From b323f5bfd6d6d7ce01b103361e5d8a276dd32085 Mon Sep 17 00:00:00 2001 From: Shubham Date: Wed, 14 Jan 2026 15:18:06 +0530 Subject: [PATCH 01/16] feat: implementation of stats/base/dists/halfnormal/mgf --- type: pre_commit_static_analysis_report description: Results of running static analysis checks when committing changes. report: - task: lint_filenames status: passed - task: lint_editorconfig status: passed - task: lint_markdown status: passed - task: lint_package_json status: passed - task: lint_repl_help status: passed - task: lint_javascript_src status: passed - task: lint_javascript_cli status: na - task: lint_javascript_examples status: passed - task: lint_javascript_tests status: passed - task: lint_javascript_benchmarks status: passed - task: lint_python status: na - task: lint_r status: na - task: lint_c_src status: missing_dependencies - task: lint_c_examples status: missing_dependencies - task: lint_c_benchmarks status: missing_dependencies - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: passed - task: lint_license_headers status: passed --- --- .../stats/base/dists/halfnormal/mgf/README.md | 264 ++++++++++++++++++ .../halfnormal/mgf/benchmark/benchmark.js | 88 ++++++ .../mgf/benchmark/benchmark.native.js | 71 +++++ .../dists/halfnormal/mgf/benchmark/c/Makefile | 146 ++++++++++ .../halfnormal/mgf/benchmark/c/benchmark.c | 141 ++++++++++ .../base/dists/halfnormal/mgf/binding.gyp | 170 +++++++++++ .../base/dists/halfnormal/mgf/docs/repl.txt | 60 ++++ .../halfnormal/mgf/docs/types/index.d.ts | 112 ++++++++ .../dists/halfnormal/mgf/docs/types/test.ts | 98 +++++++ .../dists/halfnormal/mgf/examples/c/Makefile | 146 ++++++++++ .../dists/halfnormal/mgf/examples/c/example.c | 41 +++ .../dists/halfnormal/mgf/examples/index.js | 32 +++ .../base/dists/halfnormal/mgf/include.gypi | 53 ++++ .../stdlib/stats/base/dists/normal/mgf.h | 40 +++ .../base/dists/halfnormal/mgf/lib/factory.js | 81 ++++++ .../base/dists/halfnormal/mgf/lib/index.js | 58 ++++ .../base/dists/halfnormal/mgf/lib/main.js | 79 ++++++ .../base/dists/halfnormal/mgf/lib/native.js | 64 +++++ .../base/dists/halfnormal/mgf/manifest.json | 84 ++++++ .../base/dists/halfnormal/mgf/package.json | 69 +++++ .../base/dists/halfnormal/mgf/src/Makefile | 70 +++++ .../base/dists/halfnormal/mgf/src/addon.c | 22 ++ .../base/dists/halfnormal/mgf/src/main.c | 47 ++++ .../mgf/test/fixtures/julia/REQUIRE | 3 + .../mgf/test/fixtures/julia/large_scale.json | 1 + .../mgf/test/fixtures/julia/negative_t.json | 1 + .../mgf/test/fixtures/julia/positive_t.json | 1 + .../mgf/test/fixtures/julia/runner.jl | 77 +++++ .../dists/halfnormal/mgf/test/test.factory.js | 186 ++++++++++++ .../base/dists/halfnormal/mgf/test/test.js | 38 +++ .../dists/halfnormal/mgf/test/test.mgf.js | 162 +++++++++++ .../dists/halfnormal/mgf/test/test.native.js | 168 +++++++++++ 32 files changed, 2673 insertions(+) create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/README.md create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/c/Makefile create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/c/benchmark.c create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/binding.gyp create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/repl.txt create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/test.ts create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/c/Makefile create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/c/example.c create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/index.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/include.gypi create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/include/stdlib/stats/base/dists/normal/mgf.h create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/index.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/native.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/package.json create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/Makefile create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/addon.c create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/REQUIRE create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/large_scale.json create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/negative_t.json create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/positive_t.json create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/README.md b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/README.md new file mode 100644 index 000000000000..e493cb535ddb --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/README.md @@ -0,0 +1,264 @@ + + +# Moment-Generating Function + +> [Half-Normal][half-normal-distribution] distribution moment-generating function (MGF). + + + +
+ +The [moment-generating function][mgf] for a [half-normal][half-normal-distribution] random variable is + + + +```math +M_X(t) := \mathbb{E}\!\left[e^{tX}\right] = \exp\{ \frac{1}{2}\sigma^2t^2 \} \left( 1 + \text{erf}\left( \frac{\sigma t}{\sqrt{2}} \right) \right) +``` + + + +where `sigma > 0` is the scale parameter. + +
+ + + + + +
+ +## Usage + +```javascript +var mgf = require( '@stdlib/stats/base/dists/halfnormal/mgf' ); +``` + +#### mgf( t, sigma ) + +Evaluates the [moment-generating function][mgf] (MGF) for a [half-normal][half-normal-distribution] distribution with parameter `sigma` (scale). + +```javascript +var y = mgf( 2.0, 1.0 ); +// returns ~14.44190819541496 + +y = mgf( 0.0, 1.0 ); +// returns 1.0 + +y = mgf( -1.0, 2.0 ); +// returns ~0.33620400244634124 +``` + +If provided `NaN` as any argument, the function returns `NaN`. + +```javascript +var y = mgf( NaN, 1.0 ); +// returns NaN + +y = mgf( 0.0, NaN ); +// returns NaN +``` + +If provided `sigma <= 0`, the function returns `NaN`. + +```javascript +var y = mgf( 2.0, 0.0 ); +// returns NaN + +y = mgf( 2.0, -1.0 ); +// returns NaN +``` + +#### mgf.factory( sigma ) + +Returns a function for evaluating the [moment-generating function][mgf] (MGF) of a [half-normal][half-normal-distribution] distribution with parameter `sigma`. + +```javascript +var mymgf = mgf.factory( 2.0 ); + +var y = mymgf( 1.0 ); +// returns ~14.44190819541496 + +y = mymgf( 0.5 ); +// returns ~2.7742859576700094 +``` + +
+ + + + + +
+ +
+ + + + + +
+ +## Examples + + + +```javascript +var uniform = require( '@stdlib/random/array/uniform' ); +var logEachMap = require( '@stdlib/console/log-each-map' ); +var mgf = require( '@stdlib/stats/base/dists/halfnormal/mgf' ); + +var opts = { + 'dtype': 'float64' +}; +var sigma = uniform( 10, 0.1, 20.0, opts ); +var t = uniform( 10, 0.0, 10.0, opts ); + +logEachMap( 't: %lf, σ: %lf, M_X(t;σ): %lf', t, sigma, mgf ); +``` + +
+ + + + + +* * * + +
+ +## C APIs + + + +
+ +
+ + + + + +
+ +### Usage + +```c +#include "stdlib/stats/base/dists/halfnormal/mgf.h" +``` + +#### stdlib_base_dists_halfnormal_mgf( t, sigma ) + +Evaluates the [moment-generating function][mgf] (MGF) for a [half-normal][half-normal-distribution] distribution with parameter `sigma` (scale). + +```c +double y = stdlib_base_dists_halfnormal_mgf( 2.0, 1.0 ); +// returns ~14.44190819541496 +``` + +The function accepts the following arguments: + +- **t**: `[in] double` input value. +- **sigma**: `[in] double` scale parameter. + +```c +double stdlib_base_dists_halfnormal_mgf( const double t, const double sigma ); +``` + +
+ + + + + +
+ +
+ + + + + +
+ +### Examples + +```c +#include "stdlib/stats/base/dists/halfnormal/mgf.h" +#include "stdlib/constants/float64/eps.h" +#include +#include + +static double random_uniform( const double min, const double max ) { + double v = (double)rand() / ( (double)RAND_MAX + 1.0 ); + return min + ( v*(max-min) ); +} + +int main( void ) { + double sigma; + double t; + double y; + int i; + + for ( i = 0; i < 10; i++ ) { + t = random_uniform( 0.0, 1.0 ); + sigma = random_uniform( STDLIB_CONSTANT_FLOAT64_EPS, 20.0 ); + y = stdlib_base_dists_halfnormal_mgf( t, sigma ); + printf( "t: %lf, σ: %lf, M_X(t;σ): %lf\n", t, sigma, y ); + } +} +``` + +
+ + + +
+ + + + + +
+ +
+ + + + + +
+ +
+ + + + + +
+ +[half-normal-distribution]: https://en.wikipedia.org/wiki/Half-normal_distribution + +[mgf]: https://en.wikipedia.org/wiki/Moment-generating_function + +
+ + diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.js new file mode 100644 index 000000000000..8fca3dd4825c --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.js @@ -0,0 +1,88 @@ +/** +* @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/base/uniform' ); +var Float64Array = require( '@stdlib/array/float64' ); +var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var EPS = require( '@stdlib/constants/float64/eps' ); +var pkg = require( './../package.json' ).name; +var mgf = require( './../lib' ); + + +// MAIN // + +bench( pkg, function benchmark( b ) { + var sigma; + var len; + var t; + var y; + var i; + + len = 100; + t = new Float64Array( len ); + sigma = new Float64Array( len ); + for ( i = 0; i < len; i++ ) { + t[ i ] = uniform( 0.0, 1.0 ); + sigma[ i ] = uniform( EPS, 20.0 ); + } + + b.tic(); + for ( i = 0; i < b.iterations; i++ ) { + y = mgf( t[ i%len ], sigma[ i%len ] ); + if ( isnan( y ) ) { + b.fail( 'should not return NaN' ); + } + } + b.toc(); + if ( isnan( y ) ) { + b.fail( 'should not return NaN' ); + } + b.pass( 'benchmark finished' ); + b.end(); +}); + +bench( pkg+':factory', function benchmark( b ) { + var mymgf; + var sigma; + var t; + var y; + var i; + + sigma = 1.5; + mymgf = mgf.factory( sigma ); + + b.tic(); + for ( i = 0; i < b.iterations; i++ ) { + t = uniform( 0.0, 1.0 ); + y = mymgf( t ); + if ( isnan( y ) ) { + b.fail( 'should not return NaN' ); + } + } + b.toc(); + if ( isnan( y ) ) { + b.fail( 'should not return NaN' ); + } + b.pass( 'benchmark finished' ); + b.end(); +}); diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js new file mode 100644 index 000000000000..00bc1a534cc9 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js @@ -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. +*/ + +'use strict'; + +// MODULES // + +var resolve = require( 'path' ).resolve; +var bench = require( '@stdlib/bench' ); +var Float64Array = require( '@stdlib/array/float64' ); +var uniform = require( '@stdlib/random/base/uniform' ); +var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var tryRequire = require( '@stdlib/utils/try-require' ); +var EPS = require( '@stdlib/constants/float64/eps' ); +var pkg = require( './../package.json' ).name; + + +// VARIABLES // + +var mgf = tryRequire( resolve( __dirname, './../lib/native.js' ) ); +var opts = { + 'skip': ( mgf instanceof Error ) +}; + + +// MAIN // + +bench( pkg+'::native', opts, function benchmark( b ) { + var sigma; + var len; + var t; + var y; + var i; + + len = 100; + t = new Float64Array( len ); + sigma = new Float64Array( len ); + for ( i = 0; i < len; i++ ) { + t[ i ] = uniform( 0.0, 1.0 ); + sigma[ i ] = uniform( EPS, 20.0 ); + } + + b.tic(); + for ( i = 0; i < b.iterations; i++ ) { + y = mgf( t[ i%len ], sigma[ i%len ] ); + if ( isnan( y ) ) { + b.fail( 'should not return NaN' ); + } + } + b.toc(); + if ( isnan( y ) ) { + b.fail( 'should not return NaN' ); + } + b.pass( 'benchmark finished' ); + b.end(); +}); diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/c/Makefile b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/c/Makefile new file mode 100644 index 000000000000..a4bd7b38fd74 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/c/Makefile @@ -0,0 +1,146 @@ +#/ +# @license Apache-2.0 +# +# Copyright (c) 2025 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/stats/base/dists/halfnormal/mgf/benchmark/c/benchmark.c b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/c/benchmark.c new file mode 100644 index 000000000000..51351e539301 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/c/benchmark.c @@ -0,0 +1,141 @@ +/** +* @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/stats/base/dists/halfnormal/mgf.h" +#include "stdlib/constants/float64/eps.h" +#include +#include +#include +#include +#include + +#define NAME "halfnormal-mgf" +#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 sigma[ 100 ]; + double t[ 100 ]; + double elapsed; + double tc; + double y; + int i; + + for ( i = 0; i < 100; i++ ) { + t[ i ] = random_uniform( -100.0, 100.0 ); + sigma[ i ] = random_uniform( STDLIB_CONSTANT_FLOAT64_EPS, 20.0 ); + } + + tc = tic(); + for ( i = 0; i < ITERATIONS; i++ ) { + y = stdlib_base_dists_halfnormal_mgf( t[ i%100 ], sigma[ i%100 ] ); + if ( y != y ) { + printf( "should not return NaN\n" ); + break; + } + } + elapsed = tic() - tc; + if ( y != y ) { + 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::%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/stats/base/dists/halfnormal/mgf/binding.gyp b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/binding.gyp new file mode 100644 index 000000000000..0d6508a12e99 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/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/stats/base/dists/halfnormal/mgf/docs/repl.txt b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/repl.txt new file mode 100644 index 000000000000..b611fd51f039 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/repl.txt @@ -0,0 +1,60 @@ +{{alias}}( t, σ ) + Evaluates the moment-generating function (MGF) for a half-normal + distribution with scale parameter `σ` at a value `t`. + + If provided `NaN` as any argument, the function returns `NaN`. + + If provided `σ <= 0`, the function returns `NaN`. + + Parameters + ---------- + t: number + Input value. + + σ: number + Scale parameter. + + Returns + ------- + out: number + Evaluated MGF. + + Examples + -------- + > var y = {{alias}}( 0.0, 1.0 ) + 1.0 + > y = {{alias}}( 1.0, 1.0 ) + ~2.7742859576700094 + > y = {{alias}}( NaN, 1.0 ) + NaN + > y = {{alias}}( 1.0, NaN ) + NaN + > y = {{alias}}( 1.0, 0.0 ) + NaN + + +{{alias}}.factory( σ ) + Returns a function for evaluating the moment-generating function (MGF) of a + half-normal distribution with scale parameter `σ`. + + Parameters + ---------- + σ: number + Scale parameter. + + Returns + ------- + mgf: Function + Moment-generating function (MGF). + + Examples + -------- + > var myMGF = {{alias}}.factory( 1.0 ); + > var y = myMGF( 1.0 ) + ~2.7742859576700094 + > y = myMGF( 0.5 ) + ~1.5670592366928566 + + See Also + -------- + diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts new file mode 100644 index 000000000000..eec224a0e8b9 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts @@ -0,0 +1,112 @@ +/* +* @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 + +/** +* Evaluates the moment-generating function (MGF) of a half-normal distribution. +* +* @param t - input value +* @returns evaluated MGF +*/ +type Unary = ( t: number ) => number; + +/** +* Interface for the moment-generating function (MGF) of a half-normal distribution. +*/ +interface MGF { + /** + * Evaluates the moment-generating function (MGF) for a half-normal + * distribution with scale parameter `sigma` at a value `t`. + * + * ## Notes + * + * - If provided `sigma <= 0`, the function returns `NaN`. + * + * @param t - input value + * @param sigma - scale parameter + * @returns evaluated MGF + * + * @example + * var y = mgf( 0.0, 1.0 ); + * // returns 1.0 + * + * @example + * var y = mgf( 1.0, 1.0 ); + * // returns ~2.7742859576700094 + * + * @example + * var y = mgf( NaN, 1.0 ); + * // returns