From 2825e0acc1bc3f816bdea8c8c3b2c7ddd0b7ef3a Mon Sep 17 00:00:00 2001 From: yuvi-mittal Date: Tue, 4 Feb 2025 21:11:17 +0530 Subject: [PATCH 1/3] feat : add C implementation for stats/base/dists/truncated-normal/pdf --- type: pre_push_report description: Results of running various checks prior to pushing changes. report: - task: run_javascript_examples status: na - task: run_c_examples status: na - task: run_cpp_examples status: na - task: run_javascript_readme_examples status: na - task: run_c_benchmarks status: na - task: run_cpp_benchmarks status: na - task: run_fortran_benchmarks status: na - task: run_javascript_benchmarks status: na - task: run_julia_benchmarks status: na - task: run_python_benchmarks status: na - task: run_r_benchmarks status: na - task: run_javascript_tests status: na --- --- .../base/dists/truncated-normal/pdf/README.md | 109 +++++++++- .../pdf/benchmark/benchmark.js | 111 ++++++++++ .../pdf/benchmark/benchmark.native.js | 80 +++++++ .../truncated-normal/pdf/benchmark/c/Makefile | 146 +++++++++++++ .../pdf/benchmark/c/benchmark.c | 0 .../dists/truncated-normal/pdf/binding.gyp | 170 +++++++++++++++ .../truncated-normal/pdf/examples/c/Makefile | 146 +++++++++++++ .../truncated-normal/pdf/examples/c/example.c | 49 +++++ .../dists/truncated-normal/pdf/include.gypi | 53 +++++ .../stats/base/dists/truncated-normal/pdf.h | 38 ++++ .../dists/truncated-normal/pdf/lib/native.js | 82 +++++++ .../dists/truncated-normal/pdf/manifest.json | 91 ++++++++ .../dists/truncated-normal/pdf/package.json | 3 + .../dists/truncated-normal/pdf/src/Makefile | 70 ++++++ .../dists/truncated-normal/pdf/src/addon.c | 23 ++ .../dists/truncated-normal/pdf/src/main.c | 95 +++++++++ .../pdf/test/fixtures/python/data.json | 1 + .../pdf/test/fixtures/python/runner.py | 200 ++++++++++++++++++ .../truncated-normal/pdf/test/test.native.js | 138 ++++++++++++ .../truncated-normal/pdf/test/test.pdf.js | 130 ++++++++++++ 20 files changed, 1733 insertions(+), 2 deletions(-) create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/benchmark/benchmark.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/benchmark/benchmark.native.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/benchmark/c/Makefile create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/benchmark/c/benchmark.c create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/binding.gyp create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/examples/c/Makefile create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/examples/c/example.c create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/include.gypi create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/include/stdlib/stats/base/dists/truncated-normal/pdf.h create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/lib/native.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/manifest.json create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/src/Makefile create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/src/addon.c create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/src/main.c create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/test/fixtures/python/data.json create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/test/fixtures/python/runner.py create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/test/test.native.js create mode 100644 lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/test/test.pdf.js diff --git a/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/README.md b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/README.md index 26232640a149..45c76a6c2a28 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/README.md +++ b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/README.md @@ -40,7 +40,7 @@ f(x;\mu,\sigma,a,b) = \begin{cases} \frac{\frac{1}{\sigma}\phi(\frac{x - \mu}{\ -where `Phi` and `phi` denote the [cumulative distribution function][cdf] and [density function][pdf] of the [normal][normal-distribution] distribution, respectively, `mu` is the location and `sigma > 0` is the scale parameter of the distribution. `a` and `b` are the minimum and maximum support. +where `Phi` and `phi` denote the [cumulative distribution function][pdf] and [density function][pdf] of the [normal][normal-distribution] distribution, respectively, `mu` is the location and `sigma > 0` is the scale parameter of the distribution. `a` and `b` are the minimum and maximum support. @@ -145,6 +145,111 @@ for ( i = 0; i < 25; i++ ) { + + +* * * + +
+ +## C APIs + + + +
+ +
+ + + + + +
+ +### Usage + +```c +#include "stdlib/stats/base/dists/truncated-normal/pdf.h" +``` + +#### stdlib_base_dists_truncated_normal_pdf( x, a, b , mu , sigma ) + +Evaluates the r distribution function (pdf) for an truncated-normal distribution. + +```c +double out = stdlib_base_dists_truncated_normal_pdf( 0.9, 0.0, 1.0, 0.0, 1.0 ); +// returns ~0.7795 +``` + +The function accepts the following arguments: + +- **x**: `[in] double` input value. +- **a**: `[in] double` lower limit. +- **b**: `[in] double` upper limit. +- **mu**: `[in] double` location parameter. +- **sigma**: `[in] double` scale parameter. + + +```c +double stdlib_base_dists_truncated-normal_pdf( const double x, const double a, const double b , const double mu , const double sigma ); +``` +
+ + + + + +
+ +
+ + + + + +
+ +### Examples + +```c +#include "stdlib/stats/base/dists/truncated-normal/pdf.h" +#include +#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 x; + double a; + double b; + double mu; + double sigma; + double y; + int i; + + for ( i = 0; i < 25; i++ ) { + x = random_uniform( -10.0, 10.0 ); + a = random_uniform( -20.0, 0.0 ); + b = random_uniform( a, a + 40.0 ); + mu = random_uniform( a, b ); + sigma = random_uniform( 0.1, 5.0 ); + y = stdlib_base_dists_truncated_normal_pdf( x, a, b, mu, sigma ); + printf( "x: %lf, a: %lf, b: %lf, mu: %lf, sigma: %lf, f(x;a,b,mu,sigma): %lf\n", x, a, b, mu, sigma, y ); + } +} +``` + +
+ + + +
+ + +
@@ -157,7 +262,7 @@ for ( i = 0; i < 25; i++ ) {
-[cdf]: https://en.wikipedia.org/wiki/Cumulative_distribution_function +[pdf]: https://en.wikipedia.org/wiki/Cumulative_distribution_function [pdf]: https://en.wikipedia.org/wiki/Probability_density_function diff --git a/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/benchmark/benchmark.js new file mode 100644 index 000000000000..2d75438773ae --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/benchmark/benchmark.js @@ -0,0 +1,111 @@ +/** +* @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. +*/ + +'use strict'; + +// MODULES // + +var bench = require( '@stdlib/bench' ); +var Float64Array = require( '@stdlib/array/float64' ); +var uniform = require( '@stdlib/random/base/uniform' ); +var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var pkg = require( './../package.json' ).name; +var pdf = require( './../lib' ); + + +// MAIN // + +bench( pkg, function benchmark( b ) { + var len; + var x; + var a; + var bmin; + var bmax; + var mu; + var sigma; + var y; + var i; + + len = 100; + x = new Float64Array( len ); + a = new Float64Array( len ); + bmin = new Float64Array( len ); + bmax = new Float64Array( len ); + mu = new Float64Array( len ); + sigma = new Float64Array( len ); + + for ( i = 0; i < len; i++ ) { + x[ i ] = uniform( -10.0, 10.0 ); + a[ i ] = uniform( -20.0, 0.0 ); + bmin[ i ] = uniform( a[ i ], a[ i ] + 40.0 ); + bmax[ i ] = uniform( 0.1, 5.0 ); + mu[ i ] = uniform( -5.0, 5.0 ); + sigma[ i ] = uniform( 0.1, 5.0 ); + } + + b.tic(); + for ( i = 0; i < b.iterations; i++ ) { + y = pdf( x[ i % len ], a[ i % len ], bmin[ i % len ], mu[ i % len ], sigma[ i % len ] ); + if ( isnan( y ) ) { + b.fail( 'should not return NaN' ); + } + } + b.toc(); + if ( isnan( y ) ) { + b.fail( 'should not return NaN' ); + } + b.pass( 'benchmark finished' ); + b.end(); +}); + +bench( pkg+':factory', function benchmark( b ) { + var mypdf; + var sigma; + var bmin; + var len; + var mu; + var a; + var x; + var y; + var i; + + sigma = 1.0; + bmin = 1.0; + len = 100; + mu = 0.5; + a = 0.0; + x = new Float64Array( len ); + mypdf = pdf.factory( a, bmin, mu, sigma ); + for ( i = 0; i < len; i++ ) { + x[ i ] = uniform( -2.0, 2.0 ); + } + + b.tic(); + for ( i = 0; i < b.iterations; i++ ) { + y = mypdf( x[ i % len ] ); + if ( isnan( y ) ) { + b.fail( 'should not return NaN' ); + } + } + b.toc(); + if ( isnan( y ) ) { + b.fail( 'should not return NaN' ); + } + b.pass( 'benchmark finished' ); + b.end(); +}); diff --git a/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/benchmark/benchmark.native.js new file mode 100644 index 000000000000..ae7818bec8f9 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/benchmark/benchmark.native.js @@ -0,0 +1,80 @@ +/** +* @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. +*/ + +'use strict'; + +// MODULES // + +var resolve = require( 'path' ).resolve; +var bench = require( '@stdlib/bench' ); +var Float64Array = require( '@stdlib/array/float64' ); +var uniform = require( '@stdlib/random/base/uniform' ); +var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var tryRequire = require( '@stdlib/utils/try-require' ); +var pkg = require( './../package.json' ).name; + + +// VARIABLES // + +var pdf = tryRequire( resolve( __dirname, './../lib/native.js' ) ); +var opts = { + 'skip': ( pdf instanceof Error ) +}; + + +// MAIN // + +bench( pkg+'::native', opts, function benchmark( b ) { + var sigma; + var bmin; + var len; + var mu; + var x; + var a; + var y; + var i; + + len = 100; + x = new Float64Array( len ); + a = new Float64Array( len ); + bmin = new Float64Array( len ); + mu = new Float64Array( len ); + sigma = new Float64Array( len ); + + for ( i = 0; i < len; i++ ) { + x[ i ] = uniform( -10.0, 10.0 ); + a[ i ] = uniform( -20.0, 0.0 ); + bmin[ i ] = uniform( a[ i ], a[ i ] + 40.0 ); + mu[ i ] = uniform( -5.0, 5.0 ); + sigma[ i ] = uniform( 0.1, 5.0 ); + } + + b.tic(); + for ( i = 0; i < b.iterations; i++ ) { + y = pdf( x[ i % len ], a[ i % len ], bmin[ i % len ], mu[ i % len ], sigma[ i % len ] ); + if ( isnan( y ) ) { + b.fail( 'should not return NaN' ); + } + } + b.toc(); + if ( isnan( y ) ) { + b.fail( 'should not return NaN' ); + } + b.pass( 'benchmark finished' ); + b.end(); +}); diff --git a/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/benchmark/c/Makefile b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/benchmark/c/Makefile new file mode 100644 index 000000000000..1af409fc66b0 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/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 \ No newline at end of file diff --git a/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/benchmark/c/benchmark.c b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/benchmark/c/benchmark.c new file mode 100644 index 000000000000..e69de29bb2d1 diff --git a/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/binding.gyp b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/binding.gyp new file mode 100644 index 000000000000..68a1ca11d160 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/binding.gyp @@ -0,0 +1,170 @@ +# @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. + +# 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/truncated-normal/pdf/examples/c/Makefile b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/examples/c/Makefile new file mode 100644 index 000000000000..25ced822f96a --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/examples/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 := 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/truncated-normal/pdf/examples/c/example.c b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/examples/c/example.c new file mode 100644 index 000000000000..4e28adfe3749 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/examples/c/example.c @@ -0,0 +1,49 @@ +/** +* @license Apache-2.0 +* +* Copyright (c) 2024 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/truncated-normal/pdf.h" +#include +#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 x; + double a; + double b; + double mu; + double sigma; + double y; + int i; + + for ( i = 0; i < 25; i++ ) { + x = random_uniform( -10.0, 10.0 ); + a = random_uniform( -20.0, 0.0 ); + b = random_uniform( a, a + 40.0 ); + mu = random_uniform( a, b ); + sigma = random_uniform( 0.1, 5.0 ); + y = stdlib_base_dists_truncated_normal_pdf( x, a, b, mu, sigma ); + printf( "x: %lf, a: %lf, b: %lf, mu: %lf, sigma: %lf, f(x;a,b,mu,sigma): %lf\n", x, a, b, mu, sigma, y ); + } + + return 0; +} diff --git a/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/include.gypi b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/include.gypi new file mode 100644 index 000000000000..f6557ac1ab57 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/include.gypi @@ -0,0 +1,53 @@ +# @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. + +# 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': [ + '= b +// ) { +// return 0.0 / 0.0; // NaN +// } +// if ( x < a || x > b ) { +// return 0.0; +// } +// s2x2 = 2.0 * stdlib_base_pow( sigma, 2.0 ); +// A = 1.0 / ( stdlib_base_sqrt( s2x2 * STDLIB_CONSTANT_FLOAT64_PI ) ); +// B = -1.0 / s2x2; +// C = stdlib_base_normal_cdf( ( b - mu ) / sigma, 0.0, 1.0 ) - stdlib_base_normal_cdf( ( a - mu ) / sigma, 0.0, 1.0 ); + +// return A * stdlib_base_exp( B * stdlib_base_pow( x - mu, 2.0 ) ) / C; +// } + +double stdlib_base_truncated_normal_pdf( const double x, const double a, const double b, const double mu, const double sigma ) { + double s2x2; + double A; + double B; + double C; + + // Handle invalid input + if ( + stdlib_base_is_nan( x ) || + stdlib_base_is_nan( a ) || + stdlib_base_is_nan( b ) || + sigma <= 0.0 || + a >= b + ) { + return 0.0 / 0.0; // NaN + } + if ( x < a || x > b ) { + return 0.0; + } + s2x2 = 2.0 * stdlib_base_pow( sigma, 2.0 ); + A = 1.0 / ( stdlib_base_sqrt( s2x2 * STDLIB_CONSTANT_FLOAT64_PI ) ); + B = -1.0 / s2x2; + C = stdlib_base_normal_cdf( ( b - mu ) / sigma ) - stdlib_base_normal_cdf( ( a - mu ) / sigma ); + + return A * stdlib_base_exp( B * stdlib_base_pow( x - mu, 2.0 ) ) / C; +} \ No newline at end of file diff --git a/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/test/fixtures/python/data.json b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/test/fixtures/python/data.json new file mode 100644 index 000000000000..4930d779c2f5 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/test/fixtures/python/data.json @@ -0,0 +1 @@ +{"x": [-2.998173725156781, -2.9921696492428786, -2.986165573328977, -2.9801614974150747, -2.974157421501173, -2.968153345587271, -2.962149269673369, -2.956145193759467, -2.950141117845565, -2.944137041931663, -2.9381329660177613, -2.932128890103859, -2.9261248141899574, 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under