SingularValueDecomposition::getV() - Code Metrics - reginaldojunior/winners - Measure and Improve Code Quality continuously with Scrutinizer

SingularValueDecomposition::getV() A
last analyzed 2017-12-09 17:38 UTC

↳ Parent: SingularValueDecomposition

Complexity

Conditions	1
Paths	1

Size

Total Lines	3
Code Lines	2

Duplication

Lines	0
Ratio	0 %

Importance

Changes

Metric	Value
cc	1
eloc	2
c	0
b	0
f	0
nc	1
nop	0
dl	0
loc	3
rs	10

<?php

/**

 *	@package JAMA

 *	For an m-by-n matrix A with m >= n, the singular value decomposition is

 *	an m-by-n orthogonal matrix U, an n-by-n diagonal matrix S, and

 *	an n-by-n orthogonal matrix V so that A = U*S*V'.

 *	The singular values, sigma[$k] = S[$k][$k], are ordered so that

 *	sigma[0] >= sigma[1] >= ... >= sigma[n-1].

 *	The singular value decompostion always exists, so the constructor will

 *	never fail.  The matrix condition number and the effective numerical

 *	rank can be computed from this decomposition.

 *	@author  Paul Meagher

 *	@license PHP v3.0

 *	@version 1.1

*/

class SingularValueDecomposition  {

Coding Style introduced 2016-02-07 16:49 UTC by

Expected 1 space after class name; 2 found

/**

	 *	Internal storage of U.

	 *	@var array

*/

	private $U = array();

/**

	 *	Internal storage of V.

	 *	@var array

*/

	private $V = array();

/**

	 *	Internal storage of singular values.

	 *	@var array

*/

	private $s = array();

/**

	 *	Row dimension.

	 *	@var int

*/

	private $m;

/**

	 *	Column dimension.

	 *	@var int

*/

	private $n;

/**

	 *	Construct the singular value decomposition

	 *	Derived from LINPACK code.

	 *	@param $A Rectangular matrix

	 *	@return Structure to access U, S and V.

Comprehensibility Best Practice introduced 2015-11-21 13:40 UTC by

Adding a @return annotation to constructors is generally not recommended as a constructor does not have a meaningful return value.

*/

	public function __construct($Arg) {

		// Initialize.

		$A = $Arg->getArrayCopy();

		$this->m = $Arg->getRowDimension();

		$this->n = $Arg->getColumnDimension();

		$nu      = min($this->m, $this->n);

		$e       = array();

		$work    = array();

		$wantu   = true;

		$wantv   = true;

		$nct = min($this->m - 1, $this->n);

		$nrt = max(0, min($this->n - 2, $this->m));

		// Reduce A to bidiagonal form, storing the diagonal elements

		// in s and the super-diagonal elements in e.

		for ($k = 0; $k < max($nct,$nrt); ++$k) {

			if ($k < $nct) {

				// Compute the transformation for the k-th column and

				// place the k-th diagonal in s[$k].

				// Compute 2-norm of k-th column without under/overflow.

				$this->s[$k] = 0;

				for ($i = $k; $i < $this->m; ++$i) {

					$this->s[$k] = hypo($this->s[$k], $A[$i][$k]);

				if ($this->s[$k] != 0.0) {

					if ($A[$k][$k] < 0.0) {

						$this->s[$k] = -$this->s[$k];

					for ($i = $k; $i < $this->m; ++$i) {

						$A[$i][$k] /= $this->s[$k];

					$A[$k][$k] += 1.0;

				$this->s[$k] = -$this->s[$k];

			for ($j = $k + 1; $j < $this->n; ++$j) {

100

				if (($k < $nct) & ($this->s[$k] != 0.0)) {

101

					// Apply the transformation.

102

					$t = 0;

103

					for ($i = $k; $i < $this->m; ++$i) {

104

						$t += $A[$i][$k] * $A[$i][$j];

105

106

					$t = -$t / $A[$k][$k];

107

					for ($i = $k; $i < $this->m; ++$i) {

108

						$A[$i][$j] += $t * $A[$i][$k];

109

110

					// Place the k-th row of A into e for the

111

					// subsequent calculation of the row transformation.

112

					$e[$j] = $A[$k][$j];

113

114

115

116

			if ($wantu AND ($k < $nct)) {

Comprehensibility Best Practice introduced 2015-11-21 13:41 UTC by

Using logical operators such as and instead of && is generally not recommended.

