From 78e99368d6a942b22ed54c85bb14b8217789fd17 Mon Sep 17 00:00:00 2001 From: Aryan Kumar Date: Thu, 27 Aug 2026 10:29:01 -0700 Subject: [PATCH 1/3] feat: add C implementation for sstdev --- .../stats/base/ndarray/sstdev/README.md | 167 ++++++++++++ .../sstdev/benchmark/benchmark.native.js | 114 +++++++++ .../base/ndarray/sstdev/benchmark/c/Makefile | 70 ++++++ .../sstdev/benchmark/c/benchmark.length.c | 197 +++++++++++++++ .../stats/base/ndarray/sstdev/binding.gyp | 170 +++++++++++++ .../base/ndarray/sstdev/examples/c/Makefile | 70 ++++++ .../base/ndarray/sstdev/examples/c/example.c | 87 +++++++ .../stats/base/ndarray/sstdev/include.gypi | 53 ++++ .../stdlib/stats/base/ndarray/sstdev.h | 40 +++ .../stats/base/ndarray/sstdev/lib/native.js | 68 +++++ .../stats/base/ndarray/sstdev/package.json | 4 + .../stats/base/ndarray/sstdev/src/Makefile | 70 ++++++ .../stats/base/ndarray/sstdev/src/addon.c | 66 +++++ .../stats/base/ndarray/sstdev/src/main.c | 40 +++ .../base/ndarray/sstdev/test/test.main.js | 229 +++++++++++++++++ .../base/ndarray/sstdev/test/test.native.js | 238 ++++++++++++++++++ 16 files changed, 1683 insertions(+) create mode 100644 lib/node_modules/@stdlib/stats/base/ndarray/sstdev/benchmark/benchmark.native.js create mode 100644 lib/node_modules/@stdlib/stats/base/ndarray/sstdev/benchmark/c/Makefile create mode 100644 lib/node_modules/@stdlib/stats/base/ndarray/sstdev/benchmark/c/benchmark.length.c create mode 100644 lib/node_modules/@stdlib/stats/base/ndarray/sstdev/binding.gyp create mode 100644 lib/node_modules/@stdlib/stats/base/ndarray/sstdev/examples/c/Makefile create mode 100644 lib/node_modules/@stdlib/stats/base/ndarray/sstdev/examples/c/example.c create mode 100644 lib/node_modules/@stdlib/stats/base/ndarray/sstdev/include.gypi create mode 100644 lib/node_modules/@stdlib/stats/base/ndarray/sstdev/include/stdlib/stats/base/ndarray/sstdev.h create mode 100644 lib/node_modules/@stdlib/stats/base/ndarray/sstdev/lib/native.js create mode 100644 lib/node_modules/@stdlib/stats/base/ndarray/sstdev/src/Makefile create mode 100644 lib/node_modules/@stdlib/stats/base/ndarray/sstdev/src/addon.c create mode 100644 lib/node_modules/@stdlib/stats/base/ndarray/sstdev/src/main.c create mode 100644 lib/node_modules/@stdlib/stats/base/ndarray/sstdev/test/test.main.js create mode 100644 lib/node_modules/@stdlib/stats/base/ndarray/sstdev/test/test.native.js diff --git a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/README.md b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/README.md index 34b330a57d7e..6fdbee776988 100644 --- a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/README.md +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/README.md @@ -165,6 +165,173 @@ console.log( v ); + + +* * * + +
+ +## C APIs + + + +
+ +
+ + + + + +
+ +### Usage + +```c +#include "stdlib/stats/base/ndarray/sstdev.h" +``` + +#### stdlib_stats_sstdev( arrays ) + +Computes the standard deviation of a one-dimensional single-precision floating-point ndarray. + +```c +#include "stdlib/ndarray/ctor.h" +#include "stdlib/ndarray/dtypes.h" +#include "stdlib/ndarray/index_modes.h" +#include "stdlib/ndarray/orders.h" +#include "stdlib/ndarray/base/bytes_per_element.h" +#include + +// Create an input ndarray: +const float xbuf[] = { 1.0f, 2.0f, 3.0f, 4.0f }; +int64_t xshape[] = { 4 }; +int64_t xstrides[] = { STDLIB_NDARRAY_FLOAT32_BYTES_PER_ELEMENT }; +int8_t submodes[] = { STDLIB_NDARRAY_INDEX_ERROR }; + +struct ndarray *x = stdlib_ndarray_allocate( STDLIB_NDARRAY_FLOAT32, (uint8_t *)xbuf, 1, xshape, xstrides, 0, STDLIB_NDARRAY_ROW_MAJOR, STDLIB_NDARRAY_INDEX_ERROR, 1, submodes ); + +// Create a zero-dimensional ndarray specifying the degrees of freedom adjustment: +const float cbuf[] = { 1.0f }; +int64_t cshape[] = {}; +int64_t cstrides[] = { 0 }; + +struct ndarray *correction = stdlib_ndarray_allocate( STDLIB_NDARRAY_FLOAT32, (uint8_t *)cbuf, 0, cshape, cstrides, 0, STDLIB_NDARRAY_ROW_MAJOR, STDLIB_NDARRAY_INDEX_ERROR, 0, submodes ); + +// Compute the standard deviation: +const struct ndarray *arrays[] = { x, correction }; +float v = stdlib_stats_sstdev( arrays ); +// returns ~2.0817 + +// Free allocated memory: +stdlib_ndarray_free( x ); +stdlib_ndarray_free( correction ); +``` + +The function accepts the following arguments: + +- **arrays**: `[in] struct ndarray**` list containing the following ndarrays: a one-dimensional input ndarray and a zero-dimensional ndarray specifying the degrees of freedom adjustment. + +```c +float stdlib_stats_sstdev( const struct ndarray *arrays[] ); +``` + +
