From 8f865963fc594324c0ed7c2c83d50fece1f81642 Mon Sep 17 00:00:00 2001 From: Aryan Sharma Date: Wed, 14 Oct 2026 21:55:57 +0530 Subject: [PATCH] feat: add `ml/base/loss/epsilon-insensitive` Signed-off-by: Aryan Sharma --- .../float64/epsilon-insensitive/README.md | 228 ++++++++++++++++++ .../benchmark/benchmark.js | 56 +++++ .../benchmark/benchmark.native.js | 66 +++++ .../benchmark/c/native/Makefile | 146 +++++++++++ .../benchmark/c/native/benchmark.c | 144 +++++++++++ .../float64/epsilon-insensitive/binding.gyp | 170 +++++++++++++ .../float64/epsilon-insensitive/docs/repl.txt | 42 ++++ .../epsilon-insensitive/docs/types/index.d.ts | 58 +++++ .../epsilon-insensitive/docs/types/test.ts | 71 ++++++ .../epsilon-insensitive/examples/c/Makefile | 146 +++++++++++ .../epsilon-insensitive/examples/c/example.c | 33 +++ .../epsilon-insensitive/examples/index.js | 35 +++ .../float64/epsilon-insensitive/include.gypi | 53 ++++ .../base/loss/float64/epsilon_insensitive.h | 38 +++ .../float64/epsilon-insensitive/lib/index.js | 55 +++++ .../float64/epsilon-insensitive/lib/main.js | 76 ++++++ .../float64/epsilon-insensitive/lib/native.js | 68 ++++++ .../float64/epsilon-insensitive/manifest.json | 75 ++++++ .../float64/epsilon-insensitive/package.json | 67 +++++ .../float64/epsilon-insensitive/src/Makefile | 70 ++++++ .../float64/epsilon-insensitive/src/addon.c | 22 ++ .../float64/epsilon-insensitive/src/main.c | 46 ++++ .../test/fixtures/julia/REQUIRE | 2 + .../test/fixtures/julia/runner.jl | 94 ++++++++ .../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 + .../float64/epsilon-insensitive/test/test.js | 139 +++++++++++ .../epsilon-insensitive/test/test.native.js | 148 ++++++++++++ 30 files changed, 2152 insertions(+) create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/README.md create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/benchmark/benchmark.js create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/benchmark/benchmark.native.js create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/benchmark/c/native/Makefile create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/benchmark/c/native/benchmark.c create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/binding.gyp create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/docs/repl.txt create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/docs/types/index.d.ts create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/docs/types/test.ts create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/examples/c/Makefile create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/examples/c/example.c create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/examples/index.js create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/include.gypi create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/include/stdlib/ml/base/loss/float64/epsilon_insensitive.h create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/lib/index.js create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/lib/main.js create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/lib/native.js create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/manifest.json create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/package.json create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/src/Makefile create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/src/addon.c create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/src/main.c create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/REQUIRE create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/runner.jl create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/small_negative.json create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/small_positive.json create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/tiny_negative.json create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/tiny_positive.json create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/test.js create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/test.native.js diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/README.md b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/README.md new file mode 100644 index 000000000000..d303e6c2809b --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/README.md @@ -0,0 +1,228 @@ + + +# epsilonInsensitive + +> Compute the [epsilon insensitive loss][epsilon-insensitive-loss]. + +
+ +The [epsilon insensitive loss][epsilon-insensitive-loss] is defined as + + + +```math +\ell(\epsilon, y, p) = \begin{cases} 0 & \text{if } \left|y-p\right| \leq \epsilon, \\\left|y-p\right| - \epsilon & \text{otherwise.}\end{cases} +``` + + + +
+ + + +
+ +## Usage + + + +```javascript +var epsilonInsensitive = require( '@stdlib/ml/base/loss/float64/epsilon-insensitive' ); +``` + +#### epsilonInsensitive( e, y, p ) + +Computes the [epsilon insensitive loss][epsilon-insensitive-loss]. + + + +```javascript +var v = epsilonInsensitive( 5.0, 10.2, 0.782 ); +// returns 4.418 + +v = epsilonInsensitive( 2.0, 8.0, 0.202 ); +// returns 5.798 +``` + +The function accepts the following arguments: + +- **e**: insensitivity parameter. +- **y**: true target value. +- **p**: predicted value. + +If any argument is `NaN`, the function returns `NaN`. + + + +```javascript +var v = epsilonInsensitive( NaN, 1.0, 0.782 ); +// returns NaN + +v = epsilonInsensitive( 1.0, NaN, 0.782 ); +// returns NaN + +v = epsilonInsensitive( 1.0, 1.0, NaN ); +// returns NaN + +v = epsilonInsensitive( NaN, NaN, NaN ); +// returns NaN +``` + +
+ + + +
+ +## Examples + + + + + +```javascript +var uniform = require( '@stdlib/random/array/uniform' ); +var logEachMap = require( '@stdlib/console/log-each-map' ); +var epsilonInsensitive = require( '@stdlib/ml/base/loss/float64/epsilon-insensitive' ); + +var e = uniform( 100, 0.0, 5.0, { + 'dtype': 'float64' +}); +var y = uniform( 100, -100.0, 100.0, { + 'dtype': 'float64' +}); +var p = uniform( 100, -5.0, 5.0, { + 'dtype': 'float64' +}); + +logEachMap( 'epsilonInsensitive(%0.4f, %0.4f, %0.4f) = %0.4f', e, y, p, epsilonInsensitive ); +``` + +
+ + + + + +* * * + +
+ +## C APIs + + + +
+ +
+ + + + + +
+ +### Usage + +```c +#include "stdlib/ml/base/loss/float64/epsilon_insensitive.h" +``` + +#### stdlib_base_float64_epsilon_insensitive( e, y, p ) + +Computes the [epsilon insensitive loss][epsilon-insensitive-loss]. + +```c +double out = stdlib_base_float64_epsilon_insensitive( 5.0, 10.2, 0.782 ); +// returns 4.418 +``` + +The function accepts the following arguments: + +- **e**: `[in] double` insensitivity parameter. +- **y**: `[in] double` true target value. +- **p**: `[in] double` predicted value. + +```c +double stdlib_base_float64_epsilon_insensitive( const double e, const double y, const double p ); +``` + +
+ + + + + +
+ +
+ + + + + +
