From e58a24d24906a45834dba60b84a66a0ea603c96a Mon Sep 17 00:00:00 2001 From: manit2004 Date: Thu, 21 May 2026 21:12:49 +0530 Subject: [PATCH 01/18] js core implementation over --- .../stats/base/dists/wald/mgf/lib/factory.js | 88 ++++++++++++++++++ .../stats/base/dists/wald/mgf/lib/index.js | 58 ++++++++++++ .../stats/base/dists/wald/mgf/lib/main.js | 92 +++++++++++++++++++ .../stats/base/dists/wald/mgf/lib/native.js | 76 +++++++++++++++ 4 files changed, 314 insertions(+) create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/factory.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/index.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/native.js diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/factory.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/factory.js new file mode 100644 index 000000000000..fe7c10b82f1f --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/factory.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 // + +const 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' ); + + +// MAIN // + +/** +* Returns a function for evaluating the moment-generating function (MGF) of a Wald distribution with mean `mu` and shape parameter `lambda`. +* +* @param {PositiveNumber} mu - mean +* @param {PositiveNumber} lambda - shape parameter +* @returns {Function} MGF +* +* @example +* var mgf = factory( 2.0, 3.0 ); +* +* var y = mgf( 0.1 ); +* // returns ~1.2405 +* +* y = mgf( 0.2 ); +* // returns ~1.6085 +*/ +function factory( mu, lambda ) { + var mu2_lambda; + var lambda_mu; + if ( + isnan( mu ) || + isnan( lambda ) || + mu <= 0 || + lambda <= 0 + ) { + return constantFunction( NaN ); + } + lambda_mu = lambda / mu; + mu2_lambda = pow( mu, 2 ) / lambda; + return mgf; + + /** + * Evaluates the moment-generating function (MGF) for a Wald distribution. + * + * @private + * @param {number} t - input value + * @returns {number} evaluated MGF + * + * @example + * var y = mgf( 0.1 ); + * // returns + */ + function mgf( t ) { + if ( + isnan( t ) || + t >= 0.5*pow( mu, 2 )/lambda + ) { + return NaN; + } + return exp( lambda_mu * ( 1 - sqrt( 1 - 2 * mu2_lambda * t ) ) ); + } +} + + +// EXPORTS // + +module.exports = factory; diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/index.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/index.js new file mode 100644 index 000000000000..f3075b2943d0 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/index.js @@ -0,0 +1,58 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2026 The Stdlib Authors. +* +* Licensed under the Apache License, Version 2.0 (the "License"); +* you may not use this file except in compliance with the License. +* You may obtain a copy of the License at +* +* http://www.apache.org/licenses/LICENSE-2.0 +* +* Unless required by applicable law or agreed to in writing, software +* distributed under the License is distributed on an "AS IS" BASIS, +* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +* See the License for the specific language governing permissions and +* limitations under the License. +*/ + +'use strict'; + +/** +* Evaluate the moment-generating function (MGF) for a Wald distribution. +* +* @module @stdlib/stats/base/dists/wald/mgf +* +* @example +* var mgf = require( '@stdlib/stats/base/dists/wald/mgf' ); +* +* var y = mgf( 0.1, 2.0, 3.0 ); +* // returns ~1.2405 +* +* y = mgf( -1, 0.5, 2.0); +* //returns ~0.6237 +* +* var mymgf = mgf.factory( 2.0, 3.0 ); +* +* y = mymgf( 0.1 ); +* // returns ~1.2405 +* +* y = mymgf( 0.2 ); +* // returns ~1.6085 +*/ + +// MODULES // + +var setReadOnly = require( '@stdlib/utils/define-nonenumerable-read-only-property' ); +var main = require( './main.js' ); +var factory = require( './factory.js' ); + + +// MAIN // + +setReadOnly( main, 'factory', factory ); + + +// EXPORTS // + +module.exports = main; diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js new file mode 100644 index 000000000000..df203e6f174d --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js @@ -0,0 +1,92 @@ +/** +* @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 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' ); + + +// MAIN // + +/** +* Evaluates the moment-generating function (MGF) for a Wald distribution with mean `mu` and shape parameter `lambda` at a value `t`. +* +* @param {number} t - input value +* @param {PositiveNumber} mu - mean +* @param {PositiveNumber} lambda - shape parameter +* @returns {number} evaluated MGF +* +* @example +* var y = mgf( 0.1, 2.0, 3.0 ); +* // returns ~1.2405 +* +* @example +* var y = mgf( -1.0, 0.5, 2.0); +* //returns ~0.6237 +* +* @example +* var y = mgf ( NaN, 0.5, 2.0); +* // returns NaN +* +* @example +* var y = mgf ( 0.1, NaN, 2.0); +* // returns NaN +* +* @example +* var y = mgf ( 0.1, 0.5, NaN); +* // returns NaN +* +* @example +* var y = mgf ( 0.1, -1, 2.0); +* // returns NaN +* +* @example +* var y = mgf ( 0.1, 0.5, -2.0); +* // returns NaN +* +* @example +* var y = mgf ( 1.0, 2.0, 3.0); +* // returns NaN +*/ +function mgf( t, mu, lambda ) { + var mu2_lambda; + var lambda_mu; + if ( + isnan( t ) || + isnan( mu ) || + isnan( lambda ) || + mu <= 0 || + lambda <= 0 || + t >= 0.5*pow( mu, 2 )/lambda + ) { + return NaN; + } + lambda_mu = lambda / mu; + mu2_lambda = pow( mu, 2 ) / lambda; + return exp( lambda_mu * ( 1 - sqrt( 1 - 2*mu2_lambda*t ) ) ); +} + + +// EXPORTS // + +module.exports = mgf; diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/native.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/native.js new file mode 100644 index 000000000000..31ad69f5ca8a --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/native.js @@ -0,0 +1,76 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2026 The Stdlib Authors. +* +* Licensed under the Apache License, Version 2.0 (the "License"); +* you may not use this file except in compliance with the License. +* You may obtain a copy of the License at +* +* http://www.apache.org/licenses/LICENSE-2.0 +* +* Unless required by applicable law or agreed to in writing, software +* distributed under the License is distributed on an "AS IS" BASIS, +* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +* See the License for the specific language governing permissions and +* limitations under the License. +*/ + +'use strict'; + +// MODULES // + +var addon = require( './../src/addon.node' ); + + +// MAIN // + +/** +* Evaluates the moment-generating function (MGF) for a Wald distribution with mean `mu` and shape parameter `lambda` at a value `t`. +* +* @private +* @param {number} t - input value +* @param {PositiveNumber} mu - mean +* @param {PositiveNumber} lambda - shape parameter +* @returns {number} evaluated MGF +* +* @example +* var y = mgf( 0.1, 2.0, 3.0 ); +* // returns ~1.2405 +* +* @example +* var y = mgf( -1.0, 0.5, 2.0); +* //returns ~0.6237 +* +* @example +* var y = mgf ( NaN, 0.5, 2.0); +* // returns NaN +* +* @example +* var y = mgf ( 0.1, NaN, 2.0); +* // returns NaN +* +* @example +* var y = mgf ( 0.1, 0.5, NaN); +* // returns NaN +* +* @example +* var y = mgf ( 0.1, -1, 2.0); +* // returns NaN +* +* @example +* var y = mgf ( 0.1, 0.5, -2.0); +* // returns NaN +* +* @example +* var y = mgf ( 1.0, 2.0, 3.0); +* // returns NaN +*/ +function mgf( t, mu, lambda ) { + return addon( t, mu, lambda ); +} + + +// EXPORTS // + +module.exports = mgf; From 9aa49e78a1fb99fbe23c1c1308e4b5892c678e47 Mon Sep 17 00:00:00 2001 From: manit2004 Date: Fri, 22 May 2026 19:43:48 +0530 Subject: [PATCH 02/18] js core implementation polished up --- .../@stdlib/stats/base/dists/wald/mgf/lib/factory.js | 10 +++++----- .../@stdlib/stats/base/dists/wald/mgf/lib/index.js | 2 +- .../@stdlib/stats/base/dists/wald/mgf/lib/main.js | 12 ++++++------ .../@stdlib/stats/base/dists/wald/mgf/lib/native.js | 2 +- 4 files changed, 13 insertions(+), 13 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/factory.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/factory.js index fe7c10b82f1f..89adc5bd28a8 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/factory.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/factory.js @@ -51,13 +51,13 @@ function factory( mu, lambda ) { if ( isnan( mu ) || isnan( lambda ) || - mu <= 0 || - lambda <= 0 + mu <= 0.0 || + lambda <= 0.0 ) { return constantFunction( NaN ); } lambda_mu = lambda / mu; - mu2_lambda = pow( mu, 2 ) / lambda; + mu2_lambda = 2.0 * pow( mu, 2.0 ) / lambda; return mgf; /** @@ -74,11 +74,11 @@ function factory( mu, lambda ) { function mgf( t ) { if ( isnan( t ) || - t >= 0.5*pow( mu, 2 )/lambda + t >= lambda / ( 2.0 * pow( mu, 2.0 ) ) ) { return NaN; } - return exp( lambda_mu * ( 1 - sqrt( 1 - 2 * mu2_lambda * t ) ) ); + return exp( lambda_mu * ( 1.0 - sqrt( 1.0 - mu2_lambda * t ) ) ); } } diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/index.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/index.js index f3075b2943d0..56a7be6d81e4 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/index.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/index.js @@ -29,7 +29,7 @@ * var y = mgf( 0.1, 2.0, 3.0 ); * // returns ~1.2405 * -* y = mgf( -1, 0.5, 2.0); +* y = mgf( -1.0, 0.5, 2.0); * //returns ~0.6237 * * var mymgf = mgf.factory( 2.0, 3.0 ); diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js index df203e6f174d..76ac6d320cc0 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js @@ -57,7 +57,7 @@ var pow = require( '@stdlib/math/base/special/pow' ); * // returns NaN * * @example -* var y = mgf ( 0.1, -1, 2.0); +* var y = mgf ( 0.1, -1.0, 2.0); * // returns NaN * * @example @@ -75,15 +75,15 @@ function mgf( t, mu, lambda ) { isnan( t ) || isnan( mu ) || isnan( lambda ) || - mu <= 0 || - lambda <= 0 || - t >= 0.5*pow( mu, 2 )/lambda + mu <= 0.0 || + lambda <= 0.0 || + t >= lambda / ( 2.0 *pow( mu, 2.0 ) ) ) { return NaN; } lambda_mu = lambda / mu; - mu2_lambda = pow( mu, 2 ) / lambda; - return exp( lambda_mu * ( 1 - sqrt( 1 - 2*mu2_lambda*t ) ) ); + mu2_lambda = 2.0 * pow( mu, 2.0 ) / lambda; + return exp( lambda_mu * ( 1.0 - sqrt( 1.0 - mu2_lambda * t ) ) ); } diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/native.