+ + + + + +
+ +
+ + + + + +
+ +### Examples + +```c +#include "stdlib/stats/base/ndarray/sstdev.h" +#include "stdlib/ndarray/ctor.h" +#include "stdlib/ndarray/dtypes.h" +#include "stdlib/ndarray/index_modes.h" +#include "stdlib/ndarray/orders.h" +#include "stdlib/ndarray/base/bytes_per_element.h" +#include +#include +#include + +int main( void ) { + // Create a data buffer: + const float xbuf[] = { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f }; + + // Specify the number of array dimensions: + const int64_t ndims = 1; + + // Specify the array shape: + int64_t shape[] = { 4 }; + + // Specify the array strides: + int64_t strides[] = { 2*STDLIB_NDARRAY_FLOAT32_BYTES_PER_ELEMENT }; + + // Specify the byte offset: + const int64_t offset = 0; + + // Specify the array order: + const enum STDLIB_NDARRAY_ORDER order = STDLIB_NDARRAY_ROW_MAJOR; + + // Specify the index mode: + const enum STDLIB_NDARRAY_INDEX_MODE imode = STDLIB_NDARRAY_INDEX_ERROR; + + // Specify the subscript index modes: + int8_t submodes[] = { STDLIB_NDARRAY_INDEX_ERROR }; + const int64_t nsubmodes = 1; + + // Create an input ndarray: + struct ndarray *x = stdlib_ndarray_allocate( STDLIB_NDARRAY_FLOAT32, (uint8_t *)xbuf, ndims, shape, strides, offset, order, imode, nsubmodes, submodes ); + if ( x == NULL ) { + fprintf( stderr, "Error allocating memory.\n" ); + exit( 1 ); + } + + // Create a zero-dimensional ndarray specifying the degrees of freedom adjustment: + const float cbuf[] = { 1.0f }; + int64_t cshape[] = {}; + int64_t cstrides[] = { 0 }; + + struct ndarray *correction = stdlib_ndarray_allocate( STDLIB_NDARRAY_FLOAT32, (uint8_t *)cbuf, 0, cshape, cstrides, offset, order, imode, 0, submodes ); + if ( correction == NULL ) { + fprintf( stderr, "Error allocating memory.\n" ); + exit( 1 ); + } + + // Define a list of ndarrays: + const struct ndarray *arrays[] = { x, correction }; + + // Compute the standard deviation: + float v = stdlib_stats_sstdev( arrays ); + + // Print the result: + printf( "stdev: %f\n", v ); + + // Free allocated memory: + stdlib_ndarray_free( x ); + stdlib_ndarray_free( correction ); +} +``` + +
+ + + +
+ + +
diff --git a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/benchmark/benchmark.native.js b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/benchmark/benchmark.native.js new file mode 100644 index 000000000000..71bb338fe40c --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/benchmark/benchmark.native.js @@ -0,0 +1,114 @@ +/** +* @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/uniform' ); +var isnanf = require( '@stdlib/math/base/assert/is-nanf' ); +var pow = require( '@stdlib/math/base/special/pow' ); +var scalar2ndarray = require( '@stdlib/ndarray/from-scalar' ); +var format = require( '@stdlib/string/format' ); +var tryRequire = require( '@stdlib/utils/try-require' ); +var pkg = require( './../package.json' ).name; + + +// VARIABLES // + +var sstdev = tryRequire( resolve( __dirname, './../lib/native.js' ) ); +var opts = { + 'skip': ( sstdev instanceof Error ) +}; +var options = { + 'dtype': 'float32' +}; + + +// FUNCTIONS // + +/** +* Creates a benchmark function. +* +* @private +* @param {PositiveInteger} len - array length +* @returns {Function} benchmark function +*/ +function createBenchmark( len ) { + var correction; + var x; + + x = uniform( [ len ], -10.0, 10.0, options ); + correction = scalar2ndarray( 1.0, options ); + + return benchmark; + + /** + * Benchmark function. + * + * @private + * @param {Benchmark} b - benchmark instance + */ + function benchmark( b ) { + var v; + var i; + + b.tic(); + for ( i = 0; i < b.iterations; i++ ) { + v = sstdev( [ x, correction ] ); + if ( isnanf( v ) ) { + b.fail( 'should not return NaN' ); + } + } + b.toc(); + if ( isnanf( v ) ) { + b.fail( 'should not return NaN' ); + } + b.pass( 'benchmark finished' ); + b.end(); + } +} + + +// MAIN // + +/** +* Main execution sequence. +* +* @private +*/ +function main() { + var len; + var min; + var max; + var f; + var i; + + min = 1; // 10^min + max = 6; // 10^max + + for ( i = min; i <= max; i++ ) { + len = pow( 10, i ); + f = createBenchmark( len ); + bench( format( '%s::native:len=%d', pkg, len ), opts, f ); + } +} + +main(); diff --git a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/benchmark/c/Makefile b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/benchmark/c/Makefile new file mode 100644 index 000000000000..2caf905cedbe --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/benchmark/c/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/ndarray/sstdev/benchmark/c/benchmark.length.c b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/benchmark/c/benchmark.length.c new file mode 100644 index 000000000000..9635f7b86f30 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/benchmark/c/benchmark.length.c @@ -0,0 +1,197 @@ +/** +* @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/ndarray/sstdev.h" +#include "stdlib/ndarray/ctor.h" +#include "stdlib/ndarray/dtypes.h" +#include "stdlib/ndarray/index_modes.h" +#include "stdlib/ndarray/orders.h" +#include "stdlib/ndarray/base/bytes_per_element.h" +#include +#include +#include +#include +#include +#include + +#define NAME "sstdev" +#define ITERATIONS 1000000 +#define REPEATS 3 +#define MIN 1 +#define MAX 6 + +/** +* 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 iterations number of iterations +* @param elapsed elapsed time in seconds +*/ +static void print_results( int iterations, double elapsed ) { + double rate = (double)iterations / elapsed; + printf( " ---\n" ); + printf( " iterations: %d\n", iterations ); + printf( " elapsed: %0.9f\n", elapsed ); + printf( " rate: %0.9f\n", rate ); + printf( " ...\n" ); +} + +/** +* Returns a clock time. +* +* @return clock time +*/ +static double tic( void ) { + struct timeval now; + gettimeofday( &now, NULL ); + return (double)now.tv_sec + (double)now.tv_usec/1.0e6; +} + +/** +* Generates a random number on the interval [0, 1). +* +* @return random number +*/ +static double rand_double( void ) { + return (double)rand() / ( (double)RAND_MAX + 1.0 ); +} + +/** +* Runs a benchmark. +* +* @param iterations number of iterations +* @param len array length +* @return elapsed time in seconds +*/ +static double benchmark( int iterations, int len ) { + enum STDLIB_NDARRAY_INDEX_MODE imode; + const struct ndarray *arrays[ 2 ]; + enum STDLIB_NDARRAY_ORDER order; + int8_t submodes[ 1 ]; + int64_t strides[ 1 ]; + int64_t cstrides[ 1 ]; + int64_t shape[ 1 ]; + int64_t cshape[] = {}; + int64_t nsubmodes; + struct ndarray *x; + struct ndarray *correction; + int64_t offset; + double elapsed; + int64_t ndims; + float *data; + float cbuf[ 1 ]; + float v; + double t; + int i; + + ndims = 1; + shape[ 0 ] = len; + strides[ 0 ] = STDLIB_NDARRAY_FLOAT32_BYTES_PER_ELEMENT; + offset = 0; + order = STDLIB_NDARRAY_ROW_MAJOR; + imode = STDLIB_NDARRAY_INDEX_ERROR; + submodes[ 0 ] = imode; + nsubmodes = 1; + + // Create random data: + data = (float *) malloc( len * sizeof( float ) ); + for ( i = 0; i < len; i++ ) { + data[ i ] = (float)( ( rand_double()*200.0 ) - 100.0 ); + } + // cppcheck-suppress invalidPointerCast + x = stdlib_ndarray_allocate( STDLIB_NDARRAY_FLOAT32, (uint8_t *)data, ndims, shape, strides, offset, order, imode, nsubmodes, submodes ); + arrays[ 0 ] = x; + + cbuf[ 0 ] = 1.0f; + cstrides[ 0 ] = 0; + // cppcheck-suppress invalidPointerCast + correction = stdlib_ndarray_allocate( STDLIB_NDARRAY_FLOAT32, (uint8_t *)cbuf, 0, cshape, cstrides, offset, order, imode, 0, submodes ); + arrays[ 1 ] = correction; + + v = 0.0f; + t = tic(); + for ( i = 0; i < iterations; i++ ) { + v = stdlib_stats_sstdev( arrays ); + if ( v != v ) { + printf( "should not return NaN\n" ); + break; + } + } + elapsed = tic() - t; + if ( v != v ) { + printf( "should not return NaN\n" ); + } + stdlib_ndarray_free( x ); + stdlib_ndarray_free( correction ); + free( data ); + arrays[ 0 ] = NULL; + arrays[ 1 ] = NULL; + + return elapsed; +} + +/** +* Main execution sequence. +*/ +int main( void ) { + double elapsed; + int count; + int iter; + int len; + int i; + int j; + + // Use the current time to seed the random number generator: + srand( time( NULL ) ); + + print_version(); + count = 0; + for ( i = MIN; i <= MAX; i++ ) { + len = pow( 10, i ); + iter = ITERATIONS / pow( 10, i-1 ); + for ( j = 0; j < REPEATS; j++ ) { + count += 1; + printf( "# c::%s:len=%d\n", NAME, len ); + elapsed = benchmark( iter, len ); + print_results( iter, elapsed ); + printf( "ok %d benchmark finished\n", count ); + } + } + print_summary( count, count ); +} diff --git a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/binding.gyp b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/binding.gyp new file mode 100644 index 000000000000..0d6508a12e99 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/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/ndarray/sstdev/examples/c/Makefile b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/examples/c/Makefile