PHP has two types of connecting operators (logical operators, and boolean operators):

	Logical Operators	Boolean Operator
AND - meaning	`and`	`&&`
OR - meaning	`or`	`\|\|`

The difference between these is the order in which they are executed. In most cases, you would want to use a boolean operator like &&, or ||.

Let’s take a look at a few examples:

// Logical operators have lower precedence:
$f = false or true;

// is executed like this:
($f = false) or true;


// Boolean operators have higher precedence:
$f = false || true;

// is executed like this:
$f = (false || true);

Logical Operators are used for Control-Flow

One case where you explicitly want to use logical operators is for control-flow such as this:

$x === 5
    or die('$x must be 5.');

// Instead of
if ($x !== 5) {
    die('$x must be 5.');
}

Since die introduces problems of its own, f.e. it makes our code hardly testable, and prevents any kind of more sophisticated error handling; you probably do not want to use this in real-world code. Unfortunately, logical operators cannot be combined with throw at this point:

// The following is currently a parse error.
$x === 5
    or throw new RuntimeException('$x must be 5.');

These limitations lead to logical operators rarely being of use in current PHP code.

117

				// Place the transformation in U for subsequent back

118

				// multiplication.

119

				for ($i = $k; $i < $this->m; ++$i) {

120

					$this->U[$i][$k] = $A[$i][$k];

121

122

123

124

			if ($k < $nrt) {

125

				// Compute the k-th row transformation and place the

126

				// k-th super-diagonal in e[$k].

127

				// Compute 2-norm without under/overflow.

128

				$e[$k] = 0;

129

				for ($i = $k + 1; $i < $this->n; ++$i) {

130

					$e[$k] = hypo($e[$k], $e[$i]);

131

132

				if ($e[$k] != 0.0) {

133

					if ($e[$k+1] < 0.0) {

134

						$e[$k] = -$e[$k];

135

136

					for ($i = $k + 1; $i < $this->n; ++$i) {

137

						$e[$i] /= $e[$k];

138

139

					$e[$k+1] += 1.0;

140

141

				$e[$k] = -$e[$k];

142

				if (($k+1 < $this->m) AND ($e[$k] != 0.0)) {

Comprehensibility Best Practice introduced 2015-11-21 13:41 UTC by

Using logical operators such as and instead of && is generally not recommended.

PHP has two types of connecting operators (logical operators, and boolean operators):

	Logical Operators	Boolean Operator
AND - meaning	`and`	`&&`
OR - meaning	`or`	`\|\|`

The difference between these is the order in which they are executed. In most cases, you would want to use a boolean operator like &&, or ||.

Let’s take a look at a few examples:

// Logical operators have lower precedence:
$f = false or true;

// is executed like this:
($f = false) or true;


// Boolean operators have higher precedence:
$f = false || true;

// is executed like this:
$f = (false || true);

Logical Operators are used for Control-Flow

One case where you explicitly want to use logical operators is for control-flow such as this:

$x === 5
    or die('$x must be 5.');

// Instead of
if ($x !== 5) {
    die('$x must be 5.');
}

// The following is currently a parse error.
$x === 5
    or throw new RuntimeException('$x must be 5.');

These limitations lead to logical operators rarely being of use in current PHP code.

143

					// Apply the transformation.

144

					for ($i = $k+1; $i < $this->m; ++$i) {

145

						$work[$i] = 0.0;

146

147

					for ($j = $k+1; $j < $this->n; ++$j) {

148

						for ($i = $k+1; $i < $this->m; ++$i) {

149

							$work[$i] += $e[$j] * $A[$i][$j];

150

151

152

					for ($j = $k + 1; $j < $this->n; ++$j) {

153

						$t = -$e[$j] / $e[$k+1];

154

						for ($i = $k + 1; $i < $this->m; ++$i) {

155

							$A[$i][$j] += $t * $work[$i];

156

157

158

159

				if ($wantv) {

160

					// Place the transformation in V for subsequent

161

					// back multiplication.

162

					for ($i = $k + 1; $i < $this->n; ++$i) {

163

						$this->V[$i][$k] = $e[$i];

164

165

166

167

168

169

		// Set up the final bidiagonal matrix or order p.