NaN + * + * @example + * var y = mgf( 1.0, NaN ); + * // returns NaN + * + * @example + * var y = mgf( 1.0, 0.0 ); + * // returns NaN + */ + ( t: number, sigma: number ): number; + + /** + * Returns a function for evaluating the moment-generating function (MGF) + * of a half-normal distribution with scale parameter `sigma`. + * + * @param sigma - scale parameter + * @returns MGF + * + * @example + * var mymgf = mgf.factory( 1.0 ); + * + * var y = mymgf( 1.0 ); + * // returns ~2.7742859576700094 + * + * y = mymgf( 0.5 ); + * // returns ~1.5670592366928566 + */ + factory( sigma: number ): Unary; +} + +/** +* Half-normal distribution moment-generating function (MGF). +* +* @param t - input value +* @param sigma - scale parameter +* @returns evaluated MGF +* +* @example +* var y = mgf( 1.0, 1.0 ); +* // returns ~2.7742859576700094 +* y = mgf( 0.0, 1.0 ); +* // returns 1.0 +* +* var mymgf = mgf.factory( 1.0 ); +* +* y = mymgf( 1.0 ); +* // returns ~2.7742859576700094 +* +* y = mymgf( 0.5 ); +* // returns ~1.5670592366928566 +*/ +declare var mgf: MGF; + + +// EXPORTS // + +export = mgf; diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/test.ts b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/test.ts new file mode 100644 index 000000000000..c09c05cc4cda --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/test.ts @@ -0,0 +1,98 @@ +/* +* @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 mgf = require( './index' ); + + +// TESTS // + +// The function returns a number... +{ + mgf( 2, 4 ); // $ExpectType number + mgf( 1, 8 ); // $ExpectType number +} + +// The compiler throws an error if the function is provided values other than two numbers... +{ + mgf( true, 6 ); // $ExpectError + mgf( false, 4 ); // $ExpectError + mgf( '5', 2 ); // $ExpectError + mgf( [], 2 ); // $ExpectError + mgf( {}, 4 ); // $ExpectError + mgf( ( x: number ): number => x, 4 ); // $ExpectError + + mgf( 9, true ); // $ExpectError + mgf( 9, false ); // $ExpectError + mgf( 5, '5' ); // $ExpectError + mgf( 8, [] ); // $ExpectError + mgf( 9, {} ); // $ExpectError + mgf( 8, ( x: number ): number => x ); // $ExpectError +} + +// The compiler throws an error if the function is provided an unsupported number of arguments... +{ + mgf(); // $ExpectError + mgf( 2 ); // $ExpectError + mgf( 2, 4, 1 ); // $ExpectError +} + +// Attached to main export is a `factory` method which returns a function... +{ + mgf.factory( 4 ); // $ExpectType Unary +} + +// The `factory` method returns a function which returns a number... +{ + const fcn = mgf.factory( 4 ); + fcn( 2 ); // $ExpectType number +} + +// The compiler throws an error if the function returned by the `factory` method is provided invalid arguments... +{ + const fcn = mgf.factory( 4 ); + fcn( true ); // $ExpectError + fcn( false ); // $ExpectError + fcn( '5' ); // $ExpectError + fcn( [] ); // $ExpectError + fcn( {} ); // $ExpectError + fcn( ( x: number ): number => x ); // $ExpectError +} + +// The compiler throws an error if the function returned by the `factory` method is provided an unsupported number of arguments... +{ + const fcn = mgf.factory( 4 ); + fcn(); // $ExpectError + fcn( 2, 0 ); // $ExpectError + fcn( 2, 0, 1 ); // $ExpectError +} + +// The compiler throws an error if the `factory` method is provided values other than one number... +{ + mgf.factory( true ); // $ExpectError + mgf.factory( false ); // $ExpectError + mgf.factory( '5' ); // $ExpectError + mgf.factory( [] ); // $ExpectError + mgf.factory( {} ); // $ExpectError + mgf.factory( ( x: number ): number => x ); // $ExpectError +} + +// The compiler throws an error if the `factory` method is provided an unsupported number of arguments... +{ + mgf.factory(); // $ExpectError + mgf.factory( 4, 8 ); // $ExpectError +} diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/c/Makefile b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/c/Makefile new file mode 100644 index 000000000000..c8f8e9a1517b --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/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/stats/base/dists/halfnormal/mgf/examples/c/example.c b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/c/example.c new file mode 100644 index 000000000000..7834eab63781 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/c/example.c @@ -0,0 +1,41 @@ +/** +* @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/stats/base/dists/halfnormal/mgf.h" +#include "stdlib/constants/float64/eps.h" +#include +#include + +static double random_uniform( const double min, const double max ) { + double v = (double)rand() / ( (double)RAND_MAX + 1.0 ); + return min + ( v*(max-min) ); +} + +int main( void ) { + double sigma; + double t; + double y; + int i; + + for ( i = 0; i < 10; i++ ) { + t = random_uniform( 0.0, 1.0 ); + sigma = random_uniform( STDLIB_CONSTANT_FLOAT64_EPS, 20.0 ); + y = stdlib_base_dists_halfnormal_mgf( t, sigma ); + printf( "t: %lf, σ: %lf, M_X(t;σ): %lf\n", t, sigma, y ); + } +} diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/index.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/index.js new file mode 100644 index 000000000000..f63ea4f16108 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/index.js @@ -0,0 +1,32 @@ +/** +* @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 mgf = require( './../lib' ); + +var opts = { + 'dtype': 'float64' +}; + +var sigma = uniform( 10, 0.1, 20.0, opts ); +var t = uniform( 10, 0.0, 10.0, opts ); + +logEachMap( 't: %lf, σ: %lf, M_X(t;σ): %lf', t, sigma, mgf ); diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/include.gypi b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/include.gypi new file mode 100644 index 000000000000..bee8d41a2caf --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/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", + "statistics", + "stats", + "distribution", + "dist", + "mgf", + "generating functions", + "moments", + "gaussian", + "halfnormal", + "continuous", + "univariate" + ] +} diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/Makefile b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/Makefile new file mode 100644 index 000000000000..2caf905cedbe --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/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/stats/base/dists/halfnormal/mgf/src/addon.c b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/addon.c new file mode 100644 index 000000000000..b4706307dd15 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/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/stats/base/dists/halfnormal/mgf.h" +#include "stdlib/math/base/napi/binary.h" + +STDLIB_MATH_BASE_NAPI_MODULE_DD_D( stdlib_base_dists_normal_mgf ) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c new file mode 100644 index 000000000000..7dfe2c13b10a --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c @@ -0,0 +1,47 @@ +/** +* @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/stats/base/dists/halfnormal/mgf.h" +#include "stdlib/math/base/assert/is_nan.h" +#include "stdlib/math/base/special/pow.h" +#include "stdlib/math/base/special/exp.h" +#include "stdlib/math/base/special/erf.h" + +/** +* Evaluates the moment-generating function (MGF) for a half-normal +* distribution with scale parameter `sigma` at a value `t`. +* +* @param t input value +* @param sigma scale parameter +* @return evaluated MGF +* +* @example +* double y = stdlib_base_dists_halfnormal_mgf( 1.0, 1.0 ); +* // returns ~2.7742859576700094 +*/ +double stdlib_base_dists_halfnormal_mgf( const double t, const double sigma ) { + if ( + stdlib_base_is_nan( t ) || + stdlib_base_is_nan( sigma ) || + sigma <= 0.0 + ) { + return 0.0/0.0; // NaN + } + return stdlib_base_exp( 0.5 * stdlib_base_pow( sigma*t, 2.0 ) ) * + ( 1.0 + stdlib_base_erf( sigma*t * 0.7071067811865475 ) ); +} diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/REQUIRE b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/REQUIRE new file mode 100644 index 000000000000..98be20b58ed3 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/REQUIRE @@ -0,0 +1,3 @@ +Distributions 0.23.8 +julia 1.5 +JSON 0.21 diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/large_scale.json b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/large_scale.json new file mode 100644 index 000000000000..ffcd36ceeba9 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/large_scale.json @@ -0,0 +1 @@ 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diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/negative_t.json b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/negative_t.json new file mode 100644 index 000000000000..527a8d4297dc --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/negative_t.json @@ -0,0 +1 @@ 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diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/positive_t.json b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/positive_t.json new file mode 100644 index 000000000000..0899ff6d5af3 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/positive_t.json @@ -0,0 +1 @@ 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diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl new file mode 100644 index 000000000000..2b547e4f6b4d --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl @@ -0,0 +1,77 @@ +#!/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 +import SpecialFunctions: erf + +""" + gen( t, sigma, name ) + +Generate half-normal MGF fixture data and write to file. + +# Arguments + +* `t`: input values +* `sigma`: scale parameters +* `name::AbstractString`: output filename +""" +function gen( t, sigma, name ) + z = Array{Float64}( undef, length(t) ) + + for i in eachindex(t) + z[i] = exp( 0.5 * sigma[i]^2 * t[i]^2 ) * + ( 1.0 + erf( sigma[i] * t[i] / sqrt(2.0) ) ) + end + + data = Dict([ + ("x", t), + ("sigma", sigma), + ("expected", z) + ]) + + filepath = joinpath( dir, name ) + open( filepath, "w" ) do io + write( io, JSON.json( data ) ) + write( io, "\n" ) + end +end + +# Get script directory: +file = @__FILE__ +dir = dirname( file ) + +# ------------------------ +# Positive t +# ------------------------ +t = rand( 1000 ) .* 5.0 +sigma = rand( 1000 ) .* 5.0 .+ 0.1 +gen( t, sigma, "positive_t.json" ) + +# ------------------------ +# Negative t +# ------------------------ +t = -rand( 1000 ) .* 5.0 +sigma = rand( 1000 ) .* 5.0 .+ 0.1 +gen( t, sigma, "negative_t.json" ) + +# ------------------------ +# Large scale (sigma) +# ------------------------ +t = rand( 1000 ) +sigma = rand( 1000 ) .* 20.0 .+ 5.0 +gen( t, sigma, "large_scale.json" ) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js new file mode 100644 index 000000000000..d6c76c119d49 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js @@ -0,0 +1,186 @@ +/** +* @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 abs = require( '@stdlib/math/base/special/abs' ); +var PINF = require( '@stdlib/constants/float64/pinf' ); +var NINF = require( '@stdlib/constants/float64/ninf' ); +var EPS = require( '@stdlib/constants/float64/eps' ); +var factory = require( './../lib/factory.js' ); + + +// FIXTURES // + +var positiveT = require( './fixtures/julia/positive_t.json' ); +var negativeT = require( './fixtures/julia/negative_t.json' ); +var largeScale = require( './fixtures/julia/large_scale.json' ); + + +// TESTS // + +tape( 'main export is a function', function test( t ) { + t.ok( true, __filename ); + t.strictEqual( typeof factory, 'function', 'main export is a function' ); + t.end(); +}); + +tape( 'the function returns a function', function test( t ) { + var mgf = factory( 1.0 ); + t.strictEqual( typeof mgf, 'function', 'returns expected value' ); + t.end(); +}); + +tape( 'if provided `NaN` for any parameter, the created function returns `NaN`', function test( t ) { + var mgf; + var y; + + mgf = factory( 1.0 ); + y = mgf( NaN ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( NaN ); + y = mgf( 0.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( NaN ); + y = mgf( NaN ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'if provided a nonpositive `sigma`, the created function always returns `NaN`', function test( t ) { + var mgf; + var y; + + mgf = factory( 0.0 ); + y = mgf( 2.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( -1.0 ); + y = mgf( 2.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( NINF ); + y = mgf( 2.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( PINF ); + y = mgf( 2.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'the created function evaluates the MGF for positive `t`', function test( t ) { + var expected; + var delta; + var sigma; + var mgf; + var tol; + var x; + var y; + var i; + + expected = positiveT.expected; + x = positiveT.x; + sigma = positiveT.sigma; + + for ( i = 0; i < x.length; i++ ) { + mgf = factory( sigma[i] ); + y = mgf( x[i] ); + + if ( expected[i] !== null ) { + if ( y === expected[i] ) { + t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); + } else { + delta = abs( y - expected[i] ); + tol = 1200.0 * EPS * abs( expected[i] ); + t.ok( delta <= tol, 'within tolerance. x: '+x[ i ]+'. sigma: '+sigma[ i ]+'. y: '+y+'. E: '+expected[ i ]+'. Δ: '+delta+'. tol: '+tol+'.' ); + } + } + } + t.end(); +}); + +tape( 'the created function evaluates the MGF for negative `t`', function test( t ) { + var expected; + var delta; + var sigma; + var mgf; + var tol; + var x; + var y; + var i; + + expected = negativeT.expected; + x = negativeT.x; + sigma = negativeT.sigma; + + for ( i = 0; i < x.length; i++ ) { + mgf = factory( sigma[i] ); + y = mgf( x[i] ); + + if ( expected[i] !== null ) { + if ( y === expected[i] ) { + t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); + } else { + delta = abs( y - expected[i] ); + tol = 1050.0 * EPS * abs( expected[i] ); + t.ok( delta <= tol, 'within tolerance. x: '+x[ i ]+'. sigma: '+sigma[ i ]+'. y: '+y+'. E: '+expected[ i ]+'. Δ: '+delta+'. tol: '+tol+'.' ); + } + } + } + t.end(); +}); + +tape( 'the created function evaluates the MGF for large scale (`sigma`)', function test( t ) { + var expected; + var delta; + var sigma; + var mgf; + var tol; + var x; + var y; + var i; + + expected = largeScale.expected; + x = largeScale.x; + sigma = largeScale.sigma; + + for ( i = 0; i < x.length; i++ ) { + mgf = factory( sigma[i] ); + y = mgf( x[i] ); + + if ( expected[i] !