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/native.js index 31ad69f5ca8a..0130ba110142 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/native.js @@ -55,7 +55,7 @@ var addon = require( './../src/addon.node' ); * // returns NaN * * @example -* var y = mgf ( 0.1, -1, 2.0); +* var y = mgf ( 0.1, -1.0, 2.0); * // returns NaN * * @example From 72653d922da1e244da114f63898789204a638f43 Mon Sep 17 00:00:00 2001 From: manit2004 Date: Fri, 22 May 2026 21:05:46 +0530 Subject: [PATCH 03/18] C core implementation done --- .../stdlib/stats/base/dists/wald/mgf.h | 38 ++++++++++ .../stats/base/dists/wald/mgf/lib/main.js | 2 +- .../stats/base/dists/wald/mgf/src/Makefile | 70 +++++++++++++++++++ .../stats/base/dists/wald/mgf/src/addon.c | 22 ++++++ .../stats/base/dists/wald/mgf/src/main.c | 54 ++++++++++++++ 5 files changed, 185 insertions(+), 1 deletion(-) create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/include/stdlib/stats/base/dists/wald/mgf.h create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/Makefile create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/addon.c create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/main.c diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/include/stdlib/stats/base/dists/wald/mgf.h b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/include/stdlib/stats/base/dists/wald/mgf.h new file mode 100644 index 000000000000..25ebe145d50c --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/include/stdlib/stats/base/dists/wald/mgf.h @@ -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. +*/ + +#ifndef STDLIB_STATS_BASE_DISTS_WALD_MGF_H +#define STDLIB_STATS_BASE_DISTS_WALD_MGF_H + +/* +* If C++, prevent name mangling so that the compiler emits a binary file having undecorated names, thus mirroring the behavior of a C compiler. +*/ +#ifdef __cplusplus +extern "C" { +#endif + +/** +* Evaluates the moment-generating function (MGF) for a Wald distribution with parameters `mu` (mean) and `lambda` (shape parameter). +*/ +double stdlib_base_dists_wald_mgf( const double t, const double mu, const double lambda ); + +#ifdef __cplusplus +} +#endif + +#endif // !STDLIB_STATS_BASE_DISTS_WALD_MGF_H diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js index 76ac6d320cc0..f2c8a1d33d99 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js @@ -77,7 +77,7 @@ function mgf( t, mu, lambda ) { isnan( lambda ) || mu <= 0.0 || lambda <= 0.0 || - t >= lambda / ( 2.0 *pow( mu, 2.0 ) ) + t >= lambda / ( 2.0 * pow( mu, 2.0 ) ) ) { return NaN; } diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/Makefile b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/Makefile new file mode 100644 index 000000000000..2caf905cedbe --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/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/wald/mgf/src/addon.c b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/addon.c new file mode 100644 index 000000000000..70096a2185a8 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/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/wald/mgf.h" +#include "stdlib/math/base/napi/ternary.h" + +STDLIB_MATH_BASE_NAPI_MODULE_DDD_D( stdlib_base_dists_wald_mgf ) diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/main.c b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/main.c new file mode 100644 index 000000000000..b695760ba704 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/main.c @@ -0,0 +1,54 @@ +/** +* @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/wald/mgf.h" +#include "stdlib/math/base/assert/is_nan.h" +#include "stdlib/math/base/special/sqrt.h" +#include "stdlib/constants/float64/nan.h" +#include "stdlib/math/base/special/pow.h" +#include "stdlib/math/base/special/exp.h" + +/** +* Evaluates the moment-generating function (MGF) for a Wald distribution with mean `mu` and shape parameter `lambda` at a value `t`. +* +* @param t input value +* @param mu mean +* @param lambda shape parameter +* @return evaluated MGF +* +* @example +* double y = stdlib_base_dists_wald_mgf( 0.1, 2.0, 3.0 ); +* // returns ~1.2405 +*/ +double stdlib_base_dists_wald_mgf( const double t, const double mu, const double lambda) { + double mu2_lambda; + double lambda_mu; + if( + stdlib_base_is_nan( t ) || + stdlib_base_is_nan( mu ) || + stdlib_base_is_nan( lambda ) || + mu <= 0.0 || + lambda <= 0.0 || + t >= lambda / ( 2.0 * stdlib_base_pow( mu, 2.0 ) ) + ) { + return STDLIB_CONSTANT_FLOAT64_NAN; + } + lambda_mu = lambda / mu; + mu2_lambda = 2.0 * stdlib_base_pow( mu, 2.0 ) / lambda; + return stdlib_base_exp( lambda_mu * ( 1.0 - stdlib_base_sqrt( 1.0 - mu2_lambda * t ) ) ); +} From 10a55a7975e1126ca70cd6ab3523c23b3a98c26e Mon Sep 17 00:00:00 2001 From: manit2004 Date: Mon, 25 May 2026 21:39:57 +0530 Subject: [PATCH 04/18] draft: tests added --- .../wald/mgf/test/fixtures/julia/data.json | 1 + .../wald/mgf/test/fixtures/julia/runner.jl | 75 ++++++++ .../base/dists/wald/mgf/test/test.factory.js | 164 ++++++++++++++++++ .../base/dists/wald/mgf/test/test.mgf.js | 131 ++++++++++++++ .../base/dists/wald/mgf/test/test.native.js | 140 +++++++++++++++ 5 files changed, 511 insertions(+) create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/data.json create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/runner.jl create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.factory.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/data.json b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/data.json new file mode 100644 index 000000000000..5d2784e65dbd --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/data.json @@ -0,0 +1 @@ +{"expected":[0.03911649919009783,51.9640555785366,1291.595674924514,37.251571937327355,82.9031854575942,6.243582888056265,0.01596037889707168,0.061303033243913375,0.41672166409522193,0.0746060670514069,0.6370539365187725,0.04998437555881581,16.672170314212025,0.9805812703992717,3.319998925269201,0.005621579384697217,0.15464111228899333,367.4213828809849,5.543136135379308,0.00030932393115639615,0.2690533436631544,132.08134457317186,0.3011203830178562,557.8278358834116,104.2277186317388,0.05213423196254943,32.39398792181889,53.73156089769357,2.179851945602831,20.066804195482202,0.0021876534141029116,0.3250433005660777,0.007134747302418417,0.13926030382391832,0.11508226775141396,0.003542406959404621,0.24433028066384313,2668.53772787656,0.5857131450330567,9.266763258294084,0.03314707516724355,0.3503063240141119,9.21680310815783,0.0005233300775362503,5.94660192734374,18.67120852697022,659.6512444163183,3.861752136857497,44.41681568699551,0.024819749061897937,0.02707407418062881,47.75010199046536,1931.142960388831,7.634209037720823,0.11577823085270048,1.2534656158393123,66.29286513436026,0.09257007880445393,2.6970754030031325,2.1562610832869824,5.483181761887707,0.12992040782083453,0.009154934417367328,31.552189396976793,0.16945117475624136,0.013469450789306486,169.92434361480224,0.05561760274558907,1.0235896313680828,0.04647031240291768,0.015591506910491298,0.4109939735801956,0.0008041537995357297,1.408740269730235,0.30115480444221326,2.5134985327137405,0.0011375833636162866,36.95106521801217,0.026961495225021465,51.63645268539616,9.261766930838464,176.4876477412685,0.05383712232143587,656.0729898647273,0.33138859041326146,0.4113783779582672,0.08092568113518293,0.10351885582801201,0.008051837865834873,0.0411078193915541,0.12844146607990606,23.883724850111346,0.016128154603604998,1252.3253840556893,0.21432661441819525,1387.7451419239953,0.00046940487119025316,1.1995815758742618,8.12577539005928,1.8337694293151823,4.7039489416440965,0.0004167079040321713,0.00025625657263023127,40.38120473913525,1.8477895883515534,0.43019930769428993,421.0717261871509,0.1825402846935811,64.84778831509816,0.21671387300732223,2.305998644182346,0.01126910760233322,0.9487271493637268,0.004127194799124327,19.442783155939285,0.9714666135735405,0.5137603286710641,0.5846857657223831,0.0065099003609204705,0.39633327891115777,1.9015379921331537,0.37430141541771095,0.006367847812318683,0.027959750628239043,18.407675522029734,510.185519962344,5.075049972131979,4.959997605240216,5.586874720223321,57.46594119416067,1.0200498568453573,34.18726050554994,2.2526801002509425,13.74703032792388,11.937309114263375,2.990863377689303,22.620059874426744,103.96186185743261,0.334928551597881,0.05451891967590132,0.524023855432607,7962.059317944771,3.67027401584568,706.2171198421536,12.79366359885749,49.77477024423679,0.11574768897832415,0.03593287287288707,0.21066820471823394,63.06022554929723,28.627427319693883,5.501922223617403,0.013201670352147173,11.896605717622275,0.24136233427725964,0.00805119811937803,13.455637759606818,6.506355031828644,0.20089086817749974,0.0048051928199634025,3.8738878629824276,174.94788641248417,8.663647634262013,0.004974992204469271,0.5395810078914903,0.03772741184706718,3.954517526404743,0.0169499973531138,0.8977823816833084,3.4824457197709786,0.00035856143219202574,6.153465270710238,0.011281038568553042,894.9322929323544,0.04986154538530776,0.20364191266968198,0.6460622679900889,116.30447787897151,0.0016695876231887954,2.0030673729898862,861.2917930048403,484.24610323784935,2616.9920987061532,112.36913494639658,0.02832380927361315,0.3769487493782202,0.13744421022429792,8.420193564647342,0.0009903668798863176,0.0010292060666011603,5.373350221842355,0.03654178849229965,1.0179274294624805,22.3919828264154,1.937333835916313,8.751737408432385,239.70747628439474,0.004132380281321687,0.07705375791638779,0.07651041605607604,35.86432886801806,0.16685560736886013,0.01910776932805777,28.552951262025804,0.4854632934212092,4.378768750726406,287.719307739637,0.00619616011780821,0.38523332845905306,3.816353741805876,2.321129616095985,0.03528541162932375,12.817079455797492,53.49044570472764,0.002559706537133447,0.008967184533184245,1708.8304214098314,5.334175977756645,401.69353499300485,0.35122038600400257,1.491466530659674,0.2666146718521562,4.6529649070918415,7082.148707999863,0.011103522743747811,0.028529209154675012,2.237559294677819,0.05333574679237027,0.0026284695909139224,0.028714713557778982,0.0002898994227189876,5.299267617051991,0.014256771780599652,1.4335189611780719,0.006779324506058453,1.0141099134487506,4534.983174176723,126.9348117292745,22.20674534011488,10.040314301684614,1.0086519842707016,0.4386637404683818,7.025316335748273,0.8947252792618984,0.11118341060694602,1.43276883044897,31.243593727670262,11.568726773500876,0.17504935114854428,54.90366611786207,0.09121968496533439,364.163316474516,2809.1240065519264,0.0011542466096115269,8.87434889793411,177.37697696808092,0.08530670997809557,0.05470812173374376,0.04344026403306056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diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/runner.jl b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/runner.jl new file mode 100644 index 000000000000..05a6e2aea34a --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/runner.jl @@ -0,0 +1,75 @@ +#!/usr/bin/env julia +# +# @license Apache-2.0 +# +# Copyright (c) 2026 The Stdlib Authors. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import JSON + +""" + gen( x, mu, lambda, name ) + +Generate fixture data and write to file. + +# Arguments + +* `x`: input value +* `mu`: mean parameter +* `lambda`: shape parameter +* `name::AbstractString`: output filename + +# Examples +``` julia +julia> x = rand( 1000 ) .* 10.0 .- 5.0; +julia> mu = rand( 1000 ) .* 1.5 .+ 0.5; +julia> lambda = rand( 1000 ) .* 450.0 .+ 50.0; +julia> gen( x, mu, lambda, "data.json" ); +``` +""" +function gen( x, mu, lambda, name ) + z = Array{Float64}( undef, length(x) ); + for i in eachindex(x) + # MGF for Inverse Gaussian is not available in Julia or Scipy. Thus, we compute the MGF using the formula: + z[ i ] = exp( (lambda[i] / mu[i]) * (1.0 - sqrt( 1.0 - (2.0 * mu[i]^2 * x[i]) / lambda[i] )) ); + end + + # Store data to be written to file as a collection: + data = Dict([ + ("x", x), + ("mu", mu), + ("lambda", lambda), + ("expected", z) + ]); + + # Based on the script directory, create an output filepath: + filepath = joinpath( dir, name ); + + # Write the data to the output filepath as JSON: + outfile = open( filepath, "w" ); + write( outfile, JSON.json(data) ); + write( outfile, "\n" ); + close( outfile ); +end + +# Get the filename: +file = @__FILE__; + +# Extract the directory in which this file resides: +dir = dirname( file ); + +x = rand( 1000 ) .* 10.0 .- 5.0; +mu = rand( 1000 ) .* 1.5 .+ 0.5; +lambda = rand( 1000 ) .* 450.0 .+ 50.0; +gen( x, mu, lambda, "data.json" ); diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.factory.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.factory.js new file mode 100644 index 000000000000..38225eb62297 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.factory.js @@ -0,0 +1,164 @@ +/** +* @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 isAlmostSameValue = require( '@stdlib/assert/is-almost-same-value' ); +var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var PINF = require( '@stdlib/constants/float64/pinf' ); +var NINF = require( '@stdlib/constants/float64/ninf' ); +var factory = require( './../lib/factory.js' ); + +// FIXTURES // + +var data = require( './fixtures/julia/data.