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alzebra

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An All-In-One Herd of Linear Algebra Functions

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/******/ (() => { // webpackBootstrap /******/ var __webpack_modules__ = ({ /***/ 738: /***/ (function(module) { /* * big.js v6.2.1 * A small, fast, easy-to-use library for arbitrary-precision decimal arithmetic. * Copyright (c) 2022 Michael Mclaughlin * https://github.com/MikeMcl/big.js/LICENCE.md */ ;(function (GLOBAL) { 'use strict'; var Big, /************************************** EDITABLE DEFAULTS *****************************************/ // The default values below must be integers within the stated ranges. /* * The maximum number of decimal places (DP) of the results of operations involving division: * div and sqrt, and pow with negative exponents. */ DP = 20, // 0 to MAX_DP /* * The rounding mode (RM) used when rounding to the above decimal places. * * 0 Towards zero (i.e. truncate, no rounding). (ROUND_DOWN) * 1 To nearest neighbour. If equidistant, round up. (ROUND_HALF_UP) * 2 To nearest neighbour. If equidistant, to even. (ROUND_HALF_EVEN) * 3 Away from zero. (ROUND_UP) */ RM = 1, // 0, 1, 2 or 3 // The maximum value of DP and Big.DP. MAX_DP = 1E6, // 0 to 1000000 // The maximum magnitude of the exponent argument to the pow method. MAX_POWER = 1E6, // 1 to 1000000 /* * The negative exponent (NE) at and beneath which toString returns exponential notation. * (JavaScript numbers: -7) * -1000000 is the minimum recommended exponent value of a Big. */ NE = -7, // 0 to -1000000 /* * The positive exponent (PE) at and above which toString returns exponential notation. * (JavaScript numbers: 21) * 1000000 is the maximum recommended exponent value of a Big, but this limit is not enforced. */ PE = 21, // 0 to 1000000 /* * When true, an error will be thrown if a primitive number is passed to the Big constructor, * or if valueOf is called, or if toNumber is called on a Big which cannot be converted to a * primitive number without a loss of precision. */ STRICT = false, // true or false /**************************************************************************************************/ // Error messages. NAME = '[big.js] ', INVALID = NAME + 'Invalid ', INVALID_DP = INVALID + 'decimal places', INVALID_RM = INVALID + 'rounding mode', DIV_BY_ZERO = NAME + 'Division by zero', // The shared prototype object. P = {}, UNDEFINED = void 0, NUMERIC = /^-?(\d+(\.\d*)?|\.\d+)(e[+-]?\d+)?$/i; /* * Create and return a Big constructor. */ function _Big_() { /* * The Big constructor and exported function. * Create and return a new instance of a Big number object. * * n {number|string|Big} A numeric value. */ function Big(n) { var x = this; // Enable constructor usage without new. if (!(x instanceof Big)) return n === UNDEFINED ? _Big_() : new Big(n); // Duplicate. if (n instanceof Big) { x.s = n.s; x.e = n.e; x.c = n.c.slice(); } else { if (typeof n !== 'string') { if (Big.strict === true && typeof n !== 'bigint') { throw TypeError(INVALID + 'value'); } // Minus zero? n = n === 0 && 1 / n < 0 ? '-0' : String(n); } parse(x, n); } // Retain a reference to this Big constructor. // Shadow Big.prototype.constructor which points to Object. x.constructor = Big; } Big.prototype = P; Big.DP = DP; Big.RM = RM; Big.NE = NE; Big.PE = PE; Big.strict = STRICT; Big.roundDown = 0; Big.roundHalfUp = 1; Big.roundHalfEven = 2; Big.roundUp = 3; return Big; } /* * Parse the number or string value passed to a Big constructor. * * x {Big} A Big number instance. * n {number|string} A numeric value. */ function parse(x, n) { var e, i, nl; if (!NUMERIC.test(n)) { throw Error(INVALID + 'number'); } // Determine sign. x.s = n.charAt(0) == '-' ? (n = n.slice(1), -1) : 1; // Decimal point? if ((e = n.indexOf('.')) > -1) n = n.replace('.', ''); // Exponential form? if ((i = n.search(/e/i)) > 0) { // Determine exponent. if (e < 0) e = i; e += +n.slice(i + 1); n = n.substring(0, i); } else if (e < 0) { // Integer. e = n.length; } nl = n.length; // Determine leading