diff --git a/grass b/grass new file mode 100644 index 000000000000..e69de29bb2d1 diff --git a/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/README.md b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/README.md index f83bf4c4280e..7e81e7f089dd 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/README.md +++ b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/README.md @@ -164,6 +164,105 @@ for ( i = 0; i < 10; i++ ) { + + +
+ + + +* * * + +
+ +## C APIs + + + +
+ +
+ + + + + +
+ +### Usage + +```c +#include "stdlib/stats/base/dists/kumaraswamy/pdf.h" +``` + +#### stdlib_base_dists_kumaraswamy_pdf( x, alpha, beta ) + +Evaluates the [probability density function][pdf] (PDF) of a [Kumaraswamy][kumaraswamy-distribution] distribution with parameters `alpha` (first shape parameter) and `beta` (second shape parameter). + +```c +double y = stdlib_base_dists_kumaraswamy_pdf( 0.5, 2.0, 1.0 ); +// returns 1.0 +``` + +The function accepts the following arguments: + +- **x**: `[in] double` input value. +- **alpha**: `[in] double` first shape parameter. +- **beta**: `[in] double` second shape parameter. + +```c +double stdlib_base_dists_kumaraswamy_pdf( const double x, const double alpha, const double beta ); +``` + +
+ + + + + +
+ +
+ + + + + +
+ +### Examples + +```c +#include "stdlib/stats/base/dists/kumaraswamy/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 alpha; + double beta; + double x; + double y; + int i; + + for ( i = 0; i < 25; i++ ) { + x = random_uniform( 0.0, 1.0 ); + alpha = random_uniform( 0.1, 10.0 ); + beta = random_uniform( 0.1, 10.0 ); + y = stdlib_base_dists_kumaraswamy_pdf( x, alpha, beta ); + printf( "x: %lf, alpha: %lf, beta: %lf, f(x;alpha,beta): %lf\n", x, alpha, beta, y ); + } +} +``` + +
+ + +
diff --git a/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/benchmark/benchmark.js b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/benchmark/benchmark.js index 8252cd4dd3d8..34eace947e6b 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/benchmark/benchmark.js +++ b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/benchmark/benchmark.js @@ -23,6 +23,7 @@ var bench = require( '@stdlib/bench' ); var randu = require( '@stdlib/random/base/randu' ); var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var Float64Array = require( '@stdlib/array/float64' ); var EPS = require( '@stdlib/constants/float64/eps' ); var pkg = require( './../package.json' ).name; var pdf = require( './../lib' ); @@ -31,18 +32,27 @@ var pdf = require( './../lib' ); // MAIN // bench( pkg, function benchmark( b ) { - var a; - var s; + var alpha; + var beta; + var len; var x; var y; var i; + len = 100; + x = new Float64Array( len ); + alpha = new Float64Array( len ); + beta = new Float64Array( len ); + + for ( i = 0; i < len; i++ ) { + x[ i ] = randu(); + alpha[ i ] = ( randu() * 10.0 ) + EPS; + beta[ i ] = ( randu() * 10.0 ) + EPS; + } + b.tic(); for ( i = 0; i < b.iterations; i++ ) { - x = ( randu()*2.0 ) + EPS; - a = ( randu()*100.0 ) + EPS; - s = ( randu()*100.0 ) + EPS; - y = pdf( x, a, s ); + y = pdf( x[ i%len ], alpha[ i%len ], beta[ i%len ] ); if ( isnan( y ) ) { b.fail( 'should not return NaN' ); } @@ -57,19 +67,19 @@ bench( pkg, function benchmark( b ) { bench( pkg+':factory', function benchmark( b ) { var mypdf; - var a; - var s; + var alpha; + var beta; var x; var y; var i; - a = 100.56789; - s = 55.54321; - mypdf = pdf.factory( a, s ); + alpha = 2.0; + beta = 3.0; + mypdf = pdf.factory( alpha, beta ); b.tic(); for ( i = 0; i < b.iterations; i++ ) { - x = ( randu()*2.0 ) + EPS; + x = randu(); y = mypdf( x ); if ( isnan( y ) ) { b.fail( 'should not return NaN' ); diff --git