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( 2.0, 3.0 ); + 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( 2.0, 3.0 ); + y = mgf( NaN ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( NaN, 3.0 ); + y = mgf( 0.1 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( 2.0, NaN ); + y = mgf( 0.1 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'if provided a nonpositive `mu`, the created function always returns `NaN`', function test( t ) { + var mgf; + var y; + + mgf = factory( 0.0, 3.0 ); + y = mgf( 0.1 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( -1.0, 3.0 ); + y = mgf( 0.1 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( NINF, 3.0 ); + y = mgf( 0.1 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( NINF, PINF ); + y = mgf( 0.1 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( NINF, NINF ); + y = mgf( 0.1 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( NINF, NaN ); + y = mgf( 0.1 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'if provided a nonpositive `lambda`, the created function always returns `NaN`', function test( t ) { + var mgf; + var y; + + mgf = factory( 2.0, 0.0 ); + y = mgf( 0.1 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( 2.0, -1.0 ); + y = mgf( 0.1 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( 2.0, NINF ); + y = mgf( 0.1 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( PINF, NINF ); + y = mgf( 0.1 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( NINF, NINF ); + y = mgf( 0.1 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + mgf = factory( NaN, NINF ); + y = mgf( 0.1 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'if provided a value of t >= lambda/2*mu^2, the created function returns `NaN`', function test( t ) { + var mgf; + var y; + + mgf = factory( 1.0, 1.0 ); + y = mgf( 0.5 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 5.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'the created function evaluates the MGF for `x` given positive `mu` and `lambda`', function test( t ) { + var expected; + var lambda; + var mgf; + var mu; + var x; + var y; + var i; + + expected = data.expected; + x = data.x; + mu = data.mu; + lambda = data.lambda; + for ( i = 0; i < x.length; i++ ) { + mgf = factory( mu[i], lambda[i] ); + y = mgf( x[i] ); + if ( expected[i] !== null ) { + t.ok( isAlmostSameValue( y, expected[i], 350 ), 'within tolerance. x: '+x[i]+'. mu: '+mu[i]+'. lambda: '+lambda[i]+'. y: '+y+'. E: '+expected[i]+'.' ); + } + } + t.end(); +}); diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js new file mode 100644 index 000000000000..ef0ba175250a --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js @@ -0,0 +1,131 @@ +/** +* @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 isAlmostSameValue = require( '@stdlib/assert/is-almost-same-value' ); +var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var PINF = require( '@stdlib/constants/float64/pinf' ); +var NINF = require( '@stdlib/constants/float64/ninf' ); +var mgf = require( './../lib' ); + +// FIXTURES // + +var data = require( './fixtures/julia/data.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 = mgf( NaN, 2.0, 3.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + y = mgf( 0.1, NaN, 3.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + y = mgf( 0.1, 2.0, NaN ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + t.end(); +}); + +tape( 'if provided a nonpositive `mu`, the function returns `NaN`', function test( t ) { + var y; + + y = mgf( 0.1, 0.0, 3.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.1, -1.0, 3.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.1, NINF, 3.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf(0.1, NINF, PINF ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.1, NINF, NINF ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.1, NINF, NaN ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'if provided a nonpositive `lambda`, the function returns `NaN`', function test( t ) { + var y; + + y = mgf( 0.1, 2.0, 0.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.1, 2.0, -1.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.1, 2.0, NINF ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf(0.1, PINF, NINF ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.1, NINF, NINF ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.1, NaN, NINF ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'if provided a value of t>= lambda/2*mu^2, the function returns `NaN`', function test( t ) { + var y; + + y = mgf( 0.5, 1.0, 1.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 5.0, 1.0, 1.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'the function evaluates the MGF for `x` given positive `mu` and lambda', function test( t ) { + var expected; + var lambda; + var mu; + var x; + var y; + var i; + + expected = data.expected; + x = data.x; + mu = data.mu; + lambda = data.lambda; + for ( i = 0; i < x.length; i++ ) { + y = mgf( x[i], mu[i], lambda[i] ); + if ( expected[i] !== null ) { + t.ok( isAlmostSameValue( y, expected[i], 350 ), 'within tolerance. x: '+x[ i ]+'. mu: '+mu[i]+'. lambda: '+lambda[i]+'. y: '+y+'. E: '+expected[ i ]+'.' ); + } + } + t.end(); +}); diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js new file mode 100644 index 000000000000..2d9591c08ede --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js @@ -0,0 +1,140 @@ +/** +* @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 isAlmostSameValue = require( '@stdlib/assert/is-almost-same-value' ); +var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var PINF = require( '@stdlib/constants/float64/pinf' ); +var NINF = require( '@stdlib/constants/float64/ninf' ); + + +// FIXTURES // + +var data = require( './fixtures/julia/data.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 = mgf( NaN, 2.0, 3.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + y = mgf( 0.1, NaN, 3.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + y = mgf( 0.1, 2.0, NaN ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + t.end(); +}); + +tape( 'if provided a nonpositive `mu`, the function returns `NaN`', opts, function test( t ) { + var y; + + y = mgf( 0.1, 0.0, 3.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.1, -1.0, 3.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.1, NINF, 3.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf(0.1, NINF, PINF ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.1, NINF, NINF ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.1, NINF, NaN ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'if provided a nonpositive `lambda`, the function returns `NaN`', opts, function test( t ) { + var y; + + y = mgf( 0.1, 2.0, 0.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.1, 2.0, -1.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.1, 2.0, NINF ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf(0.1, PINF, NINF ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.1, NINF, NINF ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 0.1, NaN, NINF ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'if provided a value of t>= lambda/2*mu^2, the function returns `NaN`', opts, function test( t ) { + var y; + + y = mgf( 0.5, 1.0, 1.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + y = mgf( 5.0, 1.0, 1.0 ); + t.strictEqual( isnan( y ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'the function evaluates the MGF for `x` given positive `mu` and lambda', opts, function test( t ) { + var expected; + var lambda; + var mu; + var x; + var y; + var i; + + expected = data.expected; + x = data.x; + mu = data.mu; + lambda = data.lambda; + for ( i = 0; i < x.length; i++ ) { + y = mgf( x[i], mu[i], lambda[i] ); + if ( expected[i] !== null ) { + t.ok( isAlmostSameValue( y, expected[i], 350 ), 'within tolerance. x: '+x[ i ]+'. mu: '+mu[i]+'. lambda: '+lambda[i]+'. y: '+y+'. E: '+expected[ i ]+'.' ); + } + } + t.end(); +}); From 6feddb925d87918ff6aa59112ee5137d82c34879 Mon Sep 17 00:00:00 2001 From: manit2004 Date: Tue, 26 May 2026 01:06:51 +0530 Subject: [PATCH 05/18] draft: benchmark done --- .../dists/wald/mgf/benchmark/benchmark.js | 88 +++++++++++ .../wald/mgf/benchmark/benchmark.native.js | 70 +++++++++ .../base/dists/wald/mgf/benchmark/c/Makefile | 146 ++++++++++++++++++ .../dists/wald/mgf/benchmark/c/benchmark.c | 143 +++++++++++++++++ .../stats/base/dists/wald/mgf/lib/factory.js | 2 +- .../stats/base/dists/wald/mgf/lib/main.js | 2 +- .../stats/base/dists/wald/mgf/src/main.c | 4 +- .../wald/mgf/test/fixtures/julia/REQUIRE | 2 + 8 files changed, 453 insertions(+), 4 deletions(-) create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.native.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/c/Makefile create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/c/benchmark.c create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/REQUIRE diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.js new file mode 100644 index 000000000000..e843aa352f37 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/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/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'); + + +// MAIN // + +bench(pkg, function benchmark(b) { + var lambda; + var opts; + var mu; + var x; + var y; + var i; + + opts = { + 'dtype': 'float64' + }; + x = uniform(100, -5.0, 5.0, opts); + mu = uniform(100, EPS, 2.0, opts); + lambda = uniform(100, EPS, 500.0, opts); + + b.tic(); + for (i = 0; i < b.iterations; i++) { + y = mgf(x[i % x.length], mu[i % mu.length], lambda[i % lambda.length]); + 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(format('%s:factory', pkg), function benchmark(b) { + var mymgf; + var x; + var y; + var i; + + mymgf = mgf.factory(1.0, 1.0); + x = uniform(100, -5.0, 0.5, { + 'dtype': 'float64' + }); + + b.tic(); + for (i = 0; i < b.iterations; i++) { + y = mymgf(x[i % x.length]); + 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/wald/mgf/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.native.js new file mode 100644 index 000000000000..19bff4cf07dc --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.native.js @@ -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. +*/ + +'use strict'; + +// MODULES // + +var resolve = require( 'path' ).resolve; +var bench = require( '@stdlib/bench' ); +var uniform = require( '@stdlib/random/array/uniform' ); +var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var tryRequire = require( '@stdlib/utils/try-require' ); +var EPS = require( '@stdlib/constants/float64/eps' ); +var format = require( '@stdlib/string/format' ); +var pkg = require( './../package.json' ).name; + + +// VARIABLES // + +var mgf = tryRequire( resolve( __dirname, './../lib/native.js' ) ); +var opts = { + 'skip': ( mgf instanceof Error ) +}; + + +// MAIN // + +bench( format( '%s::native', pkg ), opts, function benchmark( b ) { + var lambda; + var opts; + var mu; + var x; + var y; + var i; + + opts = { + 'dtype': 'float64' + }; + x = uniform( 100, -5.0, 5.0, opts ); + mu = uniform( 100, EPS, 2.0, opts ); + lambda = uniform( 100, EPS, 500.0, opts ); + b.tic(); + for ( i = 0; i < b.iterations; i++ ) { + y = mgf( x[ i % x.length ], mu[ i % mu.length ], lambda[ i % lambda.length ] ); + 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/wald/mgf/benchmark/c/Makefile b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/c/Makefile new file mode 100644 index 000000000000..a4bd7b38fd74 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/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/wald/mgf/benchmark/c/benchmark.c b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/c/benchmark.c new file mode 100644 index 000000000000..3184c99bf15d --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/c/benchmark.c @@ -0,0 +1,143 @@ +/** +* @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/wald/mgf.h" +#include "stdlib/constants/float64/eps.h" +#include +#include +#include +#include +#include + +#define NAME "wald-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 lambda[ 100 ]; + double mu[ 100 ]; + double t[ 100 ]; + double elapsed; + double tc; + double y; + int i; + + for ( i = 0; i < 100; i++ ) { + t[ i ] = random_uniform( -5.0, 5.0 ); + mu[ i ] = random_uniform( STDLIB_CONSTANT_FLOAT64_EPS, 2.0 ); + lambda[ i ] = random_uniform( STDLIB_CONSTANT_FLOAT64_EPS, 500.0 ); + } + + tc = tic(); + for ( i = 0; i < ITERATIONS; i++ ) { + y = stdlib_base_dists_wald_mgf( t[ i%100 ], mu[ i%100 ], lambda[ 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/wald/mgf/lib/factory.