new file mode 100644 index 000000000000..2caf905cedbe --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/examples/c/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/ndarray/sstdev/examples/c/example.c b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/examples/c/example.c new file mode 100644 index 000000000000..836b98ec6de7 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/examples/c/example.c @@ -0,0 +1,87 @@ +/** +* @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/ndarray/sstdev.h" +#include "stdlib/ndarray/ctor.h" +#include "stdlib/ndarray/dtypes.h" +#include "stdlib/ndarray/index_modes.h" +#include "stdlib/ndarray/orders.h" +#include "stdlib/ndarray/base/bytes_per_element.h" +#include +#include +#include + +int main( void ) { + // Create a data buffer: + const float xbuf[] = { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f }; + + // Specify the number of array dimensions: + const int64_t ndims = 1; + + // Specify the array shape: + int64_t shape[] = { 4 }; + + // Specify the array strides: + int64_t strides[] = { 2*STDLIB_NDARRAY_FLOAT32_BYTES_PER_ELEMENT }; + + // Specify the byte offset: + const int64_t offset = 0; + + // Specify the array order: + const enum STDLIB_NDARRAY_ORDER order = STDLIB_NDARRAY_ROW_MAJOR; + + // Specify the index mode: + const enum STDLIB_NDARRAY_INDEX_MODE imode = STDLIB_NDARRAY_INDEX_ERROR; + + // Specify the subscript index modes: + int8_t submodes[] = { STDLIB_NDARRAY_INDEX_ERROR }; + const int64_t nsubmodes = 1; + + // Create an input ndarray: + // cppcheck-suppress invalidPointerCast + struct ndarray *x = stdlib_ndarray_allocate( STDLIB_NDARRAY_FLOAT32, (uint8_t *)xbuf, ndims, shape, strides, offset, order, imode, nsubmodes, submodes ); + if ( x == NULL ) { + fprintf( stderr, "Error allocating memory.\n" ); + exit( 1 ); + } + + // Create a zero-dimensional ndarray specifying the degrees of freedom adjustment: + const float cbuf[] = { 1.0f }; + int64_t cshape[] = {}; + int64_t cstrides[] = { 0 }; + + // cppcheck-suppress invalidPointerCast + struct ndarray *correction = stdlib_ndarray_allocate( STDLIB_NDARRAY_FLOAT32, (uint8_t *)cbuf, 0, cshape, cstrides, offset, order, imode, 0, submodes ); + if ( correction == NULL ) { + fprintf( stderr, "Error allocating memory.\n" ); + exit( 1 ); + } + + // Define a list of ndarrays: + const struct ndarray *arrays[] = { x, correction }; + + // Compute the standard deviation: + float v = stdlib_stats_sstdev( arrays ); + + // Print the result: + printf( "stdev: %f\n", v ); + + // Free allocated memory: + stdlib_ndarray_free( x ); + stdlib_ndarray_free( correction ); +} diff --git a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/include.gypi b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/include.gypi new file mode 100644 index 000000000000..bee8d41a2caf --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/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': [ + '} arrays - array-like object containing ndarrays +* @returns {number} standard deviation +* +* @example +* var Float32Vector = require( '@stdlib/ndarray/vector/float32' ); +* var scalar2ndarray = require( '@stdlib/ndarray/from-scalar' ); +* +* var opts = { +* 'dtype': 'float32' +* }; +* +* var x = new Float32Vector( [ 1.0, -2.0, 2.0 ] ); +* +* var correction = scalar2ndarray( 1.0, opts ); +* +* var v = sstdev( [ x, correction ] ); +* // returns ~2.0817 +*/ +function sstdev( arrays ) { + var correction = arrays[ 1 ]; + var x = arrays[ 0 ]; + return addon( getData( x ), serialize( x ), getData( correction ), serialize( correction ) ); // eslint-disable-line max-len +} + + +// EXPORTS // + +module.exports = sstdev; diff --git a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/package.json b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/package.json index 68160dc8a6f9..f93410e6a4f6 100644 --- a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/package.json +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/package.json @@ -14,11 +14,15 @@ } ], "main": "./lib", + "browser": "./lib/main.js", + "gypfile": true, "directories": { "benchmark": "./benchmark", "doc": "./docs", "example": "./examples", + "include": "./include", "lib": "./lib", + "src": "./src", "test": "./test" }, "types": "./docs/types", diff --git a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/src/Makefile b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/src/Makefile new file mode 100644 index 000000000000..2caf905cedbe --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/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/ndarray/sstdev/src/addon.c b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/src/addon.c new file mode 100644 index 000000000000..81a213dccd5c --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/src/addon.c @@ -0,0 +1,66 @@ +/** +* @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/ndarray/sstdev.h" +#include "stdlib/ndarray/ctor.h" +#include "stdlib/ndarray/base/napi/addon_arguments.h" +#include "stdlib/napi/export.h" +#include "stdlib/napi/argv.h" +#include "stdlib/napi/create_double.h" +#include +#include + +/** +* Receives JavaScript callback invocation data. +* +* @param env environment under which the function is invoked +* @param info callback data +* @return Node-API value +*/ +static napi_value addon( napi_env env, napi_callback_info info ) { + STDLIB_NAPI_ARGV( env, info, argv, argc, 4 ); + + // Process provided arguments: + struct ndarray *arrays[ 2 ]; + napi_value err; + napi_status status = stdlib_ndarray_napi_addon_arguments( env, argv, 4, 2, arrays, &err ); + assert( status == napi_ok ); + if ( err != NULL ) { + status = napi_throw( env, err ); + assert( status == napi_ok ); + return NULL; + } + // Create a const-qualified view of the argument pointer list: + const struct ndarray *arr[ 2 ] = { + arrays[ 0 ], + arrays[ 1 ] + }; + // Perform computation: + STDLIB_NAPI_CREATE_DOUBLE( env, (double)stdlib_stats_sstdev( arr ), v ); + + // Free allocated memory: + stdlib_ndarray_free( arrays[ 0 ] ); + arrays[ 0 ] = NULL; + + stdlib_ndarray_free( arrays[ 1 ] ); + arrays[ 1 ] = NULL; + + return v; +} + +STDLIB_NAPI_MODULE_EXPORT_FCN( addon ) diff --git a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/src/main.c b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/src/main.c new file mode 100644 index 000000000000..dddb141da252 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/src/main.c @@ -0,0 +1,40 @@ +/** +* @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/ndarray/sstdev.h" +#include "stdlib/stats/strided/sstdev.h" +#include "stdlib/ndarray/ctor.h" +#include "stdlib/blas/base/shared.h" + +/** +* Computes the standard deviation of a one-dimensional single-precision floating-point ndarray. +* +* @param arrays list containing an input ndarray and a zero-dimensional ndarray specifying the degrees of freedom adjustment +* @return standard deviation +*/ +float stdlib_stats_sstdev( const struct ndarray *arrays[] ) { + const struct ndarray *x = arrays[ 0 ]; + const struct ndarray *correction = arrays[ 1 ]; + + float c; + + // For zero-dimensional arrays, `stdlib_ndarray_iget_float32` returns the first (and only) indexed element, regardless of the supplied index: + stdlib_ndarray_iget_float32( correction, 0, &c ); + + return API_SUFFIX(stdlib_strided_sstdev_ndarray)( stdlib_ndarray_dimension( x, 0 ), c, (const float *)stdlib_ndarray_data( x ), stdlib_ndarray_stride_elements( x, 0 ), stdlib_ndarray_offset_elements( x ) ); +} diff --git a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/test/test.main.js b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/test/test.main.js new file mode 100644 index 000000000000..561498512492 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/test/test.main.js @@ -0,0 +1,229 @@ +/** +* @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 sqrt = require( '@stdlib/math/base/special/sqrt' ); +var isnanf = require( '@stdlib/math/base/assert/is-nanf' ); +var float64ToFloat32 = require( '@stdlib/number/float64/base/to-float32' ); +var Float32Array = require( '@stdlib/array/float32' ); +var scalar2ndarray = require( '@stdlib/ndarray/from-scalar' ); +var ndarray = require( '@stdlib/ndarray/base/ctor' ); +var sstdev = require( './../lib/main.js' ); + + +// FUNCTIONS // + +/** +* Returns a one-dimensional ndarray. +* +* @private +* @param {Collection} buffer - underlying data buffer +* @param {NonNegativeInteger} length - number of indexed elements +* @param {integer} stride - stride length +* @param {NonNegativeInteger} offset - index offset +* @returns {ndarray} one-dimensional ndarray +*/ +function vector( buffer, length, stride, offset ) { + return new ndarray( 'float32', buffer, [ length ], [ stride ], offset, 'row-major' ); +} + + +// TESTS // + +tape( 'main export is a function', function test( t ) { + t.ok( true, __filename ); + t.strictEqual( typeof sstdev, 'function', 'main export is a function' ); + t.end(); +}); + +tape( 'the function has an arity of 1', function test( t ) { + t.strictEqual( sstdev.length, 