zeros. for (i = 0; i < nl && n.charAt(i) == '0';) ++i; if (i == nl) { // Zero. x.c = [x.e = 0]; } else { // Determine trailing zeros. for (; nl > 0 && n.charAt(--nl) == '0';); x.e = e - i - 1; x.c = []; // Convert string to array of digits without leading/trailing zeros. for (e = 0; i <= nl;) x.c[e++] = +n.charAt(i++); } return x; } /* * Round Big x to a maximum of sd significant digits using rounding mode rm. * * x {Big} The Big to round. * sd {number} Significant digits: integer, 0 to MAX_DP inclusive. * rm {number} Rounding mode: 0 (down), 1 (half-up), 2 (half-even) or 3 (up). * [more] {boolean} Whether the result of division was truncated. */ function round(x, sd, rm, more) { var xc = x.c; if (rm === UNDEFINED) rm = x.constructor.RM; if (rm !== 0 && rm !== 1 && rm !== 2 && rm !== 3) { throw Error(INVALID_RM); } if (sd < 1) { more = rm === 3 && (more || !!xc[0]) || sd === 0 && ( rm === 1 && xc[0] >= 5 || rm === 2 && (xc[0] > 5 || xc[0] === 5 && (more || xc[1] !== UNDEFINED)) ); xc.length = 1; if (more) { // 1, 0.1, 0.01, 0.001, 0.0001 etc. x.e = x.e - sd + 1; xc[0] = 1; } else { // Zero. xc[0] = x.e = 0; } } else if (sd < xc.length) { // xc[sd] is the digit after the digit that may be rounded up. more = rm === 1 && xc[sd] >= 5 || rm === 2 && (xc[sd] > 5 || xc[sd] === 5 && (more || xc[sd + 1] !== UNDEFINED || xc[sd - 1] & 1)) || rm === 3 && (more || !!xc[0]); // Remove any digits after the required precision. xc.length = sd; // Round up? if (more) { // Rounding up may mean the previous digit has to be rounded up. for (; ++xc[--sd] > 9;) { xc[sd] = 0; if (sd === 0) { ++x.e; xc.unshift(1); break; } } } // Remove trailing zeros. for (sd = xc.length; !xc[--sd];) xc.pop(); } return x; } /* * Return a string representing the value of Big x in normal or exponential notation. * Handles P.toExponential, P.toFixed, P.toJSON, P.toPrecision, P.toString and P.valueOf. */ function stringify(x, doExponential, isNonzero) { var e = x.e, s = x.c.join(''), n = s.length; // Exponential notation? if (doExponential) { s = s.charAt(0) + (n > 1 ? '.' + s.slice(1) : '') + (e < 0 ? 'e' : 'e+') + e; // Normal notation. } else if (e < 0) { for (; ++e;) s = '0' + s; s = '0.' + s; } else if (e > 0) { if (++e > n) { for (e -= n; e--;) s += '0'; } else if (e < n) { s = s.slice(0, e) + '.' + s.slice(e); } } else if (n > 1) { s = s.charAt(0) + '.' + s.slice(1); } return x.s < 0 && isNonzero ? '-' + s : s; } // Prototype/instance methods /* * Return a new Big whose value is the absolute value of this Big. */ P.abs = function () { var x = new this.constructor(this); x.s = 1; return x; }; /* * Return 1 if the value of this Big is greater than the value of Big y, * -1 if the value of this Big is less than the value of Big y, or * 0 if they have the same value. */ P.cmp = function (y) { var isneg, x = this, xc = x.c, yc = (y = new x.constructor(y)).c, i = x.s, j = y.s, k = x.e, l = y.e; // Either zero? if (!xc[0] || !yc[0]) return !xc[0] ? !yc[0] ? 0 : -j : i; // Signs differ? if (i != j) return i; isneg = i < 0; // Compare exponents. if (k != l) return k > l ^ isneg ? 1 : -1; j = (k = xc.length) < (l = yc.length) ? k : l; // Compare digit by digit. for (i = -1; ++i < j;) { if (xc[i] != yc[i]) return xc[i] > yc[i] ^ isneg ? 1 : -1; } // Compare lengths. return k == l ? 0 : k > l ^ isneg ? 1 : -1; }; /* * Return a new Big whose value is the value of this Big divided by the value of Big y, rounded, * if necessary, to a maximum of Big.DP decimal places using rounding mode Big.RM. */ P.div = function (y) { var x = this, Big = x.constructor, a = x.c, // dividend b = (y = new Big(y)).c, // divisor k = x.s == y.s ? 1 : -1, dp = Big.DP; if (dp !== ~~dp || dp < 0 || dp > MAX_DP) { throw Error(INVALID_DP); } // Divisor is zero? if (!b[0]) { throw Error(DIV_BY_ZERO); } // Dividend is 0? Return +-0. if (!a[0]) { y.s = k; y.c = [y.e = 0]; return y; } var bl, bt, n, cmp, ri, bz = b.slice(), ai = bl = b.length, al = a.length, r = a.slice(0, bl), // remainder rl = r.length, q = y, // quotient qc = q.c = [], qi = 0, p = dp + (q.e = x.e - y.e) + 1; // precision of the result q.s = k; k = p < 0 ? 