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/factory.js index 89adc5bd28a8..2ffbb62f24c7 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/factory.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/factory.js @@ -74,7 +74,7 @@ function factory( mu, lambda ) { function mgf( t ) { if ( isnan( t ) || - t >= lambda / ( 2.0 * pow( mu, 2.0 ) ) + t > lambda / ( 2.0 * pow( mu, 2.0 ) ) ) { return NaN; } diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js index f2c8a1d33d99..804724cbdd33 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js @@ -77,7 +77,7 @@ function mgf( t, mu, lambda ) { isnan( lambda ) || mu <= 0.0 || lambda <= 0.0 || - t >= lambda / ( 2.0 * pow( mu, 2.0 ) ) + t > lambda / ( 2.0 * pow( mu, 2.0 ) ) ) { return NaN; } diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/main.c b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/main.c index b695760ba704..e1fe8ad3a6d2 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/main.c +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/main.c @@ -44,11 +44,11 @@ double stdlib_base_dists_wald_mgf( const double t, const double mu, const double stdlib_base_is_nan( lambda ) || mu <= 0.0 || lambda <= 0.0 || - t >= lambda / ( 2.0 * stdlib_base_pow( mu, 2.0 ) ) + t > lambda / ( 2.0 * stdlib_base_pow( mu, 2.0 ) ) ) { return STDLIB_CONSTANT_FLOAT64_NAN; } lambda_mu = lambda / mu; mu2_lambda = 2.0 * stdlib_base_pow( mu, 2.0 ) / lambda; - return stdlib_base_exp( lambda_mu * ( 1.0 - stdlib_base_sqrt( 1.0 - mu2_lambda * t ) ) ); + return stdlib_base_exp( lambda_mu * ( 1.0 - stdlib_base_sqrt( 1.0 - mu2_lambda * t ) ) ); } diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/REQUIRE b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/REQUIRE new file mode 100644 index 000000000000..308c3be89c85 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/REQUIRE @@ -0,0 +1,2 @@ +julia 1.5 +JSON 0.21 From d3e0749e5cfb20c70d15058a88907f714e07009e Mon Sep 17 00:00:00 2001 From: manit2004 Date: Tue, 26 May 2026 02:59:11 +0530 Subject: [PATCH 06/18] added repl.txt --- .../stats/base/dists/wald/mgf/docs/repl.txt | 75 +++++++++++++++++++ 1 file changed, 75 insertions(+) create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/repl.txt diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/repl.txt b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/repl.txt new file mode 100644 index 000000000000..68172fa8f356 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/repl.txt @@ -0,0 +1,75 @@ + +{{alias}}( x, μ, λ ) + Evaluates the moment-generating function (MGF) for a Wald distribution + with mean `μ` and shape parameter `λ` at a value `t`. + + If provided `NaN` as any argument, the function returns `NaN`. + + If provided `λ <= 0` or `μ <= 0`, the function returns `NaN`. + + If provided t < λ / (2 * μ ^ 2), the function returns `NaN`. + + Parameters + ---------- + x: number + Input value. + + μ: number + Mean. + + λ: number + Shape parameter. + + Returns + ------- + out: number + Evaluated MGF. + + Examples + -------- + > var y = {{alias}}( 0.1, 2.0, 3.0 ) + ~1.2405 + >var y = {{alias}}( -1.0, 0.5, 2.0 ) + ~0.6237 + > y = {{alias}}( 0.1, -2.0, 3.0 ) + NaN + > y = {{alias}}( 0.1, 2.0, -3.0 ) + NaN + > y = {{alias}}( NaN, 0.0, 1.0 ) + NaN + > y = {{alias}}( 0.0, NaN, 1.0 ) + NaN + > y = {{alias}}( 0.0, 0.0, NaN ) + NaN + > y = {{alias}}( 1.0, 2.0, 3.0 ) + NaN + + +{{alias}}.factory( μ, λ ) + Returns a function for evaluating the moment-generating function (MGF) of a + Wald distribution with mean `μ` and shape parameter `λ`. + + Parameters + ---------- + μ: number + Mean. + + λ: number + Shape parameter. + + Returns + ------- + mgf: Function + Moment-generating function (MGF). + + Examples + -------- + > var myMGF = {{alias}}.factory( 2.0, 3.0 ); + > var y = myMGF( 0.1 ) + ~1.2405 + > y = myMGF( 0.2 ) + ~1.6085 + + See Also + -------- + From ad51b350e3cd685fd44b8960dad84497a8516850 Mon Sep 17 00:00:00 2001 From: manit2004 Date: Tue, 26 May 2026 03:00:51 +0530 Subject: [PATCH 07/18] added test.js --- .../stats/base/dists/wald/mgf/test/test.js | 38 +++++++++++++++++++ 1 file changed, 38 insertions(+) create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.js diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.js new file mode 100644 index 000000000000..b439578708cc --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/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(); +}); From 4a62463a8a8dc09bc77fedb481b9b644ca22d662 Mon Sep 17 00:00:00 2001 From: manit2004 Date: Tue, 26 May 2026 20:16:49 +0530 Subject: [PATCH 08/18] examples and docs added --- .../base/dists/wald/mgf/docs/types/index.d.ts | 128 +++++++++++++++ .../base/dists/wald/mgf/docs/types/test.ts | 120 ++++++++++++++ .../base/dists/wald/mgf/examples/c/Makefile | 146 ++++++++++++++++++ .../base/dists/wald/mgf/examples/c/example.c | 43 ++++++ .../base/dists/wald/mgf/examples/index.js | 33 ++++ 5 files changed, 470 insertions(+) create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/types/index.d.ts create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/types/test.ts create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/c/Makefile create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/c/example.c create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/index.js diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/types/index.d.ts b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/types/index.d.ts new file mode 100644 index 000000000000..c7eea80bf4a4 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/types/index.d.ts @@ -0,0 +1,128 @@ +/* +* @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 Wald distribution. +* +* @param t - input value +* @returns evaluated MGF +*/ +type Unary = ( t: number ) => number; + +/** +* Interface for the moment-generating function (MGF) of a Wald distribution. +*/ +interface MGF { + /** + * Evaluates the moment-generating function (MGF) for a Wald distribution with mean `mu` and shape parameter `lambda` at a value `t`. + * + * ## Notes + * + * - If provided `lambda <= 0` or `mu <= 0`, the function returns `NaN`. + * + * - If provided `t > lambda / ( 2 * mu^2 )`, the function returns `NaN`. + * + * @param t - input value + * @param mu - mean + * @param lambda - shape parameter + * @returns evaluated MGF + * + * @example + * var y = mgf( 0.1, 2.0, 3.0 ); + * // returns ~1.2405 + * + * @example + * var y = mgf( -1.0, 0.5, 2.0); + * //returns ~0.6237 + * + * @example + * var y = mgf ( NaN, 0.5, 2.0); + * // returns NaN + * + * @example + * var y = mgf ( 0.1, NaN, 2.0); + * // returns NaN + * + * @example + * var y = mgf ( 0.1, 0.5, NaN); + * // returns NaN + * + * @example + * var y = mgf ( 0.1, -1.0, 2.0); + * // returns NaN + * + * @example + * var y = mgf ( 0.1, 0.5, -2.0); + * // returns NaN + * + * @example + * var y = mgf ( 1.0, 2.0, 3.0); + * // returns NaN + */ + ( t: number, mu: number, lambda: number ): number; + + /** + * Returns a function for evaluating the moment-generating function (MGF) of a Wald distribution with mean `mu` and shape parameter `lambda`. + * + * @param mu - mean + * @param lambda - shape parameter + * @returns MGF + * + * @example + * var mgf = factory( 2.0, 3.0 ); + * + * var y = mgf( 0.1 ); + * // returns ~1.2405 + * + * y = mgf( 0.2 ); + * // returns ~1.6085 + */ + factory( mu: number, lambda: number ): Unary; +} + +/** +* Wald distribution moment-generating function (MGF). +* +* @param t - input value +* @param mu - mean +* @param lambda - shape parameter +* @returns evaluated MGF +* +* @example +* var y = mgf( 0.1, 2.0, 3.0 ); +* // returns ~1.2405 +* +* y = mgf( -1.0, 0.5, 2.0); +* //returns ~0.6237 +* +* var mymgf = mgf.factory( 2.0, 3.0 ); +* +* y = mymgf( 0.1 ); +* // returns ~1.2405 +* +* y = mymgf( 0.2 ); +* // returns ~1.6085 +*/ +declare var mgf: MGF; + + +// EXPORTS // + +export = mgf; diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/types/test.ts b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/types/test.ts new file mode 100644 index 000000000000..838143a8de29 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/types/test.ts @@ -0,0 +1,120 @@ +/* +* @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( 0.1, 2.0, 3.0 ); // $ExpectType number + mgf( -1.0, 0.5, 2.0 ); // $ExpectType number +} + +// The compiler throws an error if the function is provided values other than three numbers... +{ + mgf( true, 3, 6 ); // $ExpectError + mgf( false, 2, 4 ); // $ExpectError + mgf( '5', 1, 2 ); // $ExpectError + mgf( [], 1, 2 ); // $ExpectError + mgf( {}, 2, 4 ); // $ExpectError + mgf( ( x: number ): number => x, 2, 4 ); // $ExpectError + + mgf( 9, true, 12 ); // $ExpectError + mgf( 9, false, 12 ); // $ExpectError + mgf( 5, '5', 10 ); // $ExpectError + mgf( 8, [], 16 ); // $ExpectError + mgf( 9, {}, 18 ); // $ExpectError + mgf( 8, ( x: number ): number => x, 16 ); // $ExpectError + + mgf( 9, 5, true ); // $ExpectError + mgf( 9, 5, false ); // $ExpectError + mgf( 5, 2, '5' ); // $ExpectError + mgf( 8, 4, [] ); // $ExpectError + mgf( 9, 4, {} ); // $ExpectError + mgf( 8, 5, ( 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, 0 ); // $ExpectError + mgf( 2, 0, 4, 1 ); // $ExpectError +} + +// Attached to main export is a `factory` method which returns a function... +{ + mgf.factory( 2.0, 3.0 ); // $ExpectType Unary +} + +// The `factory` method returns a function which returns a number... +{ + const fcn = mgf.factory( 2.0, 3.0 ); + fcn( 0.1 ); // $ExpectType number + fcn( 0.2 ); // $ExpectType number +} + +// The compiler throws an error if the function returned by the `factory` method is provided invalid arguments... +{ + const fcn = mgf.factory( 3, 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( 3, 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 two numbers... +{ + mgf.factory( true, 3 ); // $ExpectError + mgf.factory( false, 2 ); // $ExpectError + mgf.factory( '5', 1 ); // $ExpectError + mgf.factory( [], 1 ); // $ExpectError + mgf.factory( {}, 2 ); // $ExpectError + mgf.factory( ( x: number ): number => x, 2 ); // $ExpectError + + mgf.factory( 9, true ); // $ExpectError + mgf.factory( 9, false ); // $ExpectError + mgf.factory( 5, '5' ); // $ExpectError + mgf.factory( 8, [] ); // $ExpectError + mgf.factory( 9, {} ); // $ExpectError + mgf.factory( 8, ( x: number ): number => x ); // $ExpectError + + mgf.factory( [], true ); // $ExpectError + mgf.factory( {}, false ); // $ExpectError + mgf.factory( false, '5' ); // $ExpectError + mgf.factory( {}, [] ); // $ExpectError + mgf.factory( '5', ( x: number ): number => x ); // $ExpectError +} + +// The compiler throws an error if the `factory` method is provided an unsupported number of arguments... +{ + mgf.factory( 0 ); // $ExpectError + mgf.factory( 0, 4, 8 ); // $ExpectError +} diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/c/Makefile b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/c/Makefile new file mode 100644 index 000000000000..c8f8e9a1517b --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/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/wald/mgf/examples/c/example.c b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/c/example.c new file mode 100644 index 000000000000..02d2d5abc2a5 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/c/example.c @@ -0,0 +1,43 @@ +/** +* @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/wald/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 lambda; + double mu; + double t; + double y; + int i; + + for ( i = 0; i < 10; i++ ) { + t = random_uniform( -5.0, 5.0 ); + mu = random_uniform( STDLIB_CONSTANT_FLOAT64_EPS, 2.0 ); + lambda = random_uniform( STDLIB_CONSTANT_FLOAT64_EPS, 500.0 ); + y = stdlib_base_dists_wald_mgf( t, mu, lambda ); + printf( "t: %lf, µ: %lf, λ: %lf, M_X(t;µ,λ): %lf\n", t, mu, lambda, y ); + } +} diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/index.