MAN

Extends MathJX with various AI/ML methods:

• light weight image processing
• symbolic algebra
• time series analysis ( digital signal, spectral)
• hidden markov methods ( viterbi, baum-welch, EM)
• matrix decompositions ( eigen spectrums)
• bayesian belief networks
• recurrent neural networks
• convolutional neural networks
• regression methods ( logistic, support vector, other)
• non-linear optimizers ( least cost path, linear programming, gradient descent, newton-raphton)
• neural networks ( convolutional, language models)
• special functions ( gamma, multivariate normal, rieman-zeta).

See the Program Reference for method details.

Usage

Acquire and optionally configure MAN as follows:

const $ = require("man").config({
	key: value, 						// set key
	"key.key": value, 					// indexed set
	"key.key.": value					// indexed append
});

where configuration keys follow ENUMS deep copy conventions

Manage

npm install @totemstan/enums	# install
npm run start [ ? | $ | ...]	# Unit test
npm run verminor				# Roll minor version
npm run vermajor				# Roll major version
npm run redoc					# Regen documentation

Program Reference

String

String~$()

Kind: inner method of String

Array

• Array
  • ~copy()
  • ~dist()
  • ~nearestOf()
  • ~batch()
  • ~flush()
  • ~draw()
  • ~match()
  • ~replace()
  • ~$(index, ctx) ⇒ Object
  • ~$$()
  • ~unique()

Array~copy()

Kind: inner method of Array

Array~dist()

Kind: inner method of Array

Array~nearestOf()

Kind: inner method of Array

Array~batch()

Kind: inner method of Array

Array~flush()

Kind: inner method of Array

Array~draw()

Kind: inner method of Array

Array~match()

Kind: inner method of Array

Array~replace()

Kind: inner method of Array

Array~$(index, ctx) ⇒ Object

Index an array using a indexor:

string of the form "to=from & to=eval & to & ... & !where=eval"
hash of the form {to: from, ...}
callback of the form (idx,array) => { ... }

The "!where" clause returns only records having a nonzero eval.

Kind: inner method of Array
Returns: Object - Aggregated data

| Param | Type | Description | | --- | --- | --- | | index | String | Object | function | Indexer | | ctx | Object | Context of functions etc |

Example

[{x:1,y:2},{x:10,y:20}].$("u=x+1&v=sin(y)&!where=x>5",Math)
{ u: [ 11 ], v: [ 0.9129452507276277 ] }

Example

[{x:1,y:2},{x:10,y:20}].$("x")
{ x: [ 1, 10 ] }

Example

[{x:1,y:2},{x:10,y:20}].$("x&mydata=y")
{ mydata: [ 2, 20 ], x: [ 1, 10 ] }

Example

[{x:1,y:2},{x:10,y:20}].$("mydata=[x,y]")
{ mydata: [ [ 1, 2 ], [ 10, 20 ] ] }

Example

[{x:1,y:2},{x:10,y:20}].$("mydata=x+1")
{ mydata: [ 2, 11 ] }

Example

[{x:1,y:2},{x:10,y:20}].$("",{"!all":1})
{ x: [ 1, 10 ], y: [ 2, 20 ] }

Example

[{x:1,y:2},{x:10,y:20}].$("")
[ { x: 1, y: 2 }, { x: 10, y: 20 } ]

Example

[{x:1,y:2},{x:10,y:20}].$("u")
{ u: [ undefined, undefined ] }

Example

[[1,2,3],[10,20,30]].$("1&0")
{ '0': [ 1, 10 ], '1': [ 2, 20 ] }	

Array~$$()

Kind: inner method of Array

Array~unique()

Kind: inner method of Array

JIMP

• JIMP
  • ~save()
  • ~sym()

JIMP~save()

Kind: inner method of JIMP

JIMP~sym()

Kind: inner method of JIMP

MAN

Add AI/ML methods to the MathJX. This module documented in accordance with jsdoc.

Requires: module:enums, module:mathjx, module:crypto, module:mathjs, module:fft-js, module:nodehmm, module:node-svd, module:node-svm, module:mljs, module:jimp, module:jsbayes, module:recurrent-js, module:gamma, module:expectation-maximization, module:multivariate-normal, module:newton-raphson, module:random-seed, module:edmonds-blossom, module:simple-simplex, module:tensorflow/tfjs
Author: ACMESDS
Example

### Eval a js or mathjs script in a context ctx:

	var 
		ctx = $( "script", ctx, ctx => {   // eval with callback
			Trace("updated context", ctx);
		} ),

		ctx = "script".$( ctx ),		// abbreviated

		{ x, y, ... } = "script".$( ctx ) || {};	// with context x,y extractions

Example

### Create a matrix:

	var 
		A = $( N, (n,A) => A[n] = ... ) ,  // define N-length vector 
		A = $( [M,N], (n,m,A) => A[m][n] = ... ) ;	// define M x N matrrix