the Apache License, Version 2.0 (the "License"); +# # you may not use this file except in compliance with the License. +# # You may obtain a copy of the License at +# # +# # http://www.apache.org/licenses/LICENSE-2.0 +# # +# # Unless required by applicable law or agreed to in writing, software +# # distributed under the License is distributed on an "AS IS" BASIS, +# # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# # See the License for the specific language governing permissions and +# # limitations under the License. + +# """Generate fixtures.""" + +# import os +# import json +# import numpy as np +# from scipy.stats import planck + +# # Get the file path: +# FILE = os.path.realpath(__file__) + +# # Extract the directory in which this file resides: +# DIR = os.path.dirname(FILE) + + +# def gen(x, a , b , mu , sigma , name): +# """ +# Generate fixture data and write to file. + +# # Arguments + +# * `x`: input values. +# * `lam`: shape parameter. +# * `name::str`: output filename. + +# # Examples + +# ```python +# python> x = np.random.rand(1000) * 10 +# python> lam = np.random.rand(1000) +# python> gen(x, lam, "data.json") +# ``` +# """ +# # Compute CDF values: +# z = np.array(truncated-normal.pdf(x, a, b , mu , sigma)) + +# # Store data to be written to file as a dictionary: +# data = { +# "x": x.tolist(), +# "a": a.tolist(), +# "b": b.tolist(), +# "mu": mu.tolist(), +# "mu": mu.tolist(), +# "expected": z.tolist() +# } + +# # Based on the script directory, create an output filepath: +# filepath = os.path.join(DIR, name) + +# # Write the data to the output filepath as JSON: +# with open(filepath, "w", encoding='utf-8') as outfile: +# json.dump(data, outfile) + +# # Include trailing newline: +# with open(filepath, "a", encoding='utf-8') as outfile: +# outfile.write("\n") + + +# def main(): +# """Generate fixture data.""" +# # Large shape paramter: +# x = np.round(np.random.rand(1000) * 10.0) +# # lam = (np.random.rand(1000) * 10.0) + 10.0 +# a = np.round(np.random.rand(1000) * 10.0) +# b = np.round(np.random.rand(1000) * 10.0) +# mu = np.round(np.random.rand(1000) * 10.0) +# sigma = np.round(np.random.rand(1000) * 10.0) + + + +# gen(x, lam, "large_lambda.json") + +# # Small shape parameter: +# x = np.round(np.random.rand(1000) * 10.0) +# lam = np.random.rand(1000) * 0.5 +# gen(x, lam, "small_lambda.json") + + +# if __name__ == "__main__": +# main() + +#!/usr/bin/env python +# +# @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. + +"""Generate fixtures for truncated-normal/pdf.""" + +import os +import json +import numpy as np +from scipy.stats import truncnorm + +# Get the file path: +FILE = os.path.realpath(__file__) + +# Extract the directory in which this file resides: +DIR = os.path.dirname(FILE) + + +def gen(x, a, b, mu, sigma, name): + """ + Generate fixture data and write to file. + + # Arguments + + * `x`: input values. + * `a`: lower bound of truncation. + * `b`: upper bound of truncation. + * `mu`: mean of the normal distribution. + * `sigma`: standard deviation. + * `name`: output filename. + + # Examples + + ```python + python> x = np.linspace(-5, 5, 100) + python> a, b = -2, 2 + python> mu, sigma = 0, 1 + python> gen(x, a, b, mu, sigma, "data.json") + ``` + """ + # Compute PDF values using SciPy's truncated normal PDF + z = truncnorm.pdf(x, (a - mu) / sigma, (b - mu) / sigma, loc=mu, scale=sigma) + + # Store data to be written to file as a dictionary: + data = { + "x": x.tolist(), + "a": a.tolist(), + "b": b.tolist(), + "mu": mu.tolist(), + "sigma": sigma.tolist(), + "expected": z.tolist() + } + + # Based on the script directory, create an output filepath: + filepath = os.path.join(DIR, name) + + # Write the data to the output filepath as JSON: + with open(filepath, "w", encoding='utf-8') as outfile: + json.dump(data, outfile) + + # Include trailing newline: + with open(filepath, "a", encoding='utf-8') as outfile: + outfile.write("\n") + + +def main(): + """Generate fixture data.""" + + # Generate valid `a` and `b` values + a = np.random.uniform(-3, 0, 1000) # Lower bounds + b = np.random.uniform(0.5, 3, 1000) # Upper bounds + a, b = np.minimum(a, b), np.maximum(a, b) # Ensure a < b + + # Generate `x` values in a reasonable range + x = np.linspace(a.min(), b.max(), 1000) + + # Generate `mu` values around 0 + mu = np.random.uniform(-1, 1, 1000) + + # Generate positive `sigma` + sigma = np.random.uniform(0.5, 2, 1000) + + # Generate fixtures + gen(x, a, b, mu, sigma, "data.json") + + +if __name__ == "__main__": + main() diff --git a/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/test/test.native.js b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/test/test.native.js new file mode 100644 index 000000000000..265f71405f50 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/test/test.native.js @@ -0,0 +1,138 @@ +/** +* @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. +*/ + +'use strict'; + +// MODULES // +var tape = require('tape'); +var resolve = require( 'path' ).resolve; +var tryRequire = require( '@stdlib/utils/try-require' ); +var path = require('path'); +var abs = require('@stdlib/math/base/special/abs'); +var isnan = require('@stdlib/math/base/assert/is-nan'); +var EPS = require('@stdlib/constants/float64/eps'); +var pdf = require('./../lib'); + + +// FIXTURES // +var fixtures = require(path.resolve(__dirname, './fixtures/python/data.json')); + + +// VARIABLES // + +var pdf = tryRequire( resolve( __dirname, './../lib/native.js' ) ); +var opts = { + 'skip': ( pdf instanceof Error ) +}; + + +// TESTS // +tape('main export is a function', opts , function test(t) { + t.ok(true, __filename); + t.strictEqual(typeof pdf, 'function', 'main export is a function'); + t.end(); +}); + +tape('the function returns NaN if provided NaN as any argument', opts , function test(t) { + var y; + y = pdf(NaN, 0.0, 1.0, -1.0, 1.0); + t.strictEqual(isnan(y), true, 'returns NaN'); + + y = pdf(0.5, NaN, 1.0, -1.0, 1.0); + t.strictEqual(isnan(y), true, 'returns NaN'); + + y = pdf(0.5, 0.0, NaN, -1.0, 1.0); + t.strictEqual(isnan(y), true, 'returns NaN'); + + y = pdf(0.5, 0.0, 1.0, NaN, 1.0); + t.strictEqual(isnan(y), true, 'returns NaN'); + + y = pdf(0.5, 0.0, 1.0, -1.0, NaN); + t.strictEqual(isnan(y), true, 'returns NaN'); + + t.end(); +}); + +tape('the function returns NaN for invalid sigma values (sigma <= 0)', opts , function test(t) { + var y; + + y = pdf(0.5, 0.0, 1.0, -1.0, 0.0); + t.strictEqual(isnan(y), true, 'returns NaN when sigma is 0'); + + y = pdf(0.5, 0.0, 1.0, -1.0, -1.0); + t.strictEqual(isnan(y), true, 'returns NaN when sigma is negative'); + + t.end(); +}); + +tape('the function returns NaN when a >= b', opts , function test(t) { + var y; + + y = pdf(0.5, 1.0, 1.0, 0.0, 1.0); + t.strictEqual(isnan(y), true, 'returns NaN when a equals b'); + + y = pdf(0.5, 2.0, 1.0, 0.0, 1.0); + t.strictEqual(isnan(y), true, 'returns NaN when a is greater than b'); + + t.end(); +}); + +tape('the function returns 0 when x is out of range (x < a or x > b)', opts , function test(t) { + var y; + + y = pdf(-2.0, 0.0, 1.0, 0.0, 1.0); + t.strictEqual(y, 0.0, 'returns 0 when x is less than a'); + + y = pdf(2.0, 0.0, 1.0, 0.0, 1.0); + t.strictEqual(y, 0.0, 'returns 0 when x is greater than b'); + + t.end(); +}); + +tape('the function evaluates the pdf', opts , function test(t) { + var expected; + var