0 : p; // Create version of divisor with leading zero. bz.unshift(0); // Add zeros to make remainder as long as divisor. for (; rl++ < bl;) r.push(0); do { // n is how many times the divisor goes into current remainder. for (n = 0; n < 10; n++) { // Compare divisor and remainder. if (bl != (rl = r.length)) { cmp = bl > rl ? 1 : -1; } else { for (ri = -1, cmp = 0; ++ri < bl;) { if (b[ri] != r[ri]) { cmp = b[ri] > r[ri] ? 1 : -1; break; } } } // If divisor < remainder, subtract divisor from remainder. if (cmp < 0) { // Remainder can't be more than 1 digit longer than divisor. // Equalise lengths using divisor with extra leading zero? for (bt = rl == bl ? b : bz; rl;) { if (r[--rl] < bt[rl]) { ri = rl; for (; ri && !r[--ri];) r[ri] = 9; --r[ri]; r[rl] += 10; } r[rl] -= bt[rl]; } for (; !r[0];) r.shift(); } else { break; } } // Add the digit n to the result array. qc[qi++] = cmp ? n : ++n; // Update the remainder. if (r[0] && cmp) r[rl] = a[ai] || 0; else r = [a[ai]]; } while ((ai++ < al || r[0] !== UNDEFINED) && k--); // Leading zero? Do not remove if result is simply zero (qi == 1). if (!qc[0] && qi != 1) { // There can't be more than one zero. qc.shift(); q.e--; p--; } // Round? if (qi > p) round(q, p, Big.RM, r[0] !== UNDEFINED); return q; }; /* * Return true if the value of this Big is equal to the value of Big y, otherwise return false. */ P.eq = function (y) { return this.cmp(y) === 0; }; /* * Return true if the value of this Big is greater than the value of Big y, otherwise return * false. */ P.gt = function (y) { return this.cmp(y) > 0; }; /* * Return true if the value of this Big is greater than or equal to the value of Big y, otherwise * return false. */ P.gte = function (y) { return this.cmp(y) > -1; }; /* * Return true if the value of this Big is less than the value of Big y, otherwise return false. */ P.lt = function (y) { return this.cmp(y) < 0; }; /* * Return true if the value of this Big is less than or equal to the value of Big y, otherwise * return false. */ P.lte = function (y) { return this.cmp(y) < 1; }; /* * Return a new Big whose value is the value of this Big minus the value of Big y. */ P.minus = P.sub = function (y) { var i, j, t, xlty, x = this, Big = x.constructor, a = x.s, b = (y = new Big(y)).s; // Signs differ? if (a != b) { y.s = -b; return x.plus(y); } var xc = x.c.slice(), xe = x.e, yc = y.c, ye = y.e; // Either zero? if (!xc[0] || !yc[0]) { if (yc[0]) { y.s = -b; } else if (xc[0]) { y = new Big(x); } else { y.s = 1; } return y; } // Determine which is the bigger number. Prepend zeros to equalise exponents. if (a = xe - ye) { if (xlty = a < 0) { a = -a; t = xc; } else { ye = xe; t = yc; } t.reverse(); for (b = a; b--;) t.push(0); t.reverse(); } else { // Exponents equal. Check digit by digit. j = ((xlty = xc.length < yc.length) ? xc : yc).length; for (a = b = 0; b < j; b++) { if (xc[b] != yc[b]) { xlty = xc[b] < yc[b]; break; } } } // x < y? Point xc to the array of the bigger number. if (xlty) { t = xc; xc = yc; yc = t; y.s = -y.s; } /* * Append zeros to xc if shorter. No need to add zeros to yc if shorter as subtraction only * needs to start at yc.length. */ if ((b = (j = yc.length) - (i = xc.length)) > 0) for (; b--;) xc[i++] = 0; // Subtract yc from xc. for (b = i; j > a;) { if (xc[--j] < yc[j]) { for (i = j; i && !xc[--i];) xc[i] = 9; --xc[i]; xc[j] += 10; } xc[j] -= yc[j]; } // Remove trailing zeros. for (; xc[--b] === 0;) xc.pop(); // Remove leading zeros and adjust exponent accordingly. for (; xc[0] === 0;) { xc.shift(); --ye; } if (!xc[0]) { // n - n = +0 y.s = 1; // Result must be zero. xc = [ye = 0]; } y.c = xc; y.e = ye; return y; }; /* * Return a new Big whose value is the value of this Big modulo the value of Big y. */ P.mod = function (y) { var ygtx, x = this, Big = x.constructor, a = x.s, b = (y = new Big(y)).s; if (!y.c[0]) { throw Error(DIV_BY_ZERO); } x.s = y.s = 1; ygtx = y.cmp(x) == 1; x.s = a; y.s = b; if (ygtx) return new Big(x); a = Big.DP; b = Big.RM; Big.DP = Big.RM = 0; x = x.div(y); Big.DP = a; Big.RM = b; return this.minus(x.times(y)); }; /* * Return a