From 34f8b1f3bdfa766635b760b69155a23af1e253db Mon Sep 17 00:00:00 2001 From: Harsh Raj Date: Thu, 29 Oct 2026 17:39:52 +0530 Subject: [PATCH] feat: add `math/base/special/boxcoxinvf` Ref: https://github.com/stdlib-js/stdlib/issues/649 Co-Authored-By: Claude Opus 5.5 --- .../math/base/special/boxcoxinvf/README.md | 243 ++++++++++++++++++ .../special/boxcoxinvf/benchmark/benchmark.js | 58 +++++ .../boxcoxinvf/benchmark/benchmark.native.js | 68 +++++ .../boxcoxinvf/benchmark/c/native/Makefile | 146 +++++++++++ .../boxcoxinvf/benchmark/c/native/benchmark.c | 138 ++++++++++ .../math/base/special/boxcoxinvf/binding.gyp | 170 ++++++++++++ ...se_boxcox_transformation_one_parameter.svg | 67 +++++ .../base/special/boxcoxinvf/docs/repl.txt | 39 +++ .../special/boxcoxinvf/docs/types/index.d.ts | 65 +++++ .../special/boxcoxinvf/docs/types/test.ts | 56 ++++ .../special/boxcoxinvf/examples/c/Makefile | 146 +++++++++++ .../special/boxcoxinvf/examples/c/example.c | 36 +++ .../base/special/boxcoxinvf/examples/index.js | 35 +++ .../math/base/special/boxcoxinvf/include.gypi | 53 ++++ .../stdlib/math/base/special/boxcoxinvf.h | 38 +++ .../math/base/special/boxcoxinvf/lib/index.js | 61 +++++ .../math/base/special/boxcoxinvf/lib/main.js | 85 ++++++ .../base/special/boxcoxinvf/lib/native.js | 75 ++++++ .../base/special/boxcoxinvf/manifest.json | 81 ++++++ .../math/base/special/boxcoxinvf/package.json | 67 +++++ .../math/base/special/boxcoxinvf/src/Makefile | 70 +++++ .../math/base/special/boxcoxinvf/src/addon.c | 22 ++ .../math/base/special/boxcoxinvf/src/main.c | 44 ++++ .../test/fixtures/python/lambda_zero.json | 1 + .../test/fixtures/python/medium_negative.json | 1 + .../test/fixtures/python/medium_positive.json | 1 + .../boxcoxinvf/test/fixtures/python/runner.py | 97 +++++++ .../test/fixtures/python/small_negative.json | 1 + .../test/fixtures/python/small_positive.json | 1 + .../boxcoxinvf/test/fixtures/python/tiny.json | 1 + .../math/base/special/boxcoxinvf/test/test.js | 194 ++++++++++++++ .../special/boxcoxinvf/test/test.native.js | 203 +++++++++++++++ 32 files changed, 2363 insertions(+) create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/README.md create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/benchmark/benchmark.js create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/benchmark/benchmark.native.js create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/benchmark/c/native/Makefile create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/benchmark/c/native/benchmark.c create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/binding.gyp create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/docs/img/equation_inverse_boxcox_transformation_one_parameter.svg create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/docs/repl.txt create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/docs/types/index.d.ts create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/docs/types/test.ts create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/examples/c/Makefile create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/examples/c/example.c create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/examples/index.js create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/include.gypi create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/include/stdlib/math/base/special/boxcoxinvf.h create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/lib/index.js create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/lib/main.js create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/lib/native.js create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/manifest.json create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/package.json create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/src/Makefile create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/src/addon.c create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/src/main.c create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/fixtures/python/lambda_zero.json create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/fixtures/python/medium_negative.json create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/fixtures/python/medium_positive.json create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/fixtures/python/runner.py create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/fixtures/python/small_negative.json create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/fixtures/python/small_positive.json create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/fixtures/python/tiny.json create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/test.js create mode 100644 lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/test.native.js diff --git a/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/README.md b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/README.md new file mode 100644 index 000000000000..610ebf33d0fe --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/README.md @@ -0,0 +1,243 @@ + + +# boxcoxinvf + +> Compute the inverse of a one-parameter [Box-Cox transformation][box-cox-transformation]. + + + +