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/index.js new file mode 100644 index 000000000000..40902b1530c3 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/index.js @@ -0,0 +1,33 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2026 The Stdlib Authors. +* +* Licensed under the Apache License, Version 2.0 (the "License"); +* you may not use this file except in compliance with the License. +* You may obtain a copy of the License at +* +* http://www.apache.org/licenses/LICENSE-2.0 +* +* Unless required by applicable law or agreed to in writing, software +* distributed under the License is distributed on an "AS IS" BASIS, +* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +* See the License for the specific language governing permissions and +* limitations under the License. +*/ + +'use strict'; + +var uniform = require( '@stdlib/random/array/uniform' ); +var logEachMap = require( '@stdlib/console/log-each-map' ); +var EPS = require('@stdlib/constants/float64/eps'); +var mgf = require( './../lib' ); + +var opts = { + 'dtype': 'float64' +}; +var lambda = uniform( 10, EPS, 500.0, opts ); +var mu = uniform( 10, EPS, 2.0, opts ); +var t = uniform( 10, -5.0, 5.0, opts ); + +logEachMap( 't: %0.4f, µ: %0.4f, λ: %0.4f, M_X(t;µ,λ): %0.4f', t, mu, lambda, mgf ); From 5aa45859d473f4ac58ec5d979965ce618ab191d5 Mon Sep 17 00:00:00 2001 From: manit2004 Date: Tue, 26 May 2026 21:26:33 +0530 Subject: [PATCH 09/18] finally done --- .../stats/base/dists/wald/mgf/README.md | 285 ++++++++++++++++++ .../stats/base/dists/wald/mgf/binding.gyp | 170 +++++++++++ .../stats/base/dists/wald/mgf/include.gypi | 53 ++++ .../stats/base/dists/wald/mgf/manifest.json | 90 ++++++ .../stats/base/dists/wald/mgf/package.json | 69 +++++ 5 files changed, 667 insertions(+) create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/binding.gyp create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/include.gypi create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/manifest.json create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/package.json diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md new file mode 100644 index 000000000000..9d973b573ef3 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md @@ -0,0 +1,285 @@ + + +# Moment-Generating Function + +> [Wald][wald-distribution] distribution moment-generating function (MGF). + + + +
+ +The [moment-generating function][mgf] for a [Wald][wald-distribution] (inverse Gaussian) random variable is + + + +```math +M_X(t) := \mathbb{E}\!\left[e^{tX}\right] = \exp\left[\frac{\lambda}{\mu}\left(1-\sqrt{1-\frac{2\mu^2 t}{\lambda}}\right)\right] +``` + + + + + +where `mu > 0` is the mean and `lambda > 0` is the shape parameter. The MGF is defined for `t < lambda / (2 * mu^2)`. + +
+ + + + + +
+ +## Usage + +```javascript +var mgf = require( '@stdlib/stats/base/dists/wald/mgf' ); +``` + +#### mgf( t, mu, lambda ) + +Evaluates the [moment-generating function][mgf] (MGF) for a [Wald][wald-distribution] distribution with parameters `mu` (mean) and `lambda` (shape parameter). + +```javascript +var y = mgf( 0.1, 2.0, 3.0 ); +// returns ~1.2405 + +y = mgf( -1.0, 0.5, 2.0 ); +// returns ~0.6237 +``` + +If provided `NaN` as any argument, the function returns `NaN`. + +```javascript +var y = mgf( NaN, 0.5, 2.0 ); +// returns NaN + +y = mgf( 0.1, NaN, 2.0 ); +// returns NaN + +y = mgf( 0.1, 0.5, NaN ); +// returns NaN +``` + +If provided `mu <= 0`, the function returns `NaN`. + +```javascript +var y = mgf( 0.1, -1.0, 2.0 ); +// returns NaN +``` + +If provided `lambda <= 0`, the function returns `NaN`. + +```javascript +var y = mgf( 0.1, 0.5, -2.0 ); +// returns NaN +``` + +If provided `t >= lambda / (2 * mu^2)`, the function returns `NaN`. + +```javascript +var y = mgf( 1.0, 2.0, 3.0 ); +// returns NaN +``` + +#### mgf.factory( mu, lambda ) + +Returns a function for evaluating the [moment-generating function][mgf] (MGF) of a [Wald][wald-distribution] distribution with parameters `mu` and `lambda`. + +```javascript +var mymgf = mgf.factory( 2.0, 3.0 ); + +var y = mymgf( 0.1 ); +// returns ~1.2405 + +y = mymgf( 0.2 ); +// returns ~1.6085 +``` + +
+ + + + + +
+ +
+ + + + + +
+ +## Examples + + + +```javascript +var uniform = require( '@stdlib/random/array/uniform' ); +var logEachMap = require( '@stdlib/console/log-each-map' ); +var EPS = require( '@stdlib/constants/float64/eps' ); +var mgf = require( '@stdlib/stats/base/dists/wald/mgf' ); + +var opts = { + 'dtype': 'float64' +}; +var lambda = uniform( 10, EPS, 500.0, opts ); +var mu = uniform( 10, EPS, 2.0, opts ); +var t = uniform( 10, -5.0, 5.0, opts ); + +logEachMap( 't: %0.4f, µ: %0.4f, λ: %0.4f, M_X(t;µ,λ): %0.4f', t, mu, lambda, mgf ); +``` + +
+ + + + + +* * * + +
+ +## C APIs + + + +
+ +
+ + + + + +
+ +### Usage + +```c +#include "stdlib/stats/base/dists/wald/mgf.h" +``` + +#### stdlib_base_dists_wald_mgf( t, mu, lambda ) + +Evaluates the [moment-generating function][mgf] (MGF) for a [Wald][wald-distribution] distribution with parameters `mu` (mean) and `lambda` (shape parameter). + +```c +double y = stdlib_base_dists_wald_mgf( 0.1, 2.0, 3.0 ); +// returns ~1.2405 +``` + +The function accepts the following arguments: + +- **t**: `[in] double` input value. +- **mu**: `[in] double` mean. +- **lambda**: `[in] double` shape parameter. + +```c +double stdlib_base_dists_wald_mgf( const double t, const double mu, const double lambda ); +``` + +
+ + + + + +
+ +
+ + + + + +
+ +### Examples + +```c +#include "stdlib/stats/base/dists/wald/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 lambda; + double mu; + double t; + double y; + int i; + + for ( i = 0; i < 10; i++ ) { + t = random_uniform( -5.0, 5.0 ); + mu = random_uniform( STDLIB_CONSTANT_FLOAT64_EPS, 2.0 ); + lambda = random_uniform( STDLIB_CONSTANT_FLOAT64_EPS, 500.0 ); + y = stdlib_base_dists_wald_mgf( t, mu, lambda ); + printf( "t: %lf, µ: %lf, λ: %lf, M_X(t;µ,λ): %lf\n", t, mu, lambda, y ); + } +} +``` + +
+ + + +
+ + + + + +
+ +
+ + + + + +
+ +
+ + + + + +
+ +[wald-distribution]: https://en.wikipedia.org/wiki/Inverse_Gaussian_distribution + +[mgf]: https://en.wikipedia.org/wiki/Moment-generating_function + +
+ + diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/binding.gyp b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/binding.gyp new file mode 100644 index 000000000000..0d6508a12e99 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/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/wald/mgf/include.gypi b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/include.gypi new file mode 100644 index 000000000000..bee8d41a2caf --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/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", + "wald", + "inverse gaussian", + "continuous", + "univariate" + ] +} From 3d411defa8201da561552fe5a64ac2cebf8aa82f Mon Sep 17 00:00:00 2001 From: manit2004 Date: Sat, 30 May 2026 17:01:59 +0530 Subject: [PATCH 10/18] tests fixed --- .../base/dists/wald/mgf/test/fixtures/julia/data.json | 2 +- .../base/dists/wald/mgf/test/fixtures/julia/runner.jl | 10 +++++----- .../stats/base/dists/wald/mgf/test/test.factory.js | 8 +++++--- .../@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js | 6 +++--- .../stats/base/dists/wald/mgf/test/test.native.js | 6 +++--- 5 files changed, 17 insertions(+), 15 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/data.json b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/data.json index 5d2784e65dbd..584d01048b11 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/data.json +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/data.json @@ -1 +1 @@ -{"expected":[0.03911649919009783,51.9640555785366,1291.595674924514,37.251571937327355,82.9031854575942,6.243582888056265,0.01596037889707168,0.061303033243913375,0.41672166409522193,0.0746060670514069,0.6370539365187725,0.04998437555881581,16.672170314212025,0.9805812703992717,3.319998925269201,0.005621579384697217,0.15464111228899333,367.4213828809849,5.543136135379308,0.00030932393115639615,0.2690533436631544,132.08134457317186,0.3011203830178562,557.8278358834116,104.2277186317388,0.05213423196254943,32.39398792181889,53.73156089769357,2.179851945602831,20.066804195482202,0.0021876534141029116,0.3250433005660777,0.007134747302418417,0.13926030382391832,0.11508226775141396,0.003542406959404621,0.24433028066384313,2668.53772787656,0.5857131450330567,9.266763258294084,0.03314707516724355,0.3503063240141119,9.21680310815783,0.0005233300775362503,5.94660192734374,18.67120852697022,659.6512444163183,3.861752136857497,44.41681568699551,0.024819749061897937,0.02707407418062881,47.75010199046536,1931.142960388831,7.634209037720823,0.11577823085270048,1.2534656158393123,66.29286513436026,0.09257007880445393,2.6970754030031325,2.1562610832869824,5.483181761887707,0.12992040782083453,0.009154934417367328,31.552189396976793,0.16945117475624136,0.013469450789306486,169.92434361480224,0.05561760274558907,1.0235896313680828,0.04647031240291768,0.015591506910491298,0.4109939735801956,0.0008041537995357297,1.408740269730235,0.30115480444221326,2.5134985327137405,0.0011375833636162866,36.95106521801217,0.026961495225021465,51.63645268539616,9.261766930838464,176.4876477412685,0.05383712232143587,656.0729898647273,0.33138859041326146,0.4113783779582672,0.08092568113518293,0.10351885582801201,0.008051837865834873,0.0411078193915541,0.12844146607990606,23.883724850111346,0.016128154603604998,1252.3253840556893,0.21432661441819525,1387.7451419239953,0.00046940487119025316,1.1995815758742618,8.12577539005928,1.8337694293151823,4.7039489416440965,0.0004167079040321713,0.00025625657263023127,40.38120473913525,1.8477895883515534,0.43019930769428993,421.0717261871509,0.1825402846935811,64.84778831509816,0.21671387300732223,2.305998644182346,0.01126910760233322,0.9487271493637268,0.004127194799124327,19.442783155939285,0.9714666135735405,0.5137603286710641,0.5846857657223831,0.0065099003609204705,0.39633327891115777,1.9015379921331537,0.37430141541771095,0.006367847812318683,0.027959750628239043,18.407675522029734,510.185519962344,5.075049972131979,4.959997605240216,5.586874720223321,57.46594119416067,1.0200498568453573,34.18726050554994,2.2526801002509425,13.74703032792388,11.937309114263375,2.990863377689303,22.620059874426744,103.96186185743261,0.334928551597881,0.05451891967590132,0.524023855432607,7962.059317944771,3.67027401584568,706.2171198421536,12.79366359885749,49.77477024423679,0.11574768897832415,0.03593287287288707