Examples + + + +```javascript +var uniform = require( '@stdlib/random/array/uniform' ); +var sample = require( '@stdlib/random/sample' ); +var logEachMap = require( '@stdlib/console/log-each-map' ); +var hinge = require( '@stdlib/ml/base/loss/float64/hinge' ); + +var y = sample( [ -1.0, 1.0 ], { + 'size': 100 +}); +var p = uniform( 100, -5.0, 5.0, { + 'dtype': 'float64' +}); + +logEachMap( 'hinge(%0.4f, %0.4f) = %0.4f', y, p, hinge ); + +``` + +
+ + + + + +* * * + +
+ +## C APIs + + + +
+ +
+ + + + + +
+ +### Usage + +```c +#include "stdlib/ml/base/loss/float64/hinge.h" +``` + +#### stdlib_base_float64_hinge( y, p ) + +Computes the [hinge loss][hinge-loss] between two double-precision floating-point number. + +```c +double out = stdlib_base_float64_hinge( 1.0, 0.782 ); +// returns ~0.218 +``` + +The function accepts the following arguments: + +- **y**: `[in] double` true target value. +- **p**: `[in] double` predicted value. + +```c +double stdlib_base_float64_hinge( const double y, const double p ); +``` + +
+ + + + + +
+ +
+ + + + + +
+ +### Examples + +```c +#include "stdlib/ml/base/loss/float64/hinge.h" +#include + +int main( void ) { + 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_hinge( y[ i ], p[ i ] ); + printf( "hinge(%lf, %lf) = %lf\n", y[ i ], p[ i ], v ); + } +} +``` + +
+ + + +
+ + + + + +
+ +
+ + + + + +
+ +[hinge-loss]: https://en.wikipedia.org/wiki/Hinge_loss + + + + + + +
+ + diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js new file mode 100644 index 000000000000..3dd9a459b369 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js @@ -0,0 +1,57 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2020 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 hinge = require( './../lib' ); + + +// MAIN // + +bench( pkg, function benchmark( b ) { + var y; + var p; + var g; + var i; + + y = sample( [ -1, 1 ], { + 'size': 100 + }); + p = uniform( 100, -2.0, 2.0 ); + + b.tic(); + for ( i = 0; i < b.iterations; i++ ) { + g = hinge( y[ i % y.length ], p[ i % p.length ] ); + if ( isnan( g ) ) { + b.fail( 'should not return NaN' ); + } + } + b.toc(); + if ( isnan( g ) ) { + b.fail( 'should not return NaN' ); + } + b.pass( 'benchmark finished' ); + b.end(); +}); diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.native.js new file mode 100644 index 000000000000..ae531b38985f --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.native.js @@ -0,0 +1,67 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2022 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 hinge = tryRequire( resolve( __dirname, './../lib/native.js' ) ); +var opts = { + 'skip': ( hinge instanceof Error ) +}; + + +// MAIN // + +bench( format( '%s::native', pkg ), opts, function benchmark( b ) { + var y; + var p; + var g; + var i; + + y = sample( [ -1, 1 ], { + 'size': 100 + }); + p = uniform( 100, -2.0, 2.0 ); + + b.tic(); + for ( i = 0; i < b.iterations; i++ ) { + g = hinge( y[ i % y.length ], p[ i % p.length ] ); + if ( isnan( g ) ) { + b.fail( 'should not return NaN' ); + } + } + b.toc(); + if ( isnan( g ) ) { + b.fail( 'should not return NaN' ); + } + b.pass( 'benchmark finished' ); + b.end(); +}); diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/Makefile b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/Makefile new file mode 100644 index 000000000000..d6b58c7f5d3e --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/Makefile @@ -0,0 +1,146 @@ +#/ +# @license Apache-2.0 +# +# Copyright (c) 2022 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/hinge/benchmark/c/native/benchmark.c b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/benchmark.c new file mode 100644 index 000000000000..da83834d17c6 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/benchmark.c @@ -0,0 +1,150 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2022 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/hinge.h" +#include +#include +#include +#include +#include + +#define NAME "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) ); +} + +/** +* Runs a benchmark. +* +* @param y true target value +* @return elapsed time in seconds +*/ +static double benchmark( const double y ) { + double *p; + double elapsed; + double g; + double t; + int i; + + p = (double *) malloc( 100 * sizeof( double ) ); + for ( i = 0; i < 100; i++ ) { + p[ i ] = random_uniform( -2.0, 2.0 ); + } + + t = tic(); + for ( i = 0; i < ITERATIONS; i++ ) { + g = stdlib_base_float64_hinge( y, p[ i % 100 ] ); + if ( g != g ) { + printf( "should not return NaN\n" ); + break; + } + } + elapsed = tic() - t; + if ( g != g ) { + printf( "should not return NaN\n" ); + } + free( p ); + return elapsed; +} + +/** +* Main execution sequence. +*/ +int main( void ) { + double elapsed; + double y; + int i; + + // Use the current time to seed the random number generator: + srand( time( NULL ) ); + + print_version(); + y = 1; + for ( i = 0; i < REPEATS; i++ ) { + printf( "# c::native::%s:y=%.1f\n", NAME, y ); + elapsed = benchmark( y ); + print_results( elapsed ); + printf( "ok %d benchmark finished\n", i+1 ); + } + y = -1; + for ( i = 0; i < REPEATS; i++ ) { + printf( "# c::native::%s:y=%.1f\n", NAME, y ); + elapsed = benchmark( y ); + 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/hinge/binding.gyp b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/binding.gyp new file mode 100644 index 000000000000..1058b57bab16 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/binding.gyp @@ -0,0 +1,170 @@ +# @license Apache-2.0 +# +# Copyright (c) 2022 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/hinge/docs/repl.txt b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/repl.txt new file mode 100644 index 000000000000..e809771390e2 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/repl.txt @@ -0,0 +1,33 @@ + +{{alias}}( y, p ) + Computes the hinge loss between two double-precision floating-point number. + + Parameters + ---------- + y: number + True target value. + + p: number + Predicted value. + + Returns + ------- + g: number + Hinge loss. + + Examples + -------- + > var g = {{alias}}( 1.0, 0.782 ) + ~0.218 + > g = {{alias}}( 1.0, 0.202 ) + 0.798 + > g = {{alias}}( -1.0, -0.999 ) + ~0.001 + > g = {{alias}}( -1.0, 0.2 ) + 1.2 + > g = {{alias}}( NaN, NaN ) + NaN + + See Also + -------- + diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/index.d.ts b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/index.d.ts new file mode 100644 index 000000000000..ee69e3d6e083 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/index.d.ts @@ -0,0 +1,57 @@ +/* +* @license Apache-2.0 +* +* Copyright (c) 2020 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 + +/** +* Computes the hinge loss between two double-precision floating-point number. +* +* @param y - true target value +* @param p - predicted value +* @returns hinge loss +* +* @example +* var v = hinge( 1.0, 0.782 ); +* // returns ~0.218 +* +* @example +* var v = hinge( 1.0, 0.202 ); +* // returns 0.798 +* +* @example +* var v = hinge( -1.0, -0.999 ); +* // returns ~0.001 +* +* @example +* var v = hinge( -1.0, 0.234 ); +* // returns 1.234 +* +* @example +* var v = hinge( -1.0, 0.2 ); +* // returns 1.2 +* +* @example +* var v = hinge( 1.0, -0.9 ); +* // returns 1.9 +*/ +declare function hinge( y: number, p: number ): number; + + +// EXPORTS // + +export = hinge; diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/test.ts b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/test.ts new file mode 100644 index 000000000000..d81529c200a6 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/test.ts @@ -0,0 +1,58 @@ +/* +* @license Apache-2.0 +* +* Copyright (c) 2020 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 hinge = require( './index' ); + + +// TESTS // + +// The function returns a number... +{ + hinge( 1.0, 0.5869 ); // $ExpectType number +} + +// The compiler throws an error if the function is provided a first argument which is not a number... +{ + hinge( true, 0.8975 ); // $ExpectError + hinge( false, 0.8975 ); // $ExpectError + hinge( null, 0.8975 ); // $ExpectError + hinge( undefined, 0.8975 ); // $ExpectError + hinge( '5', 0.8975 ); // $ExpectError + hinge( [], 0.8975 ); // $ExpectError + hinge( {}, 0.8975 ); // $ExpectError + hinge( ( x: number ): number => x, 0.8975 ); // $ExpectError +} + +// The compiler throws an error if the function is provided a second argument which is not a number... +{ + hinge( 1.0, true ); // $ExpectError + hinge( 1.0, false ); // $ExpectError + hinge( 1.0, null ); // $ExpectError + hinge( 1.0, undefined ); // $ExpectError + hinge( 1.0, '5' ); // $ExpectError + hinge( 1.0, [] ); // $ExpectError + hinge( 1.0, {} ); // $ExpectError + hinge( 1.0, ( x: number ): number => x ); // $ExpectError +} + +// The compiler throws an error if the function is provided insufficient arguments... +{ + hinge(); // $ExpectError + hinge( 1.0 ); // $ExpectError + hinge( 1.0, 0.900, 0.787 ); // $ExpectError +} diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/Makefile b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/Makefile new file mode 100644 index 000000000000..91d364d19fc3 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/Makefile @@ -0,0 +1,146 @@ +#/ +# @license Apache-2.0 +# +# Copyright (c) 2022 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/hinge/examples/c/example.c b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/example.c new file mode 100644 index 000000000000..711a506fbd41 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/example.c @@ -0,0 +1,32 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2022 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/hinge.h" +#include + +int main( void ) { + 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_hinge( x[ i ] ); + printf( "hinge(%lf, %lf) = %lf\n", y[ i ], p[ i ], v ); + } +} diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/index.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/index.js new file mode 100644 index 000000000000..9a1211d0e10d --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/index.js @@ -0,0 +1,33 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2020 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 hinge = require( './../lib' ); + +var y = sample( [ -1.0, 1.0 ], { + 'size': 100 +}); +var p = uniform( 100, -5.0, 5.0, { + 'dtype': 'float64' +}); + +logEachMap( 'hinge(%0.4f, %0.4f) = %0.4f', y, p, hinge ); diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include.gypi b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include.gypi new file mode 100644 index 000000000000..3b437d524797 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include.gypi @@ -0,0 +1,53 @@ +# @license Apache-2.0 +# +# Copyright (c) 2022 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': [ + '=0.10.0", + "npm": ">2.7.0" + }, + "os": [ + "aix", + "darwin", + "freebsd", + "linux", + "macos", + "openbsd", + "sunos", + "win32", + "windows" + ], + "keywords": [ + "stdlib", + "machine learning", + "ml", + "loss", + "float64", + "hinge", + "hinge loss" + ], + "__stdlib__": {} +} diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/Makefile b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/Makefile new file mode 100644 index 000000000000..f79b87238713 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/Makefile @@ -0,0 +1,70 @@ +#/ +# @license Apache-2.0 +# +# Copyright (c) 2022 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/hinge/src/addon.c b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/addon.c new file mode 100644 index 000000000000..eb9804b934ee --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/addon.c @@ -0,0 +1,34 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2022 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/hinge.h" +#include "stdlib/napi/create_double.h" +#include "stdlib/napi/argv_double.h" +#include "stdlib/napi/export.h" +#include "stdlib/napi/argv.h" +#include + +static napi_value addon( napi_env env, napi_callback_info info ) { + STDLIB_NAPI_ARGV( env, info, argv, argc, 2 ); + STDLIB_NAPI_ARGV_DOUBLE( env, y, argv, 0 ); + STDLIB_NAPI_ARGV_DOUBLE( env, p, argv, 1 ); + STDLIB_NAPI_CREATE_DOUBLE( env, stdlib_base_float64_hinge( y, p ), v ); + return v; +} + +STDLIB_NAPI_MODULE_EXPORT_FCN( addon ) diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c new file mode 100644 index 000000000000..4826c57283aa --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c @@ -0,0 +1,39 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2022 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/hinge.h" +#include "stdlib/math/base/special/max.h" +#include "stdlib/constants/float64/nan.h" + +/** +* Computes the hinge loss between two double-precision floating-point number. +* +* @param y true target value +* @param p predicted value +* @return output value +* +* @example +* double out = stdlib_base_hinge( 1.0, 0.202 ); +* // returns 0.798 +*/ +double stdlib_base_float64_hinge( const double y, const double p ) { + if ( y != -1.0 && y != 1.0 ) { + return STDLIB_CONSTANT_FLOAT64_NAN; + } + return stdlib_base_max( 0, 1 - ( y*p ) ); +} diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/REQUIRE b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/REQUIRE new file mode 100644 index 000000000000..7c8193c06e65 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/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/hinge/test/fixtures/julia/runner.jl b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/runner.jl new file mode 100755 index 000000000000..802ff3b731bc --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/runner.jl @@ -0,0 +1,86 @@ +#!