170

		$p = min($this->n, $this->m + 1);

171

		if ($nct < $this->n) {

172

			$this->s[$nct] = $A[$nct][$nct];

173

174

		if ($this->m < $p) {

175

			$this->s[$p-1] = 0.0;

176

177

		if ($nrt + 1 < $p) {

178

			$e[$nrt] = $A[$nrt][$p-1];

179

180

		$e[$p-1] = 0.0;

181

		// If required, generate U.

182

		if ($wantu) {

183

			for ($j = $nct; $j < $nu; ++$j) {

184

				for ($i = 0; $i < $this->m; ++$i) {

185

					$this->U[$i][$j] = 0.0;

186

187

				$this->U[$j][$j] = 1.0;

188

189

			for ($k = $nct - 1; $k >= 0; --$k) {

190

				if ($this->s[$k] != 0.0) {

191

					for ($j = $k + 1; $j < $nu; ++$j) {

192

						$t = 0;

193

						for ($i = $k; $i < $this->m; ++$i) {

194

							$t += $this->U[$i][$k] * $this->U[$i][$j];

195

196

						$t = -$t / $this->U[$k][$k];

197

						for ($i = $k; $i < $this->m; ++$i) {

198

							$this->U[$i][$j] += $t * $this->U[$i][$k];

199

200

201

					for ($i = $k; $i < $this->m; ++$i ) {

202

						$this->U[$i][$k] = -$this->U[$i][$k];

203

204

					$this->U[$k][$k] = 1.0 + $this->U[$k][$k];

205

					for ($i = 0; $i < $k - 1; ++$i) {

206

						$this->U[$i][$k] = 0.0;

207

208

				} else {

209

					for ($i = 0; $i < $this->m; ++$i) {

210

						$this->U[$i][$k] = 0.0;

211

212

					$this->U[$k][$k] = 1.0;

213

214

215

216

217

		// If required, generate V.

218

		if ($wantv) {

219

			for ($k = $this->n - 1; $k >= 0; --$k) {

220

				if (($k < $nrt) AND ($e[$k] != 0.0)) {

Comprehensibility Best Practice introduced 2015-11-21 13:41 UTC by

Using logical operators such as and instead of && is generally not recommended.

PHP has two types of connecting operators (logical operators, and boolean operators):

	Logical Operators	Boolean Operator
AND - meaning	`and`	`&&`
OR - meaning	`or`	`\|\|`

The difference between these is the order in which they are executed. In most cases, you would want to use a boolean operator like &&, or ||.

Let’s take a look at a few examples:

// Logical operators have lower precedence:
$f = false or true;

// is executed like this:
($f = false) or true;


// Boolean operators have higher precedence:
$f = false || true;

// is executed like this:
$f = (false || true);

Logical Operators are used for Control-Flow

One case where you explicitly want to use logical operators is for control-flow such as this:

$x === 5
    or die('$x must be 5.');

// Instead of
if ($x !== 5) {
    die('$x must be 5.');
}

// The following is currently a parse error.
$x === 5
    or throw new RuntimeException('$x must be 5.');

These limitations lead to logical operators rarely being of use in current PHP code.

221

					for ($j = $k + 1; $j < $nu; ++$j) {

222

						$t = 0;

223

						for ($i = $k + 1; $i < $this->n; ++$i) {

224

							$t += $this->V[$i][$k]* $this->V[$i][$j];

225

226

						$t = -$t / $this->V[$k+1][$k];

227

						for ($i = $k + 1; $i < $this->n; ++$i) {

228

							$this->V[$i][$j] += $t * $this->V[$i][$k];

229

230

231

232

				for ($i = 0; $i < $this->n; ++$i) {

233

					$this->V[$i][$k] = 0.0;

234

235

				$this->V[$k][$k] = 1.0;

236

237

238

239

		// Main iteration loop for the singular values.

240

		$pp   = $p - 1;

241

		$iter = 0;

242

		$eps  = pow(2.0, -52.0);

243

244

		while ($p > 0) {

245

			// Here is where a test for too many iterations would go.

246

			// This section of the program inspects for negligible

247

			// elements in the s and e arrays.  On completion the

248

			// variables kase and k are set as follows:

249

			// kase = 1  if s(p) and e[k-1] are negligible and k<p

250

			// kase = 2  if s(k) is negligible and k<p

251

			// kase = 3  if e[k-1] is negligible, k<p, and

252

			//           s(k), ..., s(p) are not negligible (qr step).

253

			// kase = 4  if e(p-1) is negligible (convergence).