,0.21066820471823394,63.06022554929723,28.627427319693883,5.501922223617403,0.013201670352147173,11.896605717622275,0.24136233427725964,0.00805119811937803,13.455637759606818,6.506355031828644,0.20089086817749974,0.0048051928199634025,3.8738878629824276,174.94788641248417,8.663647634262013,0.004974992204469271,0.5395810078914903,0.03772741184706718,3.954517526404743,0.0169499973531138,0.8977823816833084,3.4824457197709786,0.00035856143219202574,6.153465270710238,0.011281038568553042,894.9322929323544,0.04986154538530776,0.20364191266968198,0.6460622679900889,116.30447787897151,0.0016695876231887954,2.0030673729898862,861.2917930048403,484.24610323784935,2616.9920987061532,112.36913494639658,0.02832380927361315,0.3769487493782202,0.13744421022429792,8.420193564647342,0.0009903668798863176,0.0010292060666011603,5.373350221842355,0.03654178849229965,1.0179274294624805,22.3919828264154,1.937333835916313,8.751737408432385,239.70747628439474,0.004132380281321687,0.07705375791638779,0.07651041605607604,35.86432886801806,0.16685560736886013,0.01910776932805777,28.552951262025804,0.4854632934212092,4.378768750726406,287.719307739637,0.00619616011780821,0.38523332845905306,3.816353741805876,2.321129616095985,0.03528541162932375,12.817079455797492,53.49044570472764,0.002559706537133447,0.008967184533184245,1708.8304214098314,5.334175977756645,401.69353499300485,0.35122038600400257,1.491466530659674,0.2666146718521562,4.6529649070918415,7082.148707999863,0.011103522743747811,0.028529209154675012,2.237559294677819,0.05333574679237027,0.0026284695909139224,0.028714713557778982,0.0002898994227189876,5.299267617051991,0.014256771780599652,1.4335189611780719,0.006779324506058453,1.0141099134487506,4534.983174176723,126.9348117292745,22.20674534011488,10.040314301684614,1.0086519842707016,0.4386637404683818,7.025316335748273,0.8947252792618984,0.11118341060694602,1.43276883044897,31.243593727670262,11.568726773500876,0.17504935114854428,54.90366611786207,0.09121968496533439,364.163316474516,2809.1240065519264,0.0011542466096115269,8.87434889793411,177.37697696808092,0.08530670997809557,0.05470812173374376,0.04344026403306056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diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/runner.jl b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/runner.jl index 05a6e2aea34a..eaf51ff2df84 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/runner.jl +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/runner.jl @@ -26,15 +26,15 @@ Generate fixture data and write to file. # Arguments * `x`: input value -* `mu`: mean parameter +* `mu`: mean * `lambda`: shape parameter * `name::AbstractString`: output filename # Examples ``` julia julia> x = rand( 1000 ) .* 10.0 .- 5.0; -julia> mu = rand( 1000 ) .* 1.5 .+ 0.5; -julia> lambda = rand( 1000 ) .* 450.0 .+ 50.0; +julia> mu = rand( 1000 ) .* 1.9 .+ 0.1; +julia> lambda = rand( 1000 ) .* 50.0 .+ 50.0; julia> gen( x, mu, lambda, "data.json" ); ``` """ @@ -70,6 +70,6 @@ file = @__FILE__; dir = dirname( file ); x = rand( 1000 ) .* 10.0 .- 5.0; -mu = rand( 1000 ) .* 1.5 .+ 0.5; -lambda = rand( 1000 ) .* 450.0 .+ 50.0; +mu = rand( 1000 ) .* 1.9 .+ 0.1; +lambda = rand( 1000 ) .* 50.0 .+ 50.0; gen( x, mu, lambda, "data.json" ); diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.factory.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.factory.js index 38225eb62297..bd1287e04359 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.factory.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.factory.js @@ -27,10 +27,12 @@ var PINF = require( '@stdlib/constants/float64/pinf' ); var NINF = require( '@stdlib/constants/float64/ninf' ); var factory = require( './../lib/factory.js' ); + // FIXTURES // var data = require( './fixtures/julia/data.json' ); + // TESTS // tape( 'main export is a function', function test( t ) { @@ -126,12 +128,12 @@ tape( 'if provided a nonpositive `lambda`, the created function always returns ` t.end(); }); -tape( 'if provided a value of t >= lambda/2*mu^2, the created function returns `NaN`', function test( t ) { +tape( 'if provided a value of t > lambda/2*mu^2, the created function returns `NaN`', function test( t ) { var mgf; var y; mgf = factory( 1.0, 1.0 ); - y = mgf( 0.5 ); + y = mgf( 0.9 ); t.strictEqual( isnan( y ), true, 'returns expected value' ); y = mgf( 5.0 ); @@ -157,7 +159,7 @@ tape( 'the created function evaluates the MGF for `x` given positive `mu` and `l mgf = factory( mu[i], lambda[i] ); y = mgf( x[i] ); if ( expected[i] !== null ) { - t.ok( isAlmostSameValue( y, expected[i], 350 ), 'within tolerance. x: '+x[i]+'. mu: '+mu[i]+'. lambda: '+lambda[i]+'. y: '+y+'. E: '+expected[i]+'.' ); + t.ok( isAlmostSameValue( y, expected[i], 150 ), 'within tolerance. x: '+x[i]+'. mu: '+mu[i]+'. lambda: '+lambda[i]+'. y: '+y+'. E: '+expected[i]+'.' ); } } t.end(); diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js index ef0ba175250a..1e3555e83b0a 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js @@ -97,10 +97,10 @@ tape( 'if provided a nonpositive `lambda`, the function returns `NaN`', function t.end(); }); -tape( 'if provided a value of t>= lambda/2*mu^2, the function returns `NaN`', function test( t ) { +tape( 'if provided a value of t> lambda/2*mu^2, the function returns `NaN`', function test( t ) { var y; - y = mgf( 0.5, 1.0, 1.0 ); + y = mgf( 0.9, 1.0, 1.0 ); t.strictEqual( isnan( y ), true, 'returns expected value' ); y = mgf( 5.0, 1.0, 1.0 ); @@ -124,7 +124,7 @@ tape( 'the function evaluates the MGF for `x` given positive `mu` and lambda', f for ( i = 0; i < x.length; i++ ) { y = mgf( x[i], mu[i], lambda[i] ); if ( expected[i] !== null ) { - t.ok( isAlmostSameValue( y, expected[i], 350 ), 'within tolerance. x: '+x[ i ]+'. mu: '+mu[i]+'. lambda: '+lambda[i]+'. y: '+y+'. E: '+expected[ i ]+'.' ); + t.ok( isAlmostSameValue( y, expected[i], 150 ), 'within tolerance. x: '+x[ i ]+'. mu: '+mu[i]+'. lambda: '+lambda[i]+'. y: '+y+'. E: '+expected[ i ]+'.' ); } } t.end(); diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js index 2d9591c08ede..fe29a894f3a2 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js @@ -106,10 +106,10 @@ tape( 'if provided a nonpositive `lambda`, the function returns `NaN`', opts, fu t.end(); }); -tape( 'if provided a value of t>= lambda/2*mu^2, the function returns `NaN`', opts, function test( t ) { +tape( 'if provided a value of t> lambda/2*mu^2, the function returns `NaN`', opts, function test( t ) { var y; - y = mgf( 0.5, 1.0, 1.0 ); + y = mgf( 0.9, 1.0, 1.0 ); t.strictEqual( isnan( y ), true, 'returns expected value' ); y = mgf( 5.0, 1.0, 1.0 ); @@ -133,7 +133,7 @@ tape( 'the function evaluates the MGF for `x` given positive `mu` and lambda', o for ( i = 0; i < x.length; i++ ) { y = mgf( x[i], mu[i], lambda[i] ); if ( expected[i] !== null ) { - t.ok( isAlmostSameValue( y, expected[i], 350 ), 'within tolerance. x: '+x[ i ]+'. mu: '+mu[i]+'. lambda: '+lambda[i]+'. y: '+y+'. E: '+expected[ i ]+'.' ); + t.ok( isAlmostSameValue( y, expected[i], 150 ), 'within tolerance. x: '+x[ i ]+'. mu: '+mu[i]+'. lambda: '+lambda[i]+'. y: '+y+'. E: '+expected[ i ]+'.' ); } } t.end(); From 462f4c21c9c8e325e1ec8d1411b2003e34c2e807 Mon Sep 17 00:00:00 2001 From: manit2004 Date: Sat, 30 May 2026 22:27:26 +0530 Subject: [PATCH 11/18] more issues fixed --- .../stats/base/dists/wald/mgf/README.md | 10 ++++------ .../dists/wald/mgf/benchmark/benchmark.js | 19 +++++++++---------- .../wald/mgf/benchmark/benchmark.native.js | 11 +++++------ .../base/dists/wald/mgf/benchmark/c/Makefile | 2 +- .../dists/wald/mgf/benchmark/c/benchmark.c | 5 ++--- .../stats/base/dists/wald/mgf/docs/repl.txt | 2 +- .../base/dists/wald/mgf/examples/c/example.c | 5 ++--- .../base/dists/wald/mgf/examples/index.js | 5 ++--- .../stats/base/dists/wald/mgf/manifest.json | 6 ++---- .../wald/mgf/test/fixtures/julia/data.json | 2 +- .../base/dists/wald/mgf/test/test.mgf.js | 6 +++--- 11 files changed, 32 insertions(+), 41 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md index 9d973b573ef3..4e73c00547df 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md @@ -140,14 +140,13 @@ y = mymgf( 0.2 ); ```javascript var uniform = require( '@stdlib/random/array/uniform' ); var logEachMap = require( '@stdlib/console/log-each-map' ); -var EPS = require( '@stdlib/constants/float64/eps' ); var mgf = require( '@stdlib/stats/base/dists/wald/mgf' ); var opts = { 'dtype': 'float64' }; -var lambda = uniform( 10, EPS, 500.0, opts ); -var mu = uniform( 10, EPS, 2.0, opts ); +var lambda = uniform( 10, 50.0, 100.0, opts ); +var mu = uniform( 10, 0.1, 2.0, opts ); var t = uniform( 10, -5.0, 5.0, opts ); logEachMap( 't: %0.4f, µ: %0.4f, λ: %0.4f, M_X(t;µ,λ): %0.4f', t, mu, lambda, mgf ); @@ -222,7 +221,6 @@ double stdlib_base_dists_wald_mgf( const double t, const double mu, const double ```c #include "stdlib/stats/base/dists/wald/mgf.h" -#include "stdlib/constants/float64/eps.h" #include #include @@ -240,8 +238,8 @@ int main( void ) { for ( i = 0; i < 10; i++ ) { t = random_uniform( -5.0, 5.0 ); - mu = random_uniform( STDLIB_CONSTANT_FLOAT64_EPS, 2.0 ); - lambda = random_uniform( STDLIB_CONSTANT_FLOAT64_EPS, 500.0 ); + mu = random_uniform( 0.1, 2.0 ); + lambda = random_uniform( 50.0, 100.0 ); y = stdlib_base_dists_wald_mgf( t, mu, lambda ); printf( "t: %lf, µ: %lf, λ: %lf, M_X(t;µ,λ): %lf\n", t, mu, lambda, y ); } diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.js index e843aa352f37..76349a978ec3 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.js @@ -23,7 +23,6 @@ var bench = require('@stdlib/bench'); 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'); @@ -35,20 +34,20 @@ bench(pkg, function benchmark(b) { var lambda; var opts; var mu; - var x; + var t; var y; var i; opts = { 'dtype': 'float64' }; - x = uniform(100, -5.0, 5.0, opts); - mu = uniform(100, EPS, 2.0, opts); - lambda = uniform(100, EPS, 500.0, opts); + t = uniform(100, -5.0, 5.0, opts); + mu = uniform(100, 0.1, 2.0, opts); + lambda = uniform(100, 50.0, 100.0, opts); b.tic(); for (i = 0; i < b.iterations; i++) { - y = mgf(x[i % x.length], mu[i % mu.length], lambda[i % lambda.length]); + y = mgf(t[i % t.length], mu[i % mu.length], lambda[i % lambda.length]); if (isnan(y)) { b.fail('should not return NaN'); } @@ -63,18 +62,18 @@ bench(pkg, function benchmark(b) { bench(format('%s:factory', pkg), function benchmark(b) { var mymgf; - var x; + var t; var y; var i; - mymgf = mgf.factory(1.0, 1.0); - x = uniform(100, -5.0, 0.5, { + mymgf = mgf.factory(2.0, 50.0); + t = uniform(100, -5.0, 5.0, { 'dtype': 'float64' }); b.tic(); for (i = 0; i < b.iterations; i++) { - y = mymgf(x[i % x.length]); + y = mymgf(t[i % t.length]); if (isnan(y)) { b.fail('should not return NaN'); } diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.native.js index 19bff4cf07dc..527a750491b6 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.native.js @@ -25,7 +25,6 @@ var bench = require( '@stdlib/bench' ); var uniform = require( '@stdlib/random/array/uniform' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); var tryRequire = require( '@stdlib/utils/try-require' ); -var EPS = require( '@stdlib/constants/float64/eps' ); var format = require( '@stdlib/string/format' ); var pkg = require( './../package.json' ).name; @@ -44,19 +43,19 @@ bench( format( '%s::native', pkg ), opts, function benchmark( b ) { var lambda; var opts; var mu; - var x; + var t; var y; var i; opts = { 'dtype': 'float64' }; - x = uniform( 100, -5.0, 5.0, opts ); - mu = uniform( 100, EPS, 2.0, opts ); - lambda = uniform( 100, EPS, 500.0, opts ); + t = uniform( 100, -5.0, 5.0, opts ); + mu = uniform( 100, 0.1, 2.0, opts ); + lambda = uniform( 100, 50.0, 100.0, opts ); b.tic(); for ( i = 0; i < b.iterations; i++ ) { - y = mgf( x[ i % x.length ], mu[ i % mu.length ], lambda[ i % lambda.length ] ); + y = mgf( t[ i % t.length ], mu[ i % mu.length ], lambda[ i % lambda.length ] ); if ( isnan( y ) ) { b.fail( 'should not return NaN' ); } diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/c/Makefile b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/c/Makefile index a4bd7b38fd74..979768abbcec 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/c/Makefile +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/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/wald/mgf/benchmark/c/benchmark.c b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/c/benchmark.c index 3184c99bf15d..30424132769f 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/c/benchmark.c +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/c/benchmark.c @@ -17,7 +17,6 @@ */ #include "stdlib/stats/base/dists/wald/mgf.h" -#include "stdlib/constants/float64/eps.h" #include #include #include @@ -103,8 +102,8 @@ static double benchmark( void ) { for ( i = 0; i < 100; i++ ) { t[ i ] = random_uniform( -5.0, 5.0 ); - mu[ i ] = random_uniform( STDLIB_CONSTANT_FLOAT64_EPS, 2.0 ); - lambda[ i ] = random_uniform( STDLIB_CONSTANT_FLOAT64_EPS, 500.0 ); + mu[ i ] = random_uniform( 0.1, 2.0 ); + lambda[ i ] = random_uniform( 50.0, 100.0 ); } tc = tic(); diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/repl.txt b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/repl.txt index 68172fa8f356..9e24e1b19ce8 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/repl.txt +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/repl.txt @@ -7,7 +7,7 @@ If provided `λ <= 0` or `μ <= 0`, the function returns `NaN`. - If provided t < λ / (2 * μ ^ 2), the function returns `NaN`. + If provided `t < λ / (2 * μ ^ 2)`, the function returns `NaN`. Parameters ---------- diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/c/example.c b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/c/example.c index 02d2d5abc2a5..a3e214f74333 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/c/example.c +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/c/example.c @@ -17,7 +17,6 @@ */ #include "stdlib/stats/base/dists/wald/mgf.h" -#include "stdlib/constants/float64/eps.h" #include #include @@ -35,8 +34,8 @@ int main( void ) { for ( i = 0; i < 10; i++ ) { t = random_uniform( -5.0, 5.0 ); - mu = random_uniform( STDLIB_CONSTANT_FLOAT64_EPS, 2.0 ); - lambda = random_uniform( STDLIB_CONSTANT_FLOAT64_EPS, 500.0 ); + mu = random_uniform( 0.1, 2.0 ); + lambda = random_uniform( 50.0, 100.0 ); y = stdlib_base_dists_wald_mgf( t, mu, lambda ); printf( "t: %lf, µ: %lf, λ: %lf, M_X(t;µ,λ): %lf\n", t, mu, lambda, y ); } diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/index.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/index.js index 40902b1530c3..300cdbb253a9 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/index.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/examples/index.js @@ -20,14 +20,13 @@ var uniform = require( '@stdlib/random/array/uniform' ); var logEachMap = require( '@stdlib/console/log-each-map' ); -var EPS = require('@stdlib/constants/float64/eps'); var mgf = require( './../lib' ); var opts = { 'dtype': 'float64' }; -var lambda = uniform( 10, EPS, 500.0, opts ); -var mu = uniform( 10, EPS, 2.0, opts ); +var lambda = uniform( 10, 50.0, 100.0, opts ); +var mu = uniform( 10, 0.1, 2.0, opts ); var t = uniform( 10, -5.0, 5.0, opts ); logEachMap( 't: %0.4f, µ: %0.4f, λ: %0.4f, M_X(t;µ,λ): %0.4f', t, mu, lambda, mgf ); diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/manifest.json b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/manifest.json index a5d748ed91cf..1a0fdc9eb1b5 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/manifest.json +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/manifest.json @@ -62,8 +62,7 @@ "@stdlib/math/base/special/sqrt", "@stdlib/constants/float64/nan", "@stdlib/math/base/special/pow", - "@stdlib/math/base/special/exp", - "@stdlib/constants/float64/eps" + "@stdlib/math/base/special/exp" ] }, { @@ -82,8 +81,7 @@ "@stdlib/math/base/special/sqrt", "@stdlib/constants/float64/nan", "@stdlib/math/base/special/pow", - "@stdlib/math/base/special/exp", - "@stdlib/constants/float64/eps" + "@stdlib/math/base/special/exp" ] } ] diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/data.json b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/data.json index 584d01048b11..85a8fe1c3f4b 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/data.json +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/fixtures/julia/data.json @@ -1 +1 @@ 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a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js index 1e3555e83b0a..cff79375bc86 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js @@ -109,7 +109,7 @@ tape( 'if provided a value of t> lambda/2*mu^2, the function returns `NaN`', fun t.end(); }); -tape( 'the function evaluates the MGF for `x` given positive `mu` and lambda', function test( t ) { +tape( 'the function evaluates the MGF for `t` given positive `mu` and lambda', function test( t ) { var expected; var lambda; var mu; @@ -118,13 +118,13 @@ tape( 'the function evaluates the MGF for `x` given positive `mu` and lambda', f var i; expected = data.expected; - x = data.x; + x = data.t; mu = data.mu; lambda = data.lambda; for ( i = 0; i < x.length; i++ ) { y = mgf( x[i], mu[i], lambda[i] ); if ( expected[i] !== null ) { - t.ok( isAlmostSameValue( y, expected[i], 150 ), 'within tolerance. x: '+x[ i ]+'. mu: '+mu[i]+'. lambda: '+lambda[i]+'. y: '+y+'. E: '+expected[ i ]+'.' ); + t.ok( isAlmostSameValue( y, expected[i], 150 ), 'within tolerance. t: '+x[ i ]+'. mu: '+mu[i]+'. lambda: '+lambda[i]+'. y: '+y+'. E: '+expected[ i ]+'.' ); } } t.end(); From e3ae737747bd940009900a094eab44ea97133953 Mon Sep 17 00:00:00 2001 From: manit2004 Date: Sun, 31 May 2026 02:27:53 +0530 Subject: [PATCH 12/18] tests t occurences fixed --- .../stats/base/dists/wald/mgf/test/test.factory.js | 2 +- .../@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js | 8 ++++---- .../@stdlib/stats/base/dists/wald/mgf/test/test.native.js | 2 +- 3 files changed, 6 insertions(+), 6 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.factory.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.factory.js index bd1287e04359..ebda23ffd2e1 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.factory.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.factory.js @@ -128,7 +128,7 @@ tape( 'if provided a nonpositive `lambda`, the created function always returns ` t.end(); }); -tape( 'if provided a value of t > lambda/2*mu^2, the created function returns `NaN`', function test( t ) { +tape( 'if provided a value of x >= lambda/(2*mu^2), the created function returns `NaN`', function test( t ) { var mgf; var y; diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js index cff79375bc86..0c0a0d8f5f3c 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js @@ -97,7 +97,7 @@ tape( 'if provided a nonpositive `lambda`, the function returns `NaN`', function t.end(); }); -tape( 'if provided a value of t> lambda/2*mu^2, the function returns `NaN`', function test( t ) { +tape( 'if provided a value of x >= lambda/(2*mu^2), the function returns `NaN`', function test( t ) { var y; y = mgf( 0.9, 1.0, 1.0 ); @@ -109,7 +109,7 @@ tape( 'if provided a value of t> lambda/2*mu^2, the function returns `NaN`', fun t.end(); }); -tape( 'the function evaluates the MGF for `t` given positive `mu` and lambda', function test( t ) { +tape( 'the function evaluates the MGF for `x` given positive `mu` and `lambda`', function test( t ) { var expected; var lambda; var mu; @@ -118,13 +118,13 @@ tape( 'the function evaluates the MGF for `t` given positive `mu` and lambda', f var i; expected = data.expected; - x = data.t; + x = data.x; mu = data.mu; lambda = data.lambda; for ( i = 0; i < x.length; i++ ) { y = mgf( x[i], mu[i], lambda[i] ); if ( expected[i] !== null ) { - t.ok( isAlmostSameValue( y, expected[i], 150 ), 'within tolerance. t: '+x[ i ]+'. mu: '+mu[i]+'. lambda: '+lambda[i]+'. y: '+y+'. E: '+expected[ i ]+'.' ); + t.ok( isAlmostSameValue( y, expected[i], 150 ), 'within tolerance. x: '+x[ i ]+'. mu: '+mu[i]+'. lambda: '+lambda[i]+'. y: '+y+'. E: '+expected[ i ]+'.' ); } } t.end(); diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js index fe29a894f3a2..ad105f8d0c32 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js @@ -106,7 +106,7 @@ tape( 'if provided a nonpositive `lambda`, the function returns `NaN`', opts, fu t.end(); }); -tape( 'if provided a value of t> lambda/2*mu^2, the function returns `NaN`', opts, function test( t ) { +tape( 'if provided a value of x >= lambda/(2*mu^2), the function returns `NaN`', opts, function test( t ) { var y; y = mgf( 0.9, 1.0, 1.0 ); From 2551016f72af7bf34ad7ffb220a7bb62bac719a2 Mon Sep 17 00:00:00 2001 From: manit2004 Date: Sun, 31 May 2026 02:46:39 +0530 Subject: [PATCH 13/18] spaces fixed --- .../@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.js | 4 ++-- .../stats/base/dists/wald/mgf/benchmark/benchmark.native.js | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.js index 76349a978ec3..d6f6637e9926 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.js @@ -47,7 +47,7 @@ bench(pkg, function benchmark(b) { b.tic(); for (i = 0; i < b.iterations; i++) { - y = mgf(t[i % t.length], mu[i % mu.length], lambda[i % lambda.length]); + y = mgf( t[ i%t.length ], mu[ i%mu.length], lambda[ i%lambda.length ]); if (isnan(y)) { b.fail('should not return NaN'); } @@ -73,7 +73,7 @@ bench(format('%s:factory', pkg), function benchmark(b) { b.tic(); for (i = 0; i < b.iterations; i++) { - y = mymgf(t[i % t.length]); + y = mymgf( t[ i%t.length ] ); if (isnan(y)) { b.fail('should not return NaN'); } diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.native.js index 527a750491b6..d2aa6a7eb780 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.native.js @@ -55,7 +55,7 @@ bench( format( '%s::native', pkg ), opts, function benchmark( b ) { lambda = uniform( 100, 50.0, 100.0, opts ); b.tic(); for ( i = 0; i < b.iterations; i++ ) { - y = mgf( t[ i % t.length ], mu[ i % mu.length ], lambda[ i % lambda.length ] ); + y = mgf( t[ i%t.length ], mu[ i%mu.length ], lambda[ i%lambda.length ] ); if ( isnan( y ) ) { b.fail( 'should not return NaN' ); } From f48ad9da9a9061a0b904793a287468d25e71ea30 Mon Sep 17 00:00:00 2001 From: manit2004 Date: Sun, 31 May 2026 15:52:41 +0530 Subject: [PATCH 14/18] feat: add wald 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_pkg_readmes status: na - task: lint_markdown_docs status: na - 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 --- From 2ab7b6eba05333152b3afce570dc7b455b0c2b4a Mon Sep 17 00:00:00 2001 From: manit2004 Date: Sun, 31 May 2026 16:12:32 +0530 Subject: [PATCH 15/18] feat: add wald mgf, some small fixes --- 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_pkg_readmes status: passed - task: lint_markdown_docs status: na - task: lint_markdown status: na - 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: 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 --- --- lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md | 2 +- .../@stdlib/stats/base/dists/wald/mgf/docs/repl.txt | 2 +- .../@stdlib/stats/base/dists/wald/mgf/lib/native.js | 2 +- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md index 4e73c00547df..70e5fc232432 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md @@ -26,7 +26,7 @@ limitations under the License.