/usr/bin/env julia +# +# @license Apache-2.0 +# +# Copyright (c) 2020 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( domainy, domainp, name ) + +Generate fixture data and write to file. + +# Arguments + +* `domainy`: response domain +* `domainp`: prediction domain +* `name::AbstractString`: output filename + +# Examples + +``` julia +julia> y = rand( [-1.0, 1.0], 2001 ) +julia> p = range( -1000.0, 1000.0, 2001 ); +julia> gen( y, p, "data.json" ); +``` +""" +function gen( domainy, domainp, name ) + y = collect( domainy ); + p = collect( domainp ); + g = max.( 0, 1 .- ( y .* p ) ); + + # Store data to be written to file as a collection: + data = Dict([ + ("y", y), + ("p", p), + ("expected", g) + ]); + + # 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); + +# Positive tiny values: +y = rand([-1.0, 1.0], 503) +p = range( 0.0, stop=1e-20, length=503 ); +gen( 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( 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( 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( y, p, "small_negative.json" ); diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/small_negative.json b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/small_negative.json new file mode 100644 index 000000000000..f5ee9e5cc80f --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/small_negative.json @@ -0,0 +1 @@ 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diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/small_positive.json b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/small_positive.json new file mode 100644 index 000000000000..0e448f03c56e --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/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/hinge/test/fixtures/julia/tiny_negative.json b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/tiny_negative.json new file mode 100644 index 000000000000..32eac3904b5b --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/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/hinge/test/fixtures/julia/tiny_positive.json b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/tiny_positive.json new file mode 100644 index 000000000000..cd92aa18fd12 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/tiny_positive.json @@ -0,0 +1 @@ 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diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.js new file mode 100644 index 000000000000..5508770cfd8a --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.js @@ -0,0 +1,128 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2020 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 hinge = 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 hinge, 'function', 'main export is a function' ); + t.end(); +}); + +tape( 'the function computes the hinge loss for tiny positive values', function test( t ) { + var expected; + var y; + var p; + var g; + var i; + + y = tinyPositive.y; + p = tinyPositive.p; + expected = tinyPositive.expected; + for ( i = 0; i < y.length; i++ ) { + g = hinge( y[ i ], p[ i ] ); + t.strictEqual( isAlmostSameValue( g, expected[ i ], 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the hinge loss for small negative values', function test( t ) { + var expected; + var y; + var p; + var g; + var i; + + y = smallPositive.y; + p = smallPositive.p; + expected = smallPositive.expected; + for ( i = 0; i < y.length; i++ ) { + g = hinge( y[ i ], p[ i ] ); + t.strictEqual( isAlmostSameValue( g, expected[ i ], 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the hinge loss for tiny negative values', function test( t ) { + var expected; + var y; + var p; + var g; + var i; + + y = tinyNegative.y; + p = tinyNegative.p; + expected = tinyNegative.expected; + for ( i = 0; i < y.length; i++ ) { + g = hinge( y[ i ], p[ i ] ); + t.strictEqual( isAlmostSameValue( g, expected[ i ], 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the hinge loss for small negative values', function test( t ) { + var expected; + var y; + var p; + var g; + var i; + + y = smallNegative.y; + p = smallNegative.p; + expected = smallNegative.expected; + for ( i = 0; i < y.length; i++ ) { + g = hinge( y[ i ], p[ i ] ); + t.strictEqual( isAlmostSameValue( g, expected[ i ], 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function returns `NaN` if provided `NaN`', function test( t ) { + var g = hinge( NaN, NaN ); + t.strictEqual( isnan( g ), true, 'returns expected value' ); + t.end(); +}); + +tape( 'the function returns `NaN` if y is not +1 or -1', function test( t ) { + var g; + + g = hinge( -0.9, 1.0 ); + t.strictEqual( isnan( g ), true, 'returns expected value' ); + + g = hinge( 0.453, 0.76 ); + t.strictEqual( isnan( g ), true, 'returns expected value' ); + t.end(); +}); diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.native.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.native.js new file mode 100644 index 000000000000..cb83c6fa6d21 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.native.js @@ -0,0 +1,137 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2022 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 hinge = tryRequire( resolve( __dirname, './../lib/native.js' ) ); +var opts = { + 'skip': ( hinge instanceof Error ) +}; + + +// TESTS // + +tape( 'main export is a function', opts, function test( t ) { + t.ok( true, __filename ); + t.strictEqual( typeof hinge, 'function', 'main export is a function' ); + t.end(); +}); + +tape( 'the function computes the hinge loss for tiny positive values', function test( t ) { + var expected; + var y; + var p; + var g; + var i; + + y = tinyPositive.y; + p = tinyPositive.p; + expected = tinyPositive.expected; + for ( i = 0; i < y.length; i++ ) { + g = hinge( y[ i ], p[ i ] ); + t.strictEqual( isAlmostSameValue( g, expected[ i ], 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the hinge loss for small negative values', function test( t ) { + var expected; + var y; + var p; + var g; + var i; + + y = smallPositive.y; + p = smallPositive.p; + expected = smallPositive.expected; + for ( i = 0; i < y.length; i++ ) { + g = hinge( y[ i ], p[ i ] ); + t.strictEqual( isAlmostSameValue( g, expected[ i ], 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the hinge loss for tiny negative values', function test( t ) { + var expected; + var y; + var p; + var g; + var i; + + y = tinyNegative.y; + p = tinyNegative.p; + expected = tinyNegative.expected; + for ( i = 0; i < y.length; i++ ) { + g = hinge( y[ i ], p[ i ] ); + t.strictEqual( isAlmostSameValue( g, expected[ i ], 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the hinge loss for small negative values', function