+ +### Examples + +```c +#include "stdlib/ml/base/loss/float64/epsilon_insensitive.h" +#include + +int main( void ) { + const double e[] = { 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0 }; + const double y[] = { -9.9, -7.7, -5.5, -3.3, -1.1, 1.1, 3.3, 5.5, 7.7, 9.9 }; + 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_epsilon_insensitive( e[ i ], y[ i ], p[ i ] ); + printf( "epsilonInsensitive(%lf, %lf, %lf) = %lf\n", e[ i ], y[ i ], p[ i ], v ); + } +} +``` + +
+ + + +
+ + + + + +
+ +
+ + + + + +
+ +[epsilon-insensitive-loss]: https://en.wikipedia.org/wiki/Support_vector_machine#Regression + +
+ + diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/benchmark/benchmark.js b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/benchmark/benchmark.js new file mode 100644 index 000000000000..06ecfb1160b3 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/benchmark/benchmark.js @@ -0,0 +1,56 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2026 The Stdlib Authors. +* +* Licensed under the Apache License, Version 2.0 (the "License"); +* you may not use this file except in compliance with the License. +* You may obtain a copy of the License at +* +* http://www.apache.org/licenses/LICENSE-2.0 +* +* Unless required by applicable law or agreed to in writing, software +* distributed under the License is distributed on an "AS IS" BASIS, +* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +* See the License for the specific language governing permissions and +* limitations under the License. +*/ + +'use strict'; + +// MODULES // + +var bench = require( '@stdlib/bench' ); +var uniform = require( '@stdlib/random/array/uniform' ); +var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var pkg = require( './../package.json' ).name; +var epsilonInsensitive = require( './../lib' ); + + +// MAIN // + +bench( pkg, function benchmark( b ) { + var len; + var y; + var p; + var v; + var i; + + len = 100; + y = uniform( len, -100.0, 100.0 ); + p = uniform( len, -100.0, 100.0 ); + + b.tic(); + for ( i = 0; i < b.iterations; i++ ) { + v = epsilonInsensitive( 1.0, y[ i%y.length ], p[ i%p.length ] ); + if ( isnan( v ) ) { + b.fail( 'should not return NaN' ); + } + } + b.toc(); + if ( isnan( v ) ) { + b.fail( 'should not return NaN' ); + } + b.pass( 'benchmark finished' ); + b.end(); +}); diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/benchmark/benchmark.native.js new file mode 100644 index 000000000000..b60115039199 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/benchmark/benchmark.native.js @@ -0,0 +1,66 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2026 The Stdlib Authors. +* +* Licensed under the Apache License, Version 2.0 (the "License"); +* you may not use this file except in compliance with the License. +* You may obtain a copy of the License at +* +* http://www.apache.org/licenses/LICENSE-2.0 +* +* Unless required by applicable law or agreed to in writing, software +* distributed under the License is distributed on an "AS IS" BASIS, +* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +* See the License for the specific language governing permissions and +* limitations under the License. +*/ + +'use strict'; + +// MODULES // + +var resolve = require( 'path' ).resolve; +var bench = require( '@stdlib/bench' ); +var uniform = require( '@stdlib/random/array/uniform' ); +var 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 epsilonInsensitive = tryRequire( resolve( __dirname, './../lib/native.js' ) ); +var opts = { + 'skip': ( epsilonInsensitive instanceof Error ) +}; + + +// MAIN // + +bench( format( '%s::native', pkg ), opts, function benchmark( b ) { + var len; + var y; + var p; + var v; + var i; + + len = 100; + y = uniform( len, -100.0, 100.0 ); + p = uniform( len, -100.0, 100.0 ); + + b.tic(); + for ( i = 0; i < b.iterations; i++ ) { + v = epsilonInsensitive( 1.0, y[ i%y.length ], p[ i%p.length ] ); + if ( isnan( v ) ) { + b.fail( 'should not return NaN' ); + } + } + b.toc(); + if ( isnan( v ) ) { + b.fail( 'should not return NaN' ); + } + b.pass( 'benchmark finished' ); + b.end(); +}); diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/benchmark/c/native/Makefile b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/benchmark/c/native/Makefile new file mode 100644 index 000000000000..979768abbcec --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/benchmark/c/native/Makefile @@ -0,0 +1,146 @@ +#/ +# @license Apache-2.0 +# +# Copyright (c) 2026 The Stdlib Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +#/ + +# VARIABLES # + +ifndef VERBOSE + QUIET := @ +else + QUIET := +endif + +# Determine the OS ([1][1], [2][2]). +# +# [1]: https://en.wikipedia.org/wiki/Uname#Examples +# [2]: http://stackoverflow.com/a/27776822/2225624 +OS ?= $(shell uname) +ifneq (, $(findstring MINGW,$(OS))) + OS := WINNT +else +ifneq (, $(findstring MSYS,$(OS))) + OS := WINNT +else +ifneq (, $(findstring CYGWIN,$(OS))) + OS := WINNT +else +ifneq (, $(findstring Windows_NT,$(OS))) + OS := WINNT +endif +endif +endif +endif + +# Define the program used for compiling C source files: +ifdef C_COMPILER + CC := $(C_COMPILER) +else + CC := gcc +endif + +# Define the command-line options when compiling C files: +CFLAGS ?= \ + -std=c99 \ + -O3 \ + -Wall \ + -pedantic + +# Determine whether to generate position independent code ([1][1], [2][2]). +# +# [1]: https://gcc.gnu.org/onlinedocs/gcc/Code-Gen-Options.html#Code-Gen-Options +# [2]: http://stackoverflow.com/questions/5311515/gcc-fpic-option +ifeq ($(OS), WINNT) + fPIC ?= +else + fPIC ?= -fPIC +endif + +# List of includes (e.g., `-I /foo/bar -I /beep/boop/include`): +INCLUDE ?= + +# List of source files: +SOURCE_FILES ?= + +# List of libraries (e.g., `-lopenblas -lpthread`): +LIBRARIES ?= + +# List of library paths (e.g., `-L /foo/bar -L /beep/boop`): +LIBPATH ?= + +# List of C targets: +c_targets := benchmark.out + + +# RULES # + +#/ +# Compiles source files. +# +# @param {string} [C_COMPILER] - C compiler (e.g., `gcc`) +# @param {string} [CFLAGS] - C compiler options +# @param {(string|void)} [fPIC] - compiler flag determining whether to generate position independent code (e.g., `-fPIC`) +# @param {string} [INCLUDE] - list of includes (e.g., `-I /foo/bar -I /beep/boop/include`) +# @param {string} [SOURCE_FILES] - list of source files +# @param {string} [LIBPATH] - list of library paths (e.g., `-L /foo/bar -L /beep/boop`) +# @param {string} [LIBRARIES] - list of libraries (e.g., `-lopenblas -lpthread`) +# +# @example +# make +# +# @example +# make all +#/ +all: $(c_targets) + +.PHONY: all + +#/ +# Compiles C source files. +# +# @private +# @param {string} CC - C compiler (e.g., `gcc`) +# @param {string} CFLAGS - C compiler options +# @param {(string|void)} fPIC - compiler flag determining whether to generate position independent code (e.g., `-fPIC`) +# @param {string} INCLUDE - list of includes (e.g., `-I /foo/bar`) +# @param {string} SOURCE_FILES - list of source files +# @param {string} LIBPATH - list of library paths (e.g., `-L /foo/bar`) +# @param {string} LIBRARIES - list of libraries (e.g., `-lopenblas`) +#/ +$(c_targets): %.out: %.c + $(QUIET) $(CC) $(CFLAGS) $(fPIC) $(INCLUDE) -o $@ $(SOURCE_FILES) $< $(LIBPATH) -lm $(LIBRARIES) + +#/ +# Runs compiled benchmarks. +# +# @example +# make run +#/ +run: $(c_targets) + $(QUIET) ./$< + +.PHONY: run + +#/ +# Removes generated files. +# +# @example +# make clean +#/ +clean: + $(QUIET) -rm -f *.o *.out + +.PHONY: clean diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/benchmark/c/native/benchmark.c b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/benchmark/c/native/benchmark.c new file mode 100644 index 000000000000..6f0b1bf882e3 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/benchmark/c/native/benchmark.c @@ -0,0 +1,144 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2026 The Stdlib Authors. +* +* Licensed under the Apache License, Version 2.0 (the "License"); +* you may not use this file except in compliance with the License. +* You may obtain a copy of the License at +* +* http://www.apache.org/licenses/LICENSE-2.0 +* +* Unless required by applicable law or agreed to in writing, software +* distributed under the License is distributed on an "AS IS" BASIS, +* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +* See the License for the specific language governing permissions and +* limitations under the License. +*/ + +#include "stdlib/ml/base/loss/float64/epsilon_insensitive.h" +#include +#include +#include +#include +#include + +#define NAME "epsilon_insensitive" +#define ITERATIONS 1000000 +#define REPEATS 3 + +/** +* Prints the TAP version. +*/ +static void print_version( void ) { + printf( "TAP version 13\n" ); +} + +/** +* Prints the TAP summary. +* +* @param total total number of tests +* @param passing total number of passing tests +*/ +static void print_summary( int total, int passing ) { + printf( "#\n" ); + printf( "1..%d\n", total ); // TAP plan + printf( "# total %d\n", total ); + printf( "# pass %d\n", passing ); + printf( "#\n" ); + printf( "# ok\n" ); +} + +/** +* Prints benchmarks results. +* +* @param elapsed elapsed time in seconds +*/ +static void print_results( double elapsed ) { + double rate = (double)ITERATIONS / elapsed; + printf( " ---\n" ); + printf( " iterations: %d\n", ITERATIONS ); + printf( " elapsed: %0.9f\n", elapsed ); + printf( " rate: %0.9f\n", rate ); + printf( " ...\n" ); +} + +/** +* Returns a clock time. +* +* @return clock time +*/ +static double tic( void ) { + struct timeval now; + gettimeofday( &now, NULL ); + return (double)now.tv_sec + (double)now.tv_usec/1.0e6; +} + +/** +* Generates a random number on the interval [min,max). +* +* @param min minimum value (inclusive) +* @param max maximum value (exclusive) +* @return random number +*/ +static double random_uniform( const double min, const double max ) { + double v = (double)rand() / ( (double)RAND_MAX + 1.0 ); + return min + ( v*(max-min) ); +} + +/** +* Runs a benchmark. +* +* @return elapsed time in seconds +*/ +static double benchmark( void ) { + double elapsed; + double *p; + double *y; + double v; + double t; + int i; + + y = (double *) malloc( 100 * sizeof( double ) ); + p = (double *) malloc( 100 * sizeof( double ) ); + for ( i = 0; i < 100; i++ ) { + y[ i ] = random_uniform( -100.0, 100.0 ); + p[ i ] = random_uniform( -100.0, 100.0 ); + } + + t = tic(); + for ( i = 0; i < ITERATIONS; i++ ) { + v = stdlib_base_float64_epsilon_insensitive( 1.0, y[ i%100 ], p[ i%100 ] ); + if ( v != v ) { + printf( "should not return NaN\n" ); + break; + } + } + elapsed = tic() - t; + if ( v != v ) { + printf( "should not return NaN\n" ); + } + free( y ); + free( p ); + return elapsed; +} + +/** +* Main execution sequence. +*/ +int main( void ) { + double elapsed; + int i; + + // Use the current time to seed the random number generator: + srand( time( NULL ) ); + + print_version(); + for ( i = 0; i < REPEATS; i++ ) { + printf( "# c::native::%s\n", NAME ); + elapsed = benchmark(); + print_results( elapsed ); + printf( "ok %d benchmark finished\n", i+1 ); + } + print_summary( REPEATS, REPEATS ); +} diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/binding.gyp b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/binding.gyp new file mode 100644 index 000000000000..0d6508a12e99 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/binding.gyp @@ -0,0 +1,170 @@ +# @license Apache-2.0 +# +# Copyright (c) 2026 The Stdlib Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# A `.gyp` file for building a Node.js native add-on. +# +# [1]: https://gyp.gsrc.io/docs/InputFormatReference.md +# [2]: https://gyp.gsrc.io/docs/UserDocumentation.md +{ + # List of files to include in this file: + 'includes': [ + './include.gypi', + ], + + # Define variables to be used throughout the configuration for all targets: + 'variables': { + # Target name should match the add-on export name: + 'addon_target_name%': 'addon', + + # Set variables based on the host OS: + 'conditions': [ + [ + 'OS=="win"', + { + # Define the object file suffix: + 'obj': 'obj', + }, + { + # Define the object file suffix: + 'obj': 'o', + } + ], # end condition (OS=="win") + ], # end conditions + }, # end variables + + # Define compile targets: + 'targets': [ + + # Target to generate an add-on: + { + # The target name should match the add-on export name: + 'target_name': '<(addon_target_name)', + + # Define dependencies: + 'dependencies': [], + + # Define directories which contain relevant include headers: + 'include_dirs': [ + # Local include directory: + '<@(include_dirs)', + ], + + # List of source files: + 'sources': [ + '<@(src_files)', + ], + + # Settings which should be applied when a target's object files are used as linker input: + 'link_settings': { + # Define libraries: + 'libraries': [ + '<@(libraries)', + ], + + # Define library directories: + 'library_dirs': [ + '<@(library_dirs)', + ], + }, + + # C/C++ compiler flags: + 'cflags': [ + # Enable commonly used warning options: + '-Wall', + + # Aggressive optimization: + '-O3', + ], + + # C specific compiler flags: + 'cflags_c': [ + # Specify the C standard to which a program is expected to conform: + '-std=c99', + ], + + # C++ specific compiler flags: + 'cflags_cpp': [ + # Specify the C++ standard to which a program is expected to conform: + '-std=c++11', + ], + + # Linker flags: + 'ldflags': [], + + # Apply conditions based on the host OS: + 'conditions': [ + [ + 'OS=="mac"', + { + # Linker flags: + 'ldflags': [ + '-undefined dynamic_lookup', + '-Wl,-no-pie', + '-Wl,-search_paths_first', + ], + }, + ], # end condition (OS=="mac") + [ + 'OS!="win"', + { + # C/C++ flags: + 'cflags': [ + # Generate platform-independent code: + '-fPIC', + ], + }, + ], # end condition (OS!