new Big whose value is the value of this Big negated. */ P.neg = function () { var x = new this.constructor(this); x.s = -x.s; return x; }; /* * Return a new Big whose value is the value of this Big plus the value of Big y. */ P.plus = P.add = function (y) { var e, k, t, x = this, Big = x.constructor; y = new Big(y); // Signs differ? if (x.s != y.s) { y.s = -y.s; return x.minus(y); } var xe = x.e, xc = x.c, ye = y.e, yc = y.c; // Either zero? if (!xc[0] || !yc[0]) { if (!yc[0]) { if (xc[0]) { y = new Big(x); } else { y.s = x.s; } } return y; } xc = xc.slice(); // Prepend zeros to equalise exponents. // Note: reverse faster than unshifts. if (e = xe - ye) { if (e > 0) { ye = xe; t = yc; } else { e = -e; t = xc; } t.reverse(); for (; e--;) t.push(0); t.reverse(); } // Point xc to the longer array. if (xc.length - yc.length < 0) { t = yc; yc = xc; xc = t; } e = yc.length; // Only start adding at yc.length - 1 as the further digits of xc can be left as they are. for (k = 0; e; xc[e] %= 10) k = (xc[--e] = xc[e] + yc[e] + k) / 10 | 0; // No need to check for zero, as +x + +y != 0 && -x + -y != 0 if (k) { xc.unshift(k); ++ye; } // Remove trailing zeros. for (e = xc.length; xc[--e] === 0;) xc.pop(); y.c = xc; y.e = ye; return y; }; /* * Return a Big whose value is the value of this Big raised to the power n. * If n is negative, round to a maximum of Big.DP decimal places using rounding * mode Big.RM. * * n {number} Integer, -MAX_POWER to MAX_POWER inclusive. */ P.pow = function (n) { var x = this, one = new x.constructor('1'), y = one, isneg = n < 0; if (n !== ~~n || n < -MAX_POWER || n > MAX_POWER) { throw Error(INVALID + 'exponent'); } if (isneg) n = -n; for (;;) { if (n & 1) y = y.times(x); n >>= 1; if (!n) break; x = x.times(x); } return isneg ? one.div(y) : y; }; /* * Return a new Big whose value is the value of this Big rounded to a maximum precision of sd * significant digits using rounding mode rm, or Big.RM if rm is not specified. * * sd {number} Significant digits: integer, 1 to MAX_DP inclusive. * rm? {number} Rounding mode: 0 (down), 1 (half-up), 2 (half-even) or 3 (up). */ P.prec = function (sd, rm) { if (sd !== ~~sd || sd < 1 || sd > MAX_DP) { throw Error(INVALID + 'precision'); } return round(new this.constructor(this), sd, rm); }; /* * Return a new Big whose value is the value of this Big rounded to a maximum of dp decimal places * using rounding mode rm, or Big.RM if rm is not specified. * If dp is negative, round to an integer which is a multiple of 10**-dp. * If dp is not specified, round to 0 decimal places. * * dp? {number} Integer, -MAX_DP to MAX_DP inclusive. * rm? {number} Rounding mode: 0 (down), 1 (half-up), 2 (half-even) or 3 (up). */ P.round = function (dp, rm) { if (dp === UNDEFINED) dp = 0; else if (dp !== ~~dp || dp < -MAX_DP || dp > MAX_DP) { throw Error(INVALID_DP); } return round(new this.constructor(this), dp + this.e + 1, rm); }; /* * Return a new Big whose value is the square root of the value of this Big, rounded, if * necessary, to a maximum of Big.DP decimal places using rounding mode Big.RM. */ P.sqrt = function () { var r, c, t, x = this, Big = x.constructor, s = x.s, e = x.e, half = new Big('0.5'); // Zero? if (!x.c[0]) return new Big(x); // Negative? if (s < 0) { throw Error(NAME + 'No square root'); } // Estimate. s = Math.sqrt(x + ''); // Math.sqrt underflow/overflow? // Re-estimate: pass x coefficient to Math.sqrt as integer, then adjust the result exponent. if (s === 0 || s === 1 / 0) { c = x.c.join(''); if (!(c.length + e & 1)) c += '0'; s = Math.sqrt(c); e = ((e + 1) / 2 | 0) - (e < 0 || e & 1); r = new Big((s == 1 / 0 ? '5e' : (s = s.toExponential()).slice(0, s.indexOf('e') + 1)) + e); } else { r = new Big(s + ''); } e = r.e + (Big.DP += 4); // Newton-Raphson iteration. do { t = r; r = half.times(t.plus(x.div(t))); } while (t.c.slice(0, e).join('') !== r.c.slice(0, e).join('')); return round(r, (Big.DP -= 4) + r.e + 1, Big.RM); }; /* * Return a new Big whose value is the value of this Big times the value of Big y. */ P.times = P.mul = function (y) { var c, x = this, Big = x.constructor, xc = x.c, yc = (y = new Big(y)).c, a = xc.length, b = yc.length, i = x.e, j = y.e; // Determine sign of result. y.s = x.s == y.s ? 