254

			for ($k = $p - 2; $k >= -1; --$k) {

255

				if ($k == -1) {

256

					break;

257

258

				if (abs($e[$k]) <= $eps * (abs($this->s[$k]) + abs($this->s[$k+1]))) {

259

					$e[$k] = 0.0;

260

					break;

261

262

263

			if ($k == $p - 2) {

264

				$kase = 4;

265

			} else {

266

				for ($ks = $p - 1; $ks >= $k; --$ks) {

267

					if ($ks == $k) {

268

						break;

269

270

					$t = ($ks != $p ? abs($e[$ks]) : 0.) + ($ks != $k + 1 ? abs($e[$ks-1]) : 0.);

271

					if (abs($this->s[$ks]) <= $eps * $t)  {

272

						$this->s[$ks] = 0.0;

273

						break;

274

275

276

				if ($ks == $k) {

277

					$kase = 3;

278

				} else if ($ks == $p-1) {

279

					$kase = 1;

280

				} else {

281

					$kase = 2;

282

					$k = $ks;

283

284

285

			++$k;

286

287

			// Perform the task indicated by kase.

288

			switch ($kase) {

289

				// Deflate negligible s(p).

290

				case 1:

291

						$f = $e[$p-2];

292

						$e[$p-2] = 0.0;

293

						for ($j = $p - 2; $j >= $k; --$j) {

294

							$t  = hypo($this->s[$j],$f);

295

							$cs = $this->s[$j] / $t;

296

							$sn = $f / $t;

297

							$this->s[$j] = $t;

298

							if ($j != $k) {

299

								$f = -$sn * $e[$j-1];

300

								$e[$j-1] = $cs * $e[$j-1];

301

302

							if ($wantv) {

303

								for ($i = 0; $i < $this->n; ++$i) {

304

									$t = $cs * $this->V[$i][$j] + $sn * $this->V[$i][$p-1];

305

									$this->V[$i][$p-1] = -$sn * $this->V[$i][$j] + $cs * $this->V[$i][$p-1];

306

									$this->V[$i][$j] = $t;

307

308

309

310

						break;

311

				// Split at negligible s(k).

312

				case 2:

313

						$f = $e[$k-1];

314

						$e[$k-1] = 0.0;

315

						for ($j = $k; $j < $p; ++$j) {

316

							$t = hypo($this->s[$j], $f);

317

							$cs = $this->s[$j] / $t;

318

							$sn = $f / $t;

319

							$this->s[$j] = $t;

320

							$f = -$sn * $e[$j];

321

							$e[$j] = $cs * $e[$j];

322

							if ($wantu) {

323

								for ($i = 0; $i < $this->m; ++$i) {

324

									$t = $cs * $this->U[$i][$j] + $sn * $this->U[$i][$k-1];

325

									$this->U[$i][$k-1] = -$sn * $this->U[$i][$j] + $cs * $this->U[$i][$k-1];

326

									$this->U[$i][$j] = $t;

327

328

329

330

						break;

331

				// Perform one qr step.

332

				case 3:

333

						// Calculate the shift.

334

						$scale = max(max(max(max(

335

									abs($this->s[$p-1]),abs($this->s[$p-2])),abs($e[$p-2])),

336

									abs($this->s[$k])), abs($e[$k]));

337

						$sp   = $this->s[$p-1] / $scale;

338

						$spm1 = $this->s[$p-2] / $scale;

339

						$epm1 = $e[$p-2] / $scale;

340

						$sk   = $this->s[$k] / $scale;

341

						$ek   = $e[$k] / $scale;

342

						$b    = (($spm1 + $sp) * ($spm1 - $sp) + $epm1 * $epm1) / 2.0;

343

						$c    = ($sp * $epm1) * ($sp * $epm1);

344

						$shift = 0.0;

345

						if (($b != 0.0) || ($c != 0.0)) {

346

							$shift = sqrt($b * $b + $c);

347

							if ($b < 0.0) {

348

								$shift = -$shift;

349

350

							$shift = $c / ($b + $shift);

351

352

						$f = ($sk + $sp) * ($sk - $sp) + $shift;

353

						$g = $sk * $ek;

354

						// Chase zeros.