-The [moment-generating function][mgf] for a [Wald][wald-distribution] (inverse Gaussian) random variable is +The [moment-generating function][mgf] for a [Wald][wald-distribution] random variable is diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/repl.txt b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/repl.txt index 9e24e1b19ce8..5f5252c69e3a 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/repl.txt +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/repl.txt @@ -29,7 +29,7 @@ -------- > var y = {{alias}}( 0.1, 2.0, 3.0 ) ~1.2405 - >var y = {{alias}}( -1.0, 0.5, 2.0 ) + > y = {{alias}}( -1.0, 0.5, 2.0 ) ~0.6237 > y = {{alias}}( 0.1, -2.0, 3.0 ) NaN diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/native.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/native.js index 0130ba110142..746fb0cc5d0a 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/native.js @@ -26,7 +26,7 @@ var addon = require( './../src/addon.node' ); // MAIN // /** -* Evaluates the moment-generating function (MGF) for a Wald distribution with mean `mu` and shape parameter `lambda` at a value `t`. +* Returns the moment-generating function (MGF) for a Wald distribution with mean `mu` and shape parameter `lambda` at a value `t`. * * @private * @param {number} t - input value From c83a46a2743e28d2f0df3401bd6cb19b793d5c7b Mon Sep 17 00:00:00 2001 From: manit2004 Date: Sun, 31 May 2026 16:51:21 +0530 Subject: [PATCH 16/18] feat: add wald mgf, some linting fixes --- 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_pkg_readmes status: na - task: lint_markdown_docs status: na - 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: 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/wald/mgf/lib/factory.js | 12 ++++++------ .../@stdlib/stats/base/dists/wald/mgf/lib/main.js | 10 +++++----- .../@stdlib/stats/base/dists/wald/mgf/src/main.c | 10 +++++----- 3 files changed, 16 insertions(+), 16 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/factory.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/factory.js index 2ffbb62f24c7..f6d39daa855f 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/factory.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/factory.js @@ -20,7 +20,7 @@ // MODULES // -const constantFunction = require('@stdlib/utils/constant-function'); +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' ); @@ -46,8 +46,8 @@ var pow = require( '@stdlib/math/base/special/pow' ); * // returns ~1.6085 */ function factory( mu, lambda ) { - var mu2_lambda; - var lambda_mu; + var mu2Lambda; + var lambdaMu; if ( isnan( mu ) || isnan( lambda ) || @@ -56,8 +56,8 @@ function factory( mu, lambda ) { ) { return constantFunction( NaN ); } - lambda_mu = lambda / mu; - mu2_lambda = 2.0 * pow( mu, 2.0 ) / lambda; + lambdaMu = lambda / mu; + mu2Lambda = 2.0 * pow( mu, 2.0 ) / lambda; return mgf; /** @@ -78,7 +78,7 @@ function factory( mu, lambda ) { ) { return NaN; } - return exp( lambda_mu * ( 1.0 - sqrt( 1.0 - mu2_lambda * t ) ) ); + return exp( lambdaMu * ( 1.0 - sqrt( 1.0 - ( mu2Lambda * t ) ) ) ); } } diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js index 804724cbdd33..16bc84adcab4 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/lib/main.js @@ -69,8 +69,8 @@ var pow = require( '@stdlib/math/base/special/pow' ); * // returns NaN */ function mgf( t, mu, lambda ) { - var mu2_lambda; - var lambda_mu; + var mu2Lambda; + var lambdaMu; if ( isnan( t ) || isnan( mu ) || @@ -81,9 +81,9 @@ function mgf( t, mu, lambda ) { ) { return NaN; } - lambda_mu = lambda / mu; - mu2_lambda = 2.0 * pow( mu, 2.0 ) / lambda; - return exp( lambda_mu * ( 1.0 - sqrt( 1.0 - mu2_lambda * t ) ) ); + lambdaMu = lambda / mu; + mu2Lambda = 2.0 * pow( mu, 2.0 ) / lambda; + return exp( lambdaMu * ( 1.0 - sqrt( 1.0 - ( mu2Lambda * t ) ) ) ); } diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/main.c b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/main.c index e1fe8ad3a6d2..fcc334e0783b 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/main.c +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/src/main.c @@ -36,8 +36,8 @@ * // returns ~1.2405 */ double stdlib_base_dists_wald_mgf( const double t, const double mu, const double lambda) { - double mu2_lambda; - double lambda_mu; + double mu2Lambda; + double lambdaMu; if( stdlib_base_is_nan( t ) || stdlib_base_is_nan( mu ) || @@ -48,7 +48,7 @@ double stdlib_base_dists_wald_mgf( const double t, const double mu, const double ) { return STDLIB_CONSTANT_FLOAT64_NAN; } - lambda_mu = lambda / mu; - mu2_lambda = 2.0 * stdlib_base_pow( mu, 2.0 ) / lambda; - return stdlib_base_exp( lambda_mu * ( 1.0 - stdlib_base_sqrt( 1.0 - mu2_lambda * t ) ) ); + lambdaMu = lambda / mu; + mu2Lambda = 2.0 * stdlib_base_pow( mu, 2.0 ) / lambda; + return stdlib_base_exp( lambdaMu * ( 1.0 - stdlib_base_sqrt( 1.0 - ( mu2Lambda * t ) ) ) ); } From a9eeb9aa8b5134ada04688f6ccc7780155fef91c Mon Sep 17 00:00:00 2001 From: manit2004 Date: Sun, 31 May 2026 16:58:40 +0530 Subject: [PATCH 17/18] feat: add wald mgf, some more linting fixes --- 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_pkg_readmes status: na - task: lint_markdown_docs status: na - 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 --- --- .../@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js | 2 ++ .../@stdlib/stats/base/dists/wald/mgf/test/test.native.js | 2 ++ 2 files changed, 4 insertions(+) diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js index 0c0a0d8f5f3c..706f1abb0016 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js @@ -27,10 +27,12 @@ var PINF = require( '@stdlib/constants/float64/pinf' ); var NINF = require( '@stdlib/constants/float64/ninf' ); var mgf = require( './../lib' ); + // FIXTURES // var data = require( './fixtures/julia/data.json' ); + // TESTS // tape( 'main export is a function', function test( t ) { diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js index ad105f8d0c32..e13af961f83b 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js @@ -33,6 +33,7 @@ var NINF = require( '@stdlib/constants/float64/ninf' ); var data = require( './fixtures/julia/data.json' ); + // VARIABLES // var mgf = tryRequire( resolve( __dirname, './../lib/native.js' ) ); @@ -40,6 +41,7 @@ var opts = { 'skip': ( mgf instanceof Error ) }; + // TESTS // tape( 'main export is a function', opts, function test( t ) { From 08888310be889770d45d6cdc836be5a5a5819d01 Mon Sep 17 00:00:00 2001 From: manit2004 Date: Sun, 31 May 2026 17:08:52 +0530 Subject: [PATCH 18/18] feat: add wald mgf, test statement wrong --- 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_pkg_readmes status: na - task: lint_markdown_docs status: na - 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: 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 --- --- .../stats/base/dists/wald/mgf/benchmark/benchmark.js | 12 ++++++------ .../stats/base/dists/wald/mgf/test/test.factory.js | 2 +- .../stats/base/dists/wald/mgf/test/test.mgf.js | 2 +- .../stats/base/dists/wald/mgf/test/test.native.js | 2 +- 4 files changed, 9 insertions(+), 9 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.js index d6f6637e9926..70e10fdd8e1d 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/benchmark/benchmark.js @@ -20,12 +20,12 @@ // MODULES // -var bench = require('@stdlib/bench'); -var uniform = require('@stdlib/random/array/uniform'); -var isnan = require('@stdlib/math/base/assert/is-nan'); -var format = require('@stdlib/string/format'); -var pkg = require('./../package.json').name; -var mgf = require('./../lib'); +var bench = require( '@stdlib/bench' ); +var uniform = require( '@stdlib/random/array/uniform' ); +var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var format = require( '@stdlib/string/format' ); +var pkg = require( './../package.json' ).name; +var mgf = require( './../lib' ); // MAIN // diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.factory.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.factory.js index ebda23ffd2e1..ae5becd8f7a1 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.factory.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.factory.js @@ -128,7 +128,7 @@ tape( 'if provided a nonpositive `lambda`, the created function always returns ` t.end(); }); -tape( 'if provided a value of x >= lambda/(2*mu^2), the created function returns `NaN`', function test( t ) { +tape( 'if provided a value of x > lambda/(2*mu^2), the created function returns `NaN`', function test( t ) { var mgf; var y; diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js index 706f1abb0016..fa31efb2eb0d 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.mgf.js @@ -99,7 +99,7 @@ tape( 'if provided a nonpositive `lambda`, the function returns `NaN`', function t.end(); }); -tape( 'if provided a value of x >= lambda/(2*mu^2), the function returns `NaN`', function test( t ) { +tape( 'if provided a value of x > lambda/(2*mu^2), the function returns `NaN`', function test( t ) { var y; y = mgf( 0.9, 1.0, 1.0 ); diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js index e13af961f83b..30f97e8b45d8 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/test/test.native.js @@ -108,7 +108,7 @@ tape( 'if provided a nonpositive `lambda`, the function returns `NaN`', opts, fu t.end(); }); -tape( 'if provided a value of x >= lambda/(2*mu^2), the function returns `NaN`', opts, function test( t ) { +tape( 'if provided a value of x > lambda/(2*mu^2), the function returns `NaN`', opts, function test( t ) { var y; y = mgf( 0.9, 1.0, 1.0 );