== null ) { + if ( y === expected[i] ) { + t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); + } else { + delta = abs( y - expected[i] ); + tol = 700.0 * EPS * abs( expected[i] ); + t.ok( delta <= tol, 'within tolerance. x: '+x[ i ]+'. sigma: '+sigma[ i ]+'. y: '+y+'. E: '+expected[ i ]+'. Δ: '+delta+'. tol: '+tol+'.' ); + } + } + } + t.end(); +}); diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.js new file mode 100644 index 000000000000..b439578708cc --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.js @@ -0,0 +1,38 @@ +/** +* @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 mgf = require( './../lib' ); + + +// TESTS // + +tape( 'main export is a function', function test( t ) { + t.ok( true, __filename ); + t.strictEqual( typeof mgf, 'function', 'main export is a function' ); + t.end(); +}); + +tape( 'attached to the main export is a factory method for generating `mgf` functions', function test( t ) { + t.strictEqual( typeof mgf.factory, 'function', 'exports a factory method' ); + t.end(); +}); diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js new file mode 100644 index 000000000000..426547d8332d --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js @@ -0,0 +1,162 @@ +/** +* @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 abs = require( '@stdlib/math/base/special/abs' ); +var PINF = require( '@stdlib/constants/float64/pinf' ); +var NINF = require( '@stdlib/constants/float64/ninf' ); +var EPS = require( '@stdlib/constants/float64/eps' ); +var mgf = require( './../lib' ); + + +// FIXTURES // + +var positiveT = require( './fixtures/julia/positive_t.json' ); +var negativeT = require( './fixtures/julia/negative_t.json' ); +var largeScale = require( './fixtures/julia/large_scale.json' ); + + +// TESTS // + +tape( 'main export is a function', function test( t ) { + t.ok( true, __filename ); + t.strictEqual( typeof mgf, 'function', 'main export is a function' ); + t.end(); +}); + +tape( 'if provided `NaN` for any parameter, the function returns `NaN`', function test( t ) { + var y; + + y = mgf( NaN, 1.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.0, NaN ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'if provided a nonpositive `sigma`, the function returns `NaN`', function test( t ) { + var y; + + y = mgf( 2.0, 0.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 2.0, -1.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.0, -1.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 2.0, NINF ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 2.0, PINF ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'the function evaluates the MGF for positive `t`', function test( t ) { + var expected; + var delta; + var sigma; + var tol; + var x; + var y; + var i; + + expected = positiveT.expected; + x = positiveT.x; + sigma = positiveT.sigma; + + for ( i = 0; i < x.length; i++ ) { + y = mgf( x[i], sigma[i] ); + if ( expected[i] !== null ) { + if ( y === expected[i] ) { + t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); + } else { + delta = abs( y - expected[i] ); + tol = 1200.0 * EPS * abs( expected[i] ); + t.ok( delta <= tol, 'within tolerance. x: '+x[i]+'. sigma: '+sigma[i]+'. y: '+y+'. E: '+expected[i]+'. Δ: '+delta+'. tol: '+tol+'.' ); + } + } + } + t.end(); +}); + +tape( 'the function evaluates the MGF for negative `t`', function test( t ) { + var expected; + var delta; + var sigma; + var tol; + var x; + var y; + var i; + + expected = negativeT.expected; + x = negativeT.x; + sigma = negativeT.sigma; + + for ( i = 0; i < x.length; i++ ) { + y = mgf( x[i], sigma[i] ); + if ( expected[i] !== null ) { + if ( y === expected[i] ) { + t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); + } else { + delta = abs( y - expected[i] ); + tol = 1050.0 * EPS * abs( expected[i] ); + t.ok( delta <= tol, 'within tolerance. x: '+x[i]+'. sigma: '+sigma[i]+'. y: '+y+'. E: '+expected[i]+'. Δ: '+delta+'. tol: '+tol+'.' ); + } + } + } + t.end(); +}); + +tape( 'the function evaluates the MGF for large scale (`sigma`)', function test( t ) { + var expected; + var delta; + var sigma; + var tol; + var x; + var y; + var i; + + expected = largeScale.expected; + x = largeScale.x; + sigma = largeScale.sigma; + + for ( i = 0; i < x.length; i++ ) { + y = mgf( x[i], sigma[i] ); + if ( expected[i] !== null ) { + if ( y === expected[i] ) { + t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); + } else { + delta = abs( y - expected[i] ); + tol = 700.0 * EPS * abs( expected[i] ); + t.ok( delta <= tol, 'within tolerance. x: '+x[i]+'. sigma: '+sigma[i]+'. y: '+y+'. E: '+expected[i]+'. Δ: '+delta+'. tol: '+tol+'.' ); + } + } + } + t.end(); +}); diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js new file mode 100644 index 000000000000..1ba8cc9c8e8c --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js @@ -0,0 +1,168 @@ +/** +* @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 tryRequire = require( '@stdlib/utils/try-require' ); +var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var abs = require( '@stdlib/math/base/special/abs' ); +var PINF = require( '@stdlib/constants/float64/pinf' ); +var NINF = require( '@stdlib/constants/float64/ninf' ); +var EPS = require( '@stdlib/constants/float64/eps' ); + + +// FIXTURES // + +var positiveT = require( './fixtures/julia/positive_t.json' ); +var negativeT = require( './fixtures/julia/negative_t.json' ); +var largeScale = require( './fixtures/julia/large_scale.json' ); + + +// VARIABLES // + +var mgf = tryRequire( resolve( __dirname, './../lib/native.js' ) ); +var opts = { + 'skip': ( mgf instanceof Error ) +}; + + +// TESTS // + +tape( 'main export is a function', opts, function test( t ) { + t.ok( true, __filename ); + t.strictEqual( typeof mgf, 'function', 'main export is a function' ); + t.end(); +}); + +tape( 'if provided `NaN` for any parameter, the function returns `NaN`', opts, function test( t ) { + var y; + + y = mgf( NaN, 1.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.0, NaN ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'if provided a nonpositive `sigma`, the function returns `NaN`', opts, function test( t ) { + var y; + + y = mgf( 2.0, 0.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 2.0, -1.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 2.0, NINF ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 2.0, PINF ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'the function evaluates the MGF for positive `t`', opts, function test( t ) { + var expected; + var delta; + var sigma; + var tol; + var x; + var y; + var i; + + expected = positiveT.expected; + x = positiveT.x; + sigma = positiveT.sigma; + + for ( i = 0; i < x.length; i++ ) { + y = mgf( x[i], sigma[i] ); + if ( expected[i] !== null ) { + if ( y === expected[i] ) { + t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); + } else { + delta = abs( y - expected[i] ); + tol = 1200.0 * EPS * abs( expected[i] ); + t.ok( delta <= tol, 'within tolerance. x: '+x[i]+'. sigma: '+sigma[i]+'. y: '+y+'. E: '+expected[i]+'. Δ: '+delta+'. tol: '+tol+'.' ); + } + } + } + t.end(); +}); + +tape( 'the function evaluates the MGF for negative `t`', opts, function test( t ) { + var expected; + var delta; + var sigma; + var tol; + var x; + var y; + var i; + + expected = negativeT.expected; + x = negativeT.x; + sigma = negativeT.sigma; + + for ( i = 0; i < x.length; i++ ) { + y = mgf( x[i], sigma[i] ); + if ( expected[i] !== null ) { + if ( y === expected[i] ) { + t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); + } else { + delta = abs( y - expected[i] ); + tol = 1050.0 * EPS * abs( expected[i] ); + t.ok( delta <= tol, 'within tolerance. x: '+x[i]+'. sigma: '+sigma[i]+'. y: '+y+'. E: '+expected[i]+'. Δ: '+delta+'. tol: '+tol+'.' ); + } + } + } + t.end(); +}); + +tape( 'the function evaluates the MGF for large scale (`sigma`)', opts, function test( t ) { + var expected; + var delta; + var sigma; + var tol; + var x; + var y; + var i; + + expected = largeScale.expected; + x = largeScale.x; + sigma = largeScale.sigma; + + for ( i = 0; i < x.length; i++ ) { + y = mgf( x[i], sigma[i] ); + if ( expected[i] !== null ) { + if ( y === expected[i] ) { + t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); + } else { + delta = abs( y - expected[i] ); + tol = 700.0 * EPS * abs( expected[i] ); + t.ok( delta <= tol, 'within tolerance. x: '+x[i]+'. sigma: '+sigma[i]+'. y: '+y+'. E: '+expected[i]+'. Δ: '+delta+'. tol: '+tol+'.' ); + } + } + } + t.end(); +}); From e4381718b8ab11a27217df3cde9f8e101dba3c2b Mon Sep 17 00:00:00 2001 From: Shubham Date: Wed, 14 Jan 2026 15:33:40 +0530 Subject: [PATCH 02/16] fix: file path --- type: pre_commit_static_analysis_report description: Results of running static analysis checks when committing changes. report: - task: lint_filenames status: passed - task: lint_editorconfig status: passed - task: lint_markdown status: na - task: lint_package_json status: na - task: lint_repl_help status: na - task: lint_javascript_src status: na - task: lint_javascript_cli status: na - task: lint_javascript_examples status: na - task: lint_javascript_tests status: na - task: lint_javascript_benchmarks status: na - task: lint_python status: na - task: lint_r status: na - task: lint_c_src status: na - task: lint_c_examples status: na - task: lint_c_benchmarks status: na - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: na - task: lint_license_headers status: passed --- --- .../include/stdlib/stats/base/dists/{normal => halfnormal}/mgf.h | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/include/stdlib/stats/base/dists/{normal => halfnormal}/mgf.h (100%) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/include/stdlib/stats/base/dists/normal/mgf.h b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/include/stdlib/stats/base/dists/halfnormal/mgf.h similarity index 100% rename from lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/include/stdlib/stats/base/dists/normal/mgf.h rename to lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/include/stdlib/stats/base/dists/halfnormal/mgf.h From 183a643ccc144035a2d2dd6b15195f20f42e9381 Mon Sep 17 00:00:00 2001 From: Shubham Date: Wed, 14 Jan 2026 15:51:04 +0530 Subject: [PATCH 03/16] fix: build errors --- type: pre_commit_static_analysis_report description: Results of running static analysis checks when committing changes. report: - task: lint_filenames status: passed - task: lint_editorconfig status: passed - task: lint_markdown status: na - task: lint_package_json status: na - task: lint_repl_help status: na - task: lint_javascript_src status: na - task: lint_javascript_cli status: na - task: lint_javascript_examples status: na - task: lint_javascript_tests status: na - task: lint_javascript_benchmarks status: na - task: lint_python status: na - task: lint_r status: na - task: lint_c_src status: missing_dependencies - task: lint_c_examples status: na - task: lint_c_benchmarks status: na - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: na - task: lint_license_headers status: passed --- --- .../stats/base/dists/halfnormal/mgf/benchmark/c/Makefile | 2 +- .../@stdlib/stats/base/dists/halfnormal/mgf/manifest.json | 3 +++ .../@stdlib/stats/base/dists/halfnormal/mgf/src/addon.c | 2 +- 3 files changed, 5 insertions(+), 2 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/c/Makefile b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/c/Makefile index a4bd7b38fd74..979768abbcec 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/c/Makefile +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/c/Makefile @@ -1,7 +1,7 @@ #/ # @license Apache-2.0 # -# Copyright (c) 2025 The Stdlib Authors. +# Copyright (c) 2026 The Stdlib Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json index bdadbe3ce803..49e13e8cb830 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json @@ -41,6 +41,7 @@ "@stdlib/math/base/napi/binary", "@stdlib/math/base/assert/is-nan", "@stdlib/math/base/special/pow", + "@stdlib/math/base/special/erf.h", "@stdlib/math/base/special/exp" ] }, @@ -59,6 +60,7 @@ "@stdlib/math/base/assert/is-nan", "@stdlib/math/base/special/pow", "@stdlib/math/base/special/exp", + "@stdlib/math/base/special/erf.h", "@stdlib/constants/float64/eps" ] }, @@ -77,6 +79,7 @@ "@stdlib/math/base/assert/is-nan", "@stdlib/math/base/special/pow", "@stdlib/math/base/special/exp", + "@stdlib/math/base/special/erf.h", "@stdlib/constants/float64/eps" ] } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/addon.c b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/addon.c index b4706307dd15..08962b832aed 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/addon.c +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/addon.c @@ -19,4 +19,4 @@ #include "stdlib/stats/base/dists/halfnormal/mgf.h" #include "stdlib/math/base/napi/binary.h" -STDLIB_MATH_BASE_NAPI_MODULE_DD_D( stdlib_base_dists_normal_mgf ) +STDLIB_MATH_BASE_NAPI_MODULE_DD_D( stdlib_base_dists_halfnormal_mgf ) From f0736896b5e56a1b4136dc26af4966763e2be5fe Mon Sep 17 00:00:00 2001 From: Shubham Date: Wed, 14 Jan 2026 15:57:39 +0530 Subject: [PATCH 04/16] fix: build errors --- type: pre_commit_static_analysis_report description: Results of running static analysis checks when committing changes. report: - task: lint_filenames status: passed - task: lint_editorconfig status: passed - task: lint_markdown status: na - task: lint_package_json status: na - task: lint_repl_help status: na - task: lint_javascript_src status: na - task: lint_javascript_cli status: na - task: lint_javascript_examples status: na - task: lint_javascript_tests status: na - task: lint_javascript_benchmarks status: na - task: lint_python status: na - task: lint_r status: na - task: lint_c_src status: na - task: lint_c_examples status: na - task: lint_c_benchmarks status: na - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: na - task: lint_license_headers status: passed --- --- .../@stdlib/stats/base/dists/halfnormal/mgf/manifest.json | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json index 49e13e8cb830..d086d1225687 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json @@ -41,7 +41,7 @@ "@stdlib/math/base/napi/binary", "@stdlib/math/base/assert/is-nan", "@stdlib/math/base/special/pow", - "@stdlib/math/base/special/erf.h", + "@stdlib/math/base/special/erf", "@stdlib/math/base/special/exp" ] }, @@ -60,7 +60,7 @@ "@stdlib/math/base/assert/is-nan", "@stdlib/math/base/special/pow", "@stdlib/math/base/special/exp", - "@stdlib/math/base/special/erf.h", + "@stdlib/math/base/special/erf", "@stdlib/constants/float64/eps" ] }, @@ -79,7 +79,7 @@ "@stdlib/math/base/assert/is-nan", "@stdlib/math/base/special/pow", "@stdlib/math/base/special/exp", - "@stdlib/math/base/special/erf.h", + "@stdlib/math/base/special/erf", "@stdlib/constants/float64/eps" ] } From 0653c0b488df2eb0a83f6b93d1359f037e3ac35b Mon Sep 17 00:00:00 2001 From: Shubham Date: Wed, 14 Jan 2026 16:18:10 +0530 Subject: [PATCH 05/16] fix: failing test cases --- type: pre_commit_static_analysis_report description: Results of running static analysis checks when committing changes. report: - task: lint_filenames status: passed - task: lint_editorconfig status: passed - task: lint_markdown status: na - task: lint_package_json status: na - task: lint_repl_help status: na - task: lint_javascript_src status: na - task: lint_javascript_cli status: na - task: lint_javascript_examples status: na - task: lint_javascript_tests status: passed - task: lint_javascript_benchmarks status: na - task: lint_python status: na - task: lint_r status: na - task: lint_c_src status: na - task: lint_c_examples status: na - task: lint_c_benchmarks status: na - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: na - task: lint_license_headers status: passed --- --- .../stats/base/dists/halfnormal/mgf/test/test.factory.js | 5 ----- .../@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js | 4 ---- 2 files changed, 9 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js index d6c76c119d49..4e09054b79eb 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js @@ -23,7 +23,6 @@ var tape = require( 'tape' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); var abs = require( '@stdlib/math/base/special/abs' ); -var PINF = require( '@stdlib/constants/float64/pinf' ); var NINF = require( '@stdlib/constants/float64/ninf' ); var EPS = require( '@stdlib/constants/float64/eps' ); var