355

						for ($j = $k; $j < $p-1; ++$j) {

356

							$t  = hypo($f,$g);

357

							$cs = $f/$t;

358

							$sn = $g/$t;

359

							if ($j != $k) {

360

								$e[$j-1] = $t;

361

362

							$f = $cs * $this->s[$j] + $sn * $e[$j];

363

							$e[$j] = $cs * $e[$j] - $sn * $this->s[$j];

364

							$g = $sn * $this->s[$j+1];

365

							$this->s[$j+1] = $cs * $this->s[$j+1];

366

							if ($wantv) {

367

								for ($i = 0; $i < $this->n; ++$i) {

368

									$t = $cs * $this->V[$i][$j] + $sn * $this->V[$i][$j+1];

369

									$this->V[$i][$j+1] = -$sn * $this->V[$i][$j] + $cs * $this->V[$i][$j+1];

370

									$this->V[$i][$j] = $t;

371

372

373

							$t = hypo($f,$g);

374

							$cs = $f/$t;

375

							$sn = $g/$t;

376

							$this->s[$j] = $t;

377

							$f = $cs * $e[$j] + $sn * $this->s[$j+1];

378

							$this->s[$j+1] = -$sn * $e[$j] + $cs * $this->s[$j+1];

379

							$g = $sn * $e[$j+1];

380

							$e[$j+1] = $cs * $e[$j+1];

381

							if ($wantu && ($j < $this->m - 1)) {

382

								for ($i = 0; $i < $this->m; ++$i) {

383

									$t = $cs * $this->U[$i][$j] + $sn * $this->U[$i][$j+1];

384

									$this->U[$i][$j+1] = -$sn * $this->U[$i][$j] + $cs * $this->U[$i][$j+1];

385

									$this->U[$i][$j] = $t;

386

387

388

389

						$e[$p-2] = $f;

390

						$iter = $iter + 1;

391

						break;

392

				// Convergence.

393

				case 4:

394

						// Make the singular values positive.

395

						if ($this->s[$k] <= 0.0) {

396

							$this->s[$k] = ($this->s[$k] < 0.0 ? -$this->s[$k] : 0.0);

397

							if ($wantv) {

398

								for ($i = 0; $i <= $pp; ++$i) {

399

									$this->V[$i][$k] = -$this->V[$i][$k];

400

401

402

403

						// Order the singular values.

404

						while ($k < $pp) {

405

							if ($this->s[$k] >= $this->s[$k+1]) {

406

								break;

407

408

							$t = $this->s[$k];

409

							$this->s[$k] = $this->s[$k+1];

410

							$this->s[$k+1] = $t;

411

							if ($wantv AND ($k < $this->n - 1)) {

Comprehensibility Best Practice introduced 2015-11-21 13:41 UTC by

Using logical operators such as and instead of && is generally not recommended.

PHP has two types of connecting operators (logical operators, and boolean operators):

	Logical Operators	Boolean Operator
AND - meaning	`and`	`&&`
OR - meaning	`or`	`\|\|`

The difference between these is the order in which they are executed. In most cases, you would want to use a boolean operator like &&, or ||.

Let’s take a look at a few examples:

// Logical operators have lower precedence:
$f = false or true;

// is executed like this:
($f = false) or true;


// Boolean operators have higher precedence:
$f = false || true;

// is executed like this:
$f = (false || true);

Logical Operators are used for Control-Flow

One case where you explicitly want to use logical operators is for control-flow such as this:

$x === 5
    or die('$x must be 5.');

// Instead of
if ($x !== 5) {
    die('$x must be 5.');
}

// The following is currently a parse error.
$x === 5
    or throw new RuntimeException('$x must be 5.');

These limitations lead to logical operators rarely being of use in current PHP code.

412

								for ($i = 0; $i < $this->n; ++$i) {

413

									$t = $this->V[$i][$k+1];

414

									$this->V[$i][$k+1] = $this->V[$i][$k];

415

									$this->V[$i][$k] = $t;

416

417

418

							if ($wantu AND ($k < $this->m-1)) {

Comprehensibility Best Practice introduced 2015-11-21 13:41 UTC by

Using logical operators such as and instead of && is generally not recommended.

PHP has two types of connecting operators (logical operators, and boolean operators):

	Logical Operators	Boolean Operator
AND - meaning	`and`	`&&`
OR - meaning	`or`	`\|\|`

The difference between these is the order in which they are executed. In most cases, you would want to use a boolean operator like &&, or ||.