a/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/benchmark/benchmark.native.js new file mode 100644 index 000000000000..77abcc9d5ce2 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/benchmark/benchmark.native.js @@ -0,0 +1,75 @@ +/** +* @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 randu = require( '@stdlib/random/base/randu' ); +var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var tryRequire = require( '@stdlib/utils/try-require' ); +var EPS = require( '@stdlib/constants/float64/eps' ); +var pkg = require( './../package.json' ).name; + + +// VARIABLES // + +var pdf = tryRequire( resolve( __dirname, './../lib/native.js' ) ); +var opts = { + 'skip': ( pdf instanceof Error ) +}; + + +// MAIN // + +bench( pkg+'::native', opts, function benchmark( b ) { + var alpha; + var beta; + var len; + var x; + var y; + var i; + + len = 100; + x = new Float64Array( len ); + alpha = new Float64Array( len ); + beta = new Float64Array( len ); + + for ( i = 0; i < len; i++ ) { + x[ i ] = randu(); + alpha[ i ] = ( randu() * 10.0 ) + EPS; + beta[ i ] = ( randu() * 10.0 ) + EPS; + } + + b.tic(); + for ( i = 0; i < b.iterations; i++ ) { + y = pdf( x[ i%len ], alpha[ i%len ], beta[ 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/kumaraswamy/pdf/benchmark/c/Makefile b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/benchmark/c/Makefile new file mode 100644 index 000000000000..a4bd7b38fd74 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/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 diff --git a/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/benchmark/c/benchmark.c b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/benchmark/c/benchmark.c new file mode 100644 index 000000000000..d7f891df04c3 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/benchmark/c/benchmark.c @@ -0,0 +1,143 @@ +/** +* @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. +*/ + +#include "stdlib/stats/base/dists/kumaraswamy/pdf.h" +#include "stdlib/constants/float64/eps.h" +#include +#include +#include +#include +#include + +#define NAME "kumaraswamy-pdf" +#define ITERATIONS 1000000 +#define REPEATS 3 + +/** +* Prints the TAP version. +*/ +static void print_version( void ) { + printf( "TAP version 13\n" ); +} + +/** +* Prints the TAP summary. +* +* @param total total number of tests +* @param passing total number of passing tests +*/ +static void print_summary( int total, int passing ) { + printf( "#\n" ); + printf( "1..%d\n", total ); // TAP plan + printf( "# total %d\n", total ); + printf( "# pass %d\n", passing ); + printf( "#\n" ); + printf( "# ok\n" ); +} + +/** +* Prints benchmarks results. +* +* @param elapsed elapsed time in seconds +*/ +static void print_results( double elapsed ) { + double rate = (double)ITERATIONS / elapsed; + printf( " ---\n" ); + printf( " iterations: %d\n", ITERATIONS ); + printf( " elapsed: %0.9f\n", elapsed ); + printf( " rate: %0.9f\n", rate ); + printf( " ...\n" ); +} + +/** +* Returns a clock time. +* +* @return clock time +*/ +static double tic( void ) { + struct timeval now; + gettimeofday( &now, NULL ); + return (double)now.tv_sec + (double)now.tv_usec/1.0e6; +} + +/** +* Generates a random number on the interval [min,max). +* +* @param min minimum value (inclusive) +* @param max maximum value (exclusive) +* @return random number +*/ +static double random_uniform( const double min, const double max ) { + double v = (double)rand() / ( (double)RAND_MAX + 1.0 ); + return min + ( v*(max-min) ); +} + +/** +* Runs a benchmark. +* +* @return elapsed time in seconds +*/ +static double benchmark( void ) { + double elapsed; + double alpha[ 100 ]; + double beta[ 