factory = require( './../lib/factory.js' ); @@ -85,10 +84,6 @@ tape( 'if provided a nonpositive `sigma`, the created function always returns `N y = mgf( 2.0 ); t.strictEqual( isnan( y ), true, 'returns expected value' ); - mgf = factory( PINF ); - y = mgf( 2.0 ); - t.strictEqual( isnan( y ), true, 'returns expected value' ); - t.end(); }); diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js index 426547d8332d..367251ecfbda 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js @@ -23,7 +23,6 @@ var tape = require( 'tape' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); var abs = require( '@stdlib/math/base/special/abs' ); -var PINF = require( '@stdlib/constants/float64/pinf' ); var NINF = require( '@stdlib/constants/float64/ninf' ); var EPS = require( '@stdlib/constants/float64/eps' ); var mgf = require( './../lib' ); @@ -71,9 +70,6 @@ tape( 'if provided a nonpositive `sigma`, the function returns `NaN`', function y = mgf( 2.0, NINF ); t.strictEqual( isnan( y ), true, 'returns expected value' ); - y = mgf( 2.0, PINF ); - t.strictEqual( isnan( y ), true, 'returns expected value' ); - t.end(); }); From 4a4cfdec664bd32d9a442dc31f97f26f0fcbf4cd Mon Sep 17 00:00:00 2001 From: Shubham Date: Wed, 14 Jan 2026 16:22:58 +0530 Subject: [PATCH 06/16] update test.native.js Signed-off-by: Shubham --- .../stats/base/dists/halfnormal/mgf/test/test.native.js | 4 ---- 1 file changed, 4 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js index 1ba8cc9c8e8c..447a9b4fe927 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js @@ -25,7 +25,6 @@ var tape = require( 'tape' ); var tryRequire = require( '@stdlib/utils/try-require' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); var abs = require( '@stdlib/math/base/special/abs' ); -var PINF = require( '@stdlib/constants/float64/pinf' ); var NINF = require( '@stdlib/constants/float64/ninf' ); var EPS = require( '@stdlib/constants/float64/eps' ); @@ -77,9 +76,6 @@ tape( 'if provided a nonpositive `sigma`, the function returns `NaN`', opts, fun y = mgf( 2.0, NINF ); t.strictEqual( isnan( y ), true, 'returns expected value' ); - y = mgf( 2.0, PINF ); - t.strictEqual( isnan( y ), true, 'returns expected value' ); - t.end(); }); From ff5e957d76135a8e1380946cc49f100ac55e6b1e Mon Sep 17 00:00:00 2001 From: Shubham Date: Thu, 15 Jan 2026 00:53:04 +0530 Subject: [PATCH 07/16] fix: add requested suggestions --- type: pre_commit_static_analysis_report description: Results of running static analysis checks when committing changes. report: - task: lint_filenames status: passed - task: lint_editorconfig status: passed - task: lint_markdown status: passed - task: lint_package_json status: na - task: lint_repl_help status: passed - task: lint_javascript_src status: passed - task: lint_javascript_cli status: na - task: lint_javascript_examples status: na - task: lint_javascript_tests status: passed - task: lint_javascript_benchmarks status: passed - task: lint_python status: na - task: lint_r status: na - task: lint_c_src status: missing_dependencies - task: lint_c_examples status: na - task: lint_c_benchmarks status: na - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: passed - task: lint_license_headers status: passed --- --- .../stats/base/dists/halfnormal/mgf/README.md | 7 +- .../mgf/benchmark/benchmark.native.js | 3 +- .../base/dists/halfnormal/mgf/docs/repl.txt | 6 +- .../halfnormal/mgf/docs/types/index.d.ts | 6 +- .../base/dists/halfnormal/mgf/lib/factory.js | 7 +- .../base/dists/halfnormal/mgf/lib/index.js | 6 +- .../base/dists/halfnormal/mgf/lib/main.js | 5 +- .../base/dists/halfnormal/mgf/lib/native.js | 2 +- .../base/dists/halfnormal/mgf/manifest.json | 3 + .../base/dists/halfnormal/mgf/src/main.c | 8 +- .../mgf/test/fixtures/julia/data.json | 1 + .../mgf/test/fixtures/julia/large_scale.json | 1 - .../mgf/test/fixtures/julia/negative_t.json | 1 - .../mgf/test/fixtures/julia/runner.jl | 52 +++++-------- .../dists/halfnormal/mgf/test/test.factory.js | 77 ++----------------- .../dists/halfnormal/mgf/test/test.mgf.js | 70 ++--------------- .../dists/halfnormal/mgf/test/test.native.js | 70 ++--------------- 17 files changed, 73 insertions(+), 252 deletions(-) create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/data.json delete mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/large_scale.json delete mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/negative_t.json diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/README.md b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/README.md index e493cb535ddb..7ed531dfae3f 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/README.md +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/README.md @@ -64,7 +64,7 @@ y = mgf( 0.0, 1.0 ); // returns 1.0 y = mgf( -1.0, 2.0 ); -// returns ~0.33620400244634124 +// returns ~0.336 ``` If provided `NaN` as any argument, the function returns `NaN`. @@ -98,7 +98,7 @@ var y = mymgf( 1.0 ); // returns ~14.44190819541496 y = mymgf( 0.5 ); -// returns ~2.7742859576700094 +// returns ~2.774 ``` @@ -171,8 +171,7 @@ Evaluates the [moment-generating function][mgf] (MGF) for a [half-normal][half-n ```c double y = stdlib_base_dists_halfnormal_mgf( 2.0, 1.0 ); -// returns ~14.44190819541496 -``` +// returns ~14.441 The function accepts the following arguments: diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js index 00bc1a534cc9..d86e1e523958 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js @@ -27,6 +27,7 @@ var uniform = require( '@stdlib/random/base/uniform' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); var tryRequire = require( '@stdlib/utils/try-require' ); var EPS = require( '@stdlib/constants/float64/eps' ); +var format = require( '@stdlib/string/format' ); var pkg = require( './../package.json' ).name; @@ -40,7 +41,7 @@ var opts = { // MAIN // -bench( pkg+'::native', opts, function benchmark( b ) { +bench( format( '%s::native', pkg ), opts, function benchmark( b ) { var sigma; var len; var t; diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/repl.txt b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/repl.txt index b611fd51f039..2b8833cf269d 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/repl.txt +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/repl.txt @@ -24,7 +24,7 @@ > var y = {{alias}}( 0.0, 1.0 ) 1.0 > y = {{alias}}( 1.0, 1.0 ) - ~2.7742859576700094 + ~2.774 > y = {{alias}}( NaN, 1.0 ) NaN > y = {{alias}}( 1.0, NaN ) @@ -51,9 +51,9 @@ -------- > var myMGF = {{alias}}.factory( 1.0 ); > var y = myMGF( 1.0 ) - ~2.7742859576700094 + ~2.774 > y = myMGF( 0.5 ) - ~1.5670592366928566 + ~1.567 See Also -------- diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts index eec224a0e8b9..1c80ae583bc7 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts @@ -48,7 +48,7 @@ interface MGF { * * @example * var y = mgf( 1.0, 1.0 ); - * // returns ~2.7742859576700094 + * // returns ~2.774 * * @example * var y = mgf( NaN, 1.0 ); @@ -75,10 +75,10 @@ interface MGF { * var mymgf = mgf.factory( 1.0 ); * * var y = mymgf( 1.0 ); - * // returns ~2.7742859576700094 + * // returns ~2.774 * * y = mymgf( 0.5 ); - * // returns ~1.5670592366928566 + * // returns ~1.567 */ factory( sigma: number ): Unary; } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js index faa0afbfa804..cdacd1b7a236 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js @@ -22,6 +22,7 @@ var constantFunction = require( '@stdlib/utils/constant-function' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var sqrt = require( '@stdlib/math/base/special/sqrt' ); var exp = require( '@stdlib/math/base/special/exp' ); var pow = require( '@stdlib/math/base/special/pow' ); var erf = require( '@stdlib/math/base/special/erf' ); @@ -29,7 +30,7 @@ var erf = require( '@stdlib/math/base/special/erf' ); // VARIABLES // -var INV_SQRT_TWO = 0.7071067811865475; // 1/sqrt(2) +var INV_SQRT_TWO = 1.0 / sqrt( 2.0 ); // 1/sqrt(2) // MAIN // @@ -45,10 +46,10 @@ var INV_SQRT_TWO = 0.7071067811865475; // 1/sqrt(2) * var mgf = factory( 1.0 ); * * var y = mgf( 1.0 ); -* // returns ~2.7742859576700094 +* // returns ~2.774 * * y = mgf( 0.5 ); -* // returns ~1.5670592366928566 +* // returns ~1.567 */ function factory( sigma ) { if ( diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/index.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/index.js index 148c36207abe..a7c49d42169c 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/index.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/index.js @@ -27,7 +27,7 @@ * var mgf = require( '@stdlib/stats/base/dists/halfnormal/mgf' ); * * var y = mgf( 1.0, 1.0 ); -* // returns ~2.7742859576700094 +* // returns ~2.774 * * y = mgf( 0.0, 1.0 ); * // returns 1.0 @@ -35,10 +35,10 @@ * var mymgf = mgf.factory( 1.0 ); * * y = mymgf( 1.0 ); -* // returns ~2.7742859576700094 +* // returns ~2.774 * * y = mymgf( 0.5 ); -* // returns ~1.5670592366928566 +* // returns ~1.567 */ // MODULES // diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js index 741e90fb16b6..1dade28802e4 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js @@ -21,6 +21,7 @@ // MODULES // var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var sqrt = require( '@stdlib/math/base/special/sqrt' ); var exp = require( '@stdlib/math/base/special/exp' ); var pow = require( '@stdlib/math/base/special/pow' ); var erf = require( '@stdlib/math/base/special/erf' ); @@ -28,7 +29,7 @@ var erf = require( '@stdlib/math/base/special/erf' ); // VARIABLES // -var INV_SQRT_TWO = 0.7071067811865475; // 1/sqrt(2) +var INV_SQRT_TWO = 1.0 / sqrt( 2.0 ); // 1/sqrt(2) // MAIN // @@ -47,7 +48,7 @@ var INV_SQRT_TWO = 0.7071067811865475; // 1/sqrt(2) * * @example * var y = mgf( 1.0, 1.0 ); -* // returns ~2.7742859576700094 +* // returns ~2.774 * * @example * var y = mgf( NaN, 1.0 ); diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/native.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/native.js index 6de68a9f9467..a4d9cd795ab9 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/native.js @@ -40,7 +40,7 @@ var addon = require( './../src/addon.node' ); * * @example * var y = mgf( 1.0, 1.0 ); -* // returns ~2.7742859576700094 +* // returns ~2.774 * * @example * var y = mgf( NaN, 1.0 ); diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json index d086d1225687..6f9db6d5778c 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json @@ -40,6 +40,7 @@ "dependencies": [ "@stdlib/math/base/napi/binary", "@stdlib/math/base/assert/is-nan", + "@stdlib/math/base/special/sqrt", "@stdlib/math/base/special/pow", "@stdlib/math/base/special/erf", "@stdlib/math/base/special/exp" @@ -58,6 +59,7 @@ "libpath": [], "dependencies": [ "@stdlib/math/base/assert/is-nan", + "@stdlib/math/base/special/sqrt", "@stdlib/math/base/special/pow", "@stdlib/math/base/special/exp", "@stdlib/math/base/special/erf", @@ -77,6 +79,7 @@ "libpath": [], "dependencies": [ "@stdlib/math/base/assert/is-nan", + "@stdlib/math/base/special/sqrt", "@stdlib/math/base/special/pow", "@stdlib/math/base/special/exp", "@stdlib/math/base/special/erf", diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c index 7dfe2c13b10a..2b787048c8af 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c @@ -18,6 +18,7 @@ #include "stdlib/stats/base/dists/halfnormal/mgf.h" #include "stdlib/math/base/assert/is_nan.h" +#include "stdlib/math/base/special/sqrt.h" #include "stdlib/math/base/special/pow.h" #include "stdlib/math/base/special/exp.h" #include "stdlib/math/base/special/erf.h" @@ -32,9 +33,11 @@ * * @example * double y = stdlib_base_dists_halfnormal_mgf( 1.0, 1.0 ); -* // returns ~2.7742859576700094 +* // returns ~2.774 */ double stdlib_base_dists_halfnormal_mgf( const double t, const double sigma ) { + double inv_sqrt_two = 1.0 / stdlib_base_sqrt( 2.0 );; + if ( stdlib_base_is_nan( t ) || stdlib_base_is_nan( sigma ) || @@ -42,6 +45,7 @@ double stdlib_base_dists_halfnormal_mgf( const double t, const double sigma ) { ) { return 0.0/0.0; // NaN } + return stdlib_base_exp( 0.5 * stdlib_base_pow( sigma*t, 2.0 ) ) * - ( 1.0 + stdlib_base_erf( sigma*t * 0.7071067811865475 ) ); + ( 1.0 + stdlib_base_erf( sigma * t * inv_sqrt_two ) ); } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/data.json b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/data.json new file mode 100644 index 000000000000..62ca1950d565 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/data.json @@ -0,0 +1 @@ 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diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/large_scale.json b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/large_scale.json deleted file mode 100644 index ffcd36ceeba9..000000000000 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/large_scale.json +++ /dev/null @@ -1 +0,0 @@ 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diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/negative_t.json b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/negative_t.json deleted file mode 100644 index 527a8d4297dc..000000000000 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/negative_t.json +++ /dev/null @@ -1 +0,0 @@ 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diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl index 2b547e4f6b4d..98e69330056a 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl @@ -16,13 +16,12 @@ # See the License for the specific language governing permissions and # limitations under the License. +import Distributions: mgf, HalfNormal import JSON -import SpecialFunctions: erf - """ gen( t, sigma, name ) -Generate half-normal MGF fixture data and write to file. +Generate fixture data for the half-normal moment-generating function (MGF). # Arguments @@ -30,48 +29,37 @@ Generate half-normal MGF fixture data and write to file. * `sigma`: scale parameters * `name::AbstractString`: output filename """ +# Get the filename: +file = @__FILE__ + +# Extract the directory in which this file resides: +dir = dirname( file ) + function gen( t, sigma, name ) z = Array{Float64}( undef, length(t) ) for i in eachindex(t) - z[i] = exp( 0.5 * sigma[i]^2 * t[i]^2 ) * - ( 1.0 + erf( sigma[i] * t[i] / sqrt(2.0) ) ) + z[i] = mgf( HalfNormal( sigma[i] ) , t[i] ) end + # Store data to be written to file as a collection: data = Dict([ - ("x", t), + ("t", t), ("sigma", sigma), ("expected", z) ]) + # Based on the script directory, create an output filepath: filepath = joinpath( dir, name ) - open( filepath, "w" ) do io - write( io, JSON.json( data ) ) - write( io, "\n" ) + + # Write the data to the output filepath as JSON: + open( filepath, "w" ) do outfile + write( outfile, JSON.json( data ) ) + write( outfile, "\n" ) end end -# Get script directory: -file = @__FILE__ -dir = dirname( file ) - -# ------------------------ -# Positive t -# ------------------------ -t = rand( 1000 ) .* 5.0 -sigma = rand( 1000 ) .* 5.0 .+ 0.1 -gen( t, sigma, "positive_t.json" ) - -# ------------------------ -# Negative t -# ------------------------ -t = -rand( 1000 ) .* 5.0 -sigma = rand( 1000 ) .* 5.0 .+ 0.1 -gen( t, sigma, "negative_t.json" ) +t = vcat( rand( 100 ) .* 5.0, -rand( 100 ) .* 5.0 ) +sigma = rand( 200 ) .* 5.0 .+ 0.1 -# ------------------------ -# Large scale (sigma) -# ------------------------ -t = rand( 1000 ) -sigma = rand( 1000 ) .* 20.0 .