test( t ) { + var expected; + var y; + var p; + var g; + var i; + + y = smallNegative.y; + p = smallNegative.p; + expected = smallNegative.expected; + for ( i = 0; i < y.length; i++ ) { + g = hinge( y[ i ], p[ i ] ); + t.strictEqual( isAlmostSameValue( g, expected[ i ], 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function returns `NaN` if provided `NaN`', function test( t ) { + var v = hinge( 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 = hinge( -0.9, 1.0 ); + t.strictEqual( isnan( v ), true, 'returns expected value' ); + + v = hinge( 0.453, 0.76 ); + t.strictEqual( isnan( v ), true, 'returns expected value' ); + t.end(); +}); From 80993d8a23362a2067a9ebaf04c014ee78bf92f6 Mon Sep 17 00:00:00 2001 From: stdlib-bot <82920195+stdlib-bot@users.noreply.github.com> Date: Tue, 5 May 2026 16:01:49 +0000 Subject: [PATCH 2/4] chore: update copyright years --- lib/node_modules/@stdlib/ml/base/loss/float64/hinge/README.md | 2 +- .../@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js | 2 +- .../ml/base/loss/float64/hinge/benchmark/benchmark.native.js | 2 +- .../ml/base/loss/float64/hinge/benchmark/c/native/Makefile | 2 +- .../ml/base/loss/float64/hinge/benchmark/c/native/benchmark.c | 2 +- lib/node_modules/@stdlib/ml/base/loss/float64/hinge/binding.gyp | 2 +- .../@stdlib/ml/base/loss/float64/hinge/docs/types/index.d.ts | 2 +- .../@stdlib/ml/base/loss/float64/hinge/docs/types/test.ts | 2 +- .../@stdlib/ml/base/loss/float64/hinge/examples/c/Makefile | 2 +- .../@stdlib/ml/base/loss/float64/hinge/examples/c/example.c | 2 +- .../@stdlib/ml/base/loss/float64/hinge/examples/index.js | 2 +- .../@stdlib/ml/base/loss/float64/hinge/include.gypi | 2 +- .../float64/hinge/include/stdlib/ml/base/loss/float64/hinge.h | 2 +- .../@stdlib/ml/base/loss/float64/hinge/lib/index.js | 2 +- lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/main.js | 2 +- .../@stdlib/ml/base/loss/float64/hinge/lib/native.js | 2 +- .../@stdlib/ml/base/loss/float64/hinge/src/Makefile | 2 +- lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/addon.c | 2 +- lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c | 2 +- .../ml/base/loss/float64/hinge/test/fixtures/julia/runner.jl | 2 +- .../@stdlib/ml/base/loss/float64/hinge/test/test.js | 2 +- .../@stdlib/ml/base/loss/float64/hinge/test/test.native.js | 2 +- 22 files changed, 22 insertions(+), 22 deletions(-) diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/README.md b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/README.md index cc416947229c..6b28068174e0 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/README.md +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/README.md @@ -2,7 +2,7 @@ @license Apache-2.0 -Copyright (c) 2022 The Stdlib Authors. +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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js index 3dd9a459b369..ed8badf534d7 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js @@ -1,7 +1,7 @@ /** * @license Apache-2.0 * -* Copyright (c) 2020 The Stdlib Authors. +* 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.native.js index ae531b38985f..3375a575e7f4 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.native.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.native.js @@ -1,7 +1,7 @@ /** * @license Apache-2.0 * -* Copyright (c) 2022 The Stdlib Authors. +* 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/Makefile b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/Makefile index d6b58c7f5d3e..979768abbcec 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/Makefile +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/Makefile @@ -1,7 +1,7 @@ #/ # @license Apache-2.0 # -# Copyright (c) 2022 The Stdlib Authors. +# 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/benchmark.c b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/benchmark.c index da83834d17c6..cdc749608155 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/benchmark.c +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/benchmark.c @@ -1,7 +1,7 @@ /** * @license Apache-2.0 * -* Copyright (c) 2022 The Stdlib Authors. +* 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/binding.gyp b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/binding.gyp index 1058b57bab16..0d6508a12e99 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/binding.gyp +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/binding.gyp @@ -1,6 +1,6 @@ # @license Apache-2.0 # -# Copyright (c) 2022 The Stdlib Authors. +# 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/index.d.ts b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/index.d.ts index ee69e3d6e083..8ef995bdc74b 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/index.d.ts +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/index.d.ts @@ -1,7 +1,7 @@ /* * @license Apache-2.0 * -* Copyright (c) 2020 The Stdlib Authors. +* 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/test.ts b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/test.ts index d81529c200a6..1b57d75e5144 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/test.ts +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/test.ts @@ -1,7 +1,7 @@ /* * @license Apache-2.0 * -* Copyright (c) 2020 The Stdlib Authors. +* 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/Makefile b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/Makefile index 91d364d19fc3..c8f8e9a1517b 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/Makefile +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/Makefile @@ -1,7 +1,7 @@ #/ # @license Apache-2.0 # -# Copyright (c) 2022 The Stdlib Authors. +# 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/example.c b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/example.c index 711a506fbd41..159c2fad7fe1 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/example.c +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/example.c @@ -1,7 +1,7 @@ /** * @license Apache-2.0 * -* Copyright (c) 2022 The Stdlib Authors. +* 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/index.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/index.js index 9a1211d0e10d..60fa4d13bfb9 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/index.