="win") + ], # end conditions + }, # end target <(addon_target_name) + + # Target to copy a generated add-on to a standard location: + { + 'target_name': 'copy_addon', + + # Declare that the output of this target is not linked: + 'type': 'none', + + # Define dependencies: + 'dependencies': [ + # Require that the add-on be generated before building this target: + '<(addon_target_name)', + ], + + # Define a list of actions: + 'actions': [ + { + 'action_name': 'copy_addon', + 'message': 'Copying addon...', + + # Explicitly list the inputs in the command-line invocation below: + 'inputs': [], + + # Declare the expected outputs: + 'outputs': [ + '<(addon_output_dir)/<(addon_target_name).node', + ], + + # Define the command-line invocation: + 'action': [ + 'cp', + '<(PRODUCT_DIR)/<(addon_target_name).node', + '<(addon_output_dir)/<(addon_target_name).node', + ], + }, + ], # end actions + }, # end target copy_addon + ], # end targets +} diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/docs/repl.txt b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/docs/repl.txt new file mode 100644 index 000000000000..f3d80c96f22b --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/docs/repl.txt @@ -0,0 +1,42 @@ + +{{alias}}( e, y, p ) + Computes the epsilon insensitive loss. + + If any argument is `NaN`, the function returns `NaN`. + + Parameters + ---------- + e: number + Insensitivity parameter. + + y: number + True target value. + + p: number + Predicted value. + + Returns + ------- + v: number + Epsilon insensitive loss. + + Examples + -------- + > var v = {{alias}}( 5.0, 10.2, 0.782 ) + 4.418 + > v = {{alias}}( 2.0, 8.0, 0.202 ) + 5.798 + > v = {{alias}}( 1.0, 23.2, -0.999 ) + 23.199 + > v = {{alias}}( 11.0, -12.2, 0.234 ) + 1.434 + > v = {{alias}}( 2.0, -21.0, 0.2 ) + 19.2 + > v = {{alias}}( 9.0, 4.0, -0.9 ) + 0.0 + > v = {{alias}}( NaN, 1.0, 0.987 ) + NaN + + See Also + -------- + diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/docs/types/index.d.ts b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/docs/types/index.d.ts new file mode 100644 index 000000000000..f560cfd73518 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/docs/types/index.d.ts @@ -0,0 +1,58 @@ +/* +* @license Apache-2.0 +* +* Copyright (c) 2026 The Stdlib Authors. +* +* Licensed under the Apache License, Version 2.0 (the "License"); +* you may not use this file except in compliance with the License. +* You may obtain a copy of the License at +* +* http://www.apache.org/licenses/LICENSE-2.0 +* +* Unless required by applicable law or agreed to in writing, software +* distributed under the License is distributed on an "AS IS" BASIS, +* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +* See the License for the specific language governing permissions and +* limitations under the License. +*/ + +// TypeScript Version: 4.1 + +/** +* Computes the epsilon insensitive loss. +* +* @param e - insensitivity parameter +* @param y - true target value +* @param p - predicted value +* @returns epsilon insensitive loss +* +* @example +* var v = epsilonInsensitive( 5.0, 10.2, 0.782 ); +* // returns 4.418 +* +* @example +* var v = epsilonInsensitive( 2.0, 8.0, 0.202 ); +* // returns 5.798 +* +* @example +* var v = epsilonInsensitive( 1.0, 23.2, -0.999 ); +* // returns 23.199 +* +* @example +* var v = epsilonInsensitive( 11.0, -12.2, 0.234 ); +* // returns ~1.434 +* +* @example +* var v = epsilonInsensitive( 2.0, -21.0, 0.2 ); +* // returns 19.2 +* +* @example +* var v = epsilonInsensitive( 9.0, 4.0, -0.9 ); +* // returns 0.0 +*/ +declare function epsilonInsensitive( e: number, y: number, p: number ): number; + + +// EXPORTS // + +export = epsilonInsensitive; diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/docs/types/test.ts b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/docs/types/test.ts new file mode 100644 index 000000000000..b939da159244 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/docs/types/test.ts @@ -0,0 +1,71 @@ +/* +* @license Apache-2.0 +* +* Copyright (c) 2026 The Stdlib Authors. +* +* Licensed under the Apache License, Version 2.0 (the "License"); +* you may not use this file except in compliance with the License. +* You may obtain a copy of the License at +* +* http://www.apache.org/licenses/LICENSE-2.0 +* +* Unless required by applicable law or agreed to in writing, software +* distributed under the License is distributed on an "AS IS" BASIS, +* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +* See the License for the specific language governing permissions and +* limitations under the License. +*/ + +import epsilonInsensitive = require( './index' ); + + +// TESTS // + +// The function returns a number... +{ + epsilonInsensitive( 1.0, 1.0, 0.782 ); // $ExpectType number +} + +// The compiler throws an error if the function is provided a first argument which is not a number... +{ + epsilonInsensitive( true, 1.0, 0.782 ); // $ExpectError + epsilonInsensitive( false, 1.0, 0.782 ); // $ExpectError + epsilonInsensitive( null, 1.0, 0.782 ); // $ExpectError + epsilonInsensitive( undefined, 1.0, 0.782 ); // $ExpectError + epsilonInsensitive( '5', 1.0, 0.782 ); // $ExpectError + epsilonInsensitive( [], 1.0, 0.782 ); // $ExpectError + epsilonInsensitive( {}, 1.0, 0.782 ); // $ExpectError + epsilonInsensitive( ( x: number ): number => x, 1.0, 0.782 ); // $ExpectError +} + +// The compiler throws an error if the function is provided a second argument which is not a number... +{ + epsilonInsensitive( 1.0, true, 0.782 ); // $ExpectError + epsilonInsensitive( 1.0, false, 0.782 ); // $ExpectError + epsilonInsensitive( 1.0, null, 0.782 ); // $ExpectError + epsilonInsensitive( 1.0, undefined, 0.782 ); // $ExpectError + epsilonInsensitive( 1.0, '5', 0.782 ); // $ExpectError + epsilonInsensitive( 1.0, [], 0.782 ); // $ExpectError + epsilonInsensitive( 1.0, {}, 0.782 ); // $ExpectError + epsilonInsensitive( 1.0, ( x: number ): number => x, 0.782 ); // $ExpectError +} + +// The compiler throws an error if the function is provided a third argument which is not a number... +{ + epsilonInsensitive( 1.0, 1.0, true ); // $ExpectError + epsilonInsensitive( 1.0, 1.0, false ); // $ExpectError + epsilonInsensitive( 1.0, 1.0, null ); // $ExpectError + epsilonInsensitive( 1.0, 1.0, undefined ); // $ExpectError + epsilonInsensitive( 1.0, 1.0, '5' ); // $ExpectError + epsilonInsensitive( 1.0, 1.0, [] ); // $ExpectError + epsilonInsensitive( 1.0, 1.0, {} ); // $ExpectError + epsilonInsensitive( 1.0, 1.0, ( x: number ): number => x ); // $ExpectError +} + +// The compiler throws an error if the function is provided an unsupported number of arguments... +{ + epsilonInsensitive(); // $ExpectError + epsilonInsensitive( 1.0 ); // $ExpectError + epsilonInsensitive( 1.0, 0.7873 ); // $ExpectError + epsilonInsensitive( 1.0, 0.900, 0.7873, 0.546 ); // $ExpectError +} diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/examples/c/Makefile b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/examples/c/Makefile new file mode 100644 index 000000000000..c8f8e9a1517b --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/examples/c/Makefile @@ -0,0 +1,146 @@ +#/ +# @license Apache-2.0 +# +# Copyright (c) 2026 The Stdlib Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +#/ + +# VARIABLES # + +ifndef VERBOSE + QUIET := @ +else + QUIET := +endif + +# Determine the OS ([1][1], [2][2]). +# +# [1]: https://en.wikipedia.org/wiki/Uname#Examples +# [2]: http://stackoverflow.com/a/27776822/2225624 +OS ?