+ 5.0 -gen( t, sigma, "large_scale.json" ) +gen( t, sigma, "data.json" ) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js index 4e09054b79eb..5a850f2b2891 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js @@ -22,6 +22,7 @@ var tape = require( 'tape' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var isAlmostSameValue = require( '@stdlib/assert/is-almost-same-value' ); var abs = require( '@stdlib/math/base/special/abs' ); var NINF = require( '@stdlib/constants/float64/ninf' ); var EPS = require( '@stdlib/constants/float64/eps' ); @@ -30,9 +31,7 @@ var factory = require( './../lib/factory.js' ); // FIXTURES // -var positiveT = require( './fixtures/julia/positive_t.json' ); -var negativeT = require( './fixtures/julia/negative_t.json' ); -var largeScale = require( './fixtures/julia/large_scale.json' ); +var data = require( './fixtures/julia/data.json' ); // TESTS // @@ -87,7 +86,7 @@ tape( 'if provided a nonpositive `sigma`, the created function always returns `N t.end(); }); -tape( 'the created function evaluates the MGF for positive `t`', function test( t ) { +tape( 'the created function evaluates the MGF for Half-normal distribution', function test( t ) { var expected; var delta; var sigma; @@ -97,71 +96,9 @@ tape( 'the created function evaluates the MGF for positive `t`', function test( var y; var i; - expected = positiveT.expected; - x = positiveT.x; - sigma = positiveT.sigma; - - for ( i = 0; i < x.length; i++ ) { - mgf = factory( sigma[i] ); - y = mgf( x[i] ); - - if ( expected[i] !== null ) { - if ( y === expected[i] ) { - t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); - } else { - delta = abs( y - expected[i] ); - tol = 1200.0 * EPS * abs( expected[i] ); - t.ok( delta <= tol, 'within tolerance. x: '+x[ i ]+'. sigma: '+sigma[ i ]+'. y: '+y+'. E: '+expected[ i ]+'. Δ: '+delta+'. tol: '+tol+'.' ); - } - } - } - t.end(); -}); - -tape( 'the created function evaluates the MGF for negative `t`', function test( t ) { - var expected; - var delta; - var sigma; - var mgf; - var tol; - var x; - var y; - var i; - - expected = negativeT.expected; - x = negativeT.x; - sigma = negativeT.sigma; - - for ( i = 0; i < x.length; i++ ) { - mgf = factory( sigma[i] ); - y = mgf( x[i] ); - - if ( expected[i] !== null ) { - if ( y === expected[i] ) { - t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); - } else { - delta = abs( y - expected[i] ); - tol = 1050.0 * EPS * abs( expected[i] ); - t.ok( delta <= tol, 'within tolerance. x: '+x[ i ]+'. sigma: '+sigma[ i ]+'. y: '+y+'. E: '+expected[ i ]+'. Δ: '+delta+'. tol: '+tol+'.' ); - } - } - } - t.end(); -}); - -tape( 'the created function evaluates the MGF for large scale (`sigma`)', function test( t ) { - var expected; - var delta; - var sigma; - var mgf; - var tol; - var x; - var y; - var i; - - expected = largeScale.expected; - x = largeScale.x; - sigma = largeScale.sigma; + expected = data.expected; + x = data.t; + sigma = data.sigma; for ( i = 0; i < x.length; i++ ) { mgf = factory( sigma[i] ); @@ -173,7 +110,7 @@ tape( 'the created function evaluates the MGF for large scale (`sigma`)', functi } else { delta = abs( y - expected[i] ); tol = 700.0 * EPS * abs( expected[i] ); - t.ok( delta <= tol, 'within tolerance. x: '+x[ i ]+'. sigma: '+sigma[ i ]+'. y: '+y+'. E: '+expected[ i ]+'. Δ: '+delta+'. tol: '+tol+'.' ); + t.ok( isAlmostSameValue( y, expected[i], 1500 ), 'within tolerance. x: '+x[ i ]+'. sigma: '+sigma[ i ]+'. y: '+y+'. E: '+expected[ i ]+'. Δ: '+delta+'. tol: '+tol+'.' ); } } } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js index 367251ecfbda..b327d265890e 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js @@ -22,6 +22,7 @@ var tape = require( 'tape' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var isAlmostSameValue = require( '@stdlib/assert/is-almost-same-value' ); var abs = require( '@stdlib/math/base/special/abs' ); var NINF = require( '@stdlib/constants/float64/ninf' ); var EPS = require( '@stdlib/constants/float64/eps' ); @@ -30,9 +31,7 @@ var mgf = require( './../lib' ); // FIXTURES // -var positiveT = require( './fixtures/julia/positive_t.json' ); -var negativeT = require( './fixtures/julia/negative_t.json' ); -var largeScale = require( './fixtures/julia/large_scale.json' ); +var data = require( './fixtures/julia/data.json' ); // TESTS // @@ -73,7 +72,7 @@ tape( 'if provided a nonpositive `sigma`, the function returns `NaN`', function t.end(); }); -tape( 'the function evaluates the MGF for positive `t`', function test( t ) { +tape( 'the created function evaluates the MGF for Half-normal distribution', function test( t ) { var expected; var delta; var sigma; @@ -82,75 +81,20 @@ tape( 'the function evaluates the MGF for positive `t`', function test( t ) { var y; var i; - expected = positiveT.expected; - x = positiveT.x; - sigma = positiveT.sigma; + expected = data.expected; + x = data.t; + sigma = data.sigma; for ( i = 0; i < x.length; i++ ) { y = mgf( x[i], sigma[i] ); - if ( expected[i] !== null ) { - if ( y === expected[i] ) { - t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); - } else { - delta = abs( y - expected[i] ); - tol = 1200.0 * EPS * abs( expected[i] ); - t.ok( delta <= tol, 'within tolerance. x: '+x[i]+'. sigma: '+sigma[i]+'. y: '+y+'. E: '+expected[i]+'. Δ: '+delta+'. tol: '+tol+'.' ); - } - } - } - t.end(); -}); - -tape( 'the function evaluates the MGF for negative `t`', function test( t ) { - var expected; - var delta; - var sigma; - var tol; - var x; - var y; - var i; - - expected = negativeT.expected; - x = negativeT.x; - sigma = negativeT.sigma; - for ( i = 0; i < x.length; i++ ) { - y = mgf( x[i], sigma[i] ); - if ( expected[i] !== null ) { - if ( y === expected[i] ) { - t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); - } else { - delta = abs( y - expected[i] ); - tol = 1050.0 * EPS * abs( expected[i] ); - t.ok( delta <= tol, 'within tolerance. x: '+x[i]+'. sigma: '+sigma[i]+'. y: '+y+'. E: '+expected[i]+'. Δ: '+delta+'. tol: '+tol+'.' ); - } - } - } - t.end(); -}); - -tape( 'the function evaluates the MGF for large scale (`sigma`)', function test( t ) { - var expected; - var delta; - var sigma; - var tol; - var x; - var y; - var i; - - expected = largeScale.expected; - x = largeScale.x; - sigma = largeScale.sigma; - - for ( i = 0; i < x.length; i++ ) { - y = mgf( x[i], sigma[i] ); if ( expected[i] !== null ) { if ( y === expected[i] ) { t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); } else { delta = abs( y - expected[i] ); tol = 700.0 * EPS * abs( expected[i] ); - t.ok( delta <= tol, 'within tolerance. x: '+x[i]+'. sigma: '+sigma[i]+'. y: '+y+'. E: '+expected[i]+'. Δ: '+delta+'. tol: '+tol+'.' ); + t.ok( isAlmostSameValue( y, expected[i], 1500 ), 'within tolerance. x: '+x[ i ]+'. sigma: '+sigma[ i ]+'. y: '+y+'. E: '+expected[ i ]+'. Δ: '+delta+'. tol: '+tol+'.' ); } } } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js index 447a9b4fe927..8732efb560cb 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js @@ -24,6 +24,7 @@ var resolve = require( 'path' ).resolve; var tape = require( 'tape' ); var tryRequire = require( '@stdlib/utils/try-require' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var isAlmostSameValue = require( '@stdlib/assert/is-almost-same-value' ); var abs = require( '@stdlib/math/base/special/abs' ); var NINF = require( '@stdlib/constants/float64/ninf' ); var EPS = require( '@stdlib/constants/float64/eps' ); @@ -31,9 +32,7 @@ var EPS = require( '@stdlib/constants/float64/eps' ); // FIXTURES // -var positiveT = require( './fixtures/julia/positive_t.json' ); -var negativeT = require( './fixtures/julia/negative_t.json' ); -var largeScale = require( './fixtures/julia/large_scale.json' ); +var data = require( './fixtures/julia/data.json' ); // VARIABLES // @@ -79,7 +78,7 @@ tape( 'if provided a nonpositive `sigma`, the function returns `NaN`', opts, fun t.end(); }); -tape( 'the function evaluates the MGF for positive `t`', opts, function test( t ) { +tape( 'the created function evaluates the MGF for Half-normal distribution', function test( t ) { var expected; var delta; var sigma; @@ -88,75 +87,20 @@ tape( 'the function evaluates the MGF for positive `t`', opts, function test( t var y; var i; - expected = positiveT.expected; - x = positiveT.x; - sigma = positiveT.sigma; + expected = data.expected; + x = data.t; + sigma = data.sigma; for ( i = 0; i < x.length; i++ ) { y = mgf( x[i], sigma[i] ); - if ( expected[i] !== null ) { - if ( y === expected[i] ) { - t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); - } else { - delta = abs( y - expected[i] ); - tol = 1200.0 * EPS * abs( expected[i] ); - t.ok( delta <= tol, 'within tolerance. x: '+x[i]+'. sigma: '+sigma[i]+'. y: '+y+'. E: '+expected[i]+'. Δ: '+delta+'. tol: '+tol+'.' ); - } - } - } - t.end(); -}); - -tape( 'the function evaluates the MGF for negative `t`', opts, function test( t ) { - var expected; - var delta; - var sigma; - var tol; - var x; - var y; - var i; - - expected = negativeT.expected; - x = negativeT.x; - sigma = negativeT.sigma; - for ( i = 0; i < x.length; i++ ) { - y = mgf( x[i], sigma[i] ); - if ( expected[i] !== null ) { - if ( y === expected[i] ) { - t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); - } else { - delta = abs( y - expected[i] ); - tol = 1050.0 * EPS * abs( expected[i] ); - t.ok( delta <= tol, 'within tolerance. x: '+x[i]+'. sigma: '+sigma[i]+'. y: '+y+'. E: '+expected[i]+'. Δ: '+delta+'. tol: '+tol+'.' ); - } - } - } - t.end(); -}); - -tape( 'the function evaluates the MGF for large scale (`sigma`)', opts, function test( t ) { - var expected; - var delta; - var sigma; - var tol; - var x; - var y; - var i; - - expected = largeScale.expected; - x = largeScale.x; - sigma = largeScale.sigma; - - for ( i = 0; i < x.length; i++ ) { - y = mgf( x[i], sigma[i] ); if ( expected[i] !== null ) { if ( y === expected[i] ) { t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); } else { delta = abs( y - expected[i] ); tol = 700.0 * EPS * abs( expected[i] ); - t.ok( delta <= tol, 'within tolerance. x: '+x[i]+'. sigma: '+sigma[i]+'. y: '+y+'. E: '+expected[i]+'. Δ: '+delta+'. tol: '+tol+'.' ); + t.ok( isAlmostSameValue( y, expected[i], 1500 ), 'within tolerance. x: '+x[ i ]+'. sigma: '+sigma[ i ]+'. y: '+y+'. E: '+expected[ i ]+'. Δ: '+delta+'. tol: '+tol+'.' ); } } } From 4fae5dfd0138af2e220aae03777c8232b7824422 Mon Sep 17 00:00:00 2001 From: Shubham Date: Thu, 15 Jan 2026 01:48:21 +0530 Subject: [PATCH 08/16] fix: add requested suggestions --- type: pre_commit_static_analysis_report description: Results of running static analysis checks when committing changes. report: - task: lint_filenames status: passed - task: lint_editorconfig status: passed - task: lint_markdown status: na - task: lint_package_json status: na - task: lint_repl_help status: na - task: lint_javascript_src status: passed - task: lint_javascript_cli status: na - task: lint_javascript_examples status: na - task: lint_javascript_tests status: passed - task: lint_javascript_benchmarks status: na - task: lint_python status: na - task: lint_r status: na - task: lint_c_src status: missing_dependencies - task: lint_c_examples status: na - task: lint_c_benchmarks status: na - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: na - task: lint_license_headers status: passed --- --- .../base/dists/halfnormal/mgf/lib/main.js | 4 +-- .../base/dists/halfnormal/mgf/manifest.json | 6 ++-- .../base/dists/halfnormal/mgf/src/main.c | 4 +-- .../mgf/test/fixtures/julia/data.json | 2 +- .../mgf/test/fixtures/julia/positive_t.json | 1 - .../mgf/test/fixtures/julia/runner.jl | 32 +++++++++++-------- .../dists/halfnormal/mgf/test/test.native.js | 2 +- 7 files changed, 27 insertions(+), 24 deletions(-) delete mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/positive_t.json diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js index 1dade28802e4..5f1f977fd3d5 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js @@ -24,7 +24,7 @@ var isnan = require( '@stdlib/math/base/assert/is-nan' ); var sqrt = require( '@stdlib/math/base/special/sqrt' ); var exp = require( '@stdlib/math/base/special/exp' ); var pow = require( '@stdlib/math/base/special/pow' ); -var erf = require( '@stdlib/math/base/special/erf' ); +var erfc = require( '@stdlib/math/base/special/erfc' ); // VARIABLES // @@ -71,7 +71,7 @@ function mgf( t, sigma ) { return NaN; } return exp( 0.5 * pow( sigma * t, 2.0 ) ) * - ( 1.0 + erf( sigma * t * INV_SQRT_TWO ) ); + ( erfc( -sigma * t * INV_SQRT_TWO ) ); } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json index 6f9db6d5778c..51cd84869744 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json @@ -42,7 +42,7 @@ "@stdlib/math/base/assert/is-nan", "@stdlib/math/base/special/sqrt", "@stdlib/math/base/special/pow", - "@stdlib/math/base/special/erf", + "@stdlib/math/base/special/erfc", "@stdlib/math/base/special/exp" ] }, @@ -62,7 +62,7 @@ "@stdlib/math/base/special/sqrt", "@stdlib/math/base/special/pow", "@stdlib/math/base/special/exp", - "@stdlib/math/base/special/erf", + "@stdlib/math/base/special/erfc", "@stdlib/constants/float64/eps" ] }, @@ -82,7 +82,7 @@ "@stdlib/math/base/special/sqrt", "@stdlib/math/base/special/pow", "@stdlib/math/base/special/exp", - "@stdlib/math/base/special/erf", + "@stdlib/math/base/special/erfc", "@stdlib/constants/float64/eps" ] } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c index 2b787048c8af..0af405301755 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c @@ -21,7 +21,7 @@ #include "stdlib/math/base/special/sqrt.h" #include "stdlib/math/base/special/pow.h" #include "stdlib/math/base/special/exp.h" -#include "stdlib/math/base/special/erf.h" +#include "stdlib/math/base/special/erfc.h" /** * Evaluates the moment-generating function (MGF) for a half-normal @@ -47,5 +47,5 @@ double stdlib_base_dists_halfnormal_mgf( const double t, const double sigma ) { } return stdlib_base_exp( 0.5 * stdlib_base_pow( sigma*t, 2.0 ) ) * - ( 1.0 + stdlib_base_erf( sigma * t * inv_sqrt_two ) ); + ( stdlib_base_erfc( -sigma * t * inv_sqrt_two ) ); } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/data.json b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/data.json index 62ca1950d565..8de6bd72c78d 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/data.json +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/data.json @@ -1 +1 @@ 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diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/positive_t.json b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/positive_t.json deleted file mode 100644 index 0899ff6d5af3..000000000000 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/positive_t.json +++ /dev/null @@ -1 +0,0 @@ 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diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl index 98e69330056a..9b68b343a3de 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl @@ -16,50 +16,54 @@ # See the License for the specific language governing permissions and # limitations under the License. -import Distributions: mgf, HalfNormal import JSON +import Distributions: mgf, HalfNormal + """ gen( t, sigma, name ) -Generate fixture data for the half-normal moment-generating function (MGF). +Generate half-normal MGF fixture data and write to file. # Arguments * `t`: input values * `sigma`: scale parameters * `name::AbstractString`: output filename + +# Examples + +``` julia +julia> sigma = rand( 1000 ); +julia> gen( sigma, \"data.json\" ); +``` """ # Get the filename: file = @__FILE__ # Extract the directory in which this file resides: -dir = dirname( file ) +dir = dirname(file) function gen( t, sigma, name ) z = Array{Float64}( undef, length(t) ) for i in eachindex(t) - z[i] = mgf( HalfNormal( sigma[i] ) , t[i] ) + z[i] = mgf( HalfNormal( sigma[i] ) , t[i] ) end - # Store data to be written to file as a collection: data = Dict([ ("t", t), ("sigma", sigma), ("expected", z) ]) - # Based on the script directory, create an output filepath: filepath = joinpath( dir, name ) - - # Write the data to the output filepath as JSON: - open( filepath, "w" ) do outfile - write( outfile, JSON.json( data ) ) - write( outfile, "\n" ) + open( filepath, "w" ) do io + write( io, JSON.json( data ) ) + write( io, "\n" ) end end -t = vcat( rand( 100 ) .