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/index.js @@ -1,7 +1,7 @@ /** * @license Apache-2.0 * -* Copyright (c) 2020 The Stdlib Authors. +* 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include.gypi b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include.gypi index 3b437d524797..bee8d41a2caf 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include.gypi +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include.gypi @@ -1,6 +1,6 @@ # @license Apache-2.0 # -# Copyright (c) 2022 The Stdlib Authors. +# 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include/stdlib/ml/base/loss/float64/hinge.h b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include/stdlib/ml/base/loss/float64/hinge.h index 56df0fe0393f..6f3d5ba676f7 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include/stdlib/ml/base/loss/float64/hinge.h +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include/stdlib/ml/base/loss/float64/hinge.h @@ -1,7 +1,7 @@ /** * @license Apache-2.0 * -* Copyright (c) 2022 The Stdlib Authors. +* 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/index.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/index.js index 27838b8dce09..ac89ca8d3a65 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/index.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/index.js @@ -1,7 +1,7 @@ /** * @license Apache-2.0 * -* Copyright (c) 2020 The Stdlib Authors. +* 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/main.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/main.js index 42a1bead8bdf..8b3f4433b106 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/main.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/main.js @@ -1,7 +1,7 @@ /** * @license Apache-2.0 * -* Copyright (c) 2020 The Stdlib Authors. +* 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/native.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/native.js index 0c249cefbc8e..df4a676bb9f6 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/native.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/native.js @@ -1,7 +1,7 @@ /** * @license Apache-2.0 * -* Copyright (c) 2022 The Stdlib Authors. +* 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/Makefile b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/Makefile index f79b87238713..2caf905cedbe 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/Makefile +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/Makefile @@ -1,7 +1,7 @@ #/ # @license Apache-2.0 # -# Copyright (c) 2022 The Stdlib Authors. +# 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/addon.c b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/addon.c index eb9804b934ee..904626cc06c3 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/addon.c +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/addon.c @@ -1,7 +1,7 @@ /** * @license Apache-2.0 * -* Copyright (c) 2022 The Stdlib Authors. +* 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c index 4826c57283aa..1456ff9d31ff 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c @@ -1,7 +1,7 @@ /** * @license Apache-2.0 * -* Copyright (c) 2022 The Stdlib Authors. +* 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/runner.jl b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/runner.jl index 802ff3b731bc..755ec56ff535 100755 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/runner.jl +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/runner.jl @@ -2,7 +2,7 @@ # # @license Apache-2.0 # -# Copyright (c) 2020 The Stdlib Authors. +# 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.js index 5508770cfd8a..b01492d2ffd0 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.js @@ -1,7 +1,7 @@ /** * @license Apache-2.0 * -* Copyright (c) 2020 The Stdlib Authors. +* 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. diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.native.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.native.js index cb83c6fa6d21..cdad19c6667b 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.native.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.native.js @@ -1,7 +1,7 @@ /** * @license Apache-2.0 * -* Copyright (c) 2022 The Stdlib Authors. +* 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. From 0f64adc1ab931e98e39cd6669e6f185efae3da92 Mon Sep 17 00:00:00 2001 From: nakul-krishnakumar Date: Tue, 5 May 2026 23:33:58 +0530 Subject: [PATCH 3/4] fix: update according to code review --- 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: passed - 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: passed - task: lint_c_examples status: passed - task: lint_c_benchmarks status: passed - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: na - task: lint_license_headers status: passed --- --- .../ml/base/loss/float64/hinge/README.md | 31 +++++++++++------ .../loss/float64/hinge/benchmark/benchmark.js | 6 ++-- .../hinge/benchmark/benchmark.native.js | 6 ++-- .../hinge/benchmark/c/native/benchmark.c | 34 ++++++++++++------- .../ml/base/loss/float64/hinge/docs/repl.txt | 5 ++- .../loss/float64/hinge/examples/c/example.c | 2 +- .../ml/base/loss/float64/hinge/lib/main.js | 4 +++ .../ml/base/loss/float64/hinge/manifest.json | 8 ++--- .../ml/base/loss/float64/hinge/package.json | 5 ++- .../ml/base/loss/float64/hinge/src/addon.c | 16 ++------- .../ml/base/loss/float64/hinge/src/main.c | 4 +++ .../hinge/test/fixtures/julia/runner.jl | 10 +++--- .../test/fixtures/julia/small_negative.json | 2 +- .../test/fixtures/julia/small_positive.json | 2 +- .../test/fixtures/julia/tiny_negative.json | 2 +- .../test/fixtures/julia/tiny_positive.json | 2 +- .../ml/base/loss/float64/hinge/test/test.js | 10 +++++- .../loss/float64/hinge/test/test.native.js | 22 ++++++++---- 18 files changed, 104 insertions(+), 67 deletions(-) diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/README.md b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/README.md index 6b28068174e0..622c1d1b4873 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/README.md +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/README.md @@ -24,17 +24,6 @@ limitations under the License.
-The [hinge loss][hinge-loss] between `y` and `p` is defined as - - - -```math -g = max(0, 1 - y*p) -``` - - - -
@@ -59,6 +48,26 @@ v = hinge( 1.0, -0.9 ); // returns 1.9 ``` +If either argument is `NaN`, the function returns `NaN`. + +```javascript +var g = hinge( NaN, 12.0 ); +// returns NaN + +g = hinge( 5.0, NaN ); +// returns NaN +``` + +If `y` is not +1 or -1, the function returns `NaN`. + +```javascript +var g = hinge( 2.3, 1.0 ); +// returns NaN + +g = hinge( -1.3, 0.987 ); +// returns NaN +``` + diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js index ed8badf534d7..e6adc1db2add 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js @@ -31,15 +31,17 @@ var hinge = require( './../lib' ); // MAIN // bench( pkg, function benchmark( b ) { + var len; var y; var p; var g; var i; + len = 100; y = sample( [ -1, 1 ], { - 'size': 100 + 'size': len }); - p = uniform( 100, -2.0, 2.0 ); + p = uniform( len, -2.0, 2.0 ); b.tic(); for ( i = 0; i < b.iterations; i++ ) { diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.native.js index 3375a575e7f4..bdcb0e909f2c 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.native.