1, 'has expected arity' ); + t.end(); +}); + +tape( 'the function calculates the standard deviation of a one-dimensional ndarray', function test( t ) { + var correction; + var expected; + var opts; + var x; + var v; + + opts = { + 'dtype': 'float32' + }; + + x = new Float32Array( [ 1.0, -2.0, -4.0, 5.0, 0.0, 3.0 ] ); + correction = scalar2ndarray( 1.0, opts ); + + v = sstdev( [ vector( x, x.length, 1, 0 ), correction ] ); + expected = float64ToFloat32( sqrt( 53.5/(x.length-1) ) ); + t.strictEqual( v, expected, 'returns expected value' ); + + x = new Float32Array( [ -4.0, -5.0 ] ); + correction = scalar2ndarray( 1.0, opts ); + + v = sstdev( [ vector( x, x.length, 1, 0 ), correction ] ); + expected = float64ToFloat32( sqrt( 0.5 ) ); + t.strictEqual( v, expected, 'returns expected value' ); + + x = new Float32Array( [ NaN ] ); + correction = scalar2ndarray( 1.0, opts ); + + v = sstdev( [ vector( x, x.length, 1, 0 ), correction ] ); + t.strictEqual( isnanf( v ), true, 'returns expected value' ); + + x = new Float32Array( [ NaN, NaN ] ); + correction = scalar2ndarray( 1.0, opts ); + + v = sstdev( [ vector( x, x.length, 1, 0 ), correction ] ); + t.strictEqual( isnanf( v ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'if provided an empty ndarray, the function returns `NaN`', function test( t ) { + var correction; + var opts; + var x; + var v; + + opts = { + 'dtype': 'float32' + }; + + x = new Float32Array( [] ); + correction = scalar2ndarray( 1.0, opts ); + + v = sstdev( [ vector( x, 0, 1, 0 ), correction ] ); + t.strictEqual( isnanf( v ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'if provided a correction argument yielding `N-correction` less than or equal to `0`, the function returns `NaN`', function test( t ) { + var correction; + var opts; + var x; + var v; + + opts = { + 'dtype': 'float32' + }; + + x = new Float32Array( [ 1.0 ] ); + correction = scalar2ndarray( 1.0, opts ); + + v = sstdev( [ vector( x, 1, 1, 0 ), correction ] ); + t.strictEqual( isnanf( v ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'the function supports one-dimensional ndarrays having non-unit strides', function test( t ) { + var correction; + var expected; + var opts; + var x; + var v; + + opts = { + 'dtype': 'float32' + }; + + x = new Float32Array([ + 1.0, // 0 + 2.0, + 2.0, // 1 + -7.0, + -2.0, // 2 + 3.0, + 4.0, // 3 + 2.0 + ]); + correction = scalar2ndarray( 1.0, opts ); + + v = sstdev( [ vector( x, 4, 2, 0 ), correction ] ); + expected = 2.5; + t.strictEqual( v, expected, 'returns expected value' ); + + t.end(); +}); + +tape( 'the function supports one-dimensional ndarrays having negative strides', function test( t ) { + var correction; + var expected; + var opts; + var x; + var v; + + opts = { + 'dtype': 'float32' + }; + + x = new Float32Array([ + 1.0, // 3 + 2.0, + 2.0, // 2 + -7.0, + -2.0, // 1 + 3.0, + 4.0, // 0 + 2.0 + ]); + correction = scalar2ndarray( 1.0, opts ); + + v = sstdev( [ vector( x, 4, -2, 6 ), correction ] ); + expected = 2.5; + t.strictEqual( v, expected, 'returns expected value' ); + + t.end(); +}); + +tape( 'the function supports one-dimensional ndarrays having non-zero offsets', function test( t ) { + var correction; + var expected; + var opts; + var x; + var v; + + opts = { + 'dtype': 'float32' + }; + + x = new Float32Array([ + 2.0, + 1.0, // 0 + 2.0, + -2.0, // 1 + -2.0, + 2.0, // 2 + 3.0, + 4.0 // 3 + ]); + correction = scalar2ndarray( 1.0, opts ); + + v = sstdev( [ vector( x, 4, 2, 1 ), correction ] ); + expected = 2.5; + t.strictEqual( v, expected, 'returns expected value' ); + + t.end(); +}); diff --git a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/test/test.native.js b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/test/test.native.js new file mode 100644 index 000000000000..f70d92aae88d --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/test/test.native.js @@ -0,0 +1,238 @@ +/** +* @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 sqrt = require( '@stdlib/math/base/special/sqrt' ); +var isnanf = require( '@stdlib/math/base/assert/is-nanf' ); +var float64ToFloat32 = require( '@stdlib/number/float64/base/to-float32' ); +var Float32Array = require( '@stdlib/array/float32' ); +var scalar2ndarray = require( '@stdlib/ndarray/from-scalar' ); +var ndarray = require( '@stdlib/ndarray/base/ctor' ); +var tryRequire = require( '@stdlib/utils/try-require' ); + + +// VARIABLES // + +var sstdev = tryRequire( resolve( __dirname, './../lib/native.js' ) ); +var opts = { + 'skip': ( sstdev