<!-- @license Apache-2.0 Copyright (c) 2018 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. --> # ndarray > Create a multidimensional array. <!-- Section to include introductory text. Make sure to keep an empty line after the intro `section` element and another before the `/section` close. --> <section class="intro"> </section> <!-- /.intro --> <!-- Package usage documentation. --> <section class="usage"> ## Usage ```javascript var ndarray = require( '@stdlib/ndarray/base/ctor' ); ``` <a name="main"></a> #### ndarray( dtype, buffer, shape, strides, offset, order ) Returns an `ndarray` instance. ```javascript // Specify the array configuration: var buffer = [ 1, 2, 3, 4 ]; var shape = [ 2, 2 ]; var order = 'row-major'; var strides = [ 2, 1 ]; var offset = 0; // Create a new ndarray: var arr = ndarray( 'generic', buffer, shape, strides, offset, order ); // returns <ndarray> ``` The constructor has the following parameters: - **dtype**: underlying [data type][@stdlib/ndarray/dtypes]. - **buffer**: data buffer. - **shape**: array shape (dimensions). - **strides**: array strides which are index offsets specifying how to access along corresponding dimensions. - **offset**: index offset specifying the location of the first indexed element in the data buffer. - **order**: array order, which is either `row-major` (C-style) or `column-major` (Fortran-style). To create a zero-dimensional array, provide an empty `shape` and a single `strides` element equal to `0`. The `order` can be either `row-major` or `column-major` and has no effect on data storage or access. ```javascript var buffer = [ 1 ]; var shape = []; var order = 'row-major'; var strides = [ 0 ]; var offset = 0; // Create a new zero-dimensional array: var arr = ndarray( 'generic', buffer, shape, strides, offset, order ); // returns <ndarray> ``` * * * ### Properties <a name="static-prop-name"></a> #### ndarray.name String value of the ndarray constructor name. ```javascript var str = ndarray.name; // returns 'ndarray' ``` <a name="prop-byte-length"></a> #### ndarray.prototype.byteLength Size (in bytes) of the array (if known). ```javascript var Float64Array = require( '@stdlib/array/float64' ); // Specify the array configuration: var buffer = new Float64Array( [ 1, 2, 3, 4 ] ); var shape = [ 2, 2 ]; var order = 'row-major'; var strides = [ 2, 1 ]; var offset = 0; // Create a new ndarray: var arr = ndarray( 'float64', buffer, shape, strides, offset, order ); // Get the byte length: var nbytes = arr.byteLength; // returns 32 ``` If unable to determine the size of the array, the property value is `null`. ```javascript // Specify the array configuration: var buffer = [ 1, 2, 3, 4 ]; var shape = [ 2, 2 ]; var order = 'row-major'; var strides = [ 2, 1 ]; var offset = 0; // Create a new ndarray: var arr = ndarray( 'generic', buffer, shape, strides, offset, order ); // Get the byte length: var nbytes = arr.byteLength; // returns null ``` <a name="prop-bytes-per-element"></a> #### ndarray.prototype.BYTES_PER_ELEMENT Size (in bytes) of each array element (if known). ```javascript var Float32Array = require( '@stdlib/array/float32' ); // Specify the array configuration: var buffer = new Float32Array( [ 1, 2, 3, 4 ] ); var shape = [ 2, 2 ]; var order = 'row-major'; var strides = [ 2, 1 ]; var offset = 0; // Create a new ndarray: var arr = ndarray( 'float32', buffer, shape, strides, offset, order ); // Get the number of bytes per element: var nbytes = arr.BYTES_PER_ELEMENT; // returns 4 ``` If size of each array element is unknown, the property value is `null`. ```javascript // Specify the array configuration: var buffer = [ 1, 2, 3, 4 ]; var shape = [ 2, 2 ]; var order = 'row-major'; var strides = [ 2, 1 ]; var offset = 0; // Create a new ndarray: var arr = ndarray( 'generic', buffer, shape, strides, offset, order ); // Get the number of bytes per element: var nbytes = arr.BYTES_PER_ELEMENT; // returns null ``` <a name="prop-data"></a> #### ndarray.prototype.data A reference to the underlying