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.native.js @@ -41,15 +41,17 @@ var opts = { // MAIN // bench( format( '%s::native', pkg ), opts, function benchmark( b ) { + var len; var y; var p; var g; var i; + len = 100; y = sample( [ -1, 1 ], { - 'size': 100 + 'size': len }); - p = uniform( 100, -2.0, 2.0 ); + p = uniform( len, -2.0, 2.0 ); b.tic(); for ( i = 0; i < b.iterations; i++ ) { diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/benchmark.c b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/benchmark.c index cdc749608155..87f318fcc46e 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/benchmark.c +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/benchmark.c @@ -86,27 +86,43 @@ static double random_uniform( const double min, const double max ) { return min + ( v*(max-min) ); } +/** +* Randomly samples either +1 or -1. +* +* @return random number +*/ +static double random_sample( void ) { + double v = (double)rand() / ( (double)RAND_MAX ); + if ( v >= 0.5 ) { + return 1; + } + return -1; +} + /** * Runs a benchmark. * * @param y true target value * @return elapsed time in seconds */ -static double benchmark( const double y ) { +static double benchmark( void ) { double *p; + double *y; double elapsed; double g; 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++ ) { - g = stdlib_base_float64_hinge( y, p[ i % 100 ] ); + g = stdlib_base_float64_hinge( y[ i % 100 ], p[ i % 100 ] ); if ( g != g ) { printf( "should not return NaN\n" ); break; @@ -116,6 +132,7 @@ static double benchmark( const double y ) { if ( g != g ) { printf( "should not return NaN\n" ); } + free( y ); free( p ); return elapsed; } @@ -125,24 +142,15 @@ static double benchmark( const double y ) { */ int main( void ) { double elapsed; - double y; int i; // Use the current time to seed the random number generator: srand( time( NULL ) ); print_version(); - y = 1; - for ( i = 0; i < REPEATS; i++ ) { - printf( "# c::native::%s:y=%.1f\n", NAME, y ); - elapsed = benchmark( y ); - print_results( elapsed ); - printf( "ok %d benchmark finished\n", i+1 ); - } - y = -1; for ( i = 0; i < REPEATS; i++ ) { - printf( "# c::native::%s:y=%.1f\n", NAME, y ); - elapsed = benchmark( y ); + printf( "# c::native::%s\n", NAME ); + elapsed = benchmark(); print_results( elapsed ); printf( "ok %d benchmark finished\n", i+1 ); } diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/repl.txt b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/repl.txt index e809771390e2..123a2dd8a565 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/repl.txt +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/repl.txt @@ -2,6 +2,9 @@ {{alias}}( y, p ) Computes the hinge loss between two double-precision floating-point number. + If either argument is `NaN`, the function returns `NaN`. + If `y` is not +1 or -1, the function returns `NaN`. + Parameters ---------- y: number @@ -25,7 +28,7 @@ ~0.001 > g = {{alias}}( -1.0, 0.2 ) 1.2 - > g = {{alias}}( NaN, NaN ) + > g = {{alias}}( NaN, 0.987 ) NaN See Also diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/example.c b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/example.c index 159c2fad7fe1..bd74834a97a5 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/example.c +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/examples/c/example.c @@ -26,7 +26,7 @@ int main( void ) { double v; int i; for ( i = 0; i < 10; i++ ) { - v = stdlib_base_float64_hinge( x[ i ] ); + v = stdlib_base_float64_hinge( y[ i ], p[ i ] ); printf( "hinge(%lf, %lf) = %lf\n", y[ i ], p[ i ], v ); } } diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/main.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/main.js index 8b3f4433b106..4689f4977594 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/main.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/main.js @@ -21,6 +21,7 @@ // MODULES // var max = require( '@stdlib/math/base/special/max' ); +var isnan = require( '@stdlib/math/base/assert/is-nan' ); // MAIN // @@ -58,6 +59,9 @@ var max = require( '@stdlib/math/base/special/max' ); * // returns 1.9 */ function hinge( y, p ) { + if ( isnan( y ) || isnan( p ) ) { + return NaN; + } if ( y !== -1.0 && y !== 1.0 ) { return NaN; } diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/manifest.json b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/manifest.json index 184c3ec0877e..13bbd1a38426 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/manifest.json +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/manifest.json @@ -36,11 +36,9 @@ "libraries": [], "libpath": [], "dependencies": [ - "@stdlib/napi/create-double", - "@stdlib/napi/export", - "@stdlib/napi/argv", - "@stdlib/napi/argv-double", + "@stdlib/math/base/napi/binary", "@stdlib/math/base/special/max", + "@stdlib/math/base/assert/is-nan", "@stdlib/constants/float64/nan" ] }, @@ -56,6 +54,7 @@ "libpath": [], "dependencies": [ "@stdlib/math/base/special/max", + "@stdlib/math/base/assert/is-nan", "@stdlib/constants/float64/nan" ] }, @@ -71,6 +70,7 @@ "libpath": [], "dependencies": [ "@stdlib/math/base/special/max", + "@stdlib/math/base/assert/is-nan", "@stdlib/constants/float64/nan" ] } diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/package.json b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/package.json index febcbccd5db9..6aac02112b1e 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/package.json +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/package.json @@ -58,7 +58,10 @@ "loss", "float64", "hinge", - "hinge loss" + "hinge loss", + "double-precision", + "double", + "dbl" ], "__stdlib__": {} } diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/addon.c b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/addon.c index 904626cc06c3..73fb1b8b1f10 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/addon.c +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/addon.c @@ -17,18 +17,6 @@ */ #include "stdlib/ml/base/loss/float64/hinge.h" -#include "stdlib/napi/create_double.h" -#include "stdlib/napi/argv_double.h" -#include "stdlib/napi/export.h" -#include "stdlib/napi/argv.h" -#include +#include "stdlib/math/base/napi/binary.h" -static napi_value addon( napi_env env, napi_callback_info info ) { - STDLIB_NAPI_ARGV( env, info, argv, argc, 2 ); - STDLIB_NAPI_ARGV_DOUBLE( env, y, argv, 0 ); - STDLIB_NAPI_ARGV_DOUBLE( env, p, argv, 1 ); - STDLIB_NAPI_CREATE_DOUBLE( env, stdlib_base_float64_hinge( y, p ), v ); - return v; -} - -STDLIB_NAPI_MODULE_EXPORT_FCN( addon ) +STDLIB_MATH_BASE_NAPI_MODULE_DD_D( stdlib_base_float64_hinge ) diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c index 1456ff9d31ff..4f9909ab6926 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c @@ -17,6 +17,7 @@ */ #include "stdlib/ml/base/loss/float64/hinge.h" +#include "stdlib/math/base/assert/is_nan.h" #include "stdlib/math/base/special/max.h" #include "stdlib/constants/float64/nan.h" @@ -32,6 +33,9 @@ * // returns 0.798 */ double stdlib_base_float64_hinge( const double y, const double p ) { + if ( stdlib_base_is_nan( y ) || stdlib_base_is_nan( p ) ) { + return STDLIB_CONSTANT_FLOAT64_NAN; + } if ( y != -1.0 && y != 1.0 ) { return STDLIB_CONSTANT_FLOAT64_NAN; } diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/runner.jl b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/runner.jl index 755ec56ff535..89c119bbb418 100755 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/runner.jl +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/runner.jl @@ -19,14 +19,14 @@ import JSON """ - gen( domainy, domainp, name ) + gen( y, p, name ) Generate fixture data and write to file. # Arguments -* `domainy`: response domain -* `domainp`: prediction domain +* `y`: response domain +* `p`: prediction domain * `name::AbstractString`: output filename # Examples @@ -37,9 +37,7 @@ julia> p = range( -1000.0, 1000.0, 2001 ); julia> gen( y, p, "data.json" ); ``` """ -function gen( domainy, domainp, name ) - y = collect( domainy ); - p = collect( domainp ); +function gen( y, p, name ) g = max.( 0, 1 .- ( y .* p ) ); # Store data to be written to file as a collection: diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/small_negative.json b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/small_negative.json index f5ee9e5cc80f..f09162c26546 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/small_negative.json +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/small_negative.json @@ -1 +1 @@ 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diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/small_positive.json b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/small_positive.json index 0e448f03c56e..9962237e3d1c 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/small_positive.json +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/small_positive.json @@ -1 +1 @@ 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diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/tiny_negative.json b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/tiny_negative.json index 32eac3904b5b..dbc090ef8b64 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/tiny_negative.json +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/tiny_negative.json @@ -1 +1 @@ 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diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/tiny_positive.json b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/tiny_positive.json index cd92aa18fd12..52a34b28c731 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/tiny_positive.json +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/tiny_positive.json @@ -1 +1 @@ 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diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.js index b01492d2ffd0..22919a94e80d 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.js @@ -111,7 +111,15 @@ tape( 'the function computes the hinge loss for small negative values', function }); tape( 'the function returns `NaN` if provided `NaN`', function test( t ) { - var g = hinge( NaN, NaN ); + var g; + + g = hinge( NaN, 0.782 ); + t.strictEqual( isnan( g ), true, 'returns expected value' ); + + g = hinge( 1.0, NaN ); + t.strictEqual( isnan( g ), true, 'returns expected value' ); + + g = hinge( NaN, NaN ); t.strictEqual( isnan( g ), true, 'returns expected value' ); t.end(); }); diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.native.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.native.js index cdad19c6667b..ada3f0b12fef 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.native.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/test.native.js @@ -120,18 +120,26 @@ tape( 'the function computes the hinge loss for small negative values', function }); tape( 'the function returns `NaN` if provided `NaN`', function test( t ) { - var v = hinge( NaN, NaN ); - t.strictEqual( isnan( v ), true, 'returns expected value' ); + var g; + + g = hinge( NaN, 0.782 ); + t.strictEqual( isnan( g ), true, 'returns expected value' ); + + g = hinge( 1.0, NaN ); + t.strictEqual( isnan( g ), true, 'returns expected value' ); + + g = hinge( NaN, NaN ); + t.strictEqual( isnan( g ), true, 'returns expected value' ); t.end(); }); tape( 'the function returns `NaN` if y is not +1 or -1', function test( t ) { - var v; + var g; - v = hinge( -0.9, 1.0 ); - t.strictEqual( isnan( v ), true, 'returns expected value' ); + g = hinge( -0.9, 1.0 ); + t.strictEqual( isnan( g ), true, 'returns expected value' ); - v = hinge( 0.453, 0.76 ); - t.strictEqual( isnan( v ), true, 'returns expected value' ); + g = hinge( 0.453, 0.76 ); + t.strictEqual( isnan( g ), true, 'returns expected value' ); t.end(); }); From 6cdb43e191e7d6ae0f6b52d54793becef188cb74 Mon Sep 17 00:00:00 2001 From: nakul-krishnakumar Date: Wed, 6 May 2026 11:08:11 +0530 Subject: [PATCH 4/4] fix: update according to code review --- 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: na - task: lint_package_json status: passed - task: lint_repl_help status: passed - task: lint_javascript_src status: passed - task: lint_javascript_cli status: na - task: lint_javascript_examples status: na - task: lint_javascript_tests status: na - task: lint_javascript_benchmarks status: passed - task: lint_python status: na - task: lint_r status: na - task: lint_c_src status: passed - task: lint_c_examples status: na - task: lint_c_benchmarks status: passed - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: passed - task: lint_license_headers status: passed --- --- .../ml/base/loss/float64/hinge/benchmark/benchmark.js | 2 +- .../loss/float64/hinge/benchmark/benchmark.native.js | 2 +- .../loss/float64/hinge/benchmark/c/native/benchmark.c | 4 ++-- .../@stdlib/ml/base/loss/float64/hinge/docs/repl.txt | 1 + .../ml/base/loss/float64/hinge/docs/types/test.ts | 2 +- .../hinge/include/stdlib/ml/base/loss/float64/hinge.h | 6 +++--- .../@stdlib/ml/base/loss/float64/hinge/lib/index.js | 2 +- .../@stdlib/ml/base/loss/float64/hinge/lib/main.js | 7 ++----- .../@stdlib/ml/base/loss/float64/hinge/package.json | 2 +- .../@stdlib/ml/base/loss/float64/hinge/src/main.c | 7 ++----- .../loss/float64/hinge/test/fixtures/julia/runner.jl | 10 +++++----- 11 files changed, 20 insertions(+), 25 deletions(-) diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js index e6adc1db2add..9b53f2aea814 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.js @@ -38,7 +38,7 @@ bench( pkg, function benchmark( b ) { var i; len = 100; - y = sample( [ -1, 1 ], { + y = sample( [ -1.0, 1.0 ], { 'size': len }); p = uniform( len, -2.0, 2.0 ); diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.native.js index bdcb0e909f2c..bd6d3fb4fbc9 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.native.