instanceof Error ) +}; + + +// FUNCTIONS // + +/** +* Returns a one-dimensional ndarray. +* +* @private +* @param {Collection} buffer - underlying data buffer +* @param {NonNegativeInteger} length - number of indexed elements +* @param {integer} stride - stride length +* @param {NonNegativeInteger} offset - index offset +* @returns {ndarray} one-dimensional ndarray +*/ +function vector( buffer, length, stride, offset ) { + return new ndarray( 'float32', buffer, [ length ], [ stride ], offset, 'row-major' ); +} + + +// TESTS // + +tape( 'main export is a function', opts, function test( t ) { + t.ok( true, __filename ); + t.strictEqual( typeof sstdev, 'function', 'main export is a function' ); + t.end(); +}); + +tape( 'the function has an arity of 1', opts, function test( t ) { + t.strictEqual( sstdev.length, 1, 'has expected arity' ); + t.end(); +}); + +tape( 'the function calculates the standard deviation of a one-dimensional ndarray', opts, function test( t ) { + var correction; + var expected; + var optsD; + var x; + var v; + + optsD = { + 'dtype': 'float32' + }; + + x = new Float32Array( [ 1.0, -2.0, -4.0, 5.0, 0.0, 3.0 ] ); + correction = scalar2ndarray( 1.0, optsD ); + + v = sstdev( [ vector( x, x.length, 1, 0 ), correction ] ); + expected = float64ToFloat32( sqrt( 53.5/(x.length-1) ) ); + t.strictEqual( v, expected, 'returns expected value' ); + + x = new Float32Array( [ -4.0, -5.0 ] ); + correction = scalar2ndarray( 1.0, optsD ); + + v = sstdev( [ vector( x, x.length, 1, 0 ), correction ] ); + expected = float64ToFloat32( sqrt( 0.5 ) ); + t.strictEqual( v, expected, 'returns expected value' ); + + x = new Float32Array( [ NaN ] ); + correction = scalar2ndarray( 1.0, optsD ); + + v = sstdev( [ vector( x, x.length, 1, 0 ), correction ] ); + t.strictEqual( isnanf( v ), true, 'returns expected value' ); + + x = new Float32Array( [ NaN, NaN ] ); + correction = scalar2ndarray( 1.0, optsD ); + + v = sstdev( [ vector( x, x.length, 1, 0 ), correction ] ); + t.strictEqual( isnanf( v ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'if provided an empty ndarray, the function returns `NaN`', opts, function test( t ) { + var correction; + var optsD; + var x; + var v; + + optsD = { + 'dtype': 'float32' + }; + + x = new Float32Array( [] ); + correction = scalar2ndarray( 1.0, optsD ); + + v = sstdev( [ vector( x, 0, 1, 0 ), correction ] ); + t.strictEqual( isnanf( v ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'if provided a correction argument yielding `N-correction` less than or equal to `0`, the function returns `NaN`', opts, function test( t ) { + var correction; + var optsD; + var x; + var v; + + optsD = { + 'dtype': 'float32' + }; + + x = new Float32Array( [ 1.0 ] ); + correction = scalar2ndarray( 1.0, optsD ); + + v = sstdev( [ vector( x, 1, 1, 0 ), correction ] ); + t.strictEqual( isnanf( v ), true, 'returns expected value' ); + + t.end(); +}); + +tape( 'the function supports one-dimensional ndarrays having non-unit strides', opts, function test( t ) { + var correction; + var expected; + var optsD; + var x; + var v; + + optsD = { + 'dtype': 'float32' + }; + + x = new Float32Array([ + 1.0, // 0 + 2.0, + 2.0, // 1 + -7.0, + -2.0, // 2 + 3.0, + 4.0, // 3 + 2.0 + ]); + correction = scalar2ndarray( 1.0, optsD ); + + v = sstdev( [ vector( x, 4, 2, 0 ), correction ] ); + expected = 2.5; + t.strictEqual( v, expected, 'returns expected value' ); + + t.end(); +}); + +tape( 'the function supports one-dimensional ndarrays having negative strides', opts, function test( t ) { + var correction; + var expected; + var optsD; + var x; + var v; + + optsD = { + 'dtype': 'float32' + }; + + x = new Float32Array([ + 1.0, // 3 + 2.0, + 2.0, // 2 + -7.0, + -2.0, // 1 + 3.0, + 4.0, // 0 + 2.0 + ]); + correction = scalar2ndarray( 1.0, optsD ); + + v = sstdev( [ vector( x, 4, -2, 6 ), correction ] ); + expected = 2.5; + t.strictEqual( v, expected, 'returns expected value' ); + + t.end(); +}); + +tape( 'the function supports one-dimensional ndarrays having non-zero offsets', opts, function test( t ) { + var correction; + var expected; + var optsD; + var x; + var v; + + optsD = { + 'dtype': 'float32' + }; + + x = new Float32Array([ + 2.0, + 1.0, // 0 + 2.0, + -2.0, // 1 + -2.0, + 2.0, // 2 + 3.0, + 4.0 // 3 + ]); + correction = scalar2ndarray( 1.0, optsD ); + + v = sstdev( [ vector( x, 4, 2, 1 ), correction ] ); + expected = 2.5; + t.strictEqual( v, expected, 'returns expected value' ); + + t.end(); +}); From 88579b8e50287467b7774f172efc87db07a88c88 Mon