= $(shell uname) +ifneq (, $(findstring MINGW,$(OS))) + OS := WINNT +else +ifneq (, $(findstring MSYS,$(OS))) + OS := WINNT +else +ifneq (, $(findstring CYGWIN,$(OS))) + OS := WINNT +else +ifneq (, $(findstring Windows_NT,$(OS))) + OS := WINNT +endif +endif +endif +endif + +# Define the program used for compiling C source files: +ifdef C_COMPILER + CC := $(C_COMPILER) +else + CC := gcc +endif + +# Define the command-line options when compiling C files: +CFLAGS ?= \ + -std=c99 \ + -O3 \ + -Wall \ + -pedantic + +# Determine whether to generate position independent code ([1][1], [2][2]). +# +# [1]: https://gcc.gnu.org/onlinedocs/gcc/Code-Gen-Options.html#Code-Gen-Options +# [2]: http://stackoverflow.com/questions/5311515/gcc-fpic-option +ifeq ($(OS), WINNT) + fPIC ?= +else + fPIC ?= -fPIC +endif + +# List of includes (e.g., `-I /foo/bar -I /beep/boop/include`): +INCLUDE ?= + +# List of source files: +SOURCE_FILES ?= + +# List of libraries (e.g., `-lopenblas -lpthread`): +LIBRARIES ?= + +# List of library paths (e.g., `-L /foo/bar -L /beep/boop`): +LIBPATH ?= + +# List of C targets: +c_targets := example.out + + +# RULES # + +#/ +# Compiles source files. +# +# @param {string} [C_COMPILER] - C compiler (e.g., `gcc`) +# @param {string} [CFLAGS] - C compiler options +# @param {(string|void)} [fPIC] - compiler flag determining whether to generate position independent code (e.g., `-fPIC`) +# @param {string} [INCLUDE] - list of includes (e.g., `-I /foo/bar -I /beep/boop/include`) +# @param {string} [SOURCE_FILES] - list of source files +# @param {string} [LIBPATH] - list of library paths (e.g., `-L /foo/bar -L /beep/boop`) +# @param {string} [LIBRARIES] - list of libraries (e.g., `-lopenblas -lpthread`) +# +# @example +# make +# +# @example +# make all +#/ +all: $(c_targets) + +.PHONY: all + +#/ +# Compiles C source files. +# +# @private +# @param {string} CC - C compiler (e.g., `gcc`) +# @param {string} CFLAGS - C compiler options +# @param {(string|void)} fPIC - compiler flag determining whether to generate position independent code (e.g., `-fPIC`) +# @param {string} INCLUDE - list of includes (e.g., `-I /foo/bar`) +# @param {string} SOURCE_FILES - list of source files +# @param {string} LIBPATH - list of library paths (e.g., `-L /foo/bar`) +# @param {string} LIBRARIES - list of libraries (e.g., `-lopenblas`) +#/ +$(c_targets): %.out: %.c + $(QUIET) $(CC) $(CFLAGS) $(fPIC) $(INCLUDE) -o $@ $(SOURCE_FILES) $< $(LIBPATH) -lm $(LIBRARIES) + +#/ +# Runs compiled examples. +# +# @example +# make run +#/ +run: $(c_targets) + $(QUIET) ./$< + +.PHONY: run + +#/ +# Removes generated files. +# +# @example +# make clean +#/ +clean: + $(QUIET) -rm -f *.o *.out + +.PHONY: clean diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/examples/c/example.c b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/examples/c/example.c new file mode 100644 index 000000000000..23b2afe9ee43 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/examples/c/example.c @@ -0,0 +1,33 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2026 The Stdlib Authors. +* +* Licensed under the Apache License, Version 2.0 (the "License"); +* you may not use this file except in compliance with the License. +* You may obtain a copy of the License at +* +* http://www.apache.org/licenses/LICENSE-2.0 +* +* Unless required by applicable law or agreed to in writing, software +* distributed under the License is distributed on an "AS IS" BASIS, +* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +* See the License for the specific language governing permissions and +* limitations under the License. +*/ + +#include "stdlib/ml/base/loss/float64/epsilon_insensitive.h" +#include + +int main( void ) { + const double e[] = { 0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0 }; + const double y[] = { -9.9, -7.7, -5.5, -3.3, -1.1, 1.1, 3.3, 5.5, 7.7, 9.9 }; + 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_epsilon_insensitive( e[ i ], y[ i ], p[ i ] ); + printf( "epsilonInsensitive(%lf, %lf, %lf) = %lf\n", e[ i ], y[ i ], p[ i ], v ); + } +} diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/examples/index.js b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/examples/index.js new file mode 100644 index 000000000000..ae18fb6c1791 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/examples/index.js @@ -0,0 +1,35 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2026 The Stdlib Authors. +* +* Licensed under the Apache License, Version 2.0 (the "License"); +* you may not use this file except in compliance with the License. +* You may obtain a copy of the License at +* +* http://www.apache.org/licenses/LICENSE-2.0 +* +* Unless required by applicable law or agreed to in writing, software +* distributed under the License is distributed on an "AS IS" BASIS, +* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +* See the License for the specific language governing permissions and +* limitations under the License. +*/ + +'use strict'; + +var uniform = require( '@stdlib/random/array/uniform' ); +var logEachMap = require( '@stdlib/console/log-each-map' ); +var epsilonInsensitive = require( './../lib' ); + +var e = uniform( 100, 0.0, 5.0, { + 'dtype': 'float64' +}); +var y = uniform( 100, -100.0, 100.0, { + 'dtype': 'float64' +}); +var p = uniform( 100, -5.0, 5.0, { + 'dtype': 'float64' +}); + +logEachMap( 'epsilonInsensitive(%0.4f, %0.4f, %0.4f) = %0.4f', e, y, p, epsilonInsensitive ); diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/include.gypi b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/include.gypi new file mode 100644 index 000000000000..bee8d41a2caf --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/include.gypi @@ -0,0 +1,53 @@ +# @license Apache-2.0 +# +# Copyright (c) 2026 The Stdlib Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# A GYP include file for building a Node.js native add-on. +# +# Main documentation: +# +# [1]: https://gyp.gsrc.io/docs/InputFormatReference.md +# [2]: https://gyp.gsrc.io/docs/UserDocumentation.md +{ + # Define variables to be used throughout the configuration for all targets: + 'variables': { + # Source directory: + 'src_dir': './src', + + # Include directories: + 'include_dirs': [ + ' e ) { + return ( y-p ) - e; + } + if ( ( p-y ) > e ) { + return ( p-y ) - e; + } + return 0.0; +} + + +// EXPORTS // + +module.exports = epsilonInsensitive; diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/lib/native.js