sigma; + var delta; + var tol; + var a; + var b; + var x; + var mu; + var y; + var i; + + x = fixtures.x; + mu = fixtures.mu; + sigma = fixtures.sigma; + a = fixtures.a; + b = fixtures.b; + expected = fixtures.expected; + + for (i = 0; i < x.length; i++) { + y = pdf(x[i],a[i] ,b[i] , mu[i], sigma[i]); + if (y === expected[i]) { + t.equal(y, expected[i], `x: ${x[i]}, mu: ${mu[i]}, sigma: ${sigma[i]}, a: ${a[i]}, b: ${b[i]}, y: ${y}, expected: ${expected[i]}`); + } else { + delta = abs(y - expected[i]); + // tol = EPS * abs(expected[i]); + tol = 10 * EPS * Math.max(1, abs(expected[i])); + t.ok(delta <= tol, `within tolerance. x: ${x[i]}, mu: ${mu[i]}, sigma: ${sigma[i]}, a: ${a[i]}, b: ${b[i]}, y: ${y}, expected: ${expected[i]}, Δ: ${delta}, tol: ${tol}`); + } + } + t.end(); +}); diff --git a/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/test/test.pdf.js b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/test/test.pdf.js new file mode 100644 index 000000000000..fa4830f2376b --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/test/test.pdf.js @@ -0,0 +1,130 @@ +/** +* @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. +*/ + +'use strict'; + +// MODULES // +var tape = require('tape'); +var path = require('path'); +var abs = require('@stdlib/math/base/special/abs'); +var PINF = require('@stdlib/constants/float64/pinf'); +var NINF = require('@stdlib/constants/float64/ninf'); +var isnan = require('@stdlib/math/base/assert/is-nan'); +var EPS = require('@stdlib/constants/float64/eps'); +var pdf = require('./../lib'); + + +// FIXTURES // +var fixtures = require(path.resolve(__dirname, './fixtures/python/data.json')); + + +// TESTS // +tape('main export is a function', function test(t) { + t.ok(true, __filename); + t.strictEqual(typeof pdf, 'function', 'main export is a function'); + t.end(); +}); + +tape('the function returns NaN if provided NaN as any argument', function test(t) { + var y; + y = pdf(NaN, 0.0, 1.0, -1.0, 1.0); + t.strictEqual(isnan(y), true, 'returns NaN'); + + y = pdf(0.5, NaN, 1.0, -1.0, 1.0); + t.strictEqual(isnan(y), true, 'returns NaN'); + + y = pdf(0.5, 0.0, NaN, -1.0, 1.0); + t.strictEqual(isnan(y), true, 'returns NaN'); + + y = pdf(0.5, 0.0, 1.0, NaN, 1.0); + t.strictEqual(isnan(y), true, 'returns NaN'); + + y = pdf(0.5, 0.0, 1.0, -1.0, NaN); + t.strictEqual(isnan(y), true, 'returns NaN'); + + t.end(); +}); + +tape('the function returns NaN for invalid sigma values (sigma <= 0)', function test(t) { + var y; + + y = pdf(0.5, 0.0, 1.0, -1.0, 0.0); + t.strictEqual(isnan(y), true, 'returns NaN when sigma is 0'); + + y = pdf(0.5, 0.0, 1.0, -1.0, -1.0); + t.strictEqual(isnan(y), true, 'returns NaN when sigma is negative'); + + t.end(); +}); + +tape('the function returns NaN when a >= b', function test(t) { + var y; + + y = pdf(0.5, 1.0, 1.0, 0.0, 1.0); + t.strictEqual(isnan(y), true, 'returns NaN when a equals b'); + + y = pdf(0.5, 2.0, 1.0, 0.0, 1.0); + t.strictEqual(isnan(y), true, 'returns NaN when a is greater than b'); + + t.end(); +}); + +tape('the function returns 0 when x is out of range (x < a or x > b)', function test(t) { + var y; + + y = pdf(-2.0, 0.0, 1.0, 0.0, 1.0); + t.strictEqual(y, 0.0, 'returns 0 when x is less than a'); + + y = pdf(2.0, 0.0, 1.0, 0.0, 1.0); + t.strictEqual(y, 0.0, 'returns 0 when x is greater than b'); + + t.end(); +}); + +tape('the function evaluates the pdf', function test(t) { + var expected; + var sigma; + var delta; + var tol; + var a; + var b; + var x; + var mu; + var y; + var i; + + x = fixtures.x; + mu = fixtures.mu; + sigma = fixtures.sigma; + a = fixtures.a; + b = fixtures.b; + expected = fixtures.expected; + + for (i = 0; i < x.length; i++) { + y = pdf(x[i],a[i] ,b[i] , mu[i], sigma[i]); + if (y === expected[i]) { + t.equal(y, expected[i], `x: ${x[i]}, mu: ${mu[i]}, sigma: ${sigma[i]}, a: ${a[i]}, b: ${b[i]}, y: ${y}, expected: ${expected[i]}`); + } else { + delta = abs(y - expected[i]); + // tol = EPS * abs(expected[i]); + tol = 10 * EPS * Math.max(1, abs(expected[i])); + t.ok(delta <= tol, `within tolerance. x: ${x[i]}, mu: ${mu[i]}, sigma: ${sigma[i]}, a: ${a[i]}, b: ${b[i]}, y: ${y}, expected: ${expected[i]}, Δ: ${delta}, tol: ${tol}`); + } + } + t.end(); +}); From ffa27bdad5b392769dd9595f7458600ed224b2e8 Mon Sep 17 00:00:00 2001 From: yuvi-mittal Date: Tue, 4 Feb 2025 21:15:10 +0530 Subject: [PATCH 2/3] readme.md chnages --- type: pre_push_report description: Results of running various checks prior to pushing changes. report: - task: run_javascript_examples status: na - task: run_c_examples status: na - task: run_cpp_examples status: na - task: run_javascript_readme_examples status: na - task: run_c_benchmarks status: na - task: run_cpp_benchmarks status: na - task: run_fortran_benchmarks status: na - task: run_javascript_benchmarks status: na - task: run_julia_benchmarks status: na - task: run_python_benchmarks status: na - task: run_r_benchmarks status: na - task: run_javascript_tests status: na --- --- .../@stdlib/stats/base/dists/truncated-normal/pdf/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/README.md b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/README.md index 45c76a6c2a28..e1907bd4cdcc 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/README.md +++ b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/README.md @@ -40,7 +40,7 @@ f(x;\mu,\sigma,a,b) = \begin{cases} \frac{\frac{1}{\sigma}\phi(\frac{x - \mu}{\ -where `Phi` and `phi` denote the [cumulative distribution function][pdf] and [density function][pdf] of the [normal][normal-distribution] distribution, respectively, `mu` is the location and `sigma > 0` is the scale parameter of the distribution. `a` and `b` are the minimum and maximum support. +where `Phi` and `phi` denote the [cumulative distribution function][cdf] and [density function][pdf] of the [normal][normal-distribution] distribution, respectively, `mu` is the location and `sigma > 0` is the scale parameter of the distribution. `a` and `b` are the minimum and maximum support.
From 97c3b0d8caf64425e883ec54990e0a4687ae6381 Mon Sep 17 00:00:00 2001 From: yuvi-mittal Date: Tue, 4 Feb 2025 21:15:57 +0530 Subject: [PATCH 3/3] readme.md chnages --- type: pre_push_report description: Results of running various checks prior to pushing changes. report: - task: run_javascript_examples status: na - task: run_c_examples status: na - task: run_cpp_examples status: na - task: run_javascript_readme_examples status: na - task: run_c_benchmarks status: na - task: run_cpp_benchmarks status: na - task: run_fortran_benchmarks status: na - task: run_javascript_benchmarks status: na - task: run_julia_benchmarks status: na - task: run_python_benchmarks status: na - task: run_r_benchmarks status: na - task: run_javascript_tests status: na --- --- .../@stdlib/stats/base/dists/truncated-normal/pdf/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/README.md b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/README.md index e1907bd4cdcc..df35ce06d99c 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/README.md +++ b/lib/node_modules/@stdlib/stats/base/dists/truncated-normal/pdf/README.md @@ -262,7 +262,7 @@ int main( void ) {
-[pdf]: https://en.wikipedia.org/wiki/Cumulative_distribution_function +[cdf]: https://en.wikipedia.org/wiki/Cumulative_distribution_function [pdf]: https://en.wikipedia.org/wiki/Probability_density_function