+ +To compute the inverse of a one-parameter [Box-Cox transformation][box-cox-transformation], one finds the `x` such that + + + +
+ Inverse One-Parameter Box-Cox Transformation +
+
+ + + +
+ + + + + +
+ +## Usage + +```javascript +var boxcoxinvf = require( '@stdlib/math/base/special/boxcoxinvf' ); +``` + +#### boxcoxinvf( y, lambda ) + +Computes the inverse of a one-parameter [Box-Cox transformation][box-cox-transformation]. + +```javascript +var v = boxcoxinvf( 1.0, 2.5 ); +// returns ~1.6505 + +v = boxcoxinvf( 4.0, 2.5 ); +// returns ~2.6095 + +v = boxcoxinvf( 10.0, 2.5 ); +// returns ~3.6812 + +v = boxcoxinvf( 2.0, 0.0 ); +// returns ~7.3891 + +v = boxcoxinvf( -1.0, 2.5 ); +// returns NaN + +v = boxcoxinvf( 0.0, -1.0 ); +// returns 1.0 + +v = boxcoxinvf( 1.0, NaN ); +// returns NaN + +v = boxcoxinvf( NaN, 3.1 ); +// returns NaN +``` + +
+ + + + + +
+ +## Examples + + + +```javascript +var incrspace = require( '@stdlib/array/base/incrspace' ); +var boxcoxinvf = require( '@stdlib/math/base/special/boxcoxinvf' ); + +var y = incrspace( -1.0, 10.0, 1.0 ); +var l = incrspace( -0.5, 5.0, 0.5 ); + +var b; +var i; +var j; +for ( i = 0; i < y.length; i++ ) { + for ( j = 0; j < l.length; j++ ) { + b = boxcoxinvf( y[ i ], l[ j ] ); + console.log( 'boxcoxinvf(%d, %d) = %d', y[ i ], l[ j ], b ); + } +} +``` + +
+ + + + + +* * * + +
+ +## C APIs + + + +
+ +
+ + + + + +
+ +### Usage + +```c +#include "stdlib/math/base/special/boxcoxinvf.h" +``` + +#### stdlib_base_boxcoxinvf( y, lambda ) + +Computes the inverse of a one-parameter [Box-Cox transformation][box-cox-transformation]. + +```c +float out = stdlib_base_boxcoxinvf( 1.0f, 2.5f ); +// returns ~1.6505f + +out = stdlib_base_boxcoxinvf( 4.0f, 2.5f ); +// returns ~2.6095f +``` + +The function accepts the following arguments: + +- **y**: `[in] float` input value. +- **lambda**: `[in] float` power parameter. + +```c +float stdlib_base_boxcoxinvf( const float y, const float lambda ); +``` + +
+ + + + + +
+ +
+ + + + + +
+ +### Examples + +```c +#include "stdlib/math/base/special/boxcoxinvf.h" +#include + +int main( void ) { + const float x[] = { -1.0f, 10.0f, 1.0f }; + const float y[] = { -0.5f, 5.0f, 0.5f }; + + float out; + int i; + int j; + for ( i = 0; i < 3; i++ ) { + for ( j = 0; j < 3; j++ ){ + out = stdlib_base_boxcoxinvf( x[ i ], y[ j ] ); + printf ( "y: %f, x: %f, out: %f\n", x[ i ], y[ j ], out ); + } + } +} +``` + +
+ + + +
+ + + + + +
+ +## References + +- Box, G. E. P., and D. R. Cox. 1964. "An Analysis of Transformations." _Journal of the Royal Statistical Society. Series B (Methodological)_ 26 (2). \[Royal Statistical Society, Wiley]: 211–52. . + +
+ + + + + + + + + + + + + + diff --git a/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/benchmark/benchmark.js b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/benchmark/benchmark.js new file mode 100644 index 000000000000..d169c42189aa --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/benchmark/benchmark.js @@ -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. +*/ + +'use strict'; + +// MODULES // + +var bench = require( '@stdlib/bench' ); +var uniform = require( '@stdlib/random/array/uniform' ); +var isnanf = require( '@stdlib/math/base/assert/is-nanf' ); +var pkg = require( './../package.json' ).name; +var boxcoxinvf = require( './../lib' ); + + +// MAIN // + +bench( pkg, function benchmark( b ) { + var x; + var y; + var r; + var i; + + x = uniform( 100, 0.0, 10.0, { + 'dtype': 'float32' + }); + y = uniform( 100, 0.0, 10.0, { + 'dtype': 'float32' + }); + + b.tic(); + for ( i = 0; i < b.iterations; i++ ) { + r = boxcoxinvf( x[ i%x.length ], y[ i%y.length ] ); + if ( isnanf( r ) ) { + b.fail( 'should not return NaN' ); + } + } + b.toc(); + if ( isnanf( r ) ) { + b.fail( 'should not return NaN' ); + } + b.pass( 'benchmark finished' ); + b.end(); +}); diff --git a/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/benchmark/benchmark.native.js new file mode 100644 index 000000000000..ecc8552445b3 --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/benchmark/benchmark.