1 : -1; // Return signed 0 if either 0. if (!xc[0] || !yc[0]) { y.c = [y.e = 0]; return y; } // Initialise exponent of result as x.e + y.e. y.e = i + j; // If array xc has fewer digits than yc, swap xc and yc, and lengths. if (a < b) { c = xc; xc = yc; yc = c; j = a; a = b; b = j; } // Initialise coefficient array of result with zeros. for (c = new Array(j = a + b); j--;) c[j] = 0; // Multiply. // i is initially xc.length. for (i = b; i--;) { b = 0; // a is yc.length. for (j = a + i; j > i;) { // Current sum of products at this digit position, plus carry. b = c[j] + yc[i] * xc[j - i - 1] + b; c[j--] = b % 10; // carry b = b / 10 | 0; } c[j] = b; } // Increment result exponent if there is a final carry, otherwise remove leading zero. if (b) ++y.e; else c.shift(); // Remove trailing zeros. for (i = c.length; !c[--i];) c.pop(); y.c = c; return y; }; /* * Return a string representing the value of this Big in exponential notation rounded to dp fixed * decimal places using rounding mode rm, or Big.RM if rm is not specified. * * dp? {number} Decimal places: integer, 0 to MAX_DP inclusive. * rm? {number} Rounding mode: 0 (down), 1 (half-up), 2 (half-even) or 3 (up). */ P.toExponential = function (dp, rm) { var x = this, n = x.c[0]; if (dp !== UNDEFINED) { if (dp !== ~~dp || dp < 0 || dp > MAX_DP) { throw Error(INVALID_DP); } x = round(new x.constructor(x), ++dp, rm); for (; x.c.length < dp;) x.c.push(0); } return stringify(x, true, !!n); }; /* * Return a string representing the value of this Big in normal notation rounded to dp fixed * decimal places using rounding mode rm, or Big.RM if rm is not specified. * * dp? {number} Decimal places: integer, 0 to MAX_DP inclusive. * rm? {number} Rounding mode: 0 (down), 1 (half-up), 2 (half-even) or 3 (up). * * (-0).toFixed(0) is '0', but (-0.1).toFixed(0) is '-0'. * (-0).toFixed(1) is '0.0', but (-0.01).toFixed(1) is '-0.0'. */ P.toFixed = function (dp, rm) { var x = this, n = x.c[0]; if (dp !== UNDEFINED) { if (dp !== ~~dp || dp < 0 || dp > MAX_DP) { throw Error(INVALID_DP); } x = round(new x.constructor(x), dp + x.e + 1, rm); // x.e may have changed if the value is rounded up. for (dp = dp + x.e + 1; x.c.length < dp;) x.c.push(0); } return stringify(x, false, !!n); }; /* * Return a string representing the value of this Big. * Return exponential notation if this Big has a positive exponent equal to or greater than * Big.PE, or a negative exponent equal to or less than Big.NE. * Omit the sign for negative zero. */ P.toJSON = P.toString = function () { var x = this, Big = x.constructor; return stringify(x, x.e <= Big.NE || x.e >= Big.PE, !!x.c[0]); }; /* * Return the value of this Big as a primitve number. */ P.toNumber = function () { var n = Number(stringify(this, true, true)); if (this.constructor.strict === true && !this.eq(n.toString())) { throw Error(NAME + 'Imprecise conversion'); } return n; }; /* * Return a string representing the value of this Big rounded to sd significant digits using * rounding mode rm, or Big.RM if rm is not specified. * Use exponential notation if sd is less than the number of digits necessary to represent * the integer part of the value in normal notation. * * sd {number} Significant digits: integer, 1 to MAX_DP inclusive. * rm? {number} Rounding mode: 0 (down), 1 (half-up), 2 (half-even) or 3 (up). */ P.toPrecision = function (sd, rm) { var x = this, Big = x.constructor, n = x.c[0]; if (sd !== UNDEFINED) { if (sd !