b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/lib/native.js new file mode 100644 index 000000000000..9447ebd91625 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/lib/native.js @@ -0,0 +1,68 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2026 The Stdlib Authors. +* +* Licensed under the Apache License, Version 2.0 (the "License"); +* you may not use this file except in compliance with the License. +* You may obtain a copy of the License at +* +* http://www.apache.org/licenses/LICENSE-2.0 +* +* Unless required by applicable law or agreed to in writing, software +* distributed under the License is distributed on an "AS IS" BASIS, +* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +* See the License for the specific language governing permissions and +* limitations under the License. +*/ + +'use strict'; + +// MODULES // + +var addon = require( './../src/addon.node' ); + + +// MAIN // + +/** +* Computes the epsilon insensitive loss. +* +* @private +* @param {number} e - insensitivity parameter +* @param {number} y - true target value +* @param {number} p - predicted value +* @returns {number} epsilon insensitive loss +* +* @example +* var v = epsilonInsensitive( 5.0, 10.2, 0.782 ); +* // returns 4.418 +* +* @example +* var v = epsilonInsensitive( 2.0, 8.0, 0.202 ); +* // returns 5.798 +* +* @example +* var v = epsilonInsensitive( 1.0, 23.2, -0.999 ); +* // returns 23.199 +* +* @example +* var v = epsilonInsensitive( 11.0, -12.2, 0.234 ); +* // returns ~1.434 +* +* @example +* var v = epsilonInsensitive( 2.0, -21.0, 0.2 ); +* // returns 19.2 +* +* @example +* var v = epsilonInsensitive( 9.0, 4.0, -0.9 ); +* // returns 0.0 +*/ +function epsilonInsensitive( e, y, p ) { + return addon( e, y, p ); +} + + +// EXPORTS // + +module.exports = epsilonInsensitive; diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/manifest.json b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/manifest.json new file mode 100644 index 000000000000..6164498d65ea --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/manifest.json @@ -0,0 +1,75 @@ +{ + "options": { + "task": "build" + }, + "fields": [ + { + "field": "src", + "resolve": true, + "relative": true + }, + { + "field": "include", + "resolve": true, + "relative": true + }, + { + "field": "libraries", + "resolve": false, + "relative": false + }, + { + "field": "libpath", + "resolve": true, + "relative": false + } + ], + "confs": [ + { + "task": "build", + "src": [ + "./src/main.c" + ], + "include": [ + "./include" + ], + "libraries": [], + "libpath": [], + "dependencies": [ + "@stdlib/math/base/napi/ternary", + "@stdlib/math/base/assert/is-nan", + "@stdlib/constants/float64/nan" + ] + }, + { + "task": "benchmark", + "src": [ + "./src/main.c" + ], + "include": [ + "./include" + ], + "libraries": [], + "libpath": [], + "dependencies": [ + "@stdlib/math/base/assert/is-nan", + "@stdlib/constants/float64/nan" + ] + }, + { + "task": "examples", + "src": [ + "./src/main.c" + ], + "include": [ + "./include" + ], + "libraries": [], + "libpath": [], + "dependencies": [ + "@stdlib/math/base/assert/is-nan", + "@stdlib/constants/float64/nan" + ] + } + ] +} diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/package.json b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/package.json new file mode 100644 index 000000000000..d0bb0a9dbf3c --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/package.json @@ -0,0 +1,67 @@ +{ + "name": "@stdlib/ml/base/loss/float64/epsilon-insensitive", + "version": "0.0.0", + "description": "Compute the epsilon insensitive loss.", + "license": "Apache-2.0", + "author": { + "name": "The Stdlib Authors", + "url": "https://github.com/stdlib-js/stdlib/graphs/contributors" + }, + "contributors": [ + { + "name": "The Stdlib Authors", + "url": "https://github.com/stdlib-js/stdlib/graphs/contributors" + } + ], + "main": "./lib", + "gypfile": true, + "directories": { + "benchmark": "./benchmark", + "doc": "./docs", + "example": "./examples", + "include": "./include", + "lib": "./lib", + "src": "./src", + "test": "./test" + }, + "types": "./docs/types", + "scripts": {}, + "homepage": "https://github.com/stdlib-js/stdlib", + "repository": { + "type": "git", + "url": "git://github.com/stdlib-js/stdlib.git" + }, + "bugs": { + "url": "https://github.com/stdlib-js/stdlib/issues" + }, + "dependencies": {}, + "devDependencies": {}, + "engines": { + "node": ">=0.10.0", + "npm": ">2.7.0" + }, + "os": [ + "aix", + "darwin", + "freebsd", + "linux", + "macos", + "openbsd", + "sunos", + "win32", + "windows" + ], + "keywords": [ + "stdlib", + "machine learning", + "ml", + "loss", + "float64", + "epsilon insensitive", + "epsilon insensitive loss", + "double-precision", + "double", + "dbl" + ], + "__stdlib__": {} +} diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/src/Makefile b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/src/Makefile new file mode 100644 index 000000000000..2caf905cedbe --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/src/Makefile @@ -0,0 +1,70 @@ +#/ +# @license Apache-2.0 +# +# Copyright (c) 2026 The Stdlib Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +#/ + +# VARIABLES # + +ifndef VERBOSE + QUIET := @ +else + QUIET := +endif + +# Determine the OS ([1][1], [2][2]). +# +# [1]: https://en.wikipedia.org/wiki/Uname#Examples +# [2]: http://stackoverflow.com/a/27776822/2225624 +OS ?= $(shell uname) +ifneq (, $(findstring MINGW,$(OS))) + OS := WINNT +else +ifneq (, $(findstring MSYS,$(OS))) + OS := WINNT +else +ifneq (, $(findstring CYGWIN,$(OS))) + OS := WINNT +else +ifneq (, $(findstring Windows_NT,$(OS))) + OS := WINNT +endif +endif +endif +endif + + +# RULES # + +#/ +# Removes generated files for building an add-on. +# +# @example +# make clean-addon +#/ +clean-addon: + $(QUIET) -rm -f *.o *.node + +.PHONY: clean-addon + +#/ +# Removes generated files. +# +# @example +# make clean +#/ +clean: clean-addon + +.PHONY: clean diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/src/addon.c b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/src/addon.c new file mode 100644 index 000000000000..85349757ea33 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/src/addon.c @@ -0,0 +1,22 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2026 The Stdlib Authors. +* +* Licensed under the Apache License, Version 2.0 (the "License"); +* you may not use this file except in compliance with the License. +* You may obtain a copy of the License at +* +* http://www.apache.org/licenses/LICENSE-2.0 +* +* Unless required by applicable law or agreed to in writing, software +* distributed under the License is distributed on an "AS IS" BASIS, +* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +* See the License for the specific language governing permissions and +* limitations under the License. +*/ + +#include "stdlib/ml/base/loss/float64/epsilon_insensitive.h" +#include "stdlib/math/base/napi/ternary.h" + +STDLIB_MATH_BASE_NAPI_MODULE_DDD_D( stdlib_base_float64_epsilon_insensitive ) diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/src/main.c b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/src/main.c new file mode 100644 index 000000000000..c0e741889938 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/src/main.c @@ -0,0 +1,46 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2026 The Stdlib Authors. +* +* Licensed under the Apache License, Version 2.0 (the "License"); +* you may not use this file except in compliance with the License. +* You may obtain a copy of the License at +* +* http://www.apache.org/licenses/LICENSE-2.0 +* +* Unless required by applicable law or agreed to in writing, software +* distributed under the License is distributed on an "AS IS" BASIS, +* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +* See the License for the specific language governing permissions and +* limitations under the License. +*/ + +#include "stdlib/ml/base/loss/float64/epsilon_insensitive.h" +#include "stdlib/math/base/assert/is_nan.h" +#include "stdlib/constants/float64/nan.h" + +/** +* Computes the epsilon insensitive loss. +* +* @param e insensitivity parameter +* @param y true target value +* @param p predicted value +* @return epsilon insensitive loss +* +* @example +* double out = stdlib_base_float64_epsilon_insensitive( 2.0, 8.0, 0.202 ); +* // returns 5.798 +*/ +double stdlib_base_float64_epsilon_insensitive( const double e, const double y, const double p ) { + if ( stdlib_base_is_nan( e ) || stdlib_base_is_nan( y ) || stdlib_base_is_nan( p ) ) { + return STDLIB_CONSTANT_FLOAT64_NAN; + } + if ( ( y-p ) > e ) { + return ( y-p ) - e; + } + if ( ( p-y ) > e ) { + return ( p-y ) - e; + } + return 0.0; +} diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/REQUIRE b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/REQUIRE new file mode 100644 index 000000000000..7c8193c06e65 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/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/epsilon-insensitive/test/fixtures/julia/runner.jl b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/runner.jl new file mode 100644 index 000000000000..f37611d9aaf4 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/runner.jl @@ -0,0 +1,94 @@ +#!/usr/bin/env julia +# +# @license Apache-2.0 +# +# Copyright (c) 2026 The Stdlib Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import JSON + +""" + gen( e, y, p, name ) + +Generate fixture data and write to file. + +# Arguments + +* `e`: insensitivity parameter +* `y`: response domain +* `p`: prediction domain +* `name::AbstractString`: output filename + +# Examples + +``` julia +julia> e = range( 0.0, stop=5.0, length=503 ); +julia> y = range( 0.0, stop=10.0, length=503 ); +julia> p = range( 10.0, stop=0.0, length=503 ); +julia> gen( e, y, p, "data.json" ); +``` +""" +function gen( e, y, p, name ) + + d = y .- p; + v = ifelse.( d .> e, d .- e, + ifelse.( d .< .-e, -d .- e, 0.0 ) ); + + # Store data to be written to file as a collection: + data = Dict([ + ("e", e), + ("y", y), + ("p", p), + ("expected", v) + ]); + + # Based on the script directory, create an output filepath: + filepath = joinpath( dir, name ); + + # Write the data to the output filepath as JSON: + outfile = open( filepath, "w" ); + write( outfile, JSON.json(data) ); + write( outfile, "\n" ); + close( outfile ); +end + +# Get the filename: +file = @__FILE__; + +# Extract the directory in which this file resides: +dir = dirname(file); + +# Positive tiny values: +e = range( 0.0, stop=5e-20, length=503 ); +y = range( 0.0, stop=10e-20, length=503 ); +p = range( 10e-20, stop=0.0, length=503 ); +gen( e, y, p, "tiny_positive.json" ); + +# Small positive values: +e = range( 0.0, stop=5.0, length=503 ); +y = range( 0.0, stop=10.0, length=503 ); +p = range( 10.0, stop=0.0, length=503 ); +gen( e, y, p, "small_positive.json" ); + +# Negative tiny values: +e = range( 0.0, stop=5e-20, length=503 ); +y = range( -10e-20, stop=0.0, length=503 ); +p = range( 0.0, stop=-10e-20, length=503 ); +gen( e, y, p, "tiny_negative.json" ); + +# Small negative values: +e = range( 0.0, stop=5.0, length=503 ); +y = range( -10.0, stop=0.0, length=503 ); +p = range( 0.0, stop=-10.0, length=503 ); +gen( e, y, p, "small_negative.json" ); diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/small_negative.json b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/small_negative.json new file mode 100644 index 000000000000..0e1116bce7d8 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/small_negative.json @@ -0,0 +1 @@ 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diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/small_positive.json b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/small_positive.json new file mode 100644 index 000000000000..2fce6a8dd372 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/small_positive.json @@ -0,0 +1 @@ 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diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/tiny_negative.json b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/tiny_negative.json new file mode 100644 index 000000000000..b98b981b7866 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/tiny_negative.json @@ -0,0 +1 @@ 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diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/tiny_positive.json b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/tiny_positive.json new file mode 100644 index 000000000000..d39cf078213e --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/fixtures/julia/tiny_positive.json @@ -0,0 +1 @@ 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diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/test.js b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/test.js new file mode 100644 index 000000000000..3ff786f1641b --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/test.js @@ -0,0 +1,139 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2026 The Stdlib Authors. +* +* Licensed under the Apache License, Version 2.0 (the "License"); +* you may not use this file except in compliance with the License. +* You may obtain a copy of the License at +* +* http://www.apache.org/licenses/LICENSE-2.0 +* +* Unless required by applicable law or agreed to in writing, software +* distributed under the License is distributed on an "AS IS" BASIS, +* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +* See the License for the specific language governing permissions and +* limitations under the License. +*/ + +'use strict'; + +// MODULES // + +var tape = require( 'tape' ); +var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var isAlmostSameValue = require( '@stdlib/number/float64/base/assert/is-almost-same-value' ); +var epsilonInsensitive = 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 