100 ]; + double x[ 100 ]; + double y; + double t; + int i; + + for ( i = 0; i < 100; i++ ) { + x[ i ] = random_uniform( 0.0, 1.0 ); + alpha[ i ] = random_uniform( 1.0, 10.0 ); + beta[ i ] = random_uniform( 1.0, 10.0 ); + } + + t = tic(); + for ( i = 0; i < ITERATIONS; i++ ) { + y = stdlib_base_dists_kumaraswamy_pdf( x[ i % 100 ], alpha[ i % 100 ], beta[ i % 100 ] ); + if ( y != y ) { + printf( "should not return NaN\n" ); + break; + } + } + elapsed = tic() - t; + 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/kumaraswamy/pdf/binding.gyp b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/binding.gyp new file mode 100644 index 000000000000..68a1ca11d160 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/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/kumaraswamy/pdf/examples/c/Makefile b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/examples/c/Makefile new file mode 100644 index 000000000000..25ced822f96a --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/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/kumaraswamy/pdf/examples/c/example.c b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/examples/c/example.c new file mode 100644 index 000000000000..bdf95df493f3 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/examples/c/example.c @@ -0,0 +1,44 @@ +/** +* @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. +*/ + +#include "stdlib/stats/base/dists/kumaraswamy/pdf.h" +#include "stdlib/constants/float64/eps.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 alpha; + double beta; + double x; + double y; + int i; + + for ( i = 0; i < 25; i++ ) { + x = random_uniform( 0.0, 1.0 ); + alpha = random_uniform( 1.0, 10.0 ); + beta = random_uniform( 1.0, 10.0 ); + y = stdlib_base_dists_kumaraswamy_pdf( x, alpha, beta ); + printf( "x: %lf, alpha: %lf, beta: %lf, f(x;alpha,beta): %lf\n", x, alpha, beta, y ); + } +} diff --git a/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/include.gypi b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/include.gypi new file mode 100644 index 000000000000..ecfaf82a3279 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/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': [ + ' + +/** +* Evaluates the probability density function (PDF) for a Kumaraswamy distribution with shape parameters `alpha` and `beta` at a value `x`. +* +* @param x input value +* @param alpha first shape parameter +* @param beta second shape parameter +* @return evaluated PDF +* +* @example +* double y = stdlib_base_dists_kumaraswamy_pdf( 0.5, 2.0, 1.0 ); +* // returns 1.0 +*/ +double stdlib_base_dists_kumaraswamy_pdf( const double x, const double alpha, const double beta ) { + if ( + stdlib_base_is_nan( x ) || + stdlib_base_is_nan( alpha ) || + stdlib_base_is_nan( beta ) || + alpha <= 0.0 || + beta <= 0.0 + ) { + return 0.0/0.0; // NaN + } + if ( x <= 0.0 || x >= 1.0 ) { + return 0.0; + } + return alpha * beta * pow(x, alpha-1.0) * pow(1.0 - pow(x, alpha), beta-1.0); +} diff --git a/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/fixtures/julia/REQUIRE b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/fixtures/julia/REQUIRE new file mode 100644 index 000000000000..98be20b58ed3 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/fixtures/julia/REQUIRE @@ -0,0 +1,3 @@ +Distributions 0.23.8 +julia 1.5 +JSON 0.21 diff --git a/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/fixtures/julia/large_range.json b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/fixtures/julia/large_range.json new file mode 100644 index 000000000000..c00ecb32842a --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/fixtures/julia/large_range.json @@ -0,0 +1 @@ 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diff --git a/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/fixtures/julia/medium_range.json b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/fixtures/julia/medium_range.json new file mode 100644 index 000000000000..ceef5c0bc91d --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/fixtures/julia/medium_range.json @@ -0,0 +1 @@ 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diff --git a/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/fixtures/julia/runner.jl b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/fixtures/julia/runner.jl new file mode 100644 index 000000000000..733a44211f29 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/fixtures/julia/runner.jl @@ -0,0 +1,89 @@ +#!/usr/bin/env julia +# +# @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. + +import Distributions: pdf, Kumaraswamy +import JSON + +""" + gen( x, alpha, beta, name ) + +Generate fixture data and write to file. + +# Arguments + +* `x`: input value +* `alpha`: first shape parameter +* `beta`: second shape parameter +* `name::AbstractString`: output filename + +# Examples + +``` julia +julia> x = rand( 1000 ); +julia> alpha = rand( 1000 ) .* 10.0; +julia> beta = rand( 1000 ) .* 10.0; +julia> gen( x, alpha, beta, "data.json" ); +``` +""" +function gen( x, alpha, beta, name ) + z = Array{Float64}( undef, length(x) ); + for i in eachindex(x) + z[ i ] = pdf( Kumaraswamy( alpha[i], beta[i] ), x[i] ); + end + + # Store data to be written to file as a collection: +data = Dict([ + ("x", x), + ("alpha", alpha), + ("beta", beta), + ("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 ); + +# Small range: +x = rand( 15 ); +alpha = rand( 15 ) .* 2.0 .+ 0.1; +beta = rand( 15 ) .* 2.0 .+ 0.1; +gen( x, alpha, beta, "small_range.json" ); + +# Medium range: +x = rand( 15 ); +alpha = rand( 15 ) .* 5.0 .+ 2.0; +beta = rand( 15 ) .* 5.0 .+ 2.0; +gen( x, alpha, beta, "medium_range.json" ); + +# Large range: +x = rand( 15 ); +alpha = rand( 15 ) .* 10.0 .+ 5.0; +beta = rand( 15 ) .* 10.0 .+ 5.0; +gen( x, alpha, beta, "large_range.json" ); diff --git a/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/fixtures/julia/small_range.json b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/fixtures/julia/small_range.json new file mode 100644 index 000000000000..5eea0b358d44 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/fixtures/julia/small_range.json @@ -0,0 +1 @@ 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diff --git a/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/test.native.js b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/test.native.js new file mode 100644 index 000000000000..5ae87f5fa1c6 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/kumaraswamy/pdf/test/test.native.js @@ -0,0 +1,188 @@ +/** +* @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 tape = require( 'tape' ); +var isnan = require( '@stdlib/math/base/assert/is-nan' ); +var abs = require( '@stdlib/math/base/special/abs' ); +var PINF = require( '@stdlib/constants/float64/pinf' ); +var NINF = require( '@stdlib/constants/float64/ninf' ); +var EPS = require( '@stdlib/constants/float64/eps' ); +var tryRequire = require( '@stdlib/utils/try-require' ); + + +// FIXTURES // + +var smallRange = require( './fixtures/julia/small_range.json' ); +var mediumRange = require( './fixtures/julia/medium_range.json' ); +var largeRange = require( './fixtures/julia/large_range.