== ~~sd || sd < 1 || sd > MAX_DP) { throw Error(INVALID + 'precision'); } x = round(new Big(x), sd, rm); for (; x.c.length < sd;) x.c.push(0); } return stringify(x, sd <= x.e || x.e <= Big.NE || x.e >= Big.PE, !!n); }; /* * Return a string representing the value of this Big. * Return exponential notation if this Big has a positive exponent equal to or greater than * Big.PE, or a negative exponent equal to or less than Big.NE. * Include the sign for negative zero. */ P.valueOf = function () { var x = this, Big = x.constructor; if (Big.strict === true) { throw Error(NAME + 'valueOf disallowed'); } return stringify(x, x.e <= Big.NE || x.e >= Big.PE, true); }; // Export Big = _Big_(); Big['default'] = Big.Big = Big; //AMD. if (typeof define === 'function' && define.amd) { define(function () { return Big; }); // Node and other CommonJS-like environments that support module.exports. } else if ( true && module.exports) { module.exports = Big; //Browser. } else { GLOBAL.Big = Big; } })(this); /***/ }), /***/ 557: /***/ (function(__unused_webpack_module, exports, __nccwpck_require__) { "use strict"; var __createBinding = (this && this.__createBinding) || (Object.create ? (function(o, m, k, k2) { if (k2 === undefined) k2 = k; var desc = Object.getOwnPropertyDescriptor(m, k); if (!desc || ("get" in desc ? !m.__esModule : desc.writable || desc.configurable)) { desc = { enumerable: true, get: function() { return m[k]; } }; } Object.defineProperty(o, k2, desc); }) : (function(o, m, k, k2) { if (k2 === undefined) k2 = k; o[k2] = m[k]; })); var __exportStar = (this && this.__exportStar) || function(m, exports) { for (var p in m) if (p !== "default" && !Object.prototype.hasOwnProperty.call(exports, p)) __createBinding(exports, m, p); }; var __importDefault = (this && this.__importDefault) || function (mod) { return (mod && mod.__esModule) ? mod : { "default": mod }; }; Object.defineProperty(exports, "__esModule", ({ value: true })); exports.Alzebra = void 0; // External Imports var assert_1 = __importDefault(__nccwpck_require__(491)); var big_js_1 = __importDefault(__nccwpck_require__(738)); // Internal Imports var eliminassian_1 = __nccwpck_require__(21); var Alzebra = /** @class */ (function () { function Alzebra(matrix) { (0, assert_1.default)(Array.isArray(matrix), "Matrix must be an array"); var rowError = Alzebra.checkMatrixRows(matrix); (0, assert_1.default)(rowError === null, rowError); this.matrix = Alzebra.bigNumMatrix(matrix); } /** * Gaussian Elimination (Solving Systems of Linear Equations) * @param solutions - The solutions vector (b in Ax = b) * @returns An object with the reduced matrix and reduced vector (x in Ax = b if there is a solution) * @example * ```javascript * const matrix = [ * [1, 1, 0], * [0, 1, 1], * [2, 1, 1], * ]; * * const solutions = [10, 15, 25]; * const resultObj = new Alzebra(matrix).eliminassian(solutions); * * // This is what the `resultObj` variable is * const equivalentResultsObj = { * matrix: [ * [1, 0, 0], * [0, 1, 0], * [0, 0, 1], * ], * vector: [5, 5, 10] * } * ``` */ Alzebra.prototype.eliminassian = function (solutions) { (0, assert_1.default)(this.matrix.length === solutions.length, "The number of values in the result vector must equal the number of rows in the Alzebra matrix"); var matrixCopy = Alzebra.copyBigMatrix(this.matrix); var bigSolution = Alzebra.bigNumVector(solutions); for (var i = 0; i < bigSolution.length; i++) { matrixCopy[i].push(bigSolution[i]); } var solvedMatrix = new eliminassian_1.Eliminassian(matrixCopy).solve().numbered; var solvedVector = solvedMatrix.map(function (row) { return row.splice(row.length - 1)[0]; }); return { matrix: solvedMatrix, vector: solvedVector, }; }; Alzebra.checkMatrixRows = function (matrix) { if (!matrix.length) return "Matrix must have at least 1 row"; var rowLength = matrix[0].length; for (var i = 0; i < matrix.length; i++) { var row = matrix[i]; if (!Array.isArray(row)) return "Matrix rows must be arrays"; if (!row.every(function (v) { return typeof v === "number"; })) return "Matrix rows must only contain numbers"; if (row.length !== rowLength) return "Matrix rows must have equal length"; } return null; }; Alzebra.bigNumVector = function (vector) { return vector.map(function (val) { return new big_js_1.default(val); }); }; Alzebra.bigNumMatrix = function (matrix) { return matrix.map(Alzebra.bigNumVector); }; Alzebra.copyBigMatrix = function (matrix) { return matrix.map(function (row) { return row.map(function (val) { return new big_js_1.default(val); }); }); }; return Alzebra; }()); exports.Alzebra = Alzebra; __exportStar(__nccwpck_require__(77), exports); exports["default"] = Alzebra; /***/ }), /***/ 21: /***/ (function(__unused_webpack_module, exports, __nccwpck_require__) { "use strict"; var __spreadArray = (this && this.