Sep 17 00:00:00 2001 From: Aryan Kumar Date: Fri, 28 Aug 2026 13:25:29 -0700 Subject: [PATCH 2/3] fix: add missing manifest.json for stats/base/ndarray/sstdev --- .../stats/base/ndarray/sstdev/manifest.json | 110 ++++++++++++++++++ 1 file changed, 110 insertions(+) create mode 100644 lib/node_modules/@stdlib/stats/base/ndarray/sstdev/manifest.json diff --git a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/manifest.json b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/manifest.json new file mode 100644 index 000000000000..ba8b6e5ccf61 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/manifest.json @@ -0,0 +1,110 @@ +{ + "options": { + "task": "build", + "wasm": false + }, + "fields": [ + { + "field": "src", + "resolve": true, + "relative": true + }, + { + "field": "include", + "resolve": true, + "relative": true + }, + { + "field": "libraries", + "resolve": false, + "relative": false + }, + { + "field": "libpath", + "resolve": true, + "relative": false + } + ], + "confs": [ + { + "task": "build", + "wasm": false, + "src": [ + "./src/main.c" + ], + "include": [ + "./include" + ], + "libraries": [], + "libpath": [], + "dependencies": [ + "@stdlib/blas/base/shared", + "@stdlib/stats/strided/sstdev", + "@stdlib/ndarray/ctor", + "@stdlib/ndarray/base/napi/addon-arguments", + "@stdlib/napi/export", + "@stdlib/napi/argv", + "@stdlib/napi/create-double" + ] + }, + { + "task": "benchmark", + "wasm": false, + "src": [ + "./src/main.c" + ], + "include": [ + "./include" + ], + "libraries": [], + "libpath": [], + "dependencies": [ + "@stdlib/blas/base/shared", + "@stdlib/stats/strided/sstdev", + "@stdlib/ndarray/ctor", + "@stdlib/ndarray/dtypes", + "@stdlib/ndarray/index-modes", + "@stdlib/ndarray/orders", + "@stdlib/ndarray/base/bytes-per-element" + ] + }, + { + "task": "examples", + "wasm": false, + "src": [ + "./src/main.c" + ], + "include": [ + "./include" + ], + "libraries": [], + "libpath": [], + "dependencies": [ + "@stdlib/blas/base/shared", + "@stdlib/stats/strided/sstdev", + "@stdlib/ndarray/ctor", + "@stdlib/ndarray/dtypes", + "@stdlib/ndarray/index-modes", + "@stdlib/ndarray/orders", + "@stdlib/ndarray/base/bytes-per-element" + ] + }, + { + "task": "", + "wasm": true, + "src": [ + "./src/main.c" + ], + "include": [ + "./include" + ], + "libraries": [], + "libpath": [], + "dependencies": [ + "@stdlib/blas/base/shared", + "@stdlib/stats/strided/sstdev", + "@stdlib/ndarray/ctor" + ] + } + ] +} From 68c24ceb33ff2fc9ea2096f72b7300288a5ba9ec Mon Sep 17 00:00:00 2001 From: Aryan Kumar Date: Fri, 28 Aug 2026 16:16:32 -0700 Subject: [PATCH 3/3] benchmark and example corrected makefil --- .../base/ndarray/sstdev/benchmark/c/Makefile | 88 +++++++++++++++++-- .../base/ndarray/sstdev/examples/c/Makefile | 88 +++++++++++++++++-- 2 files changed, 164 insertions(+), 12 deletions(-) diff --git a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/benchmark/c/Makefile b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/benchmark/c/Makefile index 2caf905cedbe..c8f8e9a1517b 100644 --- a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/benchmark/c/Makefile +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/benchmark/c/Makefile @@ -45,19 +45,94 @@ 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 # #/ -# Removes generated files for building an add-on. +# 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 clean-addon +# make run #/ -clean-addon: - $(QUIET) -rm -f *.o *.node +run: $(c_targets) + $(QUIET) ./$< -.PHONY: clean-addon +.PHONY: run #/ # Removes generated files. @@ -65,6 +140,7 @@ clean-addon: # @example # make clean #/ -clean: clean-addon +clean: + $(QUIET) -rm -f *.o *.out .PHONY: clean diff --git a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/examples/c/Makefile b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/examples/c/Makefile index 2caf905cedbe..c8f8e9a1517b 100644 --- a/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/examples/c/Makefile +++ b/lib/node_modules/@stdlib/stats/base/ndarray/sstdev/examples/c/Makefile @@ -45,19 +45,94 @@ 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 # #/ -# Removes generated files for building an add-on. +# 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 clean-addon +# make run #/ -clean-addon: - $(QUIET) -rm -f *.o *.node +run: $(c_targets) + $(QUIET) ./$< -.PHONY: clean-addon +.PHONY: run #/ # Removes generated files. @@ -65,6 +140,7 @@ clean-addon: # @example # make clean #/ -clean: clean-addon +clean: + $(QUIET) -rm -f *.o *.out .PHONY: clean