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('if provided `NaN` for any parameter, the function returns `NaN`', opts, function test(t) { + var y = pdf(NaN, 1.0, 1.0); + t.equal(isnan(y), true, 'returns NaN'); + + y = pdf(0.0, NaN, 1.0); + t.equal(isnan(y), true, 'returns NaN'); + + y = pdf(0.0, 1.0, NaN); + t.equal(isnan(y), true, 'returns NaN'); + + t.end(); +}); + +tape('if provided a number outside [0,1] for `x` and valid parameters, the function returns `0`', opts, function test(t) { + var y = pdf(PINF, 1.0, 1.0); + t.equal(y, 0.0, 'returns 0'); + + y = pdf(2.0, 1.0, 1.0); + t.equal(y, 0.0, 'returns 0'); + + y = pdf(NINF, 1.0, 1.0); + t.equal(y, 0.0, 'returns 0'); + + y = pdf(-1.0, 1.0, 1.0); + t.equal(y, 0.0, 'returns 0'); + + t.end(); +}); + +tape('if provided parameters not satisfying `alpha > 0` and `beta > 0`, the function returns `NaN`', opts, function test(t) { + var y; + + y = pdf(0.5, -1.0, 1.0); + t.equal(isnan(y), true, 'returns NaN'); + + y = pdf(0.5, 1.0, -1.0); + t.equal(isnan(y), true, 'returns NaN'); + + y = pdf(0.5, NINF, 1.0); + t.equal(isnan(y), true, 'returns NaN'); + + y = pdf(0.5, 1.0, NINF); + t.equal(isnan(y), true, 'returns NaN'); + + t.end(); +}); + +tape('the function evaluates the pdf for `x` given small shape parameters', opts, function test(t) { + var expected; + var delta; + var alpha; + var beta; + var tol; + var x; + var y; + var i; + + expected = smallRange.expected; + x = smallRange.x; + alpha = smallRange.alpha; + beta = smallRange.beta; + for (i = 0; i < x.length; i++) { + if (Array.isArray(alpha) && Array.isArray(beta)) { + y = pdf(x[i], alpha[i], beta[i]); + if (y === expected[i]) { + t.equal(y, expected[i], 'x: ' + x[i] + ', alpha: ' + alpha[i] + ', beta: ' + beta[i] + ', y: ' + y + ', expected: ' + expected[i]); + } else { + delta = abs(y - expected[i]); + tol = 1.0 * EPS * abs(expected[i]); + t.ok(delta <= tol, 'within tolerance. x: ' + x[i] + '. alpha: ' + alpha[i] + '. beta: ' + beta[i] + '. y: ' + y + '. E: ' + expected[i] + '. Δ: ' + delta + '. tol: ' + tol + '.'); + } + } + } + t.end(); +}); + +tape('the function evaluates the pdf for `x` given medium shape parameters', opts, function test(t) { + var expected; + var delta; + var alpha; + var beta; + var tol; + var x; + var y; + var i; + + expected = mediumRange.expected; + x = mediumRange.x; + alpha = mediumRange.alpha; + beta = mediumRange.beta; + for (i = 0; i < x.length; i++) { + if (Array.isArray(alpha) && Array.isArray(beta)) { + y = pdf(x[i], alpha[i], beta[i]); + if (y === expected[i]) { + t.equal(y, expected[i], 'x: ' + x[i] + ', alpha: ' + alpha[i] + ', beta: ' + beta[i] + ', y: ' + y + ', expected: ' + expected[i]); + } else { + delta = abs(y - expected[i]); + tol = 1.0 * EPS * abs(expected[i]); + t.ok(delta <= tol, 'within tolerance. x: ' + x[i] + '. alpha: ' + alpha[i] + '. beta: ' + beta[i] + '. y: ' + y + '. E: ' + expected[i] + '. Δ: ' + delta + '. tol: ' + tol + '.'); + } + } + } + t.end(); +}); + +tape('the function evaluates the pdf for `x` given large shape parameters', opts, function test(t) { + var expected; + var delta; + var alpha; + var beta; + var tol; + var x; + var y; + var i; + + expected = largeRange.expected; + x = largeRange.x; + alpha = largeRange.alpha; + beta = largeRange.beta; + for (i = 0; i < x.length; i++) { + if (Array.isArray(alpha) && Array.isArray(beta)) { + y = pdf(x[i], alpha[i], beta[i]); + if (y === expected[i]) { + t.equal(y, expected[i], 'x: ' + x[i] + ', alpha: ' + alpha[i] + ', beta: ' + beta[i] + ', y: ' + y + ', expected: ' + expected[i]); + } else { + delta = abs(y - expected[i]); + tol = 1.0 * EPS * abs(expected[i]); + t.ok(delta <= tol, 'within tolerance. x: ' + x[i] + '. alpha: ' + alpha[i] + '. beta: ' + beta[i] + '. y: ' + y + '. E: ' + expected[i] + '. Δ: ' + delta + '. tol: ' + tol + '.'); + } + } + } + t.end(); +});