data buffer. ```javascript var Int8Array = require( '@stdlib/array/int8' ); // Specify the array configuration: var buffer = new Int8Array( [ 1, 2, 3, 4 ] ); var shape = [ 2, 2 ]; var order = 'row-major'; var strides = [ 2, 1 ]; var offset = 0; // Create a new ndarray: var arr = ndarray( 'int8', buffer, shape, strides, offset, order ); // Get the buffer reference: var d = arr.data; // returns <Int8Array>[ 1, 2, 3, 4 ] var bool = ( d === buffer ); // returns true ``` <a name="prop-dtype"></a> #### ndarray.prototype.dtype Underlying [data type][@stdlib/ndarray/dtypes]. ```javascript var Uint8Array = require( '@stdlib/array/uint8' ); // Specify the array configuration: var buffer = new Uint8Array( [ 1, 2, 3, 4 ] ); var shape = [ 2, 2 ]; var order = 'row-major'; var strides = [ -2, 1 ]; var offset = 2; // Create a new ndarray: var arr = ndarray( 'uint8', buffer, shape, strides, offset, order ); // Get the underlying data type: var dtype = arr.dtype; // returns 'uint8' ``` <a name="prop-flags"></a> #### ndarray.prototype.flags Information regarding the memory layout of the array. The returned `object` has the following properties: - **ROW_MAJOR_CONTIGUOUS**: `boolean` indicating if an array is row-major contiguous. - **COLUMN_MAJOR_CONTIGUOUS**: `boolean` indicating if an array is column-major contiguous. An array is contiguous if (1) an array is compatible with being stored in a single memory segment and (2) each array element is adjacent to the next array element. Note that an array can be both row-major contiguous and column-major contiguous at the same time (e.g., if an array is a 1-dimensional ndarray with `strides = [1]`). ```javascript var Int32Array = require( '@stdlib/array/int32' ); // Specify the array configuration: var buffer = new Int32Array( [ 1, 2, 3, 4 ] ); var shape = [ 2, 2 ]; var order = 'column-major'; var strides = [ 1, 2 ]; var offset = 0; // Create a new ndarray: var arr = ndarray( 'int32', buffer, shape, strides, offset, order ); // Get the array flags: var flg = arr.flags; // returns {...} ``` <a name="prop-length"></a> #### ndarray.prototype.length Number of array elements. ```javascript var Uint16Array = require( '@stdlib/array/uint16' ); // Specify the array configuration: var buffer = new Uint16Array( [ 1, 2, 3, 4 ] ); var shape = [ 2, 2 ]; var order = 'column-major'; var strides = [ -1, -2 ]; var offset = 3; // Create a new ndarray: var arr = ndarray( 'uint16', buffer, shape, strides, offset, order ); // Get the array length: var len = arr.length; // returns 4 ``` <a name="prop-ndims"></a> #### ndarray.prototype.ndims Number of dimensions. ```javascript var Uint8ClampedArray = require( '@stdlib/array/uint8c' ); // Specify the array configuration: var buffer = new Uint8ClampedArray( [ 1, 2, 3, 4 ] ); var shape = [ 2, 2 ]; var order = 'row-major'; var strides = [ -2, -1 ]; var offset = 3; // Create a new ndarray: var arr = ndarray( 'uint8c', buffer, shape, strides, offset, order ); // Get the number of dimensions: var ndims = arr.ndims; // returns 2 ``` <a name="prop-offset"></a> #### ndarray.prototype.offset Index offset which specifies the `buffer` index at which to start iterating over array elements. ```javascript var Int16Array = require( '@stdlib/array/int16' ); // Specify the array configuration: var buffer = new Int16Array( [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12 ] ); var shape = [ 2, 2 ]; var order = 'row-major'; var strides = [ -2, -1 ]; var offset = 10; // Create a new ndarray: var arr = ndarray( 'int16', buffer, shape, strides, offset, order ); // Get the index offset: var o = arr.offset; // returns 10 ``` <a name="prop-order"></a> #### ndarray.prototype.order Array order. The array order is either row-major (C-style) or column-major (Fortran-style). ```javascript var Uint32Array = require( '@stdlib/array/uint32' ); // Specify the array configuration: var buffer = new Uint32Array( [ 1, 2, 3, 4 ] ); var shape = [ 2, 2 ]; var order = 'row-major'; var strides = [ 2, 1 ]; var offset = 