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/benchmark.native.js @@ -48,7 +48,7 @@ bench( format( '%s::native', pkg ), opts, function benchmark( b ) { var i; len = 100; - y = sample( [ -1, 1 ], { + y = sample( [ -1.0, 1.0 ], { 'size': len }); p = uniform( len, -2.0, 2.0 ); diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/benchmark.c b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/benchmark.c index 87f318fcc46e..e81cf405cd6a 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/benchmark.c +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/benchmark/c/native/benchmark.c @@ -94,9 +94,9 @@ static double random_uniform( const double min, const double max ) { static double random_sample( void ) { double v = (double)rand() / ( (double)RAND_MAX ); if ( v >= 0.5 ) { - return 1; + return 1.0; } - return -1; + return -1.0; } /** diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/repl.txt b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/repl.txt index 123a2dd8a565..d19e0911d36d 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/repl.txt +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/repl.txt @@ -3,6 +3,7 @@ Computes the hinge loss between two double-precision floating-point number. If either argument is `NaN`, the function returns `NaN`. + If `y` is not +1 or -1, the function returns `NaN`. Parameters diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/test.ts b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/test.ts index 1b57d75e5144..f93207da0792 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/test.ts +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/docs/types/test.ts @@ -50,7 +50,7 @@ import hinge = require( './index' ); hinge( 1.0, ( x: number ): number => x ); // $ExpectError } -// The compiler throws an error if the function is provided insufficient arguments... +// The compiler throws an error if the function is provided an unsupported number of arguments... { hinge(); // $ExpectError hinge( 1.0 ); // $ExpectError diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include/stdlib/ml/base/loss/float64/hinge.h b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include/stdlib/ml/base/loss/float64/hinge.h index 6f3d5ba676f7..83aa180c29fb 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include/stdlib/ml/base/loss/float64/hinge.h +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/include/stdlib/ml/base/loss/float64/hinge.h @@ -16,8 +16,8 @@ * limitations under the License. */ -#ifndef STDLIB_ML_BASE_FLOAT64_HINGE_H -#define STDLIB_ML_BASE_FLOAT64_HINGE_H +#ifndef STDLIB_ML_BASE_LOSS_FLOAT64_HINGE_H +#define STDLIB_ML_BASE_LOSS_FLOAT64_HINGE_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. @@ -35,4 +35,4 @@ double stdlib_base_float64_hinge( const double y, const double p ); } #endif -#endif // !STDLIB_ML_BASE_FLOAT64_HINGE_H +#endif // !STDLIB_ML_BASE_LOSS_FLOAT64_HINGE_H diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/index.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/index.js index ac89ca8d3a65..1d802ae76a82 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/index.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/index.js @@ -19,7 +19,7 @@ 'use strict'; /** -* Compute the hinge loss between two double-precision floating-point number. +* Compute the hinge loss between two double-precision floating-point numbers. * * @module @stdlib/ml/base/loss/float64/hinge * diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/main.js b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/main.js index 4689f4977594..141fd89179d4 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/main.js +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/lib/main.js @@ -59,13 +59,10 @@ var isnan = require( '@stdlib/math/base/assert/is-nan' ); * // returns 1.9 */ function hinge( y, p ) { - if ( isnan( y ) || isnan( p ) ) { + if ( isnan( y ) || isnan( p ) || ( y !== -1.0 && y !== 1.0 ) ) { return NaN; } - if ( y !== -1.0 && y !== 1.0 ) { - return NaN; - } - return max( 0, 1 - ( y*p ) ); + return max( 0.0, 1.0 - ( y*p ) ); } diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/package.json b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/package.json index 6aac02112b1e..c4a2ff161b52 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/package.json +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/package.json @@ -1,7 +1,7 @@ { "name": "@stdlib/ml/base/loss/float64/hinge", "version": "0.0.0", - "description": "Compute the hinge loss between two double-precision floating-point numbers.", + "description": "Compute the hinge loss between two double-precision floating-point numberss.", "license": "Apache-2.0", "author": { "name": "The Stdlib Authors", diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c index 4f9909ab6926..3260e3925f97 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/src/main.c @@ -33,11 +33,8 @@ * // returns 0.798 */ double stdlib_base_float64_hinge( const double y, const double p ) { - if ( stdlib_base_is_nan( y ) || stdlib_base_is_nan( p ) ) { + if ( stdlib_base_is_nan( y ) || stdlib_base_is_nan( p ) || ( y != -1.0 && y != 1.0 ) ) { return STDLIB_CONSTANT_FLOAT64_NAN; } - if ( y != -1.0 && y != 1.0 ) { - return STDLIB_CONSTANT_FLOAT64_NAN; - } - return stdlib_base_max( 0, 1 - ( y*p ) ); + return stdlib_base_max( 0.0, 1.0 - ( y*p ) ); } diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/runner.jl b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/runner.jl index 89c119bbb418..228f8c0a4e87 100755 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/runner.jl +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge/test/fixtures/julia/runner.jl @@ -38,7 +38,7 @@ julia> gen( y, p, "data.json" ); ``` """ function gen( y, p, name ) - g = max.( 0, 1 .- ( y .* p ) ); + g = max.( 0.0, 1.0 .- ( y .* p ) ); # Store data to be written to file as a collection: data = Dict([ @@ -64,21 +64,21 @@ file = @__FILE__; dir = dirname(file); # Positive tiny values: -y = rand([-1.0, 1.0], 503) +y = rand( [ -1.0, 1.0 ], 503 ) p = range( 0.0, stop=1e-20, length=503 ); gen( y, p, "tiny_positive.json" ); # Small positive values: -y = rand([-1.0, 1.0], 503) +y = rand( [ -1.0, 1.0 ], 503 ) p = range( 0.0, stop=2.0, length=503 ); gen( y, p, "small_positive.json" ); # Negative tiny values: -y = rand([-1.0, 1.0], 503) +y = rand( [ -1.0, 1.0 ], 503 ) p = range( -1e-20, stop=0.0, length=503 ); gen( y, p, "tiny_negative.json" ); # Small negative values: -y = rand([-1.0, 1.0], 503) +y = rand( [ -1.0, 1.0 ], 503 ) p = range( -2.0, stop=0.0, length=503 ); gen( y, p, "small_negative.json" );