var sylvester = require('../lib/node-sylvester'),
Matrix = sylvester.Matrix;
var A = Matrix.create([[1, 2, 3], [4, 5, 6]]);

describe('matrix', function() {
    describe('PCA', function() {
	it('should PCA', function() {
	    var pca = $M([[1, 2], [5, 7]]).pcaProject(1);	    

	    expect(pca.Z.eql($M([
		[-2.2120098720461616],
		[-8.601913944732665]
            ]))).toBeTruthy();

	    expect(pca.U.eql($M([[-0.5732529283807336, -0.819378471832714],
				 [-0.819378471832714, 0.5732529283807336]]))).toBeTruthy();

	});	

	it('should recover', function() {
            var U = $M([[-0.5732529283807336, -0.819378471832714],
			[-0.819378471832714, 0.5732529283807336]]);
            var Z = $M([[-2.2120098720461616],
			[-8.601913944732665]]);

            expect(Z.pcaRecover(U).eql($M([
		[1.268041136757554, 1.812473268636061],
		[4.931072358497068, 7.048223102871564]
            ]))).toBeTruthy();
	});
    });

    it('shoud triu', function () {
	var A2 = $M([
	    [ 1, -1,  2,  2],
	    [-1,  2,  1, -1],
	    [ 2,  1,  3,  2],
	    [ 2, -1,  2,  1]
	]);

	expect(A2.triu()).toEqual($M([
	    [ 1, -1,  2,  2],
	    [ 0,  2,  1, -1],
	    [ 0,  0,  3,  2],
	    [ 0,  0,  0,  1]
	]));

	expect(A2.triu(1)).toEqual($M([
	    [ 0, -1,  2,  2],
	    [ 0,  0,  1, -1],
	    [ 0,  0,  0,  2],
	    [ 0,  0,  0,  0]
	]));
    });

    it('should unroll', function() {
	expect(A.unroll()).toEqual($V([1, 4, 2, 5, 3, 6]));
    });

    it('should slice', function() {
	var A2 = $M([[1,2,3], [4,5,6], [7,8,9]]);
	var A3 = A2.slice(2, 3, 2, 3);
	expect(A3).toEqual($M([[5, 6], [8, 9]]));
    });

    it('should svd', function() {
	var A2 = $M([
	    [ 1, -1, 2,  2],
	    [-1,  2, 1, -1],
	    [ 2,  1, 3,  2],
	    [ 2, -1, 2,  1]
	]);

	var svd = A2.svd();
	
	expect(svd.U.eql($M([[-0.5110308651281575, 0.21320071635561047, -0.7071067811884307, -0.43976460684002194],
			     [0.08729449334404744, -0.8528028654224414, -2.2043789591597237e-12, -0.5148853699213815],
			     [-0.6856198518162527, -0.42640143271122066, 2.525858488366184e-12, 0.590006132999716],
			     [-0.5110308651281579, 0.21320071635561044, 0.7071067811846652, -0.4397646068460757],
			     ]))).toBeTruthy();
	expect(svd.S.eql($M([[5.85410196624969, 0, 0, 0],
			     [0, 2.999999999999999, 0, 0],
			     [0, 0, 1.0000000000000002, 0],
			     [0, 0, 0, 0.8541019662496846]]))).toBeTruthy();
	
	expect(svd.V.eql($M([[-0.5110308651281587, 0.2132007163556105, 0.7071067811881557, 0.4397646068404634],
			     [0.08729449334404742, -0.8528028654224428, 1.882731224298497e-12, 0.514885369921382],
			     [-0.6856198518162525, -0.42640143271122105, -2.157344709257849e-12, -0.5900061329997158],
			     [-0.5110308651281581, 0.21320071635561055, -0.7071067811849397, 0.4397646068456342]]))).toBeTruthy();

    });

    it('should qr', function() {
	var A2 = $M([
	    [1, -1, 2, 2],
	    [-1, 2, 1, -1],
	    [2, 1, 3, 2],
	    [2, -1, 2, 1]
	]);

	var qr = A2.qr();
	expect(qr.Q).toEqual($M([[-0.316227766016838, 0.28342171556262064, 0.8226876614429064, -0.3779644730092273],
			       [0.31622776601683794, -0.6883098806520787, 0.5323273103454103, 0.3779644730092272],
			       [-0.6324555320336759, -0.6478210641431328, -0.19357356739833098, -0.37796447300922714],
				 [-0.6324555320336759, 0.16195526603578317, 0.048393391849582745, 0.7559289460184544]]));
       expect(qr.R).toEqual($M([[-3.1622776601683795, 0.9486832980505139, -3.478505426185217, -2.8460498941515415],
				[1.91055907392895e-17, -2.4698178070456938, -1.7410191098846692, 0.1214664495268375],
				[-2.254600901479451e-16, 2.0686390257580927e-16, 1.6937687147353957, 0.7742942695933234],
				[3.446764628337833e-17, 8.098938594673387e-17, 2.220446049250313e-16, -1.1338934190276815]]));
    });

    it('should create a 1\'s matrix', function() {
	var Ones = Matrix.One(2, 3);
	expect(Ones).toEqual($M([[1,1,1], [1,1,1]]));
    });

    it('columns should be retrievable as vectors', function() {
	expect(A.column(2)).toEqual($V([2, 5]));;
    });

    it('should log', function() {
	expect(A.log()).toEqual($M([[0, 0.6931471805599453, 1.0986122886681098],
	  [1.3862943611198906, 1.6094379124341003, 1.791759469228055]]));
    });

    it('should sum', function() {
	expect(A.sum()).toBe(21);
    });

    it('should multiply', function() {
	expect(A.x(Matrix.create([[1, 2], [3, 4], [5, 6]]))).toEqual(Matrix.create([[22, 28], [49, 64]]));
    });

    it('should multiply', function() {
	var B = $M([[1, 2, 3], [4, 5, 6]]);
	expect(A).toEqual(B);
    });

    it('should evaluate equal matrices', function() {
	var A = $M([[1, 2, 3], [4, 5, 6]]);
	var B = $M([[1, 2, 3], [4, 5, 6]]);

	expect(A.eql(B)).toBeTruthy();
    });

    it('should evaluate inequal matrices', function() {
	var A = $M([[1, 2, 3], [4, 5, 6]]);
	var B = $M([[1, 2, 3], [4, 5, 7]]);

	expect(A.eql(B)).toBeFalsy();
    });

    it('should snap', function() {
	expect($M([[1, 1.1, 1.00000001], [4, 5, 6]]).snapTo(1).eql(
	    $M([[1, 1.1, 1], [4, 5, 6]]))).toBeTruthy();
    });

    it('should compute the minimum index of matrix rows', function() {
	expect($M([[1, 2, 3], [2, 1, 3], [2, 1, 0]]).minColumnIndexes().eql($V([2, 1, 3])));
    });

    it('should compute the minimum value of matrix rows', function() {
	expect($M([[1, 2, 3], [2, 1, 3], [2, 1, 0]]).minColumns().eql($V([1, 1, 0])));
    });

    it('should compute the maximum index of matrix rows', function() {
	expect($M([[1, 2, 3], [2, 3, 2], [2, 1, 0]]).maxColumnIndexes().eql($V([3, 2, 1])));
    });

    it('should compute the maximum value of matrix rows', function() {
	expect($M([[1, 2, 3], [2, 1, 3], [2, 1, 0]]).maxColumns().eql($V([3, 3, 2])));
    });
});