0; // Create a new ndarray: var arr = ndarray( 'uint32', buffer, shape, strides, offset, order ); // Get the array order: var ord = arr.order; // returns 'row-major' ``` <a name="prop-shape"></a> #### ndarray.prototype.shape Returns a copy of the array shape. ```javascript // Specify the array configuration: var buffer = [ 1, 2, 3, 4, 5, 6 ]; var shape = [ 2, 2 ]; var order = 'row-major'; var strides = [ 2, 1 ]; var offset = 2; // Create a new ndarray: var arr = ndarray( 'generic', buffer, shape, strides, offset, order ); // Get the array shape: var dims = arr.shape; // returns [ 2, 2 ] ``` <a name="prop-strides"></a> #### ndarray.prototype.strides Returns a copy of the array strides which specify how to access data along corresponding array dimensions. ```javascript // Specify the array configuration: var buffer = [ 1, 2, 3, 4 ]; var shape = [ 2, 2 ]; var order = 'column-major'; var strides = [ -1, 2 ]; var offset = 1; // Create a new ndarray: var arr = ndarray( 'generic', buffer, shape, strides, offset, order ); // Get the array strides: var s = arr.strides; // returns [ -1, 2 ] ``` * * * ### Methods <a name="method-get"></a> #### ndarray.prototype.get( i, j, k, ... ) Returns an array element specified according to provided subscripts. The number of provided subscripts should **equal** the number of dimensions. ```javascript // Specify the array configuration: var buffer = [ 1, 2, 3, 4, 5, 6, 7, 8 ]; var shape = [ 2, 2 ]; var order = 'row-major'; var strides = [ 2, 1 ]; var offset = 2; // Create a new ndarray: var arr = ndarray( 'generic', buffer, shape, strides, offset, order ); // Get the element located at (1,1): var v = arr.get( 1, 1 ); // returns 6 ``` <a name="method-iget"></a> #### ndarray.prototype.iget( idx ) Returns an array element located at a specified linear index. ```javascript // Specify the array configuration: var buffer = [ 1, 2, 3, 4, 5, 6, 7, 8 ]; var shape = [ 2, 2 ]; var order = 'row-major'; var strides = [ 2, 1 ]; var offset = 2; // Create a new ndarray: var arr = ndarray( 'generic', buffer, shape, strides, offset, order ); // Get the element located at index 3: var v = arr.iget( 3 ); // returns 6 ``` For zero-dimensional arrays, the input argument is ignored and, for clarity, should **not** be provided. <a name="method-set"></a> #### ndarray.prototype.set( i, j, k, ..., v ) Sets an array element specified according to provided subscripts. The number of provided subscripts should **equal** the number of dimensions. ```javascript // Specify the array configuration: var buffer = [ 1, 2, 3, 4 ]; var shape = [ 2, 2 ]; var order = 'row-major'; var strides = [ 2, 1 ]; var offset = 0; // Create a new ndarray: var arr = ndarray( 'generic', buffer, shape, strides, offset, order ); // Set the element located at (1,1): arr.set( 1, 1, 40 ); var v = arr.get( 1, 1 ); // returns 40 // Get the underlying buffer: var d = arr.data; // returns [ 1, 2, 3, 40 ] ``` The method returns the `ndarray` instance. <a name="method-iset"></a> #### ndarray.prototype.iset( idx, v ) Sets an array element located at a specified linear index. ```javascript // Specify the array configuration: var buffer = [ 1, 2, 3, 4 ]; var shape = [ 2, 2 ]; var order = 'row-major'; var strides = [ 2, 1 ]; var offset = 0; // Create a new ndarray: var arr = ndarray( 'generic', buffer, shape, strides, offset, order ); // Set the element located at index 3: arr.iset( 3, 40 ); var v = arr.iget( 3 ); // returns 40 // Get the underlying buffer: var d = arr.data; // returns [ 1, 2, 3, 40 ] ``` For zero-dimensional arrays, the first, and **only**, argument should be the value `v` to set. The method returns the `ndarray` instance. <a name="method-to-string"></a> #### ndarray.prototype.toString() Serializes an `ndarray` as a `string`. ```javascript // Specify the array configuration: var buffer = [ 1, 2, 3, 4, 5, 6, 7, 8 ]; var shape = [ 3, 2 ]; var order = 'row-major'; var strides = [ 2, 1 ]; var offset = 2; // Create a new ndarray: var arr = ndarray( 