Example

### Index a matrix:

	A.$( (n,A) => A[n] = ... ) 	// index vector with callback
	A.$$( (n,m,A) => A[n][m] = ... ) 	// index matrix with callback

Example

### Sample a matrix with optional callback cb(val):

	var 
		B = A.get( idx , cb),
		B = A.get( "key, ...", cb ),
		B = A.get( [idx, ...] , cb),
		B = A.get( [key, ...] , cb ),
		B = A.get( {rekey: { toKey: "fromKey", ... }, cb ),
		B = A.get( {draw: N}, cb ),
		B = A.get( {start:N, count:N}, cb ),
		B = A.get( {KEY_starts: "with", ...}, cb ),
		B = A.get( {KEY_ends: "with", ...}, cb )

Example

### Import functions to $.somefn and to $( "somefn(...)" )

	$( {
		somefn: function (args) { ... },
		:
		:
	} );

Example

### Use the task sharder:

	$( { 
		keys: "i,j,k",  	// array indicies
		i: [0,1,2,3],  		// domain of index i
		j: [4,8],				// domain of index j
		k: [0],					// domain of index k
		qos: 0,				// regulation time in ms if not zero
		local: false, 		// enable to run task local, i.e. w/o workers and nodes
		workers: 4, 		// limit number of workers (aka cores) per node
		nodes: 3 			// limit number of nodes (ala locales) in the cluster
	}, 

		// here, a simple task that returns a message 
		$ => "my result is " + (i + j*k) + " from " + $.worker + " on "  + $.node,

		// here, a simple callback that displays the task results
		msg => console.log(msg) 
	);

Example

### Aggregate and save events ev = {at: "KEY", ...} to ctx.Save_KEY with 
callback cb(unsaved events)

	[ev, ...].save( ctx, evs => { ... } );
	"query".save( ctx, evs => { ... } );

Example

### Usage methods of $().

	const $ = require("man")
	$( "mathjs script", ctx, ctx => { ... } )
	$( "mathjs script", ctx )
	$( "mathjs script" )
	$( [M,N], (m,n,A) => { A[m][n] = ... } )
	$( N, (n,A) => { A[n] = ... } )
	$({	// import functions
		f: (...) => { ... },
		...
	})
	$({	// task sharding
			keys: "i,j,...",  	// array indicies
			i: [...],  		// domain of index i
			j: [...],				// domain of index j
			k: [...],					// domain of index k
			qos: N,				// regulation time in ms if not zero
			local: false, 		// enable to run task local, i.e. w/o workers and nodes
			workers: N, 		// limit number of workers (aka cores) per node
			nodes: N 			// limit number of nodes (ala locales) in the cluster
		}, 

		// here, a simple task that returns a message 
		$ => "my result is " + (i + j*k) + " from " + $.worker + " on "  + $.node,

		// here, a simple callback that displays the task results
		msg => console.log(msg) 
	);

Example

### Eval a mathjs script with optional callback and optional context:

	var 
		ctx = $( "mathjs script", ctx, ctx => {   
			x: 1, 
			y: 20, ...
		} );

Example

### Eval with extraction of context keys:

	const {x, y, ... } = $( "mathjs script", ctx ) || {};

Example

### import functions to $.somefn and to $( "somefn(...)" )
	$( {
		somefn: function (args) { ... },
		:
		:
	} );

Example

### Use the task sharder:

	$( { 
			keys: "i,j,k",  	// array indicies
			i: [0,1,2,3],  		// domain of index i
			j: [4,8],				// domain of index j
			k: [0],					// domain of index k
			qos: 0,				// regulation time in ms if not zero
			local: false, 		// enable to run task local, i.e. w/o workers and nodes
			workers: 4, 		// limit number of workers (aka cores) per node
			nodes: 3 			// limit number of nodes (ala locales) in the cluster
		}, 

		// here, a simple task that returns a message 
		$ => "my result is " + (i + j*k) + " from " + $.worker + " on "  + $.node,

		// here, a simple callback that displays the task results
		msg => console.log(msg) 
	);	

• MAN
  • ~scripts
    • .conf
    • .pca
    • .roc
    • .snr
    • .p0
    • .pw
    • .wk
    • .trigger()

MAN~scripts

Kind: inner property of MAN

• ~scripts
  • .conf
  • .pca
  • .roc
  • .snr
  • .p0
  • .pw
  • .wk
  • .trigger()

scripts.conf

Kind: static property of scripts

scripts.pca

Kind: static property of scripts

scripts.roc

Kind: static property of scripts

scripts.snr

Kind: static property of scripts

scripts.p0

Kind: static property of scripts

scripts.pw

Kind: static property of scripts

scripts.wk

Kind: static property of scripts

scripts.trigger()

Kind: static method of scripts

Contacting, Contributing, Following

Feel free to

• submit and status TOTEM issues
• contribute to TOTEM notebooks
• revise TOTEM requirements
• browse TOTEM holdings
• or follow TOTEM milestones

License

MIT

© 2012 ACMESDS