Comments (3)
Only a small part of nd4js
supports custom data types:
opt
(optimization) submodule does not support custom data typesla
(linear algebra) submodule does not support custom data types (except for matmul)- N-ary operations and factory method should be data type agnostic and should work fine
Below, You will find a few code snippets that show how to use nd4js
with bignumber.js
. I have also created a RunKit Notebook here so You can play around with the code more easily. Hope this helps.
Factory Methods
All the factory methods should work:
const nd = require("nd4js"),
BigNum = require('bignumber.js');
const A = nd.tabulate([3,3], (i,j) => BigNum(11+10*i+j));
console.log('A:\n' + A);
const B = nd.array(
[[BigNum(1), BigNum(2), BigNum(3)],
[BigNum(4), BigNum(5), BigNum(6)],
[BigNum(7), BigNum(8), BigNum(9)]]
);
console.log('B:\n' + B);
N-ary Operations
Unary, Binary, Ternary, ... operations all should work with any data type:
console.log('2*A=\n' + A.mapElems(a => a.times(2)) );
console.log('A+B=\n' + nd.zip_elems([A,B], (a,b) => a.plus(b)) );
Matmul
In order to use matrix multiplication, You will have to override the default scalar addition and multiplication in nd.math
:
const default_add = nd.math.add,
default_mul = nd.math.mul;
// override addition
nd.math.add = (x,y) => {
if( x instanceof BigNum ||
y instanceof BigNum ) {
if( !(x instanceof BigNum) ) x = BigNum(x);
return x.plus(y);
}
else
return default_add(x,y);
}
// override multiplication
nd.math.mul = (x,y) => {
if( x instanceof BigNum ||
y instanceof BigNum ) {
if( !(x instanceof BigNum) ) x = BigNum(x);
return x.times(y);
}
else
return default_mul(x,y);
}
console.log('AB=\n' + nd.la.matmul2(A,B));
from nd4js.
Great, I can work with this. This helps. Thanks.
from nd4js.
Happy to be of help. If You have any more questions, experience any issues or have any feature requests, feel free to (re)open this issue or a new one.
from nd4js.
Related Issues (6)
- Publish to npm? HOT 2
- Improve & Rethink Documentation
- Automated Testing HOT 1
- lstsq produces incorrect result HOT 2
- PCA? HOT 3
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from nd4js.