__spreadArray) || function (to, from, pack) { if (pack || arguments.length === 2) for (var i = 0, l = from.length, ar; i < l; i++) { if (ar || !(i in from)) { if (!ar) ar = Array.prototype.slice.call(from, 0, i); ar[i] = from[i]; } } return to.concat(ar || Array.prototype.slice.call(from)); }; var __importDefault = (this && this.__importDefault) || function (mod) { return (mod && mod.__esModule) ? mod : { "default": mod }; }; Object.defineProperty(exports, "__esModule", ({ value: true })); exports.Eliminassian = void 0; // External Imports var big_js_1 = __importDefault(__nccwpck_require__(738)); /** * Performs Gaussian Elimination on an NxM matrix */ var Eliminassian = /** @class */ (function () { function Eliminassian(matrix) { var _this = this; this.colsAdded = 0; this.solve = function () { _this.makeSquare(); _this.forwardEliminate(); _this.backSubstitute(); _this.removeZeroRows(); _this.removeZeroCols(); return _this; }; this.makeSquare = function () { var _a; if (_this.numRows !== _this.numCols) { // Need to add rows if (_this.numRows < _this.numCols) { var toAdd = _this.numCols - _this.numRows; (_a = _this.matrix).push.apply(_a, Eliminassian.zeroArray2D(_this.trueCols, toAdd)); } // Need to add cols else { var originalNumCols_1 = _this.numCols; var toAdd_1 = _this.numRows - originalNumCols_1; _this.matrix.forEach(function (row) { row.splice.apply(row, __spreadArray([originalNumCols_1, 0], Eliminassian.zeroArray(toAdd_1), false)); }); _this.colsAdded = toAdd_1; } } return _this; }; this.forwardEliminate = function () { var _loop_1 = function (i) { // If 0 ——> Swapping mechanism if (_this.matrix[i][i].eq(0)) { var non_zero_index = _this.matrix .slice(i + 1) .findIndex(function (row) { return !row[i].eq(0); }); if (non_zero_index === -1) return "continue"; _this.swapRows(i, non_zero_index + i + 1); // Add i + 1 to index as i + 1 elements were sliced when finding index } var mainRow = _this.matrix[i]; var divideBy = mainRow[i]; _this.modifyRow(i, function (value) { return value.div(divideBy); }); // Divide row by current diagonal value to get 1 in the diagonal // Loop starting below current row _this.rowsLooper(i + 1)(function (row) { var scaledMainRow = _this.scaleRow(i, _this.matrix[row][i]); // Scale main row to match this one (does not change main row) _this.modifyRow(row, function (val, col) { return val.minus(scaledMainRow[col]); }); // Subtract scaled value from current; makes value under pivot 0 }); }; for (var i = 0; i < _this.matrix[0].length - 1; i++) { _loop_1(i); } return _this; }; this.backSubstitute = function () { _this.columnsLooper(_this.numCols - 1, { reverse: true })(function (col) { var mainRow = _this.matrix[col]; if (!mainRow[col].eq(0)) { _this.rowsLooper(col - 1, { reverse: true })(function (row) { var scaledMainRow = _this.scaleRow(col, _this.matrix[row][col]); // Scale main row to match this one (does not change main row) _this.modifyRow(row, function (val, col) { return val.minus(scaledMainRow[col]); }); // Subtract scaled value from current; makes value above pivot 0 }); } }); return _this; }; this.removeZeroRows = function () { var emptyRows = []; _this.rowsLooper(0)(function (row) { var hasNonZero = _this.matrix[row].find(function (val) { return !val.eq(0); }); if (!hasNonZero) emptyRows.push(row - emptyRows.length); // Subtract number of empties that will be removed before this one }); emptyRows.forEach(function (row) { return _this.matrix.splice(row, 1); }); return _this; }; this.removeZeroCols = function () { var originalNumCols = _this.numCols; if (_this.colsAdded) { _this.rowsLooper(0)(function (row) { _this.matrix[row].splice(originalNumCols - _this.colsAdded, _this.colsAdded); }); } return _this; }; this.rowsLooper = function (startingRow, options) { if (options === void 0) { options = { reverse: false }; } return function (func) { for (var row = startingRow; (options === null || options === void 0 ? void 0 : options.reverse) ? row >= 0 : row < _this.matrix.length; (options === null || options === void 0 ? void 0 : options.reverse) ? row-- : row++) { func(row); } }; }; this.columnsLooper = function (startingCol, options) { if (options === void 0) { options = { reverse: false }; } return function (func) { for (var col = startingCol; (options === null || options === void 0 ? void 0 : options.reverse) ? col >= 0 : col < _this.matrix[0].length; (options === null || options === void 0 ? void 0 : options.reverse) ? col-- : col++) { func(col); } }; }; this.swapRows = function (i, j) { var old_row_j = _this.matrix[j]; _this.matrix[j] = _this.matrix[i]; _this.matrix[i] = old_row_j; }; this.scaleRow = function (row, scale) { return _this.matrix[row].map(function (value) { return value.mul(scale); }); }; this.modifyRow = function (row, changer) { _this.matrix[row].forEach(function (value, column, rowArr) { return (rowArr[column] = changer(value, column)); }); }; this.matrix = matrix; } Object.defineProperty(Eliminassian.prototype, "numbered", { /** * Number matrix (use `matrix` for Big Number matrix) */ get: function () { return Eliminassian.numMatrix(this.matrix); }, enumerable: false, configurable: true }); Object.defineProperty(Eliminassian.prototype, "numRows", { get: function () { return this.matrix.length; }, enumerable: false, configurable: true }); Object.defineProperty(Eliminassian.prototype, "trueCols", { get: function () { return this.matrix[0].length; }, enumerable: false, configurable: true }); Object.defineProperty(Eliminassian.prototype, "numCols", { get: function () { return this.trueCols - 1; // Subtract 1 due to constants col }, enumerable: false, configurable: true }); Eliminassian.numMatrix = function (matrix) { return matrix.map(function (row) { return row.map(function (val) { return val.toNumber() + 0; }); }); // Add 0 to avoid -0 }; Eliminassian.zeroArray = function (length) { return __spreadArray([], new Array(length).fill(new big_js_1.default(0)), true); }; Eliminassian.zeroArray2D = function (length, height) { return new Array(height).fill(Eliminassian.zeroArray(length)); }; return Eliminassian; }()); exports.Eliminassian = Eliminassian; /***/ }), /***/ 77: /***/ ((__unused_webpack_module, exports) => { "use strict"; Object.defineProperty(exports, "__esModule", ({ value: true })); /***/ }), /***/ 491: /***/ ((module) => { "use strict"; module.exports = require("assert"); /***/ }) /******/ }); /************************************************************************/ /******/ // The module cache /******/ var __webpack_module_cache__ = {}; /******/ /******/ // The require function /******/ function __nccwpck_require__(moduleId) { /******/ // Check if module is in cache /******/ var cachedModule = __webpack_module_cache__[moduleId]; /******/ if (cachedModule !== undefined) { /******/ return cachedModule.exports; /******/ } /******/ // Create a new module (and put it into the cache) /******/ var module = __webpack_module_cache__[moduleId] = { /******/ // no module.id needed /******/ // no module.loaded needed /******/ exports: {} /******/ }; /******/ /******/ // Execute the module function /******/ var threw = true; /******/ try { /******/ __webpack_modules__[moduleId].call(module.exports, module, module.exports, __nccwpck_require__); /******/ threw = false; /******/ } finally { /******/ if(threw) delete __webpack_module_cache__[moduleId]; /******/ } /******/ /******/ // Return the exports of the module /******/ return module.exports; /******/ } /******/ /************************************************************************/ /******/ /* webpack/runtime/compat */ /******/ /******/ if (typeof __nccwpck_require__ !== 'undefined') __nccwpck_require__.ab = __dirname + "/"; /******/ /************************************************************************/ /******/ /******/ // startup /******/ // Load entry module and return exports /******/ // This entry module is referenced by other modules so it can't be inlined /******/ var __webpack_exports__ = __nccwpck_require__(557); /******/ module.exports = __webpack_exports__; /******/ /******/ })() ;