Let’s take a look at a few examples:

// Logical operators have lower precedence:
$f = false or true;

// is executed like this:
($f = false) or true;


// Boolean operators have higher precedence:
$f = false || true;

// is executed like this:
$f = (false || true);

Logical Operators are used for Control-Flow

One case where you explicitly want to use logical operators is for control-flow such as this:

$x === 5
    or die('$x must be 5.');

// Instead of
if ($x !== 5) {
    die('$x must be 5.');
}

// The following is currently a parse error.
$x === 5
    or throw new RuntimeException('$x must be 5.');

These limitations lead to logical operators rarely being of use in current PHP code.

419

								for ($i = 0; $i < $this->m; ++$i) {

420

									$t = $this->U[$i][$k+1];

421

									$this->U[$i][$k+1] = $this->U[$i][$k];

422

									$this->U[$i][$k] = $t;

423

424

425

							++$k;

426

427

						$iter = 0;

428

						--$p;

429

						break;

430

			} // end switch

431

		} // end while

432

433

	} // end constructor

434

435

436

/**

437

	 *	Return the left singular vectors

438

439

	 *	@access public

440

	 *	@return U

441

*/

442

	public function getU() {

443

		return new Matrix($this->U, $this->m, min($this->m + 1, $this->n));

444

445

446

447

/**

448

	 *	Return the right singular vectors

449

450

	 *	@access public

451

	 *	@return V

452

*/

453

	public function getV() {

454

		return new Matrix($this->V);

455

456

457

458

/**

459

	 *	Return the one-dimensional array of singular values

460

461

	 *	@access public

462

	 *	@return diagonal of S.

463

*/

464

	public function getSingularValues() {

465

		return $this->s;

466

467

468

469

/**

470

	 *	Return the diagonal matrix of singular values

471

472

	 *	@access public

473

	 *	@return S

474

*/

475

	public function getS() {

476

		for ($i = 0; $i < $this->n; ++$i) {

477

			for ($j = 0; $j < $this->n; ++$j) {

478

				$S[$i][$j] = 0.0;

Coding Style Comprehensibility introduced 2015-11-21 13:40 UTC by

$S was never initialized. Although not strictly required by PHP, it is generally a good practice to add $S = array(); before regardless.

479

480

			$S[$i][$i] = $this->s[$i];

Bug introduced 2015-11-21 13:40 UTC by

The variable $S does not seem to be defined for all execution paths leading up to this point.

481

482

		return new Matrix($S);

483

484

485

486

/**

487

	 *	Two norm

488

489

	 *	@access public

490

	 *	@return max(S)

Documentation introduced 2015-11-21 13:40 UTC by

The doc-type max(S) could not be parsed: Expected "|" or "end of type", but got "(" at position 3. (view supported doc-types)

491

*/

492

	public function norm2() {

493

		return $this->s[0];

494

495

496

497

/**

498

	 *	Two norm condition number

499

500

	 *	@access public

501

	 *	@return max(S)/min(S)

Documentation introduced 2015-11-21 13:40 UTC by

The doc-type max(S)/min(S) could not be parsed: Expected "|" or "end of type", but got "(" at position 3. (view supported doc-types)

502

*/

503

	public function cond() {

504

		return $this->s[0] / $this->s[min($this->m, $this->n) - 1];

505

506

507

508

/**

509

	 *	Effective numerical matrix rank

510

511

	 *	@access public

512

	 *	@return Number of nonnegligible singular values.

513

*/

514

	public function rank() {

515

		$eps = pow(2.0, -52.0);

516

		$tol = max($this->m, $this->n) * $this->s[0] * $eps;

517

		$r = 0;

518

		for ($i = 0; $i < count($this->s); ++$i) {

Performance Best Practice introduced 2015-11-21 13:40 UTC by

It seems like you are calling the size function count() as part of the test condition. You might want to compute the size beforehand, and not on each iteration.

519

			if ($this->s[$i] > $tol) {

520

				++$r;

521

522

523

		return $r;

524

525

526

}	//	class SingularValueDecomposition

527

reginaldojunior / winners

SingularValueDecomposition::getV() A last analyzed 2017-12-09 17:38 UTC

Complexity

Size

Duplication

Importance

Logical Operators are used for Control-Flow

Logical Operators are used for Control-Flow

Logical Operators are used for Control-Flow

Logical Operators are used for Control-Flow

Logical Operators are used for Control-Flow

Available Fixes

Duplication Side-by-Side

Filter issues like

SingularValueDecomposition::getV() A
last analyzed 2017-12-09 17:38 UTC