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 resolve = require( 'path' ).resolve; +var bench = require( '@stdlib/bench' ); +var uniform = require( '@stdlib/random/array/uniform' ); +var isnanf = require( '@stdlib/math/base/assert/is-nanf' ); +var tryRequire = require( '@stdlib/utils/try-require' ); +var format = require( '@stdlib/string/format' ); +var pkg = require( './../package.json' ).name; + + +// VARIABLES // + +var boxcoxinvf = tryRequire( resolve( __dirname, './../lib/native.js' ) ); +var opts = { + 'skip': ( boxcoxinvf instanceof Error ) +}; + + +// MAIN // + +bench( format( '%s::native', pkg ), opts, function benchmark( b ) { + var x; + var y; + var r; + var i; + + x = uniform( 100, 0.0, 10.0, { + 'dtype': 'float32' + }); + y = uniform( 100, 0.0, 10.0, { + 'dtype': 'float32' + }); + + b.tic(); + for ( i = 0; i < b.iterations; i++ ) { + r = boxcoxinvf( x[ i%x.length ], y[ i%y.length ] ); + if ( isnanf( r ) ) { + b.fail( 'should not return NaN' ); + } + } + b.toc(); + if ( isnanf( r ) ) { + b.fail( 'should not return NaN' ); + } + b.pass( 'benchmark finished' ); + b.end(); +}); diff --git a/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/benchmark/c/native/Makefile b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/benchmark/c/native/Makefile new file mode 100644 index 000000000000..979768abbcec --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/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/math/base/special/boxcoxinvf/benchmark/c/native/benchmark.c b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/benchmark/c/native/benchmark.c new file mode 100644 index 000000000000..ad7ac69821ff --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/benchmark/c/native/benchmark.c @@ -0,0 +1,138 @@ +/** +* @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/math/base/special/boxcoxinvf.h" +#include +#include +#include +#include +#include + +#define NAME "boxcoxinvf" +#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 [0,1). +* +* @return random number +*/ +static float rand_float( void ) { + int r = rand(); + return (float)r / ( (float)RAND_MAX + 1.0f ); +} + +/** +* Runs a benchmark. +* +* @return elapsed time in seconds +*/ +static double benchmark( void ) { + double elapsed; + double t; + float x[ 100 ]; + float y[ 100 ]; + float r; + int i; + + for ( i = 0; i < 100; i++ ) { + x[ i ] = rand_float() * 10.0f; + y[ i ] = rand_float() * 10.0f; + } + + t = tic(); + for ( i = 0; i < ITERATIONS; i++ ) { + r = stdlib_base_boxcoxinvf( x[ i%100 ], y[ i%100 ] ); + if ( r != r ) { + printf( "should not return NaN\n" ); + break; + } + } + elapsed = tic() - t; + if ( r != r ) { + printf( "should not return NaN\n" ); + } + return elapsed; +} + +/** +* Main execution sequence. +*/ +int main( void ) { + double elapsed; + int i; + + // Use the current time to seed the random number generator: + srand( time( NULL ) ); + + print_version(); + for ( i = 0; i < REPEATS; i++ ) { + printf( "# c::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/math/base/special/boxcoxinvf/binding.gyp b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/binding.gyp new file mode 100644 index 000000000000..0d6508a12e99 --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/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/math/base/special/boxcoxinvf/docs/img/equation_inverse_boxcox_transformation_one_parameter.svg b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/docs/img/equation_inverse_boxcox_transformation_one_parameter.svg new file mode 100644 index 000000000000..037b86fdde44 --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/docs/img/equation_inverse_boxcox_transformation_one_parameter.svg @@ -0,0 +1,67 @@ + +y equals StartLayout Enlarged left-brace 1st Row 1st Column StartFraction x Superscript lamda Baseline minus 1 Over lamda EndFraction 2nd Column if lamda not-equals 0 2nd Row 1st Column ln left-parenthesis x right-parenthesis 2nd Column if lamda equals 0 EndLayout + + + \ No newline at end of file diff --git a/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/docs/repl.txt b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/docs/repl.txt new file mode 100644 index 000000000000..37bce7548969 --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/docs/repl.txt @@ -0,0 +1,39 @@ + +{{alias}}( y, lambda ) + Computes the inverse of a one-parameter Box-Cox transformation for a + single-precision