epsilonInsensitive, 'function', 'main export is a function' ); + t.end(); +}); + +tape( 'the function computes the epsilon insensitive loss for tiny positive values', function test( t ) { + var expected; + var e; + var y; + var p; + var v; + var i; + + e = tinyPositive.e; + y = tinyPositive.y; + p = tinyPositive.p; + expected = tinyPositive.expected; + for ( i = 0; i < y.length; i++ ) { + v = epsilonInsensitive( e[ i ], y[ i ], p[ i ] ); + t.strictEqual( isAlmostSameValue( v, expected[ i ], 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the epsilon insensitive loss for small positive values', function test( t ) { + var expected; + var e; + var y; + var p; + var v; + var i; + + e = smallPositive.e; + y = smallPositive.y; + p = smallPositive.p; + expected = smallPositive.expected; + for ( i = 0; i < y.length; i++ ) { + v = epsilonInsensitive( e[ i ], y[ i ], p[ i ] ); + t.strictEqual( isAlmostSameValue( v, expected[ i ], 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the epsilon insensitive loss for tiny negative values', function test( t ) { + var expected; + var e; + var y; + var p; + var v; + var i; + + e = tinyNegative.e; + y = tinyNegative.y; + p = tinyNegative.p; + expected = tinyNegative.expected; + for ( i = 0; i < y.length; i++ ) { + v = epsilonInsensitive( e[ i ], y[ i ], p[ i ] ); + t.strictEqual( isAlmostSameValue( v, expected[ i ], 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the epsilon insensitive loss for small negative values', function test( t ) { + var expected; + var e; + var y; + var p; + var v; + var i; + + e = smallNegative.e; + y = smallNegative.y; + p = smallNegative.p; + expected = smallNegative.expected; + for ( i = 0; i < y.length; i++ ) { + v = epsilonInsensitive( e[ i ], y[ i ], p[ i ] ); + t.strictEqual( isAlmostSameValue( v, expected[ i ], 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function returns `NaN` if provided `NaN`', function test( t ) { + var v; + + v = epsilonInsensitive( NaN, 1.0, 0.782 ); + t.strictEqual( isnan( v ), true, 'returns expected value' ); + + v = epsilonInsensitive( 1.0, NaN, 0.782 ); + t.strictEqual( isnan( v ), true, 'returns expected value' ); + + v = epsilonInsensitive( 1.0, 1.0, NaN ); + t.strictEqual( isnan( v ), true, 'returns expected value' ); + + v = epsilonInsensitive( NaN, NaN, 0.782 ); + t.strictEqual( isnan( v ), true, 'returns expected value' ); + + v = epsilonInsensitive( NaN, NaN, NaN ); + t.strictEqual( isnan( v ), true, 'returns expected value' ); + t.end(); +}); diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/test.native.js b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/test.native.js new file mode 100644 index 000000000000..b99a5ff321ca --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/epsilon-insensitive/test/test.native.js @@ -0,0 +1,148 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2026 The Stdlib Authors. +* +* Licensed under the Apache License, Version 2.0 (the "License"); +* you may not use this file except in compliance with the License. +* You may obtain a copy of the License at +* +* http://www.apache.org/licenses/LICENSE-2.0 +* +* Unless required by applicable law or agreed to in writing, software +* distributed under the License is distributed on an "AS IS" BASIS, +* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +* See the License for the specific language governing permissions and +* limitations under the License. +*/ + +'use strict'; + +// MODULES // + +var resolve = require( 'path' ).resolve; +var tape = require( 'tape' ); +var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var isAlmostSameValue = require( '@stdlib/number/float64/base/assert/is-almost-same-value' ); +var tryRequire = require( '@stdlib/utils/try-require' ); + + +// FIXTURES // + +var tinyPositive = require( './fixtures/julia/tiny_positive.json' ); +var smallPositive = require( './fixtures/julia/small_positive.json' ); +var tinyNegative = require( './fixtures/julia/tiny_negative.json' ); +var smallNegative = require( './fixtures/julia/small_negative.json' ); + + +// VARIABLES // + +var epsilonInsensitive = tryRequire( resolve( __dirname, './../lib/native.js' ) ); +var opts = { + 'skip': ( epsilonInsensitive instanceof Error ) +}; + + +// TESTS // + +tape( 'main export is a function', opts, function test( t ) { + t.ok( true, __filename ); + t.strictEqual( typeof epsilonInsensitive, 'function', 'main export is a function' ); + t.end(); +}); + +tape( 'the function computes the epsilon insensitive loss for tiny positive values', opts, function test( t ) { + var expected; + var e; + var y; + var p; + var v; + var i; + + e = tinyPositive.e; + y = tinyPositive.y; + p = tinyPositive.p; + expected = tinyPositive.expected; + for ( i = 0; i < y.length; i++ ) { + v = epsilonInsensitive( e[ i ], y[ i ], p[ i ] ); + t.strictEqual( isAlmostSameValue( v, expected[ i ], 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the epsilon insensitive loss for small positive values', opts, function test( t ) { + var expected; + var e; + var y; + var p; + var v; + var i; + + e = smallPositive.e; + y = smallPositive.y; + p = smallPositive.p; + expected = smallPositive.expected; + for ( i = 0; i < y.length; i++ ) { + v = epsilonInsensitive( e[ i ], y[ i ], p[ i ] ); + t.strictEqual( isAlmostSameValue( v, expected[ i ], 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the epsilon insensitive loss for tiny negative values', opts, function test( t ) { + var expected; + var e; + var y; + var p; + var v; + var i; + + e = tinyNegative.e; + y = tinyNegative.y; + p = tinyNegative.p; + expected = tinyNegative.expected; + for ( i = 0; i < y.length; i++ ) { + v = epsilonInsensitive( e[ i ], y[ i ], p[ i ] ); + t.strictEqual( isAlmostSameValue( v, expected[ i ], 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the epsilon insensitive loss for small negative values', opts, function test( t ) { + var expected; + var e; + var y; + var p; + var v; + var i; + + e = smallNegative.e; + y = smallNegative.y; + p = smallNegative.p; + expected = smallNegative.expected; + for ( i = 0; i < y.length; i++ ) { + v = epsilonInsensitive( e[ i ], y[ i ], p[ i ] ); + t.strictEqual( isAlmostSameValue( v, expected[ i ], 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function returns `NaN` if provided `NaN`', opts, function test( t ) { + var v; + + v = epsilonInsensitive( NaN, 1.0, 0.782 ); + t.strictEqual( isnan( v ), true, 'returns expected value' ); + + v = epsilonInsensitive( 1.0, NaN, 0.782 ); + t.strictEqual( isnan( v ), true, 'returns expected value' ); + + v = epsilonInsensitive( 1.0, 1.0, NaN ); + t.strictEqual( isnan( v ), true, 'returns expected value' ); + + v = epsilonInsensitive( NaN, NaN, 0.782 ); + t.strictEqual( isnan( v ), true, 'returns expected value' ); + + v = epsilonInsensitive( NaN, NaN, NaN ); + t.strictEqual( isnan( v ), true, 'returns expected value' ); + t.end(); +});