'generic', buffer, shape, strides, offset, order ); // Serialize to a string: var str = arr.toString(); // returns "ndarray( 'generic', [ 3, 4, 5, 6, 7, 8 ], [ 3, 2 ], [ 2, 1 ], 0, 'row-major' )" ``` The method does **not** serialize data outside of the buffer region defined by the array configuration. <a name="method-to-json"></a> #### ndarray.prototype.toJSON() Serializes an `ndarray` as a [JSON][json] `object`. `JSON.stringify()` implicitly calls this method when stringifying an `ndarray` instance. ```javascript // Specify the array configuration: var buffer = [ 1, 2, 3, 4, 5, 6, 7, 8 ]; var shape = [ 3, 2 ]; var order = 'row-major'; var strides = [ 2, 1 ]; var offset = 2; // Create a new ndarray: var arr = ndarray( 'generic', buffer, shape, strides, offset, order ); // Serialize to JSON: var o = arr.toJSON(); // returns { 'type': 'ndarray', 'dtype': 'generic', 'flags': {...}, 'offset': 0, 'order': 'row-major', 'shape': [ 3, 2 ], 'strides': [ 2, 1 ], 'data': [ 3, 4, 5, 6, 7, 8 ] } ``` The method does **not** serialize data outside of the buffer region defined by the array configuration. </section> <!-- /.usage --> <!-- Package usage notes. Make sure to keep an empty line after the `section` element and another before the `/section` close. --> * * * <section class="notes"> ## Notes - A data buffer must be an array-like object (i.e., have a `length` property). For data buffers which are not indexed collections (i.e., collections which cannot support direct index access, such as `buffer[ index ]`; e.g., [`Complex64Array`][@stdlib/array/complex64], [`Complex128Array`][@stdlib/array/complex128], etc), a data buffer should provide `#.get( idx )` and `#.set( v[, idx] )` methods. Note that, for `set` methods, the value to set should be the first argument, followed by the linear index, similar to the native typed array `set` method. </section> <!-- /.notes --> <!-- Package usage examples. --> <section class="examples"> * * * ## Examples <!-- eslint no-undef: "error" --> ```javascript var Float32Array = require( '@stdlib/array/float32' ); var ndarray = require( '@stdlib/ndarray/base/ctor' ); // Create a data buffer: var buffer = new Float32Array( (3*3*3*3) + 100 ); // Specify the array shape: var shape = [ 3, 3, 3, 3 ]; // Specify the array strides: var strides = [ 27, 9, 3, 1 ]; // Specify the index offset: var offset = 4; // Specify the order: var order = 'row-major'; // C-style // Create a new ndarray: var arr = ndarray( 'float32', buffer, shape, strides, offset, order ); // Retrieve an array value: var v = arr.get( 1, 2, 1, 2 ); // returns 0.0 // Set an array value: arr.set( 1, 2, 1, 2, 10.0 ); // Retrieve the array value: v = arr.get( 1, 2, 1, 2 ); // returns 10.0 // Serialize the array as a string: var str = arr.toString(); // returns "ndarray( 'float32', new Float32Array( [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0 ] ), [ 3, 3, 3, 3 ], [ 27, 9, 3, 1 ], 0, 'row-major' )" // Serialize the array as JSON: str = JSON.stringify( arr.toJSON() ); // returns '{"type":"ndarray","dtype":"float32","flags":{},"order":"row-major","shape":[3,3,3,3],"strides":[27,9,3,1],"data":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,10,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]}' ``` </section> <!-- /.examples --> <!-- Section to include cited references. If references are included, add a horizontal rule *before* the section. Make sure to keep an empty line after the `section` element and another before the `/section` close. --> <section class="references"> </section> <!-- /.references --> <!-- Section for all links. Make sure to keep an empty line after the `section` element and another before the `/section` close. --> <section class="links"> [json]: http://www.json.org/ [@stdlib/ndarray/dtypes]: https://www.npmjs.com/package/@stdlib/ndarray/tree/main/dtypes [@stdlib/array/complex64]: https://www.npmjs.com/package/@stdlib/array-complex64 [@stdlib/array/complex128]: https://www.npmjs.com/package/@stdlib/array-complex128 </section> <!-- /.links -->