floating-point number. + + Parameters + ---------- + y: number + Input value. + + lambda: number + Power parameter. + + Returns + ------- + b: number + Function value. + + Examples + -------- + > var v = {{alias}}( 1.0, 2.5 ) + ~1.6505 + > v = {{alias}}( 4.0, 2.5 ) + ~2.6095 + > v = {{alias}}( 10.0, 2.5 ) + ~3.6812 + > v = {{alias}}( 2.0, 0.0 ) + ~7.3891 + > v = {{alias}}( -1.0, 2.5 ) + NaN + > v = {{alias}}( 0.0, -1.0 ) + 1.0 + > v = {{alias}}( 1.0, NaN ) + NaN + > v = {{alias}}( NaN, 3.1 ) + NaN + + See Also + -------- diff --git a/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/docs/types/index.d.ts b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/docs/types/index.d.ts new file mode 100644 index 000000000000..50a5767014f8 --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/docs/types/index.d.ts @@ -0,0 +1,65 @@ +/* +* @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 inverse of a one-parameter Box-Cox transformation for a single-precision floating-point number. +* +* @param y - input value +* @param lambda - power parameter +* @returns inverse of the Box-Cox transformation +* +* @example +* var v = boxcoxinvf( 1.0, 2.5 ); +* // returns ~1.6505 +* +* @example +* var v = boxcoxinvf( 4.0, 2.5 ); +* // returns ~2.6095 +* +* @example +* var v = boxcoxinvf( 10.0, 2.5 ); +* // returns ~3.6812 +* +* @example +* var v = boxcoxinvf( 2.0, 0.0 ); +* // returns ~7.3891 +* +* @example +* var v = boxcoxinvf( -1.0, 2.5 ); +* // returns NaN +* +* @example +* var v = boxcoxinvf( 0.0, -1.0 ); +* // returns 1.0 +* +* @example +* var v = boxcoxinvf( 1.0, NaN ); +* // returns NaN +* +* @example +* var v = boxcoxinvf( NaN, 3.1 ); +* // returns NaN +*/ +declare function boxcoxinvf( y: number, lambda: number ): number; + + +// EXPORTS // + +export = boxcoxinvf; diff --git a/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/docs/types/test.ts b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/docs/types/test.ts new file mode 100644 index 000000000000..78348ed6171e --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/docs/types/test.ts @@ -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. +*/ + +import boxcoxinvf = require( './index' ); + + +// TESTS // + +// The function returns a number... +{ + boxcoxinvf( 8, 2 ); // $ExpectType number +} + +// The compiler throws an error if the function is provided values other than two numbers... +{ + boxcoxinvf( true, 3 ); // $ExpectError + boxcoxinvf( false, 2 ); // $ExpectError + boxcoxinvf( '5', 1 ); // $ExpectError + boxcoxinvf( [], 1 ); // $ExpectError + boxcoxinvf( {}, 2 ); // $ExpectError + boxcoxinvf( ( x: number ): number => x, 2 ); // $ExpectError + + boxcoxinvf( 9, true ); // $ExpectError + boxcoxinvf( 9, false ); // $ExpectError + boxcoxinvf( 5, '5' ); // $ExpectError + boxcoxinvf( 8, [] ); // $ExpectError + boxcoxinvf( 9, {} ); // $ExpectError + boxcoxinvf( 8, ( x: number ): number => x ); // $ExpectError + + boxcoxinvf( [], true ); // $ExpectError + boxcoxinvf( {}, false ); // $ExpectError + boxcoxinvf( false, '5' ); // $ExpectError + boxcoxinvf( {}, [] ); // $ExpectError + boxcoxinvf( '5', ( x: number ): number => x ); // $ExpectError +} + +// The compiler throws an error if the function is provided insufficient arguments... +{ + boxcoxinvf(); // $ExpectError + boxcoxinvf( 3 ); // $ExpectError +} diff --git a/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/examples/c/Makefile b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/examples/c/Makefile new file mode 100644 index 000000000000..c8f8e9a1517b --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/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/math/base/special/boxcoxinvf/examples/c/example.c b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/examples/c/example.c new file mode 100644 index 000000000000..ef6ed139bb56 --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/examples/c/example.c @@ -0,0 +1,36 @@ +/** +* @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/math/base/special/boxcoxinvf.h" +#include + +int main( void ) { + const float x[] = { -1.0f, 10.0f, 1.0f }; + const float y[] = { -0.5f, 5.0f, 0.5f }; + + float out; + int i; + int j; + for ( i = 0; i < 3; i++ ) { + for ( j = 0; j < 3; j++ ) { + out = stdlib_base_boxcoxinvf( x[ i ], y[ j ] ); + printf ( "y: %f, x: %f, out: %f\n", x[ i ], y[ j ], out ); + } + } +} diff --git a/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/examples/index.js b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/examples/index.js new file mode 100644 index 000000000000..349ecacf51f9 --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/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 incrspace = require( '@stdlib/array/base/incrspace' ); +var boxcoxinvf = require( './../lib' ); + +var y = incrspace( -1.0, 10.0, 1.0 ); +var l = incrspace( -0.5, 5.0, 0.5 ); + +var b; +var i; +var j; +for ( i = 0; i < y.length; i++ ) { + for ( j = 0; j < l.length; j++ ) { + b = boxcoxinvf( y[ i ], l[ j ] ); + console.log( 'boxcoxinvf(%d, %d) = %d', y[ i ], l[ j ], b ); + } +} diff --git a/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/include.gypi b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/include.gypi new file mode 100644 index 000000000000..bee8d41a2caf --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/include.gypi @@ -0,0 +1,53 @@ +# @license Apache-2.0 +# +# Copyright (c) 2026 The Stdlib Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# A GYP include file for building a Node.js native add-on. +# +# Main documentation: +# +# [1]: https://gyp.gsrc.io/docs/InputFormatReference.md +# [2]: https://gyp.gsrc.io/docs/UserDocumentation.md +{ + # Define variables to be used throughout the configuration for all targets: + 'variables': { + # Source directory: + 'src_dir': './src', + + # Include directories: + 'include_dirs': [ + '=0.10.0", + "npm": ">2.7.0" + }, + "os": [ + "aix", + "darwin", + "freebsd", + "linux", + "macos", + "openbsd", + "sunos", + "win32", + "windows" + ], + "keywords": [ + "stdlib", + "stdmath", + "mathematics", + "math", + "power", + "transform", + "power transform", + "boxcox", + "transformation", + "box-cox", + "inverse" + ] +} diff --git a/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/src/Makefile b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/src/Makefile new file mode 100644 index 000000000000..2caf905cedbe --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/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/math/base/special/boxcoxinvf/src/addon.c b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/src/addon.c new file mode 100644 index 000000000000..f46518d469da --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/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/math/base/special/boxcoxinvf.h" +#include "stdlib/math/base/napi/binary.h" + +STDLIB_MATH_BASE_NAPI_MODULE_FF_F( stdlib_base_boxcoxinvf ) diff --git a/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/src/main.c b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/src/main.c new file mode 100644 index 000000000000..bfd0efa2afc5 --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/src/main.c @@ -0,0 +1,44 @@ +/** +* @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/math/base/special/boxcoxinvf.h" +#include "stdlib/constants/float32/nan.h" +#include "stdlib/math/base/special/expf.h" +#include "stdlib/math/base/special/log1pf.h" +#include "stdlib/math/base/assert/is_nanf.h" + +/** +* Computes the inverse of a one-parameter Box-Cox transformation for a single-precision floating-point number. +* +* @param y input value +* @param lambda power parameter +* @return inverse of the Box-Cox transformation +* +* @example +* float v = stdlib_base_boxcoxinvf( 1.0f, 2.5f ); +* // returns ~1.6505f +*/ +float stdlib_base_boxcoxinvf( const float y, const float lambda ) { + if ( stdlib_base_is_nanf( y ) || stdlib_base_is_nanf( lambda ) ) { + return STDLIB_CONSTANT_FLOAT32_NAN; + } + if ( lambda == 0.0f ) { + return stdlib_base_expf( y ); + } + return stdlib_base_expf( stdlib_base_log1pf( lambda*y ) / lambda ); +} diff --git a/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/fixtures/python/lambda_zero.json b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/fixtures/python/lambda_zero.json new file mode 100644 index 000000000000..8af2754fa2f4 --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/fixtures/python/lambda_zero.json @@ -0,0 +1 @@ +{"expected": [2.718281828459045, 2.732660012159954, 2.7471142483747597, 2.761644939378535, 2.7762524895741594, 2.790937305503577, 2.80569979585911, 2.820540371494835, 2.8354594454380146, 2.8504574329005936, 2.8655347512907534, 2.8806918202245337, 2.895929061537504, 2.9112468992965086, 2.926645759811466, 2.9421260716472366, 2.957688265635546, 2.9733327748869787, 2.9890600348030305, 3.0048704830882276, 3.020764559762305, 3.0367427071724573, 3.052805370005645, 3.068952995300975, 3.0851860324621385, 3.10150493326992, 3.11791015189477, 3.134402144909447, 3.150981371301722, 3.1676482924871534, 3.1844033723219276, 3.201247077115773, 3.21817987564493, 3.235202239165206, 3.2523146414250834, 3.269517558678911, 3.2868114697001536, 3.3041968557947192, 3.321674200814353, 3.3392439911701053, 3.3569067158458674, 3.3746628664119798, 3.392512937038913, 3.4104574245110255, 3.4284968282403825, 3.446631650280659, 3.4648623953411124, 3.483189570800629, 3.5016136867218433, 3.5201352558653354, 3.5387547937038994, 3.557472818436894, 3.576289851004658, 3.595206415103012, 3.614223037197837, 3.6333402465397198, 3.6525585751786847, 3.6718785579790034, 3.6913007326340783, 3.710825639681409, 3.7304538225176334, 3.7501858274136524, 3.7700222035298347, 3.789963502931297, 3.8100102806032705, 3.830163094466548, 3.850422505393007, 3.8707890772212257, 3.8912633767721694, 3.911845973864967, 3.9325374413327734, 3.953338355038707, 3.9742492938918783, 3.9952708398635033, 4.0164035780030956, 4.037648096454758, 4.059004986473538, 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b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/fixtures/python/runner.py @@ -0,0 +1,97 @@ +#!/usr/bin/env python +# +# @license Apache-2.0 +# +# Copyright (c) 2018 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. + +"""Generate fixtures.""" + +from os import path +import json +from scipy.special import inv_boxcox +import numpy as np + +# Get the file path. +FILE = path.realpath(__file__) + +# Get the file's directory. +DIR = path.dirname(FILE) + + +def generate(x, y, filename): + """Generate fixture data and write to file. + + # Arguments + + * `x`: domain + * `y`: domain + * `name::str`: filename of the output file + + # Examples + + ```python + python> x = np.linspace(-10.0, 10.0, 2001) + python> y = np.arange(-5.0, 5.0, 1001) + python> generate(x, y, './data.json') + ``` + """ + z = inv_boxcox(x, y) + data = dict( + x=x.tolist(), + y=y.tolist(), + expected=z.tolist() + ) + + filepath = path.join(DIR, filename) + + with open(filepath, 'w') as out: + json.dump(data, out) + + +def main(): + """Generate fixture data.""" + # Medium positive values: + x = np.linspace(1.0, 10.0, 1707) + lmda = np.linspace(0.0, 5.0, 1707) + generate(x, lmda, "medium_positive.json") + + # Medium negative values: + x = np.linspace(-10.0, -1.0, 1531) + lmda = np.linspace(-5.0, 0.0, 1531) + generate(x, lmda, "medium_negative.json") + + # Small positive values: + x = np.linspace(2.0**-54, 1.0, 1653) + lmda = np.linspace(-5.0, 5.0, 1653) + generate(x, lmda, "small_positive.json") + + # Small negative values: + x = np.linspace(-1.0, -2.0**-54, 1241) + lmda = np.linspace(-5.0, 5.0, 1241) + generate(x, lmda, "small_negative.json") + + # Tiny values: + x = np.linspace(1.3**-54, 2.0**-54, 1431) + lmda = np.linspace(-5.0, 5.0, 1431) + generate(x, lmda, "tiny.json") + + # Lambda zero: + x = np.linspace(1.0, 10.0, 1707) + lmda = np.linspace(0.0, 0.0, 1707) + generate(x, lmda, "lambda_zero.json") + + +if __name__ == "__main__": + main() diff --git a/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/fixtures/python/small_negative.json b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/fixtures/python/small_negative.json new file mode 100644 index 000000000000..99a85e12075e --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/fixtures/python/small_negative.json @@ -0,0 +1 @@ +{"expected": [0.6988271187715792, 0.6987049371968069, 0.698582648023609, 0.6984602511507613, 0.6983377464771888, 0.698215133901969, 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5.551115123125783e-17]} diff --git a/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/test.js b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/test.js new file mode 100644 index 000000000000..303c7ba18b0d --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/test.js @@ -0,0 +1,194 @@ +/** +* @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 isnanf = require( '@stdlib/math/base/assert/is-nanf' ); +var randu = require( '@stdlib/random/base/randu' ); +var isAlmostSameValuef = require( '@stdlib/number/float32/base/assert/is-almost-same-value' ); +var f32 = require( '@stdlib/number/float64/base/to-float32' ); +var boxcoxinvf = require( './../lib' ); + + +// FIXTURES // + +var mediumPositive = require( './fixtures/python/medium_positive.json' ); +var mediumNegative = require( './fixtures/python/medium_negative.json' ); +var smallPositive = require( './fixtures/python/small_positive.json' ); +var smallNegative = require( './fixtures/python/small_negative.json' ); +var tiny = require( './fixtures/python/tiny.json' ); +var lambdaZero = require( './fixtures/python/lambda_zero.json' ); + + +// TESTS // + +tape( 'main export is a function', function test( t ) { + t.ok( true, __filename ); + t.strictEqual( typeof boxcoxinvf, 'function', 'main export is a function' ); + t.end(); +}); + +tape( 'the function returns `NaN` if provided `NaN`', function test( t ) { + var b; + + b = boxcoxinvf( NaN, 1.0 ); + t.strictEqual( isnanf( b ), true, 'returns expected value' ); + + b = boxcoxinvf( 1.0, NaN ); + t.strictEqual( isnanf( b ), true, 'returns expected value' ); + + b = boxcoxinvf( NaN, NaN ); + t.strictEqual( isnanf( b ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'the function returns `NaN` if `x` is negative and `lambda` is greater than positive one', function test( t ) { + var b; + var x; + var y; + var i; + + for ( i = 0; i < 1e3; i++ ) { + x = -1.0 * ( ( randu()*100.0 ) + 1.0 ); + y = i + 1.0; + b = boxcoxinvf( x, y ); + t.strictEqual( isnanf( b ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function returns `NaN` if `x` is positive and `lambda` is less than negative one', function test( t ) { + var b; + var x; + var y; + var i; + + for ( i = 0; i < 1e3; i++ ) { + x = ( ( randu()*100.0 ) + 1.0 ); + y = -1.0 * ( i+1.0 ); + b = boxcoxinvf( x, y ); + t.strictEqual( isnanf( b ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the inverse of a one-parameter Box-Cox transformation for positive medium numbers', function test( t ) { + var expected; + var x; + var y; + var b; + var i; + + expected = mediumPositive.expected; + x = mediumPositive.x; + y = mediumPositive.y; + for ( i = 0; i < expected.length; i++ ) { + b = boxcoxinvf( x[ i ], y[ i ] ); + t.strictEqual( isAlmostSameValuef( b, f32( expected[ i ] ), 3 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the inverse of a one-parameter Box-Cox transformation for negative medium numbers', function test( t ) { + var expected; + var x; + var y; + var b; + var i; + + expected = mediumNegative.expected; + x = mediumNegative.x; + y = mediumNegative.y; + for ( i = 0; i < expected.length; i++ ) { + b = boxcoxinvf( x[ i ], y[ i ] ); + t.strictEqual( isAlmostSameValuef( b, f32( expected[ i ] ), 2 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the inverse of a one-parameter Box-Cox transformation for positive small numbers', function test( t ) { + var expected; + var x; + var y; + var b; + var i; + + expected = smallPositive.expected; + x = smallPositive.x; + y = smallPositive.y; + for ( i = 0; i < expected.length; i++ ) { + b = boxcoxinvf( x[ i ], y[ i ] ); + t.strictEqual( isAlmostSameValuef( b, f32( expected[ i ] ), 2 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the inverse of a one-parameter Box-Cox transformation for negative small numbers', function test( t ) { + var expected; + var x; + var y; + var b; + var i; + + expected = smallNegative.expected; + x = smallNegative.x; + y = smallNegative.y; + for ( i = 0; i < expected.length; i++ ) { + b = boxcoxinvf( x[ i ], y[ i ] ); + t.strictEqual( isAlmostSameValuef( b, f32( expected[ i ] ), 1 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the inverse of a one-parameter Box-Cox transformation for tiny numbers', function test( t ) { + var expected; + var x; + var y; + var b; + var i; + + expected = tiny.expected; + x = tiny.x; + y = tiny.y; + for ( i = 0; i < expected.length; i++ ) { + b = boxcoxinvf( x[ i ], y[ i ] ); + t.strictEqual( isAlmostSameValuef( b, f32( expected[ i ] ), 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the inverse of a one-parameter Box-Cox transformation when `lambda` is zero', function test( t ) { + var expected; + var x; + var y; + var b; + var i; + + expected = lambdaZero.expected; + x = lambdaZero.x; + y = lambdaZero.y; + for ( i = 0; i < expected.length; i++ ) { + b = boxcoxinvf( x[ i ], y[ i ] ); + t.strictEqual( isAlmostSameValuef( b, f32( expected[ i ] ), 8 ), true, 'returns expected value' ); + } + t.end(); +}); diff --git a/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/test.native.js b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/test.native.js new file mode 100644 index 000000000000..8c0af227db00 --- /dev/null +++ b/lib/node_modules/@stdlib/math/base/special/boxcoxinvf/test/test.native.js @@ -0,0 +1,203 @@ +/** +* @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 isnanf = require( '@stdlib/math/base/assert/is-nanf' ); +var randu = require( '@stdlib/random/base/randu' ); +var isAlmostSameValuef = require( '@stdlib/number/float32/base/assert/is-almost-same-value' ); +var f32 = require( '@stdlib/number/float64/base/to-float32' ); +var tryRequire = require( '@stdlib/utils/try-require' ); + + +// VARIABLES // + +var boxcoxinvf = tryRequire( resolve( __dirname, './../lib/native.js' ) ); +var opts = { + 'skip': ( boxcoxinvf instanceof Error ) +}; + + +// FIXTURES // + +var mediumPositive = require( './fixtures/python/medium_positive.json' ); +var mediumNegative = require( './fixtures/python/medium_negative.json' ); +var smallPositive = require( './fixtures/python/small_positive.json' ); +var smallNegative = require( './fixtures/python/small_negative.json' ); +var tiny = require( './fixtures/python/tiny.json' ); +var lambdaZero = require( './fixtures/python/lambda_zero.json' ); + + +// TESTS // + +tape( 'main export is a function', opts, function test( t ) { + t.ok( true, __filename ); + t.strictEqual( typeof boxcoxinvf, 'function', 'main export is a function' ); + t.end(); +}); + +tape( 'the function returns `NaN` if provided `NaN`', opts, function test( t ) { + var b; + + b = boxcoxinvf( NaN, 1.0 ); + t.strictEqual( isnanf( b ), true, 'returns expected value' ); + + b = boxcoxinvf( 1.0, NaN ); + t.strictEqual( isnanf( b ), true, 'returns expected value' ); + + b = boxcoxinvf( NaN, NaN ); + t.strictEqual( isnanf( b ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'the function returns `NaN` if `x` is negative and `lambda` is greater than positive one', opts, function test( t ) { + var b; + var x; + var y; + var i; + + for ( i = 0; i < 1e3; i++ ) { + x = -1.0 * ( ( randu()*100.0 ) + 1.0 ); + y = i + 1.0; + b = boxcoxinvf( x, y ); + t.strictEqual( isnanf( b ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function returns `NaN` if `x` is positive and `lambda` is less than negative one', opts, function test( t ) { + var b; + var x; + var y; + var i; + + for ( i = 0; i < 1e3; i++ ) { + x = ( ( randu()*100.0 ) + 1.0 ); + y = -1.0 * ( i+1.0 ); + b = boxcoxinvf( x, y ); + t.strictEqual( isnanf( b ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the inverse of a one-parameter Box-Cox transformation for positive medium numbers', opts, function test( t ) { + var expected; + var x; + var y; + var b; + var i; + + expected = mediumPositive.expected; + x = mediumPositive.x; + y = mediumPositive.y; + for ( i = 0; i < expected.length; i++ ) { + b = boxcoxinvf( x[ i ], y[ i ] ); + t.strictEqual( isAlmostSameValuef( b, f32( expected[ i ] ), 3 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the inverse of a one-parameter Box-Cox transformation for negative medium numbers', opts, function test( t ) { + var expected; + var x; + var y; + var b; + var i; + + expected = mediumNegative.expected; + x = mediumNegative.x; + y = mediumNegative.y; + for ( i = 0; i < expected.length; i++ ) { + b = boxcoxinvf( x[ i ], y[ i ] ); + t.strictEqual( isAlmostSameValuef( b, f32( expected[ i ] ), 2 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the inverse of a one-parameter Box-Cox transformation for positive small numbers', opts, function test( t ) { + var expected; + var x; + var y; + var b; + var i; + + expected = smallPositive.expected; + x = smallPositive.x; + y = smallPositive.y; + for ( i = 0; i < expected.length; i++ ) { + b = boxcoxinvf( x[ i ], y[ i ] ); + t.strictEqual( isAlmostSameValuef( b, f32( expected[ i ] ), 2 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the inverse of a one-parameter Box-Cox transformation for negative small numbers', opts, function test( t ) { + var expected; + var x; + var y; + var b; + var i; + + expected = smallNegative.expected; + x = smallNegative.x; + y = smallNegative.y; + for ( i = 0; i < expected.length; i++ ) { + b = boxcoxinvf( x[ i ], y[ i ] ); + t.strictEqual( isAlmostSameValuef( b, f32( expected[ i ] ), 1 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the inverse of a one-parameter Box-Cox transformation for tiny numbers', opts, function test( t ) { + var expected; + var x; + var y; + var b; + var i; + + expected = tiny.expected; + x = tiny.x; + y = tiny.y; + for ( i = 0; i < expected.length; i++ ) { + b = boxcoxinvf( x[ i ], y[ i ] ); + t.strictEqual( isAlmostSameValuef( b, f32( expected[ i ] ), 0 ), true, 'returns expected value' ); + } + t.end(); +}); + +tape( 'the function computes the inverse of a one-parameter Box-Cox transformation when `lambda` is zero', opts, function test( t ) { + var expected; + var x; + var y; + var b; + var i; + + expected = lambdaZero.expected; + x = lambdaZero.x; + y = lambdaZero.y; + for ( i = 0; i < expected.length; i++ ) { + b = boxcoxinvf( x[ i ], y[ i ] ); + t.strictEqual( isAlmostSameValuef( b, f32( expected[ i ] ), 8 ), true, 'returns expected value' ); + } + t.end(); +});