* 5.0, -rand( 100 ) .* 5.0 ) -sigma = rand( 200 ) .* 5.0 .+ 0.1 - +# Generate fixtures... +t = rand( 1000 ) .* 5.0 +sigma = rand( 1000 ) .* 5.0 .+ 0.1 gen( t, sigma, "data.json" ) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js index 8732efb560cb..1b162db672fe 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js @@ -78,7 +78,7 @@ tape( 'if provided a nonpositive `sigma`, the function returns `NaN`', opts, fun t.end(); }); -tape( 'the created function evaluates the MGF for Half-normal distribution', function test( t ) { +tape( 'the created function evaluates the MGF for Half-normal distribution', opts, function test( t ) { var expected; var delta; var sigma; From 0786365f5794bd7c4da77f1cc2ef7c7dae90c6cb Mon Sep 17 00:00:00 2001 From: Shubham Date: Fri, 16 Jan 2026 18:18:44 +0530 Subject: [PATCH 09/16] fix: add requested changes --- type: pre_commit_static_analysis_report description: Results of running static analysis checks when committing changes. report: - task: lint_filenames status: passed - task: lint_editorconfig status: passed - task: lint_markdown status: passed - task: lint_package_json status: na - task: lint_repl_help status: na - task: lint_javascript_src status: passed - task: lint_javascript_cli status: na - task: lint_javascript_examples status: passed - task: lint_javascript_tests status: na - task: lint_javascript_benchmarks status: passed - task: lint_python status: na - task: lint_r status: na - task: lint_c_src status: missing_dependencies - task: lint_c_examples status: na - task: lint_c_benchmarks status: na - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: passed - task: lint_license_headers status: passed --- --- .../stats/base/dists/halfnormal/mgf/README.md | 9 ++++---- .../halfnormal/mgf/benchmark/benchmark.js | 16 ++++++-------- .../mgf/benchmark/benchmark.native.js | 9 ++------ .../halfnormal/mgf/docs/types/index.d.ts | 6 +++--- .../dists/halfnormal/mgf/examples/index.js | 3 +-- .../base/dists/halfnormal/mgf/lib/factory.js | 21 ++++++++++--------- .../base/dists/halfnormal/mgf/lib/main.js | 10 ++------- .../base/dists/halfnormal/mgf/manifest.json | 12 +++++------ .../base/dists/halfnormal/mgf/src/main.c | 4 ++-- 9 files changed, 38 insertions(+), 52 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/README.md b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/README.md index 7ed531dfae3f..8ff46bdeb239 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/README.md +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/README.md @@ -58,7 +58,7 @@ Evaluates the [moment-generating function][mgf] (MGF) for a [half-normal][half-n ```javascript var y = mgf( 2.0, 1.0 ); -// returns ~14.44190819541496 +// returns ~14.442 y = mgf( 0.0, 1.0 ); // returns 1.0 @@ -89,13 +89,13 @@ y = mgf( 2.0, -1.0 ); #### mgf.factory( sigma ) -Returns a function for evaluating the [moment-generating function][mgf] (MGF) of a [half-normal][half-normal-distribution] distribution with parameter `sigma`. +Returns a function for evaluating the [moment-generating function][mgf] (MGF) of a [half-normal][half-normal-distribution] distribution with scale parameter `sigma`. ```javascript var mymgf = mgf.factory( 2.0 ); var y = mymgf( 1.0 ); -// returns ~14.44190819541496 +// returns ~14.442 y = mymgf( 0.5 ); // returns ~2.774 @@ -171,7 +171,8 @@ Evaluates the [moment-generating function][mgf] (MGF) for a [half-normal][half-n ```c double y = stdlib_base_dists_halfnormal_mgf( 2.0, 1.0 ); -// returns ~14.441 +// returns ~14.442 +``` The function accepts the following arguments: diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.js index 8fca3dd4825c..84ab71e938ce 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.js @@ -21,10 +21,10 @@ // MODULES // var bench = require( '@stdlib/bench' ); -var uniform = require( '@stdlib/random/base/uniform' ); -var Float64Array = require( '@stdlib/array/float64' ); +var uniform = require( '@stdlib/random/array/uniform' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); var EPS = require( '@stdlib/constants/float64/eps' ); +var format = require( '@stdlib/string/format' ); var pkg = require( './../package.json' ).name; var mgf = require( './../lib' ); @@ -39,16 +39,12 @@ bench( pkg, function benchmark( b ) { var i; len = 100; - t = new Float64Array( len ); - sigma = new Float64Array( len ); - for ( i = 0; i < len; i++ ) { - t[ i ] = uniform( 0.0, 1.0 ); - sigma[ i ] = uniform( EPS, 20.0 ); - } + t = uniform( len, 0.0, 1.0); + sigma = uniform( len, EPS, 20.0); b.tic(); for ( i = 0; i < b.iterations; i++ ) { - y = mgf( t[ i%len ], sigma[ i%len ] ); + y = mgf( t[ i % len ], sigma[ i % len ] ); if ( isnan( y ) ) { b.fail( 'should not return NaN' ); } @@ -61,7 +57,7 @@ bench( pkg, function benchmark( b ) { b.end(); }); -bench( pkg+':factory', function benchmark( b ) { +bench( format( '%s::factory', pkg ), function benchmark( b ) { var mymgf; var sigma; var t; diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js index d86e1e523958..efaa58f87ecd 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js @@ -22,7 +22,6 @@ var resolve = require( 'path' ).resolve; var bench = require( '@stdlib/bench' ); -var Float64Array = require( '@stdlib/array/float64' ); var uniform = require( '@stdlib/random/base/uniform' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); var tryRequire = require( '@stdlib/utils/try-require' ); @@ -49,12 +48,8 @@ bench( format( '%s::native', pkg ), opts, function benchmark( b ) { var i; len = 100; - t = new Float64Array( len ); - sigma = new Float64Array( len ); - for ( i = 0; i < len; i++ ) { - t[ i ] = uniform( 0.0, 1.0 ); - sigma[ i ] = uniform( EPS, 20.0 ); - } + t = uniform( len, 0.0, 1.0 ); + sigma = uniform( len, EPS, 20.0 ); b.tic(); for ( i = 0; i < b.iterations; i++ ) { diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts index 1c80ae583bc7..f31e6521600d 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts @@ -92,17 +92,17 @@ interface MGF { * * @example * var y = mgf( 1.0, 1.0 ); -* // returns ~2.7742859576700094 +* // returns ~2.774 * y = mgf( 0.0, 1.0 ); * // returns 1.0 * * var mymgf = mgf.factory( 1.0 ); * * y = mymgf( 1.0 ); -* // returns ~2.7742859576700094 +* // returns ~2.774 * * y = mymgf( 0.5 ); -* // returns ~1.5670592366928566 +* // returns ~1.567 */ declare var mgf: MGF; diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/index.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/index.js index f63ea4f16108..1643b264f8b1 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/index.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/index.js @@ -27,6 +27,5 @@ var opts = { }; var sigma = uniform( 10, 0.1, 20.0, opts ); -var t = uniform( 10, 0.0, 10.0, opts ); -logEachMap( 't: %lf, σ: %lf, M_X(t;σ): %lf', t, sigma, mgf ); +logEachMap( 't: %lf, σ: %lf, M_X(t;σ): %lf', sigma, mgf ); diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js index cdacd1b7a236..dd48295b3107 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js @@ -21,16 +21,10 @@ // MODULES // var constantFunction = require( '@stdlib/utils/constant-function' ); +var SQRT2 = require( '@stdlib/constants/float64/sqrt-two' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); -var sqrt = require( '@stdlib/math/base/special/sqrt' ); var exp = require( '@stdlib/math/base/special/exp' ); -var pow = require( '@stdlib/math/base/special/pow' ); -var erf = require( '@stdlib/math/base/special/erf' ); - - -// VARIABLES // - -var INV_SQRT_TWO = 1.0 / sqrt( 2.0 ); // 1/sqrt(2) +var erfc = require( '@stdlib/math/base/special/erfc' ); // MAIN // @@ -52,12 +46,16 @@ var INV_SQRT_TWO = 1.0 / sqrt( 2.0 ); // 1/sqrt(2) * // returns ~1.567 */ function factory( sigma ) { + var A; + var B; if ( isnan( sigma ) || sigma <= 0.0 ) { return constantFunction( NaN ); } + A = -sigma / SQRT2; + B = 0.5 * sigma * sigma; return mgf; /** @@ -68,11 +66,14 @@ function factory( sigma ) { * @returns {number} evaluated MGF */ function mgf( t ) { + var v; + var w; if ( isnan( t ) ) { return NaN; } - return exp( 0.5 * pow( sigma * t, 2.0 ) ) * - ( 1.0 + erf( sigma * t * INV_SQRT_TWO ) ); + v = A * t; + w = t* t; + return exp( B * w ) * erfc( v ); } } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js index 5f1f977fd3d5..0ca56374e17a 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js @@ -21,17 +21,12 @@ // MODULES // var isnan = require( '@stdlib/math/base/assert/is-nan' ); -var sqrt = require( '@stdlib/math/base/special/sqrt' ); +var SQRT2 = require( '@stdlib/constants/float64/sqrt-two' ); var exp = require( '@stdlib/math/base/special/exp' ); var pow = require( '@stdlib/math/base/special/pow' ); var erfc = require( '@stdlib/math/base/special/erfc' ); -// VARIABLES // - -var INV_SQRT_TWO = 1.0 / sqrt( 2.0 ); // 1/sqrt(2) - - // MAIN // /** @@ -70,8 +65,7 @@ function mgf( t, sigma ) { ) { return NaN; } - return exp( 0.5 * pow( sigma * t, 2.0 ) ) * - ( erfc( -sigma * t * INV_SQRT_TWO ) ); + return exp( 0.5 * pow( sigma * t, 2.0 ) ) * ( erfc( -( sigma * t ) / SQRT2 ) ); } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json index 51cd84869744..00adea19f67c 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json @@ -40,10 +40,10 @@ "dependencies": [ "@stdlib/math/base/napi/binary", "@stdlib/math/base/assert/is-nan", - "@stdlib/math/base/special/sqrt", "@stdlib/math/base/special/pow", "@stdlib/math/base/special/erfc", - "@stdlib/math/base/special/exp" + "@stdlib/math/base/special/exp", + "@stdlib/constants/float64/sqrt-two" ] }, { @@ -59,11 +59,11 @@ "libpath": [], "dependencies": [ "@stdlib/math/base/assert/is-nan", - "@stdlib/math/base/special/sqrt", "@stdlib/math/base/special/pow", "@stdlib/math/base/special/exp", "@stdlib/math/base/special/erfc", - "@stdlib/constants/float64/eps" + "@stdlib/constants/float64/eps", + "@stdlib/constants/float64/sqrt-two" ] }, { @@ -79,11 +79,11 @@ "libpath": [], "dependencies": [ "@stdlib/math/base/assert/is-nan", - "@stdlib/math/base/special/sqrt", "@stdlib/math/base/special/pow", "@stdlib/math/base/special/exp", "@stdlib/math/base/special/erfc", - "@stdlib/constants/float64/eps" + "@stdlib/constants/float64/eps", + "@stdlib/constants/float64/sqrt-two" ] } ] diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c index 0af405301755..7fb4c792f899 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c @@ -18,7 +18,7 @@ #include "stdlib/stats/base/dists/halfnormal/mgf.h" #include "stdlib/math/base/assert/is_nan.h" -#include "stdlib/math/base/special/sqrt.h" +#include "stdlib/constants/float64/sqrt_two.h" #include "stdlib/math/base/special/pow.h" #include "stdlib/math/base/special/exp.h" #include "stdlib/math/base/special/erfc.h" @@ -47,5 +47,5 @@ double stdlib_base_dists_halfnormal_mgf( const double t, const double sigma ) { } return stdlib_base_exp( 0.5 * stdlib_base_pow( sigma*t, 2.0 ) ) * - ( stdlib_base_erfc( -sigma * t * inv_sqrt_two ) ); + ( stdlib_base_erfc ( ( -sigma * t ) / STDLIB_CONSTANT_FLOAT64_SQRT2 ) ); } From 5e6f0b0f43ebe4f8dfd5a51349cc9091a771fb86 Mon Sep 17 00:00:00 2001 From: Shubham Date: Fri, 16 Jan 2026 18:27:28 +0530 Subject: [PATCH 10/16] fix: index.js --- type: pre_commit_static_analysis_report description: Results of running static analysis checks when committing changes. report: - task: lint_filenames status: passed - task: lint_editorconfig status: passed - task: lint_markdown status: na - task: lint_package_json status: na - task: lint_repl_help status: na - task: lint_javascript_src status: na - task: lint_javascript_cli status: na - task: lint_javascript_examples status: passed - task: lint_javascript_tests status: na - task: lint_javascript_benchmarks status: na - task: lint_python status: na - task: lint_r status: na - task: lint_c_src status: na - task: lint_c_examples status: na - task: lint_c_benchmarks status: na - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: na - task: lint_license_headers status: passed --- --- .../@stdlib/stats/base/dists/halfnormal/mgf/examples/index.js | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/index.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/index.js index 1643b264f8b1..04ae5c2a92ae 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/index.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/examples/index.js @@ -25,7 +25,7 @@ var mgf = require( './../lib' ); var opts = { 'dtype': 'float64' }; - var sigma = uniform( 10, 0.1, 20.0, opts ); +var t = uniform( 10, 0.0, 10.0, opts ); -logEachMap( 't: %lf, σ: %lf, M_X(t;σ): %lf', sigma, mgf ); +logEachMap( 't: %lf, σ: %lf, M_X(t;σ): %lf', t, sigma, mgf ); From 6e03c1eb5007b41136866ba631d6588348497c0d Mon Sep 17 00:00:00 2001 From: Shubham Date: Fri, 16 Jan 2026 18:38:48 +0530 Subject: [PATCH 11/16] fix: import in benchmark --- type: pre_commit_static_analysis_report description: Results of running static analysis checks when committing changes. report: - task: lint_filenames status: passed - task: lint_editorconfig status: passed - task: lint_markdown status: na - task: lint_package_json status: na - task: lint_repl_help status: na - task: lint_javascript_src status: na - task: lint_javascript_cli status: na - task: lint_javascript_examples status: na - task: lint_javascript_tests status: na - task: lint_javascript_benchmarks status: passed - task: lint_python status: na - task: lint_r status: na - task: lint_c_src status: na - task: lint_c_examples status: na - task: lint_c_benchmarks status: na - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: na - task: lint_license_headers status: passed --- --- .../base/dists/halfnormal/mgf/benchmark/benchmark.native.js | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js index efaa58f87ecd..6dbdf291e367 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js @@ -22,7 +22,7 @@ var resolve = require( 'path' ).resolve; var bench = require( '@stdlib/bench' ); -var uniform = require( '@stdlib/random/base/uniform' ); +var uniform = require( '@stdlib/random/array/uniform' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); var tryRequire = require( '@stdlib/utils/try-require' ); var EPS = require( '@stdlib/constants/float64/eps' ); @@ -50,7 +50,6 @@ bench( format( '%s::native', pkg ), opts, function benchmark( b ) { len = 100; t = uniform( len, 0.0, 1.0 ); sigma = uniform( len, EPS, 20.0 ); - b.tic(); for ( i = 0; i < b.iterations; i++ ) { y = mgf( t[ i%len ], sigma[ i%len ] ); From 81ed92eb1983821fc8682679fdce91bc83f9228f Mon Sep 17 00:00:00 2001 From: Shubham Date: Fri, 16 Jan 2026 18:43:29 +0530 Subject: [PATCH 12/16] fix: remove unused varialbe in main.c --- type: pre_commit_static_analysis_report description: Results of running static analysis checks when committing changes. report: - task: lint_filenames status: passed - task: lint_editorconfig status: passed - task: lint_markdown status: na - task: lint_package_json status: na - task: lint_repl_help status: na - task: lint_javascript_src status: na - task: lint_javascript_cli status: na - task: lint_javascript_examples status: na - task: lint_javascript_tests status: na - task: lint_javascript_benchmarks status: na - task: lint_python status: na - task: lint_r status: na - task: lint_c_src status: missing_dependencies - task: lint_c_examples status: na - task: lint_c_benchmarks status: na - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: na - task: lint_license_headers status: passed --- --- .../@stdlib/stats/base/dists/halfnormal/mgf/src/main.c | 1 - 1 file changed, 1 deletion(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c index 7fb4c792f899..6f076bcaf793 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c @@ -36,7 +36,6 @@ * // returns ~2.774 */ double stdlib_base_dists_halfnormal_mgf( const double t, const double sigma ) { - double inv_sqrt_two = 1.0 / stdlib_base_sqrt( 2.0 );; if ( stdlib_base_is_nan( t ) || From 311ed39404a6aaf1716afc78c563d129525640ca Mon Sep 17 00:00:00 2001 From: Shubham Date: Fri, 16 Jan 2026 20:54:44 +0530 Subject: [PATCH 13/16] fix: add requested suggestions --- type: pre_commit_static_analysis_report description: Results of running static analysis checks when committing changes. report: - task: lint_filenames status: passed - task: lint_editorconfig status: passed - task: lint_markdown status: na - task: lint_package_json status: na - task: lint_repl_help status: na - task: lint_javascript_src status: passed - task: lint_javascript_cli status: na - task: lint_javascript_examples status: na - task: lint_javascript_tests status: passed - task: lint_javascript_benchmarks status: passed - task: lint_python status: na - task: lint_r status: na - task: lint_c_src status: missing_dependencies - task: lint_c_examples status: na - task: lint_c_benchmarks status: na - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: passed - task: lint_license_headers status: passed --- --- .../halfnormal/mgf/benchmark/benchmark.native.js | 1 + .../dists/halfnormal/mgf/docs/types/index.d.ts | 11 ++++++----- .../stats/base/dists/halfnormal/mgf/lib/factory.js | 7 +++---- .../stats/base/dists/halfnormal/mgf/lib/index.js | 2 +- .../stats/base/dists/halfnormal/mgf/lib/main.js | 14 ++++++++++---- .../stats/base/dists/halfnormal/mgf/manifest.json | 3 --- .../stats/base/dists/halfnormal/mgf/src/main.c | 13 +++++++++---- .../halfnormal/mgf/test/fixtures/julia/runner.jl | 4 ++-- .../base/dists/halfnormal/mgf/test/test.factory.js | 8 +------- .../base/dists/halfnormal/mgf/test/test.mgf.js | 8 +------- .../base/dists/halfnormal/mgf/test/test.native.js | 8 +------- 11 files changed, 35 insertions(+), 44 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js index 6dbdf291e367..fb4df50aa455 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/benchmark/benchmark.native.js @@ -50,6 +50,7 @@ bench( format( '%s::native', pkg ), opts, function benchmark( b ) { len = 100; t = uniform( len, 0.0, 1.0 ); sigma = uniform( len, EPS, 20.0 ); + b.tic(); for ( i = 0; i < b.iterations; i++ ) { y = mgf( t[ i%len ], sigma[ i%len ] ); diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts index f31e6521600d..55e4deb55cb5 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts @@ -31,8 +31,8 @@ type Unary = ( t: number ) => number; */ interface MGF { /** - * Evaluates the moment-generating function (MGF) for a half-normal - * distribution with scale parameter `sigma` at a value `t`. + * Evaluates the moment-generating function (MGF) for a half-normal distribution with scale + * parameter `sigma` at a value `t`. * * ## Notes * @@ -65,8 +65,8 @@ interface MGF { ( t: number, sigma: number ): number; /** - * Returns a function for evaluating the moment-generating function (MGF) - * of a half-normal distribution with scale parameter `sigma`. + * Evaluates the moment-generating function (MGF) for a half-normal distribution with scale + * parameter `sigma` at a value `t`. * * @param sigma - scale parameter * @returns MGF @@ -84,7 +84,8 @@ interface MGF { } /** -* Half-normal distribution moment-generating function (MGF). +* Evaluates the moment-generating function (MGF) for a half-normal distribution with scale +* parameter `sigma` at a value `t`. * * @param t - input value * @param sigma - scale parameter diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js index dd48295b3107..8556d63cae34 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js @@ -30,8 +30,7 @@ var erfc = require( '@stdlib/math/base/special/erfc' ); // MAIN // /** -* Returns a function for evaluating the moment-generating function (MGF). -* of a half-normal distribution with scale parameter `sigma`. +* Evaluates the moment-generating function (MGF) for a half-normal distribution with scale parameter `sigma` at a value `t`. * * @param {PositiveNumber} sigma - scale parameter * @returns {Function} MGF @@ -59,7 +58,7 @@ function factory( sigma ) { return mgf; /** - * Evaluates the moment-generating function (MGF) for a half-normal distribution. + * Evaluates the moment-generating function (MGF) for a half-normal distribution with scale parameter `sigma` at a value `t`. * * @private * @param {number} t - input value @@ -72,7 +71,7 @@ function factory( sigma ) { return NaN; } v = A * t; - w = t* t; + w = t * t; return exp( B * w ) * erfc( v ); } } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/index.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/index.js index a7c49d42169c..90dbbc1007f2 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/index.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/index.js @@ -19,7 +19,7 @@ 'use strict'; /** -* Evaluate the moment-generating function (MGF) for a half-normal distribution. +* Evaluate the moment-generating function (MGF) for a half-normal distribution with scale parameter `sigma` at a value `t`. * * @module @stdlib/stats/base/dists/halfnormal/mgf * diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js index 0ca56374e17a..8712727e0c82 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js @@ -23,15 +23,13 @@ var isnan = require( '@stdlib/math/base/assert/is-nan' ); var SQRT2 = require( '@stdlib/constants/float64/sqrt-two' ); var exp = require( '@stdlib/math/base/special/exp' ); -var pow = require( '@stdlib/math/base/special/pow' ); var erfc = require( '@stdlib/math/base/special/erfc' ); // MAIN // /** -* Evaluates the moment-generating function (MGF) for a half-normal. -* distribution with scale parameter `sigma` at value `t`. +* Evaluates the moment-generating function (MGF) for a half-normal distribution with scale parameter `sigma` at a value `t`. * * @param {number} t - input value * @param {PositiveNumber} sigma - scale parameter @@ -58,6 +56,10 @@ var erfc = require( '@stdlib/math/base/special/erfc' ); * // returns NaN */ function mgf( t, sigma ) { + var A; + var B; + var v; + var w; if ( isnan( t ) || isnan( sigma ) || @@ -65,7 +67,11 @@ function mgf( t, sigma ) { ) { return NaN; } - return exp( 0.5 * pow( sigma * t, 2.0 ) ) * ( erfc( -( sigma * t ) / SQRT2 ) ); + A = -sigma / SQRT2; + B = 0.5 * sigma * sigma; + v = A * t; + w = t * t; + return exp( B * w ) * erfc( v ); } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json index 00adea19f67c..77e815f089e7 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/manifest.json @@ -40,7 +40,6 @@ "dependencies": [ "@stdlib/math/base/napi/binary", "@stdlib/math/base/assert/is-nan", - "@stdlib/math/base/special/pow", "@stdlib/math/base/special/erfc", "@stdlib/math/base/special/exp", "@stdlib/constants/float64/sqrt-two" @@ -59,7 +58,6 @@ "libpath": [], "dependencies": [ "@stdlib/math/base/assert/is-nan", - "@stdlib/math/base/special/pow", "@stdlib/math/base/special/exp", "@stdlib/math/base/special/erfc", "@stdlib/constants/float64/eps", @@ -79,7 +77,6 @@ "libpath": [], "dependencies": [ "@stdlib/math/base/assert/is-nan", - "@stdlib/math/base/special/pow", "@stdlib/math/base/special/exp", "@stdlib/math/base/special/erfc", "@stdlib/constants/float64/eps", diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c index 6f076bcaf793..a1566869c3fa 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c @@ -19,7 +19,6 @@ #include "stdlib/stats/base/dists/halfnormal/mgf.h" #include "stdlib/math/base/assert/is_nan.h" #include "stdlib/constants/float64/sqrt_two.h" -#include "stdlib/math/base/special/pow.h" #include "stdlib/math/base/special/exp.h" #include "stdlib/math/base/special/erfc.h" @@ -36,7 +35,10 @@ * // returns ~2.774 */ double stdlib_base_dists_halfnormal_mgf( const double t, const double sigma ) { - + double A; + double B; + double v; + double W; if ( stdlib_base_is_nan( t ) || stdlib_base_is_nan( sigma ) || @@ -44,7 +46,10 @@ double stdlib_base_dists_halfnormal_mgf( const double t, const double sigma ) { ) { return 0.0/0.0; // NaN } + A = -sigma / STDLIB_CONSTANT_FLOAT64_SQRT2; + B = 0.5 * sigma * sigma; + v = A * t; + W = t * t; - return stdlib_base_exp( 0.5 * stdlib_base_pow( sigma*t, 2.0 ) ) * - ( stdlib_base_erfc ( ( -sigma * t ) / STDLIB_CONSTANT_FLOAT64_SQRT2 ) ); + return stdlib_base_exp( B * W ) * ( stdlib_base_erfc ( V ) ); } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl index 9b68b343a3de..655eb548afe3 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl @@ -16,8 +16,8 @@ # See the License for the specific language governing permissions and # limitations under the License. -import JSON import Distributions: mgf, HalfNormal +import JSON """ gen( t, sigma, name ) @@ -27,7 +27,7 @@ Generate half-normal MGF fixture data and write to file. # Arguments * `t`: input values -* `sigma`: scale parameters +* `sigma`: scale parameter * `name::AbstractString`: output filename # Examples diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js index 5a850f2b2891..14c4d20dd7db 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js @@ -23,9 +23,7 @@ var tape = require( 'tape' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); var isAlmostSameValue = require( '@stdlib/assert/is-almost-same-value' ); -var abs = require( '@stdlib/math/base/special/abs' ); var NINF = require( '@stdlib/constants/float64/ninf' ); -var EPS = require( '@stdlib/constants/float64/eps' ); var factory = require( './../lib/factory.js' ); @@ -88,10 +86,8 @@ tape( 'if provided a nonpositive `sigma`, the created function always returns `N tape( 'the created function evaluates the MGF for Half-normal distribution', function test( t ) { var expected; - var delta; var sigma; var mgf; - var tol; var x; var y; var i; @@ -108,9 +104,7 @@ tape( 'the created function evaluates the MGF for Half-normal distribution', fun if ( y === expected[i] ) { t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); } else { - delta = abs( y - expected[i] ); - tol = 700.0 * EPS * abs( expected[i] ); - t.ok( isAlmostSameValue( y, expected[i], 1500 ), 'within tolerance. x: '+x[ i ]+'. sigma: '+sigma[ i ]+'. y: '+y+'. E: '+expected[ i ]+'. Δ: '+delta+'. tol: '+tol+'.' ); + t.ok( isAlmostSameValue( y, expected[i], 1500 ), 'within tolerance. x: '+x[ i ]+'. y: '+y+'. E: '+expected[ i ]+'.' ); } } } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js index b327d265890e..f0753241490a 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js @@ -23,9 +23,7 @@ var tape = require( 'tape' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); var isAlmostSameValue = require( '@stdlib/assert/is-almost-same-value' ); -var abs = require( '@stdlib/math/base/special/abs' ); var NINF = require( '@stdlib/constants/float64/ninf' ); -var EPS = require( '@stdlib/constants/float64/eps' ); var mgf = require( './../lib' ); @@ -74,9 +72,7 @@ tape( 'if provided a nonpositive `sigma`, the function returns `NaN`', function tape( 'the created function evaluates the MGF for Half-normal distribution', function test( t ) { var expected; - var delta; var sigma; - var tol; var x; var y; var i; @@ -92,9 +88,7 @@ tape( 'the created function evaluates the MGF for Half-normal distribution', fun if ( y === expected[i] ) { t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); } else { - delta = abs( y - expected[i] ); - tol = 700.0 * EPS * abs( expected[i] ); - t.ok( isAlmostSameValue( y, expected[i], 1500 ), 'within tolerance. x: '+x[ i ]+'. sigma: '+sigma[ i ]+'. y: '+y+'. E: '+expected[ i ]+'. Δ: '+delta+'. tol: '+tol+'.' ); + t.ok( isAlmostSameValue( y, expected[i], 1500 ), 'within tolerance. x: '+x[ i ]+'. y: '+y+'. E: '+expected[ i ]+'.' ); } } } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js index 1b162db672fe..7a70cb98d140 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js @@ -25,9 +25,7 @@ var tape = require( 'tape' ); var tryRequire = require( '@stdlib/utils/try-require' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); var isAlmostSameValue = require( '@stdlib/assert/is-almost-same-value' ); -var abs = require( '@stdlib/math/base/special/abs' ); var NINF = require( '@stdlib/constants/float64/ninf' ); -var EPS = require( '@stdlib/constants/float64/eps' ); // FIXTURES // @@ -80,9 +78,7 @@ tape( 'if provided a nonpositive `sigma`, the function returns `NaN`', opts, fun tape( 'the created function evaluates the MGF for Half-normal distribution', opts, function test( t ) { var expected; - var delta; var sigma; - var tol; var x; var y; var i; @@ -98,9 +94,7 @@ tape( 'the created function evaluates the MGF for Half-normal distribution', opt if ( y === expected[i] ) { t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); } else { - delta = abs( y - expected[i] ); - tol = 700.0 * EPS * abs( expected[i] ); - t.ok( isAlmostSameValue( y, expected[i], 1500 ), 'within tolerance. x: '+x[ i ]+'. sigma: '+sigma[ i ]+'. y: '+y+'. E: '+expected[ i ]+'. Δ: '+delta+'. tol: '+tol+'.' ); + t.ok( isAlmostSameValue( y, expected[i], 1500 ), 'within tolerance. x: '+x[ i ]+'. y: '+y+'. E: '+expected[ i ]+'.' ); } } } From 5da96c53bd3b1222c584c2dbe868c5cc3a7acaab Mon Sep 17 00:00:00 2001 From: Shubham Date: Sat, 17 Jan 2026 00:43:45 +0530 Subject: [PATCH 14/16] fix: typo in variable decleration --- type: pre_commit_static_analysis_report description: Results of running static analysis checks when committing changes. report: - task: lint_filenames status: passed - task: lint_editorconfig status: passed - task: lint_markdown status: na - task: lint_package_json status: na - task: lint_repl_help status: na - task: lint_javascript_src status: na - task: lint_javascript_cli status: na - task: lint_javascript_examples status: na - task: lint_javascript_tests status: na - task: lint_javascript_benchmarks status: na - task: lint_python status: na - task: lint_r status: na - task: lint_c_src status: missing_dependencies - task: lint_c_examples status: na - task: lint_c_benchmarks status: na - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: na - task: lint_license_headers status: passed --- --- .../@stdlib/stats/base/dists/halfnormal/mgf/src/main.c | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c index a1566869c3fa..1fa98671863a 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c @@ -37,7 +37,7 @@ double stdlib_base_dists_halfnormal_mgf( const double t, const double sigma ) { double A; double B; - double v; + double V; double W; if ( stdlib_base_is_nan( t ) || @@ -48,7 +48,7 @@ double stdlib_base_dists_halfnormal_mgf( const double t, const double sigma ) { } A = -sigma / STDLIB_CONSTANT_FLOAT64_SQRT2; B = 0.5 * sigma * sigma; - v = A * t; + V = A * t; W = t * t; return stdlib_base_exp( B * W ) * ( stdlib_base_erfc ( V ) ); From 8e4b47a5be86e94dee676bfc43755271b90f65f3 Mon Sep 17 00:00:00 2001 From: Shubham Date: Sat, 24 Jan 2026 01:28:28 +0530 Subject: [PATCH 15/16] fix: add suggestions --- type: pre_commit_static_analysis_report description: Results of running static analysis checks when committing changes. report: - task: lint_filenames status: passed - task: lint_editorconfig status: passed - task: lint_markdown status: na - task: lint_package_json status: na - task: lint_repl_help status: na - task: lint_javascript_src status: passed - task: lint_javascript_cli status: na - task: lint_javascript_examples status: na - task: lint_javascript_tests status: passed - task: lint_javascript_benchmarks status: na - task: lint_python status: missing_dependencies - task: lint_r status: na - task: lint_c_src status: missing_dependencies - task: lint_c_examples status: na - task: lint_c_benchmarks status: na - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: passed - task: lint_license_headers status: passed --- --- .../halfnormal/mgf/docs/types/index.d.ts | 3 +- .../stdlib/stats/base/dists/halfnormal/mgf.h | 3 +- .../base/dists/halfnormal/mgf/lib/factory.js | 10 +-- .../base/dists/halfnormal/mgf/lib/main.js | 10 +-- .../base/dists/halfnormal/mgf/lib/native.js | 3 +- .../base/dists/halfnormal/mgf/src/main.c | 3 +- .../mgf/test/fixtures/julia/REQUIRE | 3 - .../mgf/test/fixtures/julia/data.json | 1 - .../mgf/test/fixtures/julia/runner.jl | 69 --------------- .../mgf/test/fixtures/python/data.json | 1 + .../mgf/test/fixtures/python/runner.py | 88 +++++++++++++++++++ .../dists/halfnormal/mgf/test/test.factory.js | 12 ++- .../dists/halfnormal/mgf/test/test.mgf.js | 12 ++- .../dists/halfnormal/mgf/test/test.native.js | 12 ++- 14 files changed, 118 insertions(+), 112 deletions(-) delete mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/REQUIRE delete mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/data.json delete mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/python/data.json create mode 100644 lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/python/runner.py diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts index 55e4deb55cb5..e0c50882df5f 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/docs/types/index.d.ts @@ -84,8 +84,7 @@ interface MGF { } /** -* Evaluates the moment-generating function (MGF) for a half-normal distribution with scale -* parameter `sigma` at a value `t`. +* Evaluates the moment-generating function (MGF) for a half-normal distribution with scale parameter `sigma` at a value `t`. * * @param t - input value * @param sigma - scale parameter diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/include/stdlib/stats/base/dists/halfnormal/mgf.h b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/include/stdlib/stats/base/dists/halfnormal/mgf.h index 155c5b1fbd1f..797c8feb1cbb 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/include/stdlib/stats/base/dists/halfnormal/mgf.h +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/include/stdlib/stats/base/dists/halfnormal/mgf.h @@ -28,8 +28,7 @@ extern "C" { #endif /** -* Evaluates the moment-generating function (MGF) for a half-normal distribution -* with scale parameter `sigma`. +* Evaluates the moment-generating function (MGF) for a half-normal distribution with scale parameter `sigma`. */ double stdlib_base_dists_halfnormal_mgf( const double t, const double sigma ); diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js index 8556d63cae34..c9aba5e8eb00 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/factory.js @@ -65,14 +65,14 @@ function factory( sigma ) { * @returns {number} evaluated MGF */ function mgf( t ) { - var v; - var w; + var V; + var W; if ( isnan( t ) ) { return NaN; } - v = A * t; - w = t * t; - return exp( B * w ) * erfc( v ); + V = A * t; + W = t * t; + return exp( B * W ) * erfc( V ); } } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js index 8712727e0c82..14bbb38884be 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/main.js @@ -58,8 +58,8 @@ var erfc = require( '@stdlib/math/base/special/erfc' ); function mgf( t, sigma ) { var A; var B; - var v; - var w; + var V; + var W; if ( isnan( t ) || isnan( sigma ) || @@ -69,9 +69,9 @@ function mgf( t, sigma ) { } A = -sigma / SQRT2; B = 0.5 * sigma * sigma; - v = A * t; - w = t * t; - return exp( B * w ) * erfc( v ); + V = A * t; + W = t * t; + return exp( B * W ) * erfc( V ); } diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/native.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/native.js index a4d9cd795ab9..c8c6b4fedc1c 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/lib/native.js @@ -26,8 +26,7 @@ var addon = require( './../src/addon.node' ); // MAIN // /** -* Evaluates the moment-generating function (MGF) for a half-normal. -* distribution with scale parameter `sigma` at value `t`. +* Evaluates the moment-generating function (MGF) for a half-normal distribution with scale parameter `sigma` at value `t`. * * @private * @param {number} t - input value diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c index 1fa98671863a..cd2985627996 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/src/main.c @@ -23,8 +23,7 @@ #include "stdlib/math/base/special/erfc.h" /** -* Evaluates the moment-generating function (MGF) for a half-normal -* distribution with scale parameter `sigma` at a value `t`. +* Evaluates the moment-generating function (MGF) for a half-normal distribution with scale parameter `sigma` at a value `t`. * * @param t input value * @param sigma scale parameter diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/REQUIRE b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/REQUIRE deleted file mode 100644 index 98be20b58ed3..000000000000 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/REQUIRE +++ /dev/null @@ -1,3 +0,0 @@ -Distributions 0.23.8 -julia 1.5 -JSON 0.21 diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/data.json b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/data.json deleted file mode 100644 index 8de6bd72c78d..000000000000 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/data.json +++ /dev/null @@ -1 +0,0 @@ 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diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl deleted file mode 100644 index 655eb548afe3..000000000000 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/julia/runner.jl +++ /dev/null @@ -1,69 +0,0 @@ -#!/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 Distributions: mgf, HalfNormal -import JSON - -""" - gen( t, sigma, name ) - -Generate half-normal MGF fixture data and write to file. - -# Arguments - -* `t`: input values -* `sigma`: scale parameter -* `name::AbstractString`: output filename - -# Examples - -``` julia -julia> sigma = rand( 1000 ); -julia> gen( sigma, \"data.json\" ); -``` -""" -# Get the filename: -file = @__FILE__ - -# Extract the directory in which this file resides: -dir = dirname(file) - -function gen( t, sigma, name ) - z = Array{Float64}( undef, length(t) ) - - for i in eachindex(t) - z[i] = mgf( HalfNormal( sigma[i] ) , t[i] ) - end - - data = Dict([ - ("t", t), - ("sigma", sigma), - ("expected", z) - ]) - - filepath = joinpath( dir, name ) - open( filepath, "w" ) do io - write( io, JSON.json( data ) ) - write( io, "\n" ) - end -end - -# Generate fixtures... -t = rand( 1000 ) .* 5.0 -sigma = rand( 1000 ) .* 5.0 .+ 0.1 -gen( t, sigma, "data.json" ) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/python/data.json b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/python/data.json new file mode 100644 index 000000000000..1118b1af8bdb --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/python/data.json @@ -0,0 +1 @@ +{"t": [2.128423939520943, 2.4305432062907757, 4.396437226476687, 2.8387655518794936, 4.893577078060247, 0.6846008239311518, 3.110278503942667, 2.0103173521645963, 2.4431031678091513, 0.7848752474316972, 3.4336380706165337, 3.8185228932318123, 0.0640575790578718, 3.5000143087626907, 2.2991481256316093, 4.541606153778162, 3.6791558818027195, 1.6977765949552621, 4.849757880346506, 0.7326401708469205, 3.337008312499998, 0.036953105010021914, 3.4192192540675976, 4.576995295755929, 1.1310401872135367, 1.105710953067021, 4.505034001811665, 0.04585329448233866, 1.7692082457668434, 2.9927623272799, 3.2886567490015524, 2.1285053372794898, 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000000000000..22ff56be77a2 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/python/runner.py @@ -0,0 +1,88 @@ +#!/usr/bin/env python +# +# @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. + +"""Generate half-normal MGF fixtures.""" + +import os +import json +import numpy as np +from scipy.special import erf + +# Get the file path: +FILE = os.path.realpath(__file__) + +# Extract the directory in which this file resides: +DIR = os.path.dirname(FILE) + + +def halfnormal_mgf(t, sigma): + """ + Moment generating function of HalfNormal(sigma). + M(t) = exp((sigma^2 * t^2)/2) * (1 + erf(sigma * t / sqrt(2))) + """ + return np.exp(0.5 * (sigma * t) ** 2) * ( + 1.0 + erf(sigma * t / np.sqrt(2.0)) + ) + + +def gen(t, sigma, name): + """Generate fixture data and write to file. + + # Arguments + * `t`: input values + * `sigma`: scale parameters (σ > 0) + * `name::str`: output filename + + # Examples + ``` python + python> t = np.random.rand(10) * 5.0 + python> sigma = np.random.rand(10) * 5.0 + 0.1 + python> gen(t, sigma, './data.json') + ``` + """ + # Compute half-normal MGF values: + y = halfnormal_mgf(t, sigma) + + # Store data to be written to file: + data = { + "t": t.tolist(), + "sigma": sigma.tolist(), + "expected": y.tolist() + } + + # Based on the script directory, create an output filepath: + filepath = os.path.join(DIR, name) + + # Write the data to the output filepath as JSON: + with open(filepath, "w", encoding="utf-8") as outfile: + json.dump(data, outfile) + outfile.write("\n") + + +def main(): + """Generate fixture data.""" + # Generate random test values: + n = 1000 + t = np.random.rand(n) * 5.0 + sigma = np.random.rand(n) * 5.0 + 0.1 + + gen(t, sigma, "data.json") + + +if __name__ == "__main__": + main() diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js index 14c4d20dd7db..458624d24a03 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.factory.js @@ -29,7 +29,7 @@ var factory = require( './../lib/factory.js' ); // FIXTURES // -var data = require( './fixtures/julia/data.json' ); +var data = require( './fixtures/python/data.json' ); // TESTS // @@ -100,12 +100,10 @@ tape( 'the created function evaluates the MGF for Half-normal distribution', fun mgf = factory( sigma[i] ); y = mgf( x[i] ); - if ( expected[i] !== null ) { - if ( y === expected[i] ) { - t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); - } else { - t.ok( isAlmostSameValue( y, expected[i], 1500 ), 'within tolerance. x: '+x[ i ]+'. y: '+y+'. E: '+expected[ i ]+'.' ); - } + if ( y === expected[i] ) { + t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); + } else { + t.ok( isAlmostSameValue( y, expected[i], 1500 ), 'within tolerance. x: '+x[ i ]+'. y: '+y+'. E: '+expected[ i ]+'.' ); } } t.end(); diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js index f0753241490a..2ea30897ae25 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.mgf.js @@ -29,7 +29,7 @@ var mgf = require( './../lib' ); // FIXTURES // -var data = require( './fixtures/julia/data.json' ); +var data = require( './fixtures/python/data.json' ); // TESTS // @@ -84,12 +84,10 @@ tape( 'the created function evaluates the MGF for Half-normal distribution', fun for ( i = 0; i < x.length; i++ ) { y = mgf( x[i], sigma[i] ); - if ( expected[i] !== null ) { - if ( y === expected[i] ) { - t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); - } else { - t.ok( isAlmostSameValue( y, expected[i], 1500 ), 'within tolerance. x: '+x[ i ]+'. y: '+y+'. E: '+expected[ i ]+'.' ); - } + if ( y === expected[i] ) { + t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); + } else { + t.ok( isAlmostSameValue( y, expected[i], 1500 ), 'within tolerance. x: '+x[ i ]+'. y: '+y+'. E: '+expected[ i ]+'.' ); } } t.end(); diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js index 7a70cb98d140..ed8e4e957374 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/test.native.js @@ -30,7 +30,7 @@ var NINF = require( '@stdlib/constants/float64/ninf' ); // FIXTURES // -var data = require( './fixtures/julia/data.json' ); +var data = require( './fixtures/python/data.json' ); // VARIABLES // @@ -90,12 +90,10 @@ tape( 'the created function evaluates the MGF for Half-normal distribution', opt for ( i = 0; i < x.length; i++ ) { y = mgf( x[i], sigma[i] ); - if ( expected[i] !== null ) { - if ( y === expected[i] ) { - t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); - } else { - t.ok( isAlmostSameValue( y, expected[i], 1500 ), 'within tolerance. x: '+x[ i ]+'. y: '+y+'. E: '+expected[ i ]+'.' ); - } + if ( y === expected[i] ) { + t.strictEqual( y, expected[i], 'x: '+x[i]+', sigma: '+sigma[i]+', y: '+y+', expected: '+expected[i] ); + } else { + t.ok( isAlmostSameValue( y, expected[i], 1500 ), 'within tolerance. x: '+x[ i ]+'. y: '+y+'. E: '+expected[ i ]+'.' ); } } t.end(); From 4fdff8877e4101d163f5636f88bc6bd826e5a556 Mon Sep 17 00:00:00 2001 From: Shubham Date: Sat, 24 Jan 2026 01:54:33 +0530 Subject: [PATCH 16/16] fix: python linting error --- type: pre_commit_static_analysis_report description: Results of running static analysis checks when committing changes. report: - task: lint_filenames status: passed - task: lint_editorconfig status: passed - task: lint_markdown status: na - task: lint_package_json status: na - task: lint_repl_help status: na - task: lint_javascript_src status: na - task: lint_javascript_cli status: na - task: lint_javascript_examples status: na - task: lint_javascript_tests status: na - task: lint_javascript_benchmarks status: na - task: lint_python status: passed - task: lint_r status: na - task: lint_c_src status: na - task: lint_c_examples status: na - task: lint_c_benchmarks status: na - task: lint_c_tests_fixtures status: na - task: lint_shell status: na - task: lint_typescript_declarations status: passed - task: lint_typescript_tests status: na - task: lint_license_headers status: passed --- --- .../base/dists/halfnormal/mgf/test/fixtures/python/runner.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/python/runner.py b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/python/runner.py index 22ff56be77a2..2d1ef18a03f7 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/python/runner.py +++ b/lib/node_modules/@stdlib/stats/base/dists/halfnormal/mgf/test/fixtures/python/runner.py @@ -31,8 +31,8 @@ def halfnormal_mgf(t, sigma): - """ - Moment generating function of HalfNormal(sigma). + """Moment generating function of HalfNormal(sigma). + M(t) = exp((sigma^2 * t^2)/2) * (1 + erf